| Overall Statistics |
|
Total Trades 1748 Average Win 1.70% Average Loss -0.87% Compounding Annual Return 52.642% Drawdown 20.900% Expectancy 0.896 Net Profit 24652.411% Sharpe Ratio 0.855 Probabilistic Sharpe Ratio 0.000% Loss Rate 36% Win Rate 64% Profit-Loss Ratio 1.95 Alpha 0.785 Beta 0.237 Annual Standard Deviation 0.971 Annual Variance 0.944 Information Ratio 0.649 Tracking Error 0.985 Treynor Ratio 3.5 Total Fees $14144.81 |
import pandas as pd
import numpy as np
class LiquidUniverseSelection(QCAlgorithm):
def Initialize(self):
self.SetBenchmark("QQQ")
self.SetStartDate(2008, 1, 1)
self.SetEndDate(2021,1,10)
self.SetCash(10000)
self.max_loss_frac = 0.15
self.asset_best_price = {}
res = Resolution.Hour
self.MRKT = self.AddEquity('SPY', res).Symbol
self.TLT = self.AddEquity('TLT', res).Symbol
self.S0=self.AddEquity('MCF',res).Symbol
self.S1=self.AddEquity('CF',res).Symbol
self.S2=self.AddEquity('ZEUS',res).Symbol
self.S3=self.AddEquity('CALM',res).Symbol
self.S4=self.AddEquity('NEU',res).Symbol
self.S5=self.AddEquity('NUE',res).Symbol
self.S6=self.AddEquity('VIVO',res).Symbol
self.S7=self.AddEquity('WDC',res).Symbol
self.S8=self.AddEquity('MLHR',res).Symbol
self.S9=self.AddEquity('MD',res).Symbol
self.S10=self.AddEquity('MHO',res).Symbol
self.S11=self.AddEquity('HOV',res).Symbol
self.S12=self.AddEquity('NVR',res).Symbol
self.S13=self.AddEquity('LSTR',res).Symbol
self.S14=self.AddEquity('BKE',res).Symbol
self.S15=self.AddEquity('THC',res).Symbol
self.S16=self.AddEquity('BZH',res).Symbol
self.S17=self.AddEquity('PTEN',res).Symbol
self.S18=self.AddEquity('SCHN',res).Symbol
self.S19=self.AddEquity('BIG',res).Symbol
self.S20=self.AddEquity('OIS',res).Symbol
self.S21=self.AddEquity('HUBG',res).Symbol
self.S22=self.AddEquity('AAL',res).Symbol
self.S23=self.AddEquity('USNA',res).Symbol
self.S24=self.AddEquity('ROCK',res).Symbol
self.S25=self.AddEquity('UAL',res).Symbol
self.S26=self.AddEquity('CNC',res).Symbol
self.S27=self.AddEquity('SANM',res).Symbol
self.S28=self.AddEquity('LYV',res).Symbol
self.S29=self.AddEquity('NXGN',res).Symbol
self.S30=self.AddEquity('CASY',res).Symbol
self.S31=self.AddEquity('DRI',res).Symbol
self.S32=self.AddEquity('BR',res).Symbol
self.S33=self.AddEquity('CPSI',res).Symbol
self.S34=self.AddEquity('SPH',res).Symbol
self.S35=self.AddEquity('ADM',res).Symbol
self.S36=self.AddEquity('CMP',res).Symbol
self.S37=self.AddEquity('INT',res).Symbol
self.S38=self.AddEquity('PAA',res).Symbol
self.S39=self.AddEquity('CBRL',res).Symbol
self.S40=self.AddEquity('CEQP',res).Symbol
self.S41=self.AddEquity('SNX',res).Symbol
self.S42=self.AddEquity('AZO',res).Symbol
self.S43=self.AddEquity('NAV',res).Symbol
self.S44=self.AddEquity('RS',res).Symbol
self.S45=self.AddEquity('GPI',res).Symbol
self.S46=self.AddEquity('F',res).Symbol
self.S47=self.AddEquity('PAG',res).Symbol
self.S48=self.AddEquity('YRCW',res).Symbol
self.S49=self.AddEquity('WEX',res).Symbol
self.S50=self.AddEquity('WSM',res).Symbol
self.S51=self.AddEquity('PENN',res).Symbol
self.S52=self.AddEquity('RAD',res).Symbol
self.S53=self.AddEquity('WYND',res).Symbol
self.S54=self.AddEquity('ODP',res).Symbol
self.S55=self.AddEquity('ASH',res).Symbol
self.S56=self.AddEquity('GTLS',res).Symbol
self.S57=self.AddEquity('DDS',res).Symbol
self.S58=self.AddEquity('GRA',res).Symbol
self.S59=self.AddEquity('CAR',res).Symbol
self.S60=self.AddEquity('SAH',res).Symbol
self.S61=self.AddEquity('TEN',res).Symbol
self.S62=self.AddEquity('UIS',res).Symbol
self.S63=self.AddEquity('MTOR',res).Symbol
self.S64=self.AddEquity('DAN',res).Symbol
self.S65=self.AddEquity('VNDA',res).Symbol
self.S66=self.AddEquity('UFS',res).Symbol
self.S67=self.AddEquity('EBIX',res).Symbol
self.S68=self.AddEquity('RRD',res).Symbol
self.S69=self.AddEquity('REV',res).Symbol
self.S70=self.AddEquity('MTW',res).Symbol
self.S71=self.AddEquity('MSTR',res).Symbol
self.S72=self.AddEquity('AJRD',res).Symbol
self.S73=self.AddEquity('BKNG',res).Symbol
self.S74=self.AddEquity('HUN',res).Symbol
self.S75=self.AddEquity('AAWW',res).Symbol
self.S76=self.AddEquity('FOE',res).Symbol
self.S77=self.AddEquity('ENLC',res).Symbol
self.S78=self.AddEquity('TGNA',res).Symbol
self.S79=self.AddEquity('DPZ',res).Symbol
self.S80=self.AddEquity('AMED',res).Symbol
self.S81=self.AddEquity('GPRE',res).Symbol
self.S82=self.AddEquity('TSN',res).Symbol
self.S83=self.AddEquity('NFLX',res).Symbol
self.S84=self.AddEquity('CPE',res).Symbol
self.S85=self.AddEquity('SNBR',res).Symbol
self.S86=self.AddEquity('KIRK',res).Symbol
self.S87=self.AddEquity('LEU',res).Symbol
self.S88=self.AddEquity('URI',res).Symbol
self.S89=self.AddEquity('RGR',res).Symbol
self.S90=self.AddEquity('CAL',res).Symbol
self.S91=self.AddEquity('AVNT',res).Symbol
self.S92=self.AddEquity('CLW',res).Symbol
self.S93=self.AddEquity('HLF',res).Symbol
self.S94=self.AddEquity('CHRW',res).Symbol
self.S95=self.AddEquity('VHC',res).Symbol
self.S96=self.AddEquity('ARLP',res).Symbol
self.S97=self.AddEquity('TZOO',res).Symbol
self.S98=self.AddEquity('ACTG',res).Symbol
self.S99=self.AddEquity('SBH',res).Symbol
self.S100=self.AddEquity('MSB',res).Symbol
self.S101=self.AddEquity('WTI',res).Symbol
self.S102=self.AddEquity('CVI',res).Symbol
self.S103=self.AddEquity('TPR',res).Symbol
self.S104=self.AddEquity('VCEL',res).Symbol
self.S105=self.AddEquity('IDT',res).Symbol
self.S106=self.AddEquity('TRS',res).Symbol
self.S107=self.AddEquity('AXL',res).Symbol
self.S108=self.AddEquity('ZAGG',res).Symbol
self.S109=self.AddEquity('IDCC',res).Symbol
self.S110=self.AddEquity('TA',res).Symbol
self.S111=self.AddEquity('JBL',res).Symbol
self.S112=self.AddEquity('TER',res).Symbol
self.S113=self.AddEquity('WW',res).Symbol
self.S114=self.AddEquity('ENTG',res).Symbol
self.S115=self.AddEquity('SBGI',res).Symbol
self.S116=self.AddEquity('PLAB',res).Symbol
self.S117=self.AddEquity('MTZ',res).Symbol
self.S118=self.AddEquity('MKSI',res).Symbol
self.S119=self.AddEquity('RES',res).Symbol
self.S120=self.AddEquity('GT',res).Symbol
self.S121=self.AddEquity('MOH',res).Symbol
self.S122=self.AddEquity('TPX',res).Symbol
self.S123=self.AddEquity('PII',res).Symbol
self.S124=self.AddEquity('IOSP',res).Symbol
self.S125=self.AddEquity('DISH',res).Symbol
self.S126=self.AddEquity('PEIX',res).Symbol
self.S127=self.AddEquity('LZB',res).Symbol
self.S128=self.AddEquity('LAD',res).Symbol
self.S129=self.AddEquity('LYB',res).Symbol
self.S130=self.AddEquity('ITT',res).Symbol
self.S131=self.AddEquity('JBLU',res).Symbol
self.S132=self.AddEquity('FAST',res).Symbol
self.S133=self.AddEquity('CRUS',res).Symbol
self.S134=self.AddEquity('AMKR',res).Symbol
self.S135=self.AddEquity('EGY',res).Symbol
self.S136=self.AddEquity('FOSL',res).Symbol
self.S137=self.AddEquity('AAPL',res).Symbol
self.S138=self.AddEquity('FICO',res).Symbol
self.S139=self.AddEquity('MNST',res).Symbol
self.S140=self.AddEquity('SRPT',res).Symbol
self.S141=self.AddEquity('DK',res).Symbol
self.S142=self.AddEquity('SWBI',res).Symbol
self.S143=self.AddEquity('WOR',res).Symbol
self.S144=self.AddEquity('TMUS',res).Symbol
self.S145=self.AddEquity('CBB',res).Symbol
self.S146=self.AddEquity('CTB',res).Symbol
self.S147=self.AddEquity('BAH',res).Symbol
self.S148=self.AddEquity('EGHT',res).Symbol
self.S149=self.AddEquity('CLMT',res).Symbol
self.S150=self.AddEquity('GNRC',res).Symbol
self.S151=self.AddEquity('GIII',res).Symbol
self.S152=self.AddEquity('LOPE',res).Symbol
self.S153=self.AddEquity('VRA',res).Symbol
self.S154=self.AddEquity('DXC',res).Symbol
self.S155=self.AddEquity('SCS',res).Symbol
self.S156=self.AddEquity('R',res).Symbol
self.S157=self.AddEquity('GM',res).Symbol
self.S158=self.AddEquity('PPC',res).Symbol
self.S159=self.AddEquity('VLO',res).Symbol
self.S160=self.AddEquity('HCA',res).Symbol
self.S161=self.AddEquity('TKR',res).Symbol
self.S162=self.AddEquity('DAL',res).Symbol
self.S163=self.AddEquity('CYH',res).Symbol
self.S164=self.AddEquity('MPC',res).Symbol
self.S165=self.AddEquity('MAN',res).Symbol
self.S166=self.AddEquity('OSK',res).Symbol
self.S167=self.AddEquity('IEP',res).Symbol
self.S168=self.AddEquity('NXST',res).Symbol
self.S169=self.AddEquity('BBY',res).Symbol
self.S170=self.AddEquity('HPQ',res).Symbol
self.S171=self.AddEquity('ALK',res).Symbol
self.S172=self.AddEquity('OSTK',res).Symbol
self.S173=self.AddEquity('ARCB',res).Symbol
self.S174=self.AddEquity('FSLR',res).Symbol
self.S175=self.AddEquity('NUS',res).Symbol
self.S176=self.AddEquity('UI',res).Symbol
self.S177=self.AddEquity('REGI',res).Symbol
self.S178=self.AddEquity('ONVO',res).Symbol
self.S179=self.AddEquity('X',res).Symbol
self.S180=self.AddEquity('WLL',res).Symbol
self.S181=self.AddEquity('DXPE',res).Symbol
self.S182=self.AddEquity('SAVE',res).Symbol
self.S183=self.AddEquity('MANH',res).Symbol
self.S184=self.AddEquity('FSS',res).Symbol
self.S185=self.AddEquity('ANDE',res).Symbol
self.S186=self.AddEquity('FONR',res).Symbol
self.S187=self.AddEquity('RGEN',res).Symbol
self.S188=self.AddEquity('PZZA',res).Symbol
self.S189=self.AddEquity('SEM',res).Symbol
self.S190=self.AddEquity('HA',res).Symbol
self.S191=self.AddEquity('TRN',res).Symbol
self.S192=self.AddEquity('AXAS',res).Symbol
self.S193=self.AddEquity('STRA',res).Symbol
self.S194=self.AddEquity('MU',res).Symbol
self.S195=self.AddEquity('MYGN',res).Symbol
self.S196=self.AddEquity('RDNT',res).Symbol
self.S197=self.AddEquity('INTC',res).Symbol
self.S198=self.AddEquity('EW',res).Symbol
self.S199=self.AddEquity('IMKTA',res).Symbol
self.S200=self.AddEquity('NSP',res).Symbol
self.S201=self.AddEquity('CVLG',res).Symbol
self.S202=self.AddEquity('SWKS',res).Symbol
self.S203=self.AddEquity('LUMO',res).Symbol
self.S204=self.AddEquity('ASRT',res).Symbol
self.S205=self.AddEquity('EA',res).Symbol
self.S206=self.AddEquity('SKYW',res).Symbol
self.S207=self.AddEquity('FLWS',res).Symbol
self.S208=self.AddEquity('BBSI',res).Symbol
self.S209=self.AddEquity('LCI',res).Symbol
self.S210=self.AddEquity('AVID',res).Symbol
self.S211=self.AddEquity('SM',res).Symbol
self.S212=self.AddEquity('SUPN',res).Symbol
self.S213=self.AddEquity('ABMD',res).Symbol
self.S214=self.AddEquity('FIX',res).Symbol
self.S215=self.AddEquity('IMGN',res).Symbol
self.S216=self.AddEquity('MMI',res).Symbol
self.S217=self.AddEquity('TBI',res).Symbol
self.S218=self.AddEquity('CENTA',res).Symbol
self.S219=self.AddEquity('ATVI',res).Symbol
self.S220=self.AddEquity('CORE',res).Symbol
self.S221=self.AddEquity('TTI',res).Symbol
self.S222=self.AddEquity('KFRC',res).Symbol
self.S223=self.AddEquity('HRB',res).Symbol
self.S224=self.AddEquity('NTGR',res).Symbol
self.S225=self.AddEquity('PBF',res).Symbol
self.S226=self.AddEquity('RGS',res).Symbol
self.S227=self.AddEquity('UFPI',res).Symbol
self.S228=self.AddEquity('JBSS',res).Symbol
self.S229=self.AddEquity('PLCE',res).Symbol
self.S230=self.AddEquity('TROX',res).Symbol
self.S231=self.AddEquity('ZUMZ',res).Symbol
self.S232=self.AddEquity('SAFM',res).Symbol
self.S233=self.AddEquity('CENX',res).Symbol
self.S234=self.AddEquity('FPRX',res).Symbol
self.S235=self.AddEquity('TMST',res).Symbol
self.S236=self.AddEquity('SLCA',res).Symbol
self.S237=self.AddEquity('TEX',res).Symbol
self.S238=self.AddEquity('CLF',res).Symbol
self.S239=self.AddEquity('SXC',res).Symbol
self.S240=self.AddEquity('ATSG',res).Symbol
self.S241=self.AddEquity('DAR',res).Symbol
self.S242=self.AddEquity('TSE',res).Symbol
self.S243=self.AddEquity('NGL',res).Symbol
self.S244=self.AddEquity('AROC',res).Symbol
self.S245=self.AddEquity('ET',res).Symbol
self.S246=self.AddEquity('RYAM',res).Symbol
self.S247=self.AddEquity('KRA',res).Symbol
self.S248=self.AddEquity('RYI',res).Symbol
self.S249=self.AddEquity('QUAD',res).Symbol
self.S250=self.AddEquity('TPCO',res).Symbol
self.S251=self.AddEquity('HSC',res).Symbol
self.S252=self.AddEquity('CENT',res).Symbol
self.S253=self.AddEquity('TPL',res).Symbol
self.S254=self.AddEquity('TTMI',res).Symbol
self.S255=self.AddEquity('AGX',res).Symbol
self.S256=self.AddEquity('BGFV',res).Symbol
self.S257=self.AddEquity('SGMS',res).Symbol
self.S258=self.AddEquity('CONN',res).Symbol
self.S259=self.AddEquity('SAIA',res).Symbol
self.S260=self.AddEquity('CC',res).Symbol
self.S261=self.AddEquity('HEES',res).Symbol
self.S262=self.AddEquity('GV',res).Symbol
self.S263=self.AddEquity('WNC',res).Symbol
self.S264=self.AddEquity('HRI',res).Symbol
self.S265=self.AddEquity('NRG',res).Symbol
self.S266=self.AddEquity('MASI',res).Symbol
self.S267=self.AddEquity('BCEI',res).Symbol
self.S268=self.AddEquity('ZYNE',res).Symbol
self.S269=self.AddEquity('FIZZ',res).Symbol
self.S270=self.AddEquity('BEAT',res).Symbol
self.S271=self.AddEquity('BLDR',res).Symbol
self.S272=self.AddEquity('GTN',res).Symbol
self.S273=self.AddEquity('EVRI',res).Symbol
self.S274=self.AddEquity('CYCC',res).Symbol
self.S275=self.AddEquity('PETS',res).Symbol
self.S276=self.AddEquity('RRGB',res).Symbol
self.S277=self.AddEquity('SUN',res).Symbol
self.S278=self.AddEquity('TGI',res).Symbol
self.S279=self.AddEquity('XPO',res).Symbol
self.S280=self.AddEquity('STMP',res).Symbol
self.S281=self.AddEquity('TVTY',res).Symbol
self.S282=self.AddEquity('CAI',res).Symbol
self.S283=self.AddEquity('CORT',res).Symbol
self.S284=self.AddEquity('RH',res).Symbol
self.S285=self.AddEquity('NVDA',res).Symbol
self.S286=self.AddEquity('TREX',res).Symbol
self.S287=self.AddEquity('URBN',res).Symbol
self.S288=self.AddEquity('BOOT',res).Symbol
self.S289=self.AddEquity('CNCE',res).Symbol
self.S290=self.AddEquity('EXPR',res).Symbol
self.S291=self.AddEquity('HPR',res).Symbol
self.S292=self.AddEquity('HIBB',res).Symbol
self.S293=self.AddEquity('KSS',res).Symbol
self.S294=self.AddEquity('AEO',res).Symbol
self.S295=self.AddEquity('FL',res).Symbol
self.S296=self.AddEquity('KODK',res).Symbol
self.S297=self.AddEquity('VRS',res).Symbol
self.S298=self.AddEquity('SGRY',res).Symbol
self.S299=self.AddEquity('GCO',res).Symbol
self.S300=self.AddEquity('TGT',res).Symbol
self.S301=self.AddEquity('BXC',res).Symbol
self.S302=self.AddEquity('COLL',res).Symbol
self.S303=self.AddEquity('HEAR',res).Symbol
self.S304=self.AddEquity('MED',res).Symbol
self.S305=self.AddEquity('TUSK',res).Symbol
self.S306=self.AddEquity('LE',res).Symbol
self.S307=self.AddEquity('IMMR',res).Symbol
self.S308=self.AddEquity('NOG',res).Symbol
self.S309=self.AddEquity('HFC',res).Symbol
self.S310=self.AddEquity('DBD',res).Symbol
self.S311=self.AddEquity('EXEL',res).Symbol
self.S312=self.AddEquity('AVGO',res).Symbol
self.S313=self.AddEquity('THS',res).Symbol
self.S314=self.AddEquity('ABM',res).Symbol
self.S315=self.AddEquity('VMW',res).Symbol
self.S316=self.AddEquity('HCC',res).Symbol
self.S317=self.AddEquity('PUMP',res).Symbol
self.S318=self.AddEquity('XRX',res).Symbol
self.S319=self.AddEquity('GLDD',res).Symbol
self.S320=self.AddEquity('CATM',res).Symbol
self.S321=self.AddEquity('OMI',res).Symbol
self.S322=self.AddEquity('INS',res).Symbol
self.S323=self.AddEquity('SGH',res).Symbol
self.S324=self.AddEquity('SLP',res).Symbol
self.S325=self.AddEquity('MEDP',res).Symbol
self.S326=self.AddEquity('GMS',res).Symbol
self.S327=self.AddEquity('MTH',res).Symbol
self.S328=self.AddEquity('RLGY',res).Symbol
self.S329=self.AddEquity('VGR',res).Symbol
self.S330=self.AddEquity('LRCX',res).Symbol
self.S331=self.AddEquity('RETA',res).Symbol
self.S332=self.AddEquity('ARWR',res).Symbol
self.S333=self.AddEquity('WGO',res).Symbol
self.S334=self.AddEquity('NMRK',res).Symbol
self.S335=self.AddEquity('ATKR',res).Symbol
self.S336=self.AddEquity('ISEE',res).Symbol
self.S337=self.AddEquity('SAVA',res).Symbol
self.S338=self.AddEquity('TCCO',res).Symbol
self.S339=self.AddEquity('SPWH',res).Symbol
self.S340=self.AddEquity('WORX',res).Symbol
self.S341=self.AddEquity('ABIO',res).Symbol
self.S342=self.AddEquity('MRSN',res).Symbol
self.S343=self.AddEquity('PVAC',res).Symbol
self.S344=self.AddEquity('CWH',res).Symbol
self.S345=self.AddEquity('TUP',res).Symbol
self.S346=self.AddEquity('HOME',res).Symbol
self.S347=self.AddEquity('FTSI',res).Symbol
self.S348=self.AddEquity('UNFI',res).Symbol
self.S349=self.AddEquity('BLNK',res).Symbol
self.S350=self.AddEquity('RMBL',res).Symbol
self.S351=self.AddEquity('LL',res).Symbol
self.S352=self.AddEquity('MIK',res).Symbol
self.S353=self.AddEquity('FET',res).Symbol
self.S354=self.AddEquity('UONE',res).Symbol
self.S355=self.AddEquity('PBI',res).Symbol
self.S356=self.AddEquity('TCS',res).Symbol
self.S357=self.AddEquity('GME',res).Symbol
self.S358=self.AddEquity('IEA',res).Symbol
self.S359=self.AddEquity('NLS',res).Symbol
self.S360=self.AddEquity('SQBG',res).Symbol
self.signals = 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0.1,self.S131:0.1,self.S213:0.1,self.S190:0.1,self.S214:0.1,self.S202:0.1,self.S199:0.1},'2015-06-18':{self.TLT:1},'2015-07-01':{self.S215:0.1,self.S212:0.1,self.S142:0.1,self.S93:0.1,self.S216:0.1,self.S23:0.1,self.S217:0.1,self.S183:0.1,self.S188:0.1,self.S26:0.1},'2015-07-08':{self.TLT:1},'2015-10-23':{self.S218:0.1,self.S206:0.1,self.S213:0.1,self.S219:0.1,self.S190:0.1,self.S220:0.1,self.S3:0.1,self.S193:0.1,self.S221:0.1,self.S93:0.1},'2015-11-02':{self.S218:0.1,self.S190:0.1,self.S221:0.1,self.S220:0.1,self.S93:0.1,self.S222:0.1,self.S214:0.1,self.S223:0.1,self.S3:0.1,self.S183:0.1},'2015-12-01':{self.S190:0.1,self.S224:0.1,self.S220:0.1,self.S225:0.1,self.S218:0.1,self.S208:0.1,self.S206:0.1,self.S183:0.1,self.S226:0.1,self.S227:0.1},'2015-12-21':{self.TLT:1},'2016-03-09':{self.S82:0.1,self.S142:0.1,self.S228:0.1,self.S229:0.1,self.S230:0.1,self.S231:0.1,self.S232:0.1,self.S33:0.1,self.S179:0.1,self.S190:0.1},'2016-04-01':{self.S230:0.1,self.S233:0.1,self.S179:0.1,self.S234:0.1,self.S235:0.1,self.S190:0.1,self.S236:0.1,self.S237:0.1,self.S82:0.1,self.S229:0.1},'2016-05-02':{self.S238:0.1,self.S230:0.1,self.S239:0.1,self.S43:0.1,self.S240:0.1,self.S211:0.1,self.S241:0.1,self.S70:0.1,self.S242:0.1,self.S74:0.1},'2016-06-01':{self.S179:0.1,self.S242:0.1,self.S243:0.1,self.S235:0.1,self.S244:0.1,self.S245:0.1,self.S200:0.1,self.S154:0.1,self.S246:0.1,self.S247:0.1},'2016-07-01':{self.S248:0.1,self.S238:0.1,self.S243:0.1,self.S249:0.1,self.S245:0.1,self.S211:0.1,self.S250:0.1,self.S247:0.1,self.S154:0.1,self.S244:0.1},'2016-08-01':{self.S238:0.1,self.S211:0.1,self.S245:0.1,self.S243:0.1,self.S244:0.1,self.S246:0.1,self.S247:0.1,self.S43:0.1,self.S250:0.1,self.S242:0.1},'2016-09-01':{self.S238:0.1,self.S249:0.1,self.S251:0.1,self.S245:0.1,self.S248:0.1,self.S179:0.1,self.S244:0.1,self.S230:0.1,self.S243:0.1,self.S252:0.1},'2016-10-03':{self.S245:0.1,self.S230:0.1,self.S244:0.1,self.S134:0.1,self.S251:0.1,self.S96:0.1,self.S43:0.1,self.S249:0.1,self.S243:0.1,self.S238:0.1},'2016-11-01':{self.S43:0.1,self.S253:0.1,self.S181:0.1,self.S244:0.1,self.S254:0.1,self.S255:0.1,self.S134:0.1,self.S96:0.1,self.S230:0.1,self.S81:0.1},'2016-12-01':{self.S43:0.1,self.S239:0.1,self.S256:0.1,self.S253:0.1,self.S231:0.1,self.S181:0.1,self.S257:0.1,self.S230:0.1,self.S254:0.1,self.S258:0.1},'2017-01-03':{self.S43:0.1,self.S62:0.1,self.S181:0.1,self.S239:0.1,self.S173:0.1,self.S230:0.1,self.S259:0.1,self.S256:0.1,self.S228:0.1,self.S25:0.1},'2017-02-01':{self.S181:0.1,self.S260:0.1,self.S102:0.1,self.S43:0.1,self.S261:0.1,self.S230:0.1,self.S173:0.1,self.S141:0.1,self.S48:0.1,self.S258:0.1},'2017-03-01':{self.S262:0.1,self.S261:0.1,self.S102:0.1,self.S263:0.1,self.S264:0.1,self.S265:0.1,self.S259:0.1,self.S266:0.1,self.S238:0.1,self.S243:0.1},'2017-04-03':{self.S267:0.1,self.S262:0.1,self.S257:0.1,self.S268:0.1,self.S265:0.1,self.S269:0.1,self.S266:0.1,self.S63:0.1,self.S263:0.1,self.S88:0.1},'2017-05-01':{self.S269:0.1,self.S257:0.1,self.S270:0.1,self.S263:0.1,self.S266:0.1,self.S271:0.1,self.S85:0.1,self.S51:0.1,self.S212:0.1,self.S272:0.1},'2017-05-10':{self.TLT:1},'2017-05-26':{self.S273:0.1,self.S274:0.1,self.S269:0.1,self.S258:0.1,self.S51:0.1,self.S212:0.1,self.S275:0.1,self.S270:0.1,self.S276:0.1,self.S277:0.1},'2017-06-01':{self.S273:0.1,self.S258:0.1,self.S269:0.1,self.S212:0.1,self.S51:0.1,self.S163:0.1,self.S275:0.1,self.S270:0.1,self.S276:0.1,self.S277:0.1},'2017-06-05':{self.TLT:1},'2017-07-03':{self.S258:0.1,self.S275:0.1,self.S212:0.1,self.S85:0.1,self.S121:0.1,self.S269:0.1,self.S163:0.1,self.S278:0.1,self.S279:0.1,self.S280:0.1},'2017-08-01':{self.S215:0.1,self.S275:0.1,self.S258:0.1,self.S269:0.1,self.S212:0.1,self.S281:0.1,self.S85:0.1,self.S280:0.1,self.S51:0.1,self.S279:0.1},'2017-09-01':{self.S215:0.1,self.S282:0.1,self.S258:0.1,self.S280:0.1,self.S275:0.1,self.S283:0.1,self.S269:0.1,self.S284:0.1,self.S285:0.1,self.S59:0.1},'2017-10-02':{self.S258:0.1,self.S215:0.1,self.S282:0.1,self.S280:0.1,self.S283:0.1,self.S285:0.1,self.S232:0.1,self.S253:0.1,self.S173:0.1,self.S269:0.1},'2017-11-01':{self.S283:0.1,self.S258:0.1,self.S215:0.1,self.S194:0.1,self.S261:0.1,self.S63:0.1,self.S280:0.1,self.S285:0.1,self.S282:0.1,self.S16:0.1},'2017-12-01':{self.S258:0.1,self.S286:0.1,self.S16:0.1,self.S231:0.1,self.S102:0.1,self.S247:0.1,self.S173:0.1,self.S63:0.1,self.S59:0.1,self.S287:0.1},'2018-01-02':{self.S288:0.1,self.S289:0.1,self.S290:0.1,self.S102:0.1,self.S291:0.1,self.S286:0.1,self.S246:0.1,self.S200:0.1,self.S14:0.1,self.S225:0.1},'2018-02-01':{self.S288:0.1,self.S292:0.1,self.S287:0.1,self.S179:0.1,self.S102:0.1,self.S293:0.1,self.S294:0.1,self.S295:0.1,self.S289:0.1,self.S243:0.1},'2018-03-01':{self.S296:0.1,self.S297:0.1,self.S136:0.1,self.S298:0.1,self.S292:0.1,self.S179:0.1,self.S288:0.1,self.S15:0.1,self.S299:0.1,self.S300:0.1},'2018-04-02':{self.S301:0.1,self.S296:0.1,self.S136:0.1,self.S302:0.1,self.S297:0.1,self.S298:0.1,self.S15:0.1,self.S292:0.1,self.S288:0.1,self.S299:0.1},'2018-04-10':{self.TLT:1},'2018-06-05':{self.S303:0.1,self.S301:0.1,self.S304:0.1,self.S15:0.1,self.S101:0.1,self.S23:0.1,self.S305:0.1,self.S225:0.1,self.S306:0.1,self.S253:0.1},'2018-07-02':{self.S301:0.1,self.S304:0.1,self.S101:0.1,self.S15:0.1,self.S307:0.1,self.S308:0.1,self.S309:0.1,self.S253:0.1,self.S305:0.1,self.S141:0.1},'2018-08-01':{self.TLT:1},'2019-02-19':{self.S310:0.1,self.S209:0.1,self.S311:0.1,self.S176:0.1,self.S240:0.1,self.S312:0.1,self.S243:0.1,self.S313:0.1,self.S314:0.1,self.S295:0.1},'2019-03-01':{self.S209:0.1,self.S176:0.1,self.S315:0.1,self.S316:0.1,self.S311:0.1,self.S312:0.1,self.S243:0.1,self.S238:0.1,self.S240:0.1,self.S138:0.1},'2019-04-01':{self.S209:0.1,self.S317:0.1,self.S48:0.1,self.S176:0.1,self.S243:0.1,self.S273:0.1,self.S318:0.1,self.S115:0.1,self.S15:0.1,self.S315:0.1},'2019-05-01':{self.S310:0.1,self.S176:0.1,self.S209:0.1,self.S319:0.1,self.S115:0.1,self.S273:0.1,self.S315:0.1,self.S243:0.1,self.S320:0.1,self.S317:0.1},'2019-05-14':{self.TLT:1},'2019-09-11':{self.S321:0.1,self.S322:0.1,self.S60:0.1,self.S323:0.1,self.S324:0.1,self.S325:0.1,self.S326:0.1,self.S280:0.1,self.S271:0.1,self.S279:0.1},'2019-10-01':{self.S321:0.1,self.S322:0.1,self.S60:0.1,self.S326:0.1,self.S324:0.1,self.S280:0.1,self.S327:0.1,self.S16:0.1,self.S325:0.1,self.S10:0.1},'2019-11-01':{self.S321:0.1,self.S280:0.1,self.S326:0.1,self.S300:0.1,self.S16:0.1,self.S60:0.1,self.S328:0.1,self.S329:0.1,self.S330:0.1,self.S228:0.1},'2019-12-02':{self.S331:0.1,self.S332:0.1,self.S321:0.1,self.S328:0.1,self.S209:0.1,self.S333:0.1,self.S275:0.1,self.S62:0.1,self.S334:0.1,self.S335:0.1},'2020-01-02':{self.S336:0.1,self.S331:0.1,self.S337:0.1,self.S338:0.1,self.S15:0.1,self.S52:0.1,self.S328:0.1,self.S176:0.1,self.S339:0.1,self.S81:0.1},'2020-02-03':{self.TLT:1},'2020-07-09':{self.S340:0.1,self.S341:0.1,self.S342:0.1,self.S343:0.1,self.S344:0.1,self.S345:0.1,self.S346:0.1,self.S347:0.1,self.S348:0.1,self.S349:0.1},'2020-08-03':{self.S341:0.1,self.S296:0.1,self.S349:0.1,self.S345:0.1,self.S344:0.1,self.S342:0.1,self.S350:0.1,self.S351:0.1,self.S352:0.1,self.S348:0.1},'2020-09-01':{self.S296:0.1,self.S86:0.1,self.S345:0.1,self.S321:0.1,self.S256:0.1,self.S353:0.1,self.S352:0.1,self.S351:0.1,self.S344:0.1,self.S303:0.1},'2020-10-01':{self.S296:0.1,self.S126:0.1,self.S350:0.1,self.S86:0.1,self.S256:0.1,self.S354:0.1,self.S321:0.1,self.S352:0.1,self.S355:0.1,self.S298:0.1},'2020-11-02':{self.S86:0.1,self.S356:0.1,self.S296:0.1,self.S256:0.1,self.S357:0.1,self.S321:0.1,self.S177:0.1,self.S136:0.1,self.S110:0.1,self.S11:0.1},'2020-12-01':{self.S354:0.1,self.S86:0.1,self.S126:0.1,self.S358:0.1,self.S357:0.1,self.S356:0.1,self.S321:0.1,self.S256:0.1,self.S359:0.1,self.S360:0.1}}
self.year = 2008
self.Schedule.On(
self.DateRules.EveryDay(),
self.TimeRules.AfterMarketOpen('SPY', 45),
self.rebalance
)
def rebalance(self):
currentDate = self.UtcTime.date()
# if currentDate.year != self.year:
# self.Portfolio.SetCash(self.Portfolio.Cash + 5000);
# self.year = currentDate.year
try:
new_position = self.signals["{}".format(currentDate)]
except:
return
self.Transactions.CancelOpenOrders()
invested = dict.fromkeys([ x.Symbol for x in self.Portfolio.Values if x.Invested ],0)
invested.update(new_position)
for sec, weight in invested.items():
self.SetHoldings(sec, weight)
# def OnOrderEvent(self, orderEvent):
# order = self.Transactions.GetOrderById(orderEvent.OrderId)
# if order.Type == OrderType.Market and orderEvent.Status == OrderStatus.Filled and order.Direction == OrderDirection.Buy:
# price = order.Price
# quantity = order.Quantity
# self.StopMarketOrder(order.Symbol, quantity*-1, 0.90 * price)from pandas import np
from sklearn import preprocessing
def norm_data(df):
sectors = df.sector.unique()
ratios_to_normalize = ['roic_wacc',
'ebit_ev',
'cr',
'fcf',
'price_to_cf',
'roic',
'roa',
'roe',
'roe_3_steps',
'roe_5_steps',
'wc_to_sales',
'operating_income_to_sales',
'operating_cf_to_sales'
]
tech_to_normalize = [
'vol_momentum',
'momentum',
'trend_log',
'trend_pct',
'trend_pct_3',
'trend_slope',
'trend_slope_3'
]
# for sector in sectors:
# for ratio in ratios_to_normalize:
# df.loc[df['sector'] == sector, '{}_norm'.format(ratio)] = preprocessing.scale(df[df['sector'] == sector][ratio])
df[ratios_to_normalize + tech_to_normalize] = preprocessing.scale(df[ratios_to_normalize + tech_to_normalize])
df['std'] = df['std'] * -1
return df.copy()
def remove_extreme_values(df, ratios_to_remove):
df_copy = df.copy()
for ratio in ratios_to_remove:
Q1 = df[ratio].quantile(0.1)
Q3 = df[ratio].quantile(0.996)
IQR = Q3 - Q1
df_copy = df_copy.loc[(df_copy[ratio] > (Q1 - 1.5 * IQR)) & (df_copy[ratio] < (Q3 + 1.5 * IQR))].copy()
return df_copy
def calculate_rank_perm(df, ranks):
# ratios = ['price_to_cf','roic_wacc','ebit_ev','std', 'cr','vol_momentum','momentum']
df = df.replace([np.inf, -np.inf], np.nan)
df = df.dropna()
df = df[df['price_last'] > 5].copy()
df = df[df['avg_vol'] > 5000000].copy()
df = remove_extreme_values(df.copy(), ranks + ['momentum'])
df = norm_data(df.copy())
# overall rank
df['overall_rank'] = df[ranks].sum(axis=1)
df = df.sort_values(by=['overall_rank'], ascending=False).head(int(len(df) * 0.3))
df['overall_rank'] = df[['trend_pct', 'trend_pct_3']].sum(axis=1)
df = df.sort_values(by=['overall_rank'], ascending=False)
return df.head(10)
def calculate_rank(df):
temp = df.copy()
ratios = ['price_sales', 'price_to_cf', 'roa', 'roic_wacc']
# ratios = ['cr', 'price_to_cf', 'roic_wacc']
df = df.replace([np.inf, -np.inf], np.nan)
df = df.dropna()
df = df[df['price_last'] > 5].copy()
df = df[df['avg_vol'] > 5000000].copy()
df = remove_extreme_values(df.copy(), ratios + ['momentum'])
df = norm_data(df.copy())
# overall rank
df['overall_rank'] = df[ratios].sum(axis=1)
df = df.sort_values(by=['overall_rank'], ascending=False).head(int(len(df) * 0.3))
df['overall_rank'] = df[['trend_pct', 'trend_pct_3']].sum(axis=1)
df = df.sort_values(by=['overall_rank'], ascending=False)
return df.head(10)