Notes

{"symbol":"IREN","bars":1002,"returnPct":-34.56264740135846,"buyAndHoldPct":871.3062098501072,"maxDrawdownPct":45.319914727390056,"winRate":34.73684210526316,"avgTradePct":-0.3825791415808932,"sample":95} CLIbreakout20days1460stop3target4.5, noexplicitcost/holdout. Doesnotreplacecostedvectorbt; buyholdpotentialcorporateactionbasis unverified. https://runway.adityaperswal.workers.dev/data/stock-bars

{"symbol":"ATI","bars":1002,"returnPct":36.179708156658876,"buyAndHoldPct":552.701421800948,"maxDrawdownPct":15.590701219179559,"winRate":40.38461538461539,"avgTradePct":0.3281103569215186,"sample":104} CLIbreakout20days1460stop3target4.5, noexplicitcost/holdout. Doesnotreplacecostedvectorbt; buyholdpotentialcorporateactionbasis unverified. https://runway.adityaperswal.workers.dev/data/stock-bars

{"symbol":"SSL","bars":1002,"returnPct":11.073619584762229,"buyAndHoldPct":-23.657322504584755,"maxDrawdownPct":20.672438527291533,"winRate":37.142857142857146,"avgTradePct":0.19465890101310068,"sample":70} CLIbreakout20days1460stop3target4.5, noexplicitcost/holdout. Doesnotreplacecostedvectorbt; buyholdpotentialcorporateactionbasis unverified. https://runway.adityaperswal.workers.dev/data/stock-bars

{"symbol":"FTK","bars":1002,"returnPct":-13.879117658051598,"buyAndHoldPct":2323.0434782608695,"maxDrawdownPct":24.2916651825513,"winRate":36.666666666666664,"avgTradePct":-0.19219799002187735,"sample":60} CLIbreakout20days1460stop3target4.5, noexplicitcost/holdout. Doesnotreplacecostedvectorbt; buyholdpotentialcorporateactionbasis unverified. https://runway.adityaperswal.workers.dev/data/stock-bars

{"symbol":"IREN","n":1175,"last":"2026-09-09 04:00:00+00:00","next_page":null,"close":45.37,"r20":14.138364779874202,"sma20":41.82275,"sma50":40.207300000000004,"adr20":2.956105,"prior20high":49.29} completedSep9; no currentquote. prior20high strictlyprior; ADR20high-low. OnlySSLclose>prior20high & SMA50. https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

{"symbol":"ATI","n":1175,"last":"2026-09-09 04:00:00+00:00","next_page":null,"close":206.54,"r20":-10.231223922114053,"sma20":213.78300000000004,"sma50":202.78600000000003,"adr20":7.396084999999998,"prior20high":243.5694} completedSep9; no currentquote. prior20high strictlyprior; ADR20high-low. OnlySSLclose>prior20high & SMA50. https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

{"symbol":"SSL","n":1175,"last":"2026-09-09 04:00:00+00:00","next_page":null,"close":14.58,"r20":26.67245873153781,"sma20":12.139000000000001,"sma50":11.440600000000002,"adr20":0.32172999999999996,"prior20high":13.33} completedSep9; no currentquote. prior20high strictlyprior; ADR20high-low. OnlySSLclose>prior20high & SMA50. https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

{"symbol":"FTK","n":1175,"last":"2026-09-09 04:00:00+00:00","next_page":null,"close":27.88,"r20":-28.18134981968058,"sma20":26.360000000000003,"sma50":26.671800000000005,"adr20":2.1877250000000013,"prior20high":39.67} completedSep9; no currentquote. prior20high strictlyprior; ADR20high-low. OnlySSLclose>prior20high & SMA50. https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

{"census":13160,"snapshots":12581,"measured":12300,"Sep9":8083,"eligible_pre_freshness":2062,"eligible_fresh":2062,"stale_liquid":[],"advance":479,"decline":1577,"change_quantiles":{"0.05":-5.157563238344305,"0.25":-2.2504292797519367,"0.5":-1.0508828465537745,"0.75":-0.11396145904612182,"0.95":2.059280213383812},"range_quantiles":{"0.05":0.9499726729408814,"0.5":2.49645987779841,"0.95":7.400235070614565},"pearson_absret_range":0.7679785087498313,"spearman_absret_range":0.6173799018756828,"leaders":["SUNE","IRD","ODD","SIG","FTK","ASO","BAND","NET","SSL","CSR","PLSE","CMPS","AMBA","JMKE","MXL","AMBQ","SKHY","DDOG","CHYM","COHU"]} Also otherlisted.txt. All2062liquidnonETFrowsSep9. 579no snapshot,281no validbarpair; includes symbol-format/NA parsing gaps. IEXnotconsolidated; current-list survivorship. Raw12300 measured rows persisted331observationblocks. https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"IREN","lb":40,"exit":10,"period":"holdout","slippage":0.001,"return":56.87062954678106,"drawdown":74.36720886779553,"sample":7,"win_rate":28.57142857142857,"mean_pct":19.264305940709296,"avgwin_pct":114.24952546693096,"avgloss_pct":18.729781869779373},{"symbol":"IREN","lb":40,"exit":10,"period":"holdout","slippage":0.003,"return":52.5391567558891,"drawdown":74.87477431659583,"sample":7,"win_rate":28.57142857142857,"mean_pct":18.78799990010954,"avgwin_pct":113.39403577797214,"avgloss_pct":19.05441445103549}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"IREN","lb":40,"exit":10,"period":"train","slippage":0.001,"return":28.197673574420623,"drawdown":50.70836861242169,"sample":9,"win_rate":44.44444444444444,"mean_pct":5.911392765355206,"avgwin_pct":30.054500821854802,"avgloss_pct":13.403093679844474},{"symbol":"IREN","lb":40,"exit":10,"period":"train","slippage":0.003,"return":23.664622168892382,"drawdown":50.90514218115523,"sample":9,"win_rate":44.44444444444444,"mean_pct":5.488391926968043,"avgwin_pct":29.535120022024646,"avgloss_pct":13.748990549077241}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"IREN","lb":40,"exit":5,"period":"holdout","slippage":0.001,"return":53.760652995160484,"drawdown":69.69567353885783,"sample":8,"win_rate":37.5,"mean_pct":14.177255841537354,"avgwin_pct":64.68899809168512,"avgloss_pct":16.12978950855132},{"symbol":"IREN","lb":40,"exit":5,"period":"holdout","slippage":0.003,"return":48.918183840503495,"drawdown":70.2957419817172,"sample":8,"win_rate":37.5,"mean_pct":13.721257446965163,"avgwin_pct":64.03135541175021,"avgloss_pct":16.464801331905864}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"IREN","lb":40,"exit":5,"period":"train","slippage":0.001,"return":-14.372564891078255,"drawdown":65.490603596863,"sample":12,"win_rate":33.33333333333333,"mean_pct":1.5544216875394714,"avgwin_pct":32.680877312148,"avgloss_pct":14.008806124764794},{"symbol":"IREN","lb":40,"exit":5,"period":"train","slippage":0.003,"return":-18.385615472788693,"drawdown":66.17393836063673,"sample":12,"win_rate":33.33333333333333,"mean_pct":1.14881399934264,"avgwin_pct":32.15101194403952,"avgloss_pct":14.352284973005796}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"IREN","lb":20,"exit":10,"period":"holdout","slippage":0.001,"return":102.42638181676953,"drawdown":72.1910785248838,"sample":8,"win_rate":25,"mean_pct":23.423924133446896,"avgwin_pct":140.27658513090583,"avgloss_pct":15.526962865706087,"ci":[-17.59918840888907,77.03010299690169],"p_loss20":0.0696,"pathq_pct":[-2.8807066518871887,51.441279402551565,149.61836401013434]},{"symbol":"IREN","lb":20,"exit":10,"period":"holdout","slippage":0.003,"return":96.05125599009033,"drawdown":72.74173442639565,"sample":8,"win_rate":25,"mean_pct":22.93101278088417,"avgwin_pct":139.31719469308652,"avgloss_pct":15.86438118984994}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"IREN","lb":20,"exit":10,"period":"train","slippage":0.001,"return":61.77886218976022,"drawdown":59.04345502143079,"sample":12,"win_rate":41.66666666666667,"mean_pct":8.140838454679741,"avgwin_pct":35.79580812108355,"avgloss_pct":11.612711307037268},{"symbol":"IREN","lb":20,"exit":10,"period":"train","slippage":0.003,"return":54.196867514884936,"drawdown":59.451143406722984,"sample":12,"win_rate":41.66666666666667,"mean_pct":7.708937606854124,"avgwin_pct":35.25350786221616,"avgloss_pct":11.965755432690191}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"IREN","lb":20,"exit":5,"period":"holdout","slippage":0.001,"return":98.41325773676577,"drawdown":67.12294690938279,"sample":9,"win_rate":33.33333333333333,"mean_pct":16.561248040374593,"avgwin_pct":76.40434925048919,"avgloss_pct":13.3603025646827},{"symbol":"IREN","lb":20,"exit":5,"period":"holdout","slippage":0.003,"return":91.39739331597372,"drawdown":67.77395897128055,"sample":9,"win_rate":33.33333333333333,"mean_pct":16.09573268238299,"avgwin_pct":75.69993856163285,"avgloss_pct":13.706370257241932}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"IREN","lb":20,"exit":5,"period":"train","slippage":0.001,"return":11.689595474285435,"drawdown":65.49060359686298,"sample":15,"win_rate":33.33333333333333,"mean_pct":4.420071140679717,"avgwin_pct":37.9045903500724,"avgloss_pct":12.322188464016623},{"symbol":"IREN","lb":20,"exit":5,"period":"train","slippage":0.003,"return":5.185272439726741,"drawdown":66.1739383606367,"sample":15,"win_rate":33.33333333333333,"mean_pct":4.003023699856325,"avgwin_pct":37.35387177366919,"avgloss_pct":12.672400337050105}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"IREN","lb":10,"exit":10,"period":"holdout","slippage":0.001,"return":145.7256281049941,"drawdown":65.73751604493349,"sample":8,"win_rate":25,"mean_pct":26.10846766659639,"avgwin_pct":142.68088172722685,"avgloss_pct":12.749003686947091},{"symbol":"IREN","lb":10,"exit":10,"period":"holdout","slippage":0.003,"return":137.5123051439736,"drawdown":66.47813088168846,"sample":8,"win_rate":25,"mean_pct":25.604839541296233,"avgwin_pct":141.71189327026647,"avgloss_pct":13.097511701693854}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"IREN","lb":10,"exit":10,"period":"train","slippage":0.001,"return":68.3665224946868,"drawdown":56.88429614282418,"sample":14,"win_rate":42.857142857142854,"mean_pct":7.982938015178169,"avgwin_pct":35.26624691026952,"avgloss_pct":12.479543656140343},{"symbol":"IREN","lb":10,"exit":10,"period":"train","slippage":0.003,"return":59.19709756044762,"drawdown":57.31347716127839,"sample":14,"win_rate":42.857142857142854,"mean_pct":7.551667510315663,"avgwin_pct":34.72606067454118,"avgloss_pct":12.829127362853477}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"IREN","lb":10,"exit":5,"period":"holdout","slippage":0.001,"return":140.8540919624628,"drawdown":59.49323295349289,"sample":9,"win_rate":33.33333333333333,"mean_pct":19.09374821702364,"avgwin_pct":78.0072136480365,"avgloss_pct":10.362984498482797},{"symbol":"IREN","lb":10,"exit":5,"period":"holdout","slippage":0.003,"return":131.8742405165845,"drawdown":60.29532412215922,"sample":9,"win_rate":33.33333333333333,"mean_pct":18.61812304761884,"avgwin_pct":77.29640427975282,"avgloss_pct":10.721017568448147}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"IREN","lb":10,"exit":5,"period":"train","slippage":0.001,"return":0.48310748076208254,"drawdown":70.61358914307398,"sample":18,"win_rate":38.88888888888889,"mean_pct":3.6856456277306493,"avgwin_pct":31.38704686106884,"avgloss_pct":13.942518793484563},{"symbol":"IREN","lb":10,"exit":5,"period":"train","slippage":0.003,"return":-6.497393155013524,"drawdown":71.31047000303641,"sample":18,"win_rate":38.88888888888889,"mean_pct":3.2715300340602895,"avgwin_pct":30.862346500245135,"avgloss_pct":14.286262262602792}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"ATI","lb":40,"exit":10,"period":"holdout","slippage":0.001,"return":91.18879962901764,"drawdown":21.862782246448365,"sample":5,"win_rate":60,"mean_pct":16.668897114004935,"avgwin_pct":32.765994131125275,"avgloss_pct":7.476748411675571},{"symbol":"ATI","lb":40,"exit":10,"period":"holdout","slippage":0.003,"return":87.40299150579013,"drawdown":22.174708201330663,"sample":5,"win_rate":60,"mean_pct":16.20295201790582,"avgwin_pct":32.23578897429894,"avgloss_pct":7.846303416683864}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"ATI","lb":40,"exit":10,"period":"train","slippage":0.001,"return":-12.397647226350019,"drawdown":24.892353905918196,"sample":9,"win_rate":33.33333333333333,"mean_pct":-0.9474976822968457,"avgwin_pct":11.16435217269966,"avgloss_pct":7.003422609795098},{"symbol":"ATI","lb":40,"exit":10,"period":"train","slippage":0.003,"return":-15.49525389342929,"drawdown":26.379591323859096,"sample":9,"win_rate":33.33333333333333,"mean_pct":-1.3431176385150965,"avgwin_pct":10.720381373694465,"avgloss_pct":7.374867144619877}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"ATI","lb":40,"exit":5,"period":"holdout","slippage":0.001,"return":93.69330455747026,"drawdown":21.862782246448365,"sample":6,"win_rate":66.66666666666666,"mean_pct":13.110761230314619,"avgwin_pct":22.16888662391523,"avgloss_pct":5.005489556886607},{"symbol":"ATI","lb":40,"exit":5,"period":"holdout","slippage":0.003,"return":89.09998564873531,"drawdown":22.174708201330684,"sample":6,"win_rate":66.66666666666666,"mean_pct":12.659020312007211,"avgwin_pct":21.680985416131502,"avgloss_pct":5.384909896241371}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

study.py; 1175 bars Jan2022–Sep9'26. signalshift nextopen, SMA50filter; flat split2025; fee5bp/side. Portfolio return includes marked open trade, sample/win/mean closed only. [{"symbol":"ATI","lb":40,"exit":5,"period":"train","slippage":0.001,"return":-0.6134854828125753,"drawdown":19.13042280660179,"sample":10,"win_rate":30,"mean_pct":0.3607690038323941,"avgwin_pct":13.369910702523647,"avgloss_pct":5.214577438463857},{"symbol":"ATI","lb":40,"exit":5,"period":"train","slippage":0.003,"return":-4.510503009333915,"drawdown":20.686781932560738,"sample":10,"win_rate":30,"mean_pct":-0.040073589523998976,"avgwin_pct":12.917135252287679,"avgloss_pct":5.5931630931575755}] https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all