Notes

CollectedSep8; IEX-only exploratory census, NOT consolidated or tested signal. Rows=symbol|closeUSD|IEXvolume|dollarvolUSD|rangePct|returnPct|barUTC. Empty=missing; stale dates retained. FTS|55.28|23966|1324840.48|0.9587554269175129|-0.4950049500494935|2026-09-04T04:00:00Z;FPRO|24.635|100|2463.5|0.0|-3.221371046945576|2026-09-02T04:00:00Z;FLYT|4.85|100|485.0|0.0|0.0|2026-09-04T04:00:00Z;FNDA|37.195|13272|493652.04|0.725904019357449|0.48628934215857456|2026-09-04T04:00:00Z;FSSL|11.965|6267|74984.655|2.047638946928535|0.9704641350211096|2026-09-04T04:00:00Z;FOPC|25.195|102|2569.89|0.0|-0.37564254646105244|2026-08-31T04:00:00Z;FLV|87.04|119|10357.76|0.0|-0.8204193254329972|2026-09-02T04:00:00Z;FNDX|32.65|179010|5844676.5|0.24502297090353875|-0.36618858712238467|2026-09-04T04:00:00Z;FPAS|24.76|600|14856.000000000002|0.2019386106623615|-1.4723438121766685|2026-07-07T04:00:00Z;FTPA|8.44|130|1097.2|0.0|0.11862396204032066|2026-09-04T04:00:00Z;FNB|18.685|140434|2624009.29|1.4985282312014856|1.164049810503509|2026-09-04T04:00:00Z;FSK|12.43|45414|564496.02|2.011263073209976|0.8928571428571397|2026-09-04T04:00:00Z;FPS|31.35|299709|9395877.15|3.5566188197767095|2.4175106174452843|2026-09-04T04:00:00Z;FSIG|18.735|670|12552.45|0.05337603416067021|0.02669514148423424|2026-09-04T04:00:00Z;FT|7.7|400|3080.0|0.2597402597402657|0.0|2026-09-03T04:00:00Z;FTRB|24.68|1042|25716.56|0.06077795786061819|-0.10119409026512205|2026-09-04T04:00:00Z;FMS|22.66|26823|607809.18|0.9488084730803171|0.8904719501335645|2026-09-04T04:00:00Z;FNF|45.77|160513|7346680.010000001|3.1352414245138784|-3.234672304439734|2026-09-04T04:00:00Z;FRTY|22.3|619|13803.7|0.5829596412556008|0.49571879224876714|2026-09-04T04:00:00Z;FTI|79.87|150371|12010131.77|1.2269938650306798|-0.29336495849198174|2026-09-04T04:00:00Z;FOA|17.12|986|16880.32|0.9929906542055966|-1.8911174785100182|2026-09-04T04:00:00Z; https://runway.adityaperswal.workers.dev/data/stock-snapshots?feed=iex ; https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt ; https://www.nasdaqtrader.com/dynamic/SymDir/otherlisted.txt

{"symbol":"7011.T","source":"https://query1.finance.yahoo.com/v8/finance/chart/7011.T","date":1788825600,"bars":65,"close":3762,"return20":-6.043956043956045,"sma50":3907.4,"signal":false} CollectedSep8; currentAsia session partial; Europeanhistory endsSep4 versusSep7quote metadata; KAP35bars cannot be50daySMA. Unvalidateddescriptivefilter,zeroallocation; rawhistoryarchived. https://query1.finance.yahoo.com/v8/finance/chart/7011.T

[{"sample":38,"return_pct":-11.213754097039175,"win_rate":36.84210526315789,"average_win":1.0161371027248076,"average_loss":1.0766492078995957,"mean_pct":-0.3056226724063944,"ci_low":-0.6776955814398418,"ci_high":0.07007946360130378,"quarter_kelly":0,"symbol":"EFA","period":"train","hold":5,"slip":0.0005,"managed":false,"drawdown":17.69307731455163,"vectorbt_return":-11.213754097039612,"agreement_error":4.369837824924616e-13},{"sample":41,"return_pct":-7.2853089822244925,"win_rate":46.34146341463415,"average_win":0.9719328756222384,"average_loss":1.1705511547399925,"mean_pct":-0.17769270164530016,"ci_low":-0.5254612500641452,"ci_high":0.17987507314576118,"quarter_kelly":0,"symbol":"EFA","period":"holdout","hold":5,"slip":0.0005,"managed":false,"drawdown":12.785761512656125,"vectorbt_return":-7.285308982225047,"agreement_error":5.542233338928781e-13},{"sample":7,"return_pct":-1.4580741983318268,"win_rate":57.14285714285714,"average_win":1.4262614521414085,"average_loss":2.339972942584667,"mean_pct":-0.18783900274119533,"ci_low":-1.8128916783568507,"ci_high":1.1564648515740001,"quarter_kelly":0,"symbol":"EFA","period":"recent","hold":5,"slip":0.0005,"managed":false,"drawdown":7.719237891393515,"vectorbt_return":-1.4580741983318433,"agreement_error":1.6431300764452317e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877

CollectedSep8; IEX-only exploratory census, NOT consolidated or tested signal. Rows=symbol|closeUSD|IEXvolume|dollarvolUSD|rangePct|returnPct|barUTC. Empty=missing; stale dates retained. FLTW|107.73|2935|316187.55|0.7147498375568514|1.7088368580060465|2026-09-04T04:00:00Z;FNGD|26.35|12663|333670.05000000005|3.6812144212523674|3.010164190774045|2026-09-04T04:00:00Z;FORH|24.38|200|4876.0|0.0|2.1365731043150316|2026-08-06T04:00:00Z;FTMH|11.33|17236|195283.88|0.26478375992938535|0.08833922261484162|2026-09-04T04:00:00Z;FURY|0.6025|686|413.315|2.0580912863070666|0.6683375104427736|2026-09-04T04:00:00Z;FNOV|60.02|900|54018.0|0.04998333888702771|-0.03331112591604679|2026-09-04T04:00:00Z;FREL|29.14|2324|67721.36|0.7549759780370707|-0.6139154160982208|2026-09-04T04:00:00Z;FPEI|18.975|13963|264947.92500000005|0.026350461133064586|0.07911392405064444|2026-09-04T04:00:00Z;FSI|5.84|100|584.0|0.0|0.4299226139294898|2026-09-03T04:00:00Z;FLUT|100.13|77836|7793718.68|1.947468291221401|-2.082925875220032|2026-09-04T04:00:00Z;FRNW|22.19|650|14423.5|0.20279405137450068|0.5893019038984759|2026-09-04T04:00:00Z;FUSD|0.0|0|0.0|||;FTIF|27.215|418|11375.87|0.0|-1.3949275362318936|2026-07-20T04:00:00Z;FSEG|26.43|100|2643.0|0.0|-4.030501089324612|2026-07-29T04:00:00Z;FNGO|154.57|256|39569.92|0.0064695607168398315|3.273869178860167|2026-09-03T04:00:00Z;FTW|10.475|1890|19797.75|0.8114558472553781|-3.1885397412199645|2026-09-04T04:00:00Z;FNG|4.68|3300|15443.999999999998|1.709401709401711|0.21413276231263545|2026-09-03T04:00:00Z;FTMU|7.63|680|5188.4|0.0|0.06557377049181135|2026-09-04T04:00:00Z;FNGS|81.7|314|25653.8|0.012239902080789615|1.9720419370943487|2026-09-03T04:00:00Z;FOMG|4.65|100|465.00000000000006|0.0|11.24401913875599|2026-09-04T04:00:00Z;FND|50.21|128269|6440386.49|3.027285401314471|1.6602551123709341|2026-09-04T04:00:00Z; https://runway.adityaperswal.workers.dev/data/stock-snapshots?feed=iex ; https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt ; https://www.nasdaqtrader.com/dynamic/SymDir/otherlisted.txt

{"directory":13155,"preferred_syntax_excluded":384,"returned":12645,"valid":12353,"paired_fresh":7226,"filtered":1930,"remaining_errors":[],"top":[{"Symbol":"NX","close":22.83,"date":"2026-09-04T04:00:00Z","volume":75579,"dollar_volume":1725468.5699999998,"return1":21.17834394904459,"range_pct":8.519491896627247,"Security Name":"Quanex Building Products Corporation Common Stock","ETF":"N","prevdate":"2026-09-03T04:00:00Z","paired_fresh":true},{"Symbol":"BIAF","close":15.15,"date":"2026-09-04T04:00:00Z","volume":142702,"dollar_volume":2161935.3000000003,"return1":19.573796369376485,"range_pct":60.99009900990098,"Security Name":"bioAffinity Technologies, Inc. - Common Stock","ETF":"N","prevdate":"2026-09-03T04:00:00Z","paired_fresh":true},{"Symbol":"TYRA","close":28.535,"date":"2026-09-04T04:00:00Z","volume":89889,"dollar_volume":2564982.615,"return1":14.944612286002013,"range_pct":16.646223935517785,"Security Name":"Tyra Biosciences, Inc. - Common Stock","ETF":"N","prevdate":"2026-09-03T04:00:00Z","paired_fresh":true},{"Symbol":"TITN","close":26.24,"date":"2026-09-04T04:00:00Z","volume":69773,"dollar_volume":1830843.52,"return1":14.7856517935258,"range_pct":13.052591463414638,"Security Name":"Titan Machinery Inc. - Common Stock","ETF":"N","prevdate":"2026-09-03T04:00:00Z","paired_fresh":true}]} https://runway.adityaperswal.workers.dev/data/stock-snapshots

[{"sample":44,"return_pct":-14.200471860159281,"win_rate":40.909090909090914,"average_win":0.8163045798135933,"average_loss":1.142466101274551,"mean_pct":-0.3411508226475828,"ci_low":-0.6683964685504331,"ci_high":-0.006316078039600292,"quarter_kelly":0,"symbol":"SPY","period":"train","hold":20,"slip":0.002,"managed":true,"drawdown":19.653936159025587,"vectorbt_return":-14.200471860159801,"agreement_error":5.204725539442734e-13},{"sample":46,"return_pct":-24.560417215549368,"win_rate":34.78260869565217,"average_win":0.6693019068043802,"average_loss":1.2841965902225119,"mean_pct":-0.6047188521262017,"ci_low":-0.9218983854651757,"ci_high":-0.282909445757111,"quarter_kelly":0,"symbol":"SPY","period":"holdout","hold":20,"slip":0.002,"managed":true,"drawdown":24.99590323395804,"vectorbt_return":-24.560417215549784,"agreement_error":4.156675004196586e-13},{"sample":7,"return_pct":-5.2562876170405115,"win_rate":42.857142857142854,"average_win":0.28683719911942374,"average_loss":1.551823258232679,"mean_pct":-0.7638259193674922,"ci_low":-1.4465928720661008,"ci_high":-0.05742560821889413,"quarter_kelly":0,"symbol":"SPY","period":"recent","hold":20,"slip":0.002,"managed":true,"drawdown":5.037052220774063,"vectorbt_return":-5.256287617040549,"agreement_error":3.730349362740526e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877

CollectedSep8; IEX-only exploratory census, NOT consolidated or tested signal. Rows=symbol|closeUSD|IEXvolume|dollarvolUSD|rangePct|returnPct|barUTC. Empty=missing; stale dates retained. FTMS|9.86|1327|13084.22|0.0|0.050735667174017784|2026-09-04T04:00:00Z;FLYX|1.155|18661|21553.455|5.194805194805199|-2.941176470588225|2026-09-04T04:00:00Z;FRT|117.06|14942|1749110.52|0.8115496326670107|-0.004271131422706187|2026-09-04T04:00:00Z;FPWR|36.97|520|19224.4|0.0|0.5986394557823127|2026-09-03T04:00:00Z;FPSX|3.2|7900|25280.0|0.9375000000000078|4.234527687296419|2026-09-04T04:00:00Z;FTEC|288.98|5506|1591123.88|0.5052252751055561|0.19416129255946935|2026-09-04T04:00:00Z;FTCA|7.135|9523|67946.605|0.21023125437982576|-0.13995801259621965|2026-09-04T04:00:00Z;FOCT|53.68|100|5368.0|0.0|0.22404779686333587|2026-08-31T04:00:00Z;FUBO|11.27|34535|389209.45|5.235137533274194|-2.761000862812768|2026-09-04T04:00:00Z;FTRA|9.89|200|1978.0|0.0|0.050581689428441656|2026-08-28T04:00:00Z;FPI|10.65|37580|400227.0|1.971830985915501|1.187648456057011|2026-09-04T04:00:00Z;FOXY|27.7|725|20082.5|0.18050541516245744|0.5262202866993304|2026-09-03T04:00:00Z;FTF|5.73|1558|8927.34|0.3490401396160484|-0.08718395815169311|2026-09-04T04:00:00Z;FPX|180.535|502|90628.57|0.49851829285180477|0.7140665532342272|2026-09-03T04:00:00Z;FMKT|22.54|271|6108.34|0.0|-0.4856512141280356|2026-08-31T04:00:00Z;FRI|31.74|257|8157.179999999999|0.0|-1.3519813519813462|2026-08-28T04:00:00Z;FSCC|35.67|600|21402.0|0.2803476310625215|0.028042624789703652|2026-09-03T04:00:00Z;FMCE|23.7|100|2370.0|0.0|-5.690409868682844|2025-04-16T04:00:00Z;FSYD|48.15|503|24219.45|0.08307372793353925|0.0|2026-09-04T04:00:00Z;FNGU|33.0|281085|9275805.0|4.757575757575759|-3.1832184245269235|2026-09-04T04:00:00Z;FOUR|45.92|159274|7313862.08|6.075783972125433|3.961965134706813|2026-09-04T04:00:00Z; https://runway.adityaperswal.workers.dev/data/stock-snapshots?feed=iex ; https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt ; https://www.nasdaqtrader.com/dynamic/SymDir/otherlisted.txt

[{"sample":44,"return_pct":-11.268584725668074,"win_rate":43.18181818181818,"average_win":1.0809598274511474,"average_loss":1.2841776576460564,"mean_pct":-0.2628682890813548,"ci_low":-0.6383528233530682,"ci_high":0.12322605396178674,"quarter_kelly":0,"symbol":"SPY","period":"train","hold":20,"slip":0.002,"managed":false,"drawdown":19.840060949817317,"vectorbt_return":-11.268584725668433,"agreement_error":3.588240815588506e-13},{"sample":45,"return_pct":-14.424045282867958,"win_rate":46.666666666666664,"average_win":1.0835204588935994,"average_loss":1.5783240905510267,"mean_pct":-0.33612996747686785,"ci_low":-0.7343140908426148,"ci_high":0.06524383112757706,"quarter_kelly":0,"symbol":"SPY","period":"holdout","hold":20,"slip":0.002,"managed":false,"drawdown":17.00810787187823,"vectorbt_return":-14.424045282868448,"agreement_error":4.902744876744691e-13},{"sample":7,"return_pct":-5.682859878619206,"win_rate":28.57142857142857,"average_win":1.060366123627876,"average_loss":1.5791205302646418,"mean_pct":-0.8249814862953508,"ci_low":-1.6384614952060148,"ci_high":0.13533463024688208,"quarter_kelly":0,"symbol":"SPY","period":"recent","hold":20,"slip":0.002,"managed":false,"drawdown":6.5068082299515435,"vectorbt_return":-5.682859878619269,"agreement_error":6.217248937900877e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877

CollectedSep8; IEX-only exploratory census, NOT consolidated or tested signal. Rows=symbol|closeUSD|IEXvolume|dollarvolUSD|rangePct|returnPct|barUTC. Empty=missing; stale dates retained. FOTO|17.305|1479|25594.095|1.0112684195319313|2.3358959195742157|2026-09-04T04:00:00Z;FMDE|42.105|11692|492291.66|0.6650041562759794|-0.29599810561212747|2026-09-04T04:00:00Z;FTLS|76.73|2008|154073.84|0.3649159390069088|-0.4282377368284407|2026-09-04T04:00:00Z;FOR|27.83|6175|171850.25|0.9881422924901135|0.6327969625745666|2026-09-04T04:00:00Z;FNGG|262.64|300|78792.0|0.01903746573256601|-2.233472304943418|2026-09-01T04:00:00Z;FTOH|8.2|100|819.9999999999999|0.0|-0.12180267965896663|2026-09-04T04:00:00Z;FTKI|20.24|1210|24490.4|0.29644268774702925|0.4466501240694809|2026-09-03T04:00:00Z;FUSI|50.64|100|5064.0|0.0|0.05927682276229973|2026-09-02T04:00:00Z;FR|61.81|24500|1514345.0|0.6795016987542382|0.17828200972447306|2026-09-04T04:00:00Z;FPE|17.635|22347|394089.345|0.08505812305075457|-0.028344671201807614|2026-09-04T04:00:00Z;FTHY|13.25|374|4955.5|0.11320754716981561|-0.3759398496240629|2026-09-04T04:00:00Z;FLYD|46.75|100|4675.0|0.0|17.639657775541018|2026-09-03T04:00:00Z;FPF|17.46|1400|24444.0|0.34364261168384147|0.0|2026-09-04T04:00:00Z;FSP|0.4015|318|127.677|0.0|0.34991252186953314|2026-09-03T04:00:00Z;FSEP|56.83|488|27733.04|0.01759633996128455|0.5662714563793969|2026-09-04T04:00:00Z;FTBD|48.54|300|14562.0|0.0|0.12376237623763497|2026-08-20T04:00:00Z;FMF|50.87|374|19025.38|0.19657951641437846|0.6131329113924|2026-09-01T04:00:00Z;FNCL|82.71|1463|121004.73|0.2780800386894015|-0.6725111084424196|2026-09-04T04:00:00Z;FNDC|51.66|2970|153430.19999999998|0.2903600464576047|0.27173913043476716|2026-09-04T04:00:00Z;FSEC|43.205|4777|206390.285|0.08100914246037194|0.03473026163463011|2026-09-04T04:00:00Z;FLTR|25.53|74304|1896981.12|0.03916960438700181|0.05878894767783471|2026-09-04T04:00:00Z; https://runway.adityaperswal.workers.dev/data/stock-snapshots?feed=iex ; https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt ; https://www.nasdaqtrader.com/dynamic/SymDir/otherlisted.txt

[{"sample":44,"return_pct":-2.093422033952097,"win_rate":50,"average_win":0.9338978415775993,"average_loss":1.0173475149988513,"mean_pct":-0.041724836710626094,"ci_low":-0.3670470993942104,"ci_high":0.29858883445762435,"quarter_kelly":0,"symbol":"SPY","period":"train","hold":20,"slip":0.0005,"managed":true,"drawdown":10.718798444534162,"vectorbt_return":-2.093422033952656,"agreement_error":5.591083152012288e-13},{"sample":46,"return_pct":-13.397182525936602,"win_rate":47.82608695652174,"average_win":0.7662355583646555,"average_loss":1.2890450497425134,"mean_pct":-0.3060847589086501,"ci_low":-0.6210507748387015,"ci_high":0.018019185036305032,"quarter_kelly":0,"symbol":"SPY","period":"holdout","hold":20,"slip":0.0005,"managed":true,"drawdown":16.153836541232792,"vectorbt_return":-13.397182525937195,"agreement_error":5.933031843596837e-13},{"sample":7,"return_pct":-3.2456281047863467,"win_rate":42.857142857142854,"average_win":0.5881499812027051,"average_loss":1.2560347494556978,"mean_pct":-0.4656698648878109,"ci_low":-1.1441400287726253,"ci_high":0.26245785455240983,"quarter_kelly":0,"symbol":"SPY","period":"recent","hold":20,"slip":0.0005,"managed":true,"drawdown":3.8504548718951703,"vectorbt_return":-3.2456281047864124,"agreement_error":6.572520305780927e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877

[{"sample":44,"return_pct":1.252179539204068,"win_rate":43.18181818181818,"average_win":1.384658558729157,"average_loss":0.9875850050474342,"mean_pct":0.03679289749245751,"ci_low":-0.3410118994135085,"ci_high":0.442921959580855,"quarter_kelly":0.006642954911250137,"symbol":"SPY","period":"train","hold":20,"slip":0.0005,"managed":false,"drawdown":11.092453330126496,"vectorbt_return":1.252179539203695,"agreement_error":3.730349362740526e-13},{"sample":45,"return_pct":-2.055148830734832,"win_rate":46.666666666666664,"average_win":1.3872268836137922,"average_loss":1.2826152037836303,"mean_pct":-0.03668889633149967,"ci_low":-0.43445786160602745,"ci_high":0.3672095050584062,"quarter_kelly":0,"symbol":"SPY","period":"holdout","hold":20,"slip":0.0005,"managed":false,"drawdown":7.9912720061249605,"vectorbt_return":-2.05514883073522,"agreement_error":3.8813396940895473e-13},{"sample":7,"return_pct":-3.681253120936645,"win_rate":28.57142857142857,"average_win":1.3640029809215748,"average_loss":1.283414036408148,"mean_pct":-0.5270091743139416,"ci_low":-1.3365851230651609,"ci_high":0.3584784753654459,"quarter_kelly":0,"symbol":"SPY","period":"recent","hold":20,"slip":0.0005,"managed":false,"drawdown":5.248958196943487,"vectorbt_return":-3.6812531209367028,"agreement_error":5.773159728050814e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877

CollectedSep8; IEX-only exploratory census, NOT consolidated or tested signal. Rows=symbol|closeUSD|IEXvolume|dollarvolUSD|rangePct|returnPct|barUTC. Empty=missing; stale dates retained. FLGR|34.545|182|6287.1900000000005|0.0|0.39232781168265785|2026-08-31T04:00:00Z;FEMR|42.03|750|31522.5|0.09517011658339078|1.7552354436508821|2026-09-04T04:00:00Z;FIAT|16.39|505|8276.95|0.18303843807200204|4.661558109833974|2026-09-04T04:00:00Z;FLRT|46.72|1000|46720.0|0.010702054794526024|0.06425358749198029|2026-09-03T04:00:00Z;FLCH|21.72|5047|109620.84|0.3222836095764286|0.509023600185099|2026-09-04T04:00:00Z;FIZY|25.97|174|4518.78|0.0|0.6199147617202749|2026-09-03T04:00:00Z;FJUN|61.55|1400|86170.0|0.3086921202274537|0.7529873956457545|2026-09-03T04:00:00Z;FELG|44.495|25141|1118648.795|0.5843353185751163|0.08997863007536022|2026-09-04T04:00:00Z;FTNY|7.63|350|2670.5|0.0|0.06557377049181135|2026-09-04T04:00:00Z;FPH|5.15|3416|17592.4|1.4563106796116538|0.7827788649706457|2026-09-04T04:00:00Z;FSM|12.315|256284|3156137.46|2.8420625253755554|-2.7251184834123254|2026-09-04T04:00:00Z;FQAL|84.66|1344|113783.04|0.14764942121426886|-0.49365303244005565|2026-09-04T04:00:00Z;FLXR|38.675|4685|181192.375|0.07756948933419816|0.03879979306777859|2026-09-04T04:00:00Z;FTNJ|8.535|8659|73904.565|0.17574692442882917|-0.23378141437755406|2026-09-04T04:00:00Z;FSOL|12.075|8100|97807.5|0.8281573498964775|-3.438624550179936|2026-09-04T04:00:00Z;FLUD|24.945|320|7982.4|0.0|0.0200481154771337|2026-09-03T04:00:00Z;FNV|266.15|24697|6573106.55|1.6212662032688328|-1.5935813059232418|2026-09-04T04:00:00Z;FMTL|37.04|594|22001.76|0.10799136069114242|-3.554224710324183|2026-09-01T04:00:00Z;FTCE|27.54|402|11071.08|0.0|-0.613496932515345|2026-09-02T04:00:00Z;FRDM|71.175|5246|373384.05|1.1872146118721445|2.248240195374218|2026-09-04T04:00:00Z;FOWF|35.64|200|7128.0|0.0|2.6202130722718264|2026-08-24T04:00:00Z; https://runway.adityaperswal.workers.dev/data/stock-snapshots?feed=iex ; https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt ; https://www.nasdaqtrader.com/dynamic/SymDir/otherlisted.txt

[{"sample":44,"return_pct":-14.263726167257484,"win_rate":40.909090909090914,"average_win":0.8163045798135933,"average_loss":1.1452939123975225,"mean_pct":-0.3428218019475207,"ci_low":-0.6682767618714937,"ci_high":-0.0005454196845523182,"quarter_kelly":0,"symbol":"SPY","period":"train","hold":10,"slip":0.002,"managed":true,"drawdown":19.713169988237834,"vectorbt_return":-14.26372616725797,"agreement_error":4.849454171562684e-13},{"sample":46,"return_pct":-24.04819618834505,"win_rate":34.78260869565217,"average_win":0.7117913162886027,"average_loss":1.2841965902225119,"mean_pct":-0.5899399270882112,"ci_low":-0.9053378237345344,"ci_high":-0.2655546879460252,"quarter_kelly":0,"symbol":"SPY","period":"holdout","hold":10,"slip":0.002,"managed":true,"drawdown":24.649364495395908,"vectorbt_return":-24.048196188345493,"agreement_error":4.440892098500626e-13},{"sample":7,"return_pct":-2.5308455373500793,"win_rate":57.14285714285714,"average_win":0.4179925084421332,"average_loss":1.3999505191133945,"mean_pct":-0.3611259319388073,"ci_low":-1.0840349540385865,"ci_high":0.35127396397666155,"quarter_kelly":0,"symbol":"SPY","period":"recent","hold":10,"slip":0.002,"managed":true,"drawdown":3.971298136612844,"vectorbt_return":-2.5308455373501033,"agreement_error":2.398081733190338e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877

CollectedSep8; IEX-only exploratory census, NOT consolidated or tested signal. Rows=symbol|closeUSD|IEXvolume|dollarvolUSD|rangePct|returnPct|barUTC. Empty=missing; stale dates retained. FLC|16.48|333|5487.84|0.060679611650473364|-0.12121212121212199|2026-09-04T04:00:00Z;FLBR|23.62|874|20643.88|0.40220152413210164|0.2972399150743099|2026-09-04T04:00:00Z;FERG|228.41|51345|11727711.45|3.152226259795976|2.338814463013583|2026-09-04T04:00:00Z;FHEQ|34.15|609|20797.35|0.40995607613470153|-0.40828229804608096|2026-09-04T04:00:00Z;FLAG|27.42|100|2742.0|0.0|268.5483870967742|2026-01-29T05:00:00Z;FLIA|20.255|444|8993.22|0.04937052579610745|0.04939491232403004|2026-09-04T04:00:00Z;FLEU|36.235|3296|119430.56|1.724851662757003|-1.1053493449781682|2026-09-02T04:00:00Z;FFEB|62.35|100|6235.0|0.0|0.08025682182986049|2026-09-02T04:00:00Z;FLOW|45.36|110|4989.6|0.0|1.4084507042253502|2026-09-03T04:00:00Z;FFOX|29.095|200|5819.0|0.0|0.5703422053231932|2026-09-04T04:00:00Z;FLQL|78.87|210|16562.7|0.0|0.7408353557287084|2026-09-04T04:00:00Z;FEAC|33.37|100|3336.9999999999995|0.0|0.9529571925578573|2026-09-03T04:00:00Z;FECM|24.5|403|9873.5|0.0||2026-09-04T04:00:00Z;FFLV|28.875|149|4302.375|0.0|-0.8413461538461564|2026-08-31T04:00:00Z;FIXP|19.78|226|4470.280000000001|0.0|0.6103763987792554|2026-09-04T04:00:00Z;FLDZ|29.58|100|2958.0|0.0|-10.849909584086802|2026-09-01T04:00:00Z;FFSM|36.48|15794|576165.12|0.45230263157894507|0.5512679162072542|2026-09-04T04:00:00Z;FDVV|63.445|76250|4837681.25|0.49649302545511503|-0.439387995292273|2026-09-04T04:00:00Z;FHYS|22.93|283|6489.19|0.0|-0.32601608346011224|2026-09-02T04:00:00Z;FLRG|42.445|300|12733.5|0.0824596536694633|0.4853219696969724|2026-09-02T04:00:00Z;FISR|25.11|2127|53408.97|0.07964954201513172|-0.03980891719745916|2026-09-04T04:00:00Z;FLTB|49.82|200|9964.0|0.06021678040947639|-0.040128410914930246|2026-09-04T04:00:00Z; https://runway.adityaperswal.workers.dev/data/stock-snapshots?feed=iex ; https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt ; https://www.nasdaqtrader.com/dynamic/SymDir/otherlisted.txt

[{"sample":44,"return_pct":-12.17081281482888,"win_rate":40.909090909090914,"average_win":1.074358769035122,"average_loss":1.228386874422847,"mean_pct":-0.2863545657354961,"ci_low":-0.6550118071208947,"ci_high":0.10968674446501077,"quarter_kelly":0,"symbol":"SPY","period":"train","hold":10,"slip":0.002,"managed":false,"drawdown":19.152375905600806,"vectorbt_return":-12.170812814829347,"agreement_error":4.671818487622659e-13},{"sample":46,"return_pct":-16.130653875272394,"win_rate":43.47826086956522,"average_win":1.06234592732385,"average_loss":1.4767035151005765,"mean_pct":-0.37276897491604316,"ci_low":-0.7583765768695881,"ci_high":0.020227421199777773,"quarter_kelly":0,"symbol":"SPY","period":"holdout","hold":10,"slip":0.002,"managed":false,"drawdown":17.533068423943476,"vectorbt_return":-16.130653875272913,"agreement_error":5.186961971048731e-13},{"sample":7,"return_pct":-2.969688776732937,"win_rate":42.857142857142854,"average_win":0.977396894555338,"average_loss":1.472040293933169,"mean_pct":-0.422281498866666,"ci_low":-1.2076174251581997,"ci_high":0.4931795520598018,"quarter_kelly":0,"symbol":"SPY","period":"recent","hold":10,"slip":0.002,"managed":false,"drawdown":5.457548984105021,"vectorbt_return":-2.9696887767330082,"agreement_error":7.105427357601002e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877

CollectedSep8; IEX-only exploratory census, NOT consolidated or tested signal. Rows=symbol|closeUSD|IEXvolume|dollarvolUSD|rangePct|returnPct|barUTC. Empty=missing; stale dates retained. FGSM|35.83|100|3583.0|0.0|0.16773832820797807|2026-08-24T04:00:00Z;FLJH|46.33|630|29187.9|0.39930930282753113|0.6408167698490397|2026-09-04T04:00:00Z;FEBT|42.26|1000|42260.0|0.04732607666823479|-0.047303689687805406|2026-09-04T04:00:00Z;FITB|54.875|206606|11337504.25|0.6013667425968078|-0.1909785376500439|2026-09-04T04:00:00Z;FLBL|23.08|428|9878.24|0.06499133448872191|0.06503360069367581|2026-09-04T04:00:00Z;FDX|322.36|68289|22013642.04|1.1772552425859337|-0.5920809177254127|2026-09-04T04:00:00Z;FFEM|42.99|100|4299.0|0.0|1.3317619328226504|2026-09-04T04:00:00Z;FINS|12.6|1409|17753.399999999998|0.7936507936507908|-0.31645569620254443|2026-09-04T04:00:00Z;FINA|25.82|1451|37464.82|0.46475600309836346|1.6735577869659402|2026-08-05T04:00:00Z;FFIU|21.33|100|2133.0|0.0|-0.3271028037383217|2026-08-21T04:00:00Z;FENI|41.67|24593|1024790.31|0.491960643148544|0.13216388321519723|2026-09-04T04:00:00Z;FIDI|29.56|2028|59947.68|0.18606224627875412|0.887372013651877|2026-09-04T04:00:00Z;FFC|15.74|1000|15740.0|0.381194409148669|-0.37974683544304|2026-09-04T04:00:00Z;FLOT|50.91|109526|5575968.659999999|0.039285012767621336|0.08846947803007321|2026-09-04T04:00:00Z;FLMX|37.42|200|7484.0|0.0|0.9713977334052881|2026-09-04T04:00:00Z;FEZ|70.655|12991|917879.105|0.38921520062273224|0.08499185494723616|2026-09-04T04:00:00Z;FLQM|60.78|110|6685.8|0.0|0.44620723847299537|2026-09-04T04:00:00Z;FJAN|56.5|100|5650.0|0.0|0.12404749246854863|2026-09-03T04:00:00Z;FLAU|35.81|400|14324.0|0.0|-0.3894297635605004|2026-09-01T04:00:00Z;FHLC|83.11|2709|225144.99|0.40909637829383155|-1.0123868508813638|2026-09-04T04:00:00Z;FEIG|40.265|300|12079.5|0.13659505774245553|-1.214425907752692|2026-07-16T04:00:00Z; https://runway.adityaperswal.workers.dev/data/stock-snapshots?feed=iex ; https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt ; https://www.nasdaqtrader.com/dynamic/SymDir/otherlisted.txt

[{"sample":44,"return_pct":-2.165602066685046,"win_rate":47.72727272727273,"average_win":0.9770375520387878,"average_loss":0.9751054520921361,"mean_pct":-0.04340083648419505,"ci_low":-0.36874293728552476,"ci_high":0.2946329146085777,"quarter_kelly":0,"symbol":"SPY","period":"train","hold":10,"slip":0.0005,"managed":true,"drawdown":10.784619558749242,"vectorbt_return":-2.165602066685473,"agreement_error":4.2676973066591017e-13},{"sample":46,"return_pct":-12.80916516836318,"win_rate":47.82608695652174,"average_win":0.7972297906047315,"average_loss":1.2890450497425134,"mean_pct":-0.2912614304460051,"ci_low":-0.6102771910162907,"ci_high":0.037517084320284846,"quarter_kelly":0,"symbol":"SPY","period":"holdout","hold":10,"slip":0.0005,"managed":true,"drawdown":15.76644511901588,"vectorbt_return":-12.80916516836379,"agreement_error":6.110667527536862e-13},{"sample":7,"return_pct":-0.4623464502597763,"win_rate":57.14285714285714,"average_win":0.7196993479335501,"average_loss":1.103705707208058,"mean_pct":-0.06175996141285342,"ci_low":-0.775517254844244,"ci_high":0.6483513022493725,"quarter_kelly":0,"symbol":"SPY","period":"recent","hold":10,"slip":0.0005,"managed":true,"drawdown":3.062633060070341,"vectorbt_return":-0.4623464502598224,"agreement_error":4.6129766673175254e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877

[{"sample":44,"return_pct":0.22263932296169298,"win_rate":40.909090909090914,"average_win":1.3780376673686343,"average_loss":0.9316265978710027,"mean_pct":0.013236056090667017,"ci_low":-0.36016064840647133,"ci_high":0.3999104128221536,"quarter_kelly":0.0024012507792949833,"symbol":"SPY","period":"train","hold":10,"slip":0.0005,"managed":false,"drawdown":10.329723331983843,"vectorbt_return":0.22263932296131372,"agreement_error":3.7925218521195347e-13},{"sample":46,"return_pct":-3.7200179796604727,"win_rate":47.82608695652174,"average_win":1.2526788107546907,"average_loss":1.2890450497425134,"mean_pct":-0.07343798602645939,"ci_low":-0.4536386490451031,"ci_high":0.3206618360622897,"quarter_kelly":0,"symbol":"SPY","period":"holdout","hold":10,"slip":0.0005,"managed":false,"drawdown":8.127883444883121,"vectorbt_return":-3.720017979660924,"agreement_error":4.511946372076636e-13},{"sample":7,"return_pct":-0.9105028599993625,"win_rate":42.857142857142854,"average_win":1.280784469989745,"average_loss":1.1760120764605309,"mean_pct":-0.12309927083898412,"ci_low":-0.9107947465931339,"ci_high":0.8468308404723521,"quarter_kelly":0,"symbol":"SPY","period":"recent","hold":10,"slip":0.0005,"managed":false,"drawdown":4.472595320487649,"vectorbt_return":-0.9105028599993972,"agreement_error":3.4638958368304884e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877

CollectedSep8; IEX-only exploratory census, NOT consolidated or tested signal. Rows=symbol|closeUSD|IEXvolume|dollarvolUSD|rangePct|returnPct|barUTC. Empty=missing; stale dates retained. FICO|934.6|69904|65332278.4|7.261395249304516|-16.455854615666542|2026-09-04T04:00:00Z;FIW|108.31|292|31626.52|0.08309482042286345|0.6411447686303751|2026-09-02T04:00:00Z;FIG|24.13|1035546|24987724.98|4.57936179030253|-4.302994249454695|2026-09-04T04:00:00Z;FESM|47.355|11985|567549.6749999999|0.7390983000739129|0.296515937731634|2026-09-04T04:00:00Z;FELV|42.87|1874|80338.37999999999|0.13995801259622645|-0.6719184430027836|2026-09-04T04:00:00Z;FFGX|34.68|100|3468.0|0.0|2.09007948189579|2026-08-20T04:00:00Z;FLMI|24.21|19161|463887.81|0.20652622883106447|0.10336985734960003|2026-09-04T04:00:00Z;FLOC|21.13|23844|503823.72|1.5144344533838159|-1.2155212716222552|2026-09-04T04:00:00Z;FFND|32.87|200|6573.999999999999|0.10648007301491846|0.5506271030896182|2026-09-04T04:00:00Z;FFLG|33.49|3196|107034.04|0.5225440429979226|0.4499100179963911|2026-09-04T04:00:00Z;FFF|26.7|100|2670.0|0.0|-1.0744720266765428|2026-09-03T04:00:00Z;FFLS|22.975|300|6892.5|0.10881392818281667|0.547045951859948|2026-09-04T04:00:00Z;FHN|24.95|274567|6850446.649999999|0.7615230460921752|-0.04006410256410797|2026-09-04T04:00:00Z;FEBW|36.32|100|3632.0|0.0|0.4424778761062065|2026-09-03T04:00:00Z;FE|46.76|249121|11648897.96|1.122754491017961|-0.5952380952380931|2026-09-04T04:00:00Z;FLHY|24.05|11998|288551.9|0.08316008316008139|-0.16604400166043698|2026-09-04T04:00:00Z;FJET|2.795|21341|59648.095|4.651162790697671|0.17921146953405742|2026-09-04T04:00:00Z;FETH|24.475|42035|1028806.625|1.1848825331971364|-2.490039840637448|2026-09-04T04:00:00Z;FLCV|37.5|154|5775.0|0.0|-0.5700649608909036|2026-09-02T04:00:00Z;FGSN|20.89|100|2089.0|0.0|0.3844305622296984|2026-09-04T04:00:00Z; https://runway.adityaperswal.workers.dev/data/stock-snapshots?feed=iex ; https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt ; https://www.nasdaqtrader.com/dynamic/SymDir/otherlisted.txt

[{"sample":44,"return_pct":-15.63071480117234,"win_rate":36.36363636363637,"average_win":0.7962919098657386,"average_loss":1.052281601517958,"mean_pct":-0.38007305192388635,"ci_low":-0.6855124311337456,"ci_high":-0.06947445324451988,"quarter_kelly":0,"symbol":"SPY","period":"train","hold":5,"slip":0.002,"managed":true,"drawdown":20.78406542825585,"vectorbt_return":-15.630714801172815,"agreement_error":4.742872761198669e-13},{"sample":46,"return_pct":-25.439872358673,"win_rate":34.78260869565217,"average_win":0.6103625606371427,"average_loss":1.292275629878869,"mean_pct":-0.6304884331776475,"ci_low":-0.9309908086473221,"ci_high":-0.3273851314879534,"quarter_kelly":0,"symbol":"SPY","period":"holdout","hold":5,"slip":0.002,"managed":true,"drawdown":26.049721627067555,"vectorbt_return":-25.439872358673345,"agreement_error":3.446132268436486e-13},{"sample":7,"return_pct":-3.7459655589363483,"win_rate":42.857142857142854,"average_win":0.28683719911942374,"average_loss":1.1612951721279963,"mean_pct":-0.5406670130219592,"ci_low":-1.1289387112292755,"ci_high":0.05527979132871698,"quarter_kelly":0,"symbol":"SPY","period":"recent","hold":5,"slip":0.002,"managed":true,"drawdown":3.971298136612844,"vectorbt_return":-3.745965558936362,"agreement_error":1.3766765505351941e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877

[{"sample":44,"return_pct":-13.92280282027154,"win_rate":38.63636363636363,"average_win":0.9255189626034992,"average_loss":1.1265440127030375,"mean_pct":-0.33370149951642103,"ci_low":-0.6610370504054259,"ci_high":0.004795316064317417,"quarter_kelly":0,"symbol":"SPY","period":"train","hold":5,"slip":0.002,"managed":false,"drawdown":20.17190486755934,"vectorbt_return":-13.922802820272054,"agreement_error":5.133671265866724e-13},{"sample":46,"return_pct":-17.936336054437664,"win_rate":45.65217391304348,"average_win":0.904614008828543,"average_loss":1.5338913100539378,"mean_pct":-0.4206606209988922,"ci_low":-0.7781265223625285,"ci_high":-0.05754506740700866,"quarter_kelly":0,"symbol":"SPY","period":"holdout","hold":5,"slip":0.002,"managed":false,"drawdown":19.770145976463304,"vectorbt_return":-17.936336054438115,"agreement_error":4.511946372076636e-13},{"sample":7,"return_pct":-4.179337865392263,"win_rate":28.57142857142857,"average_win":1.060366123627876,"average_loss":1.2666980613808954,"mean_pct":-0.6018225799498178,"ci_low":-1.3871585062413514,"ci_high":0.2761237354349535,"quarter_kelly":0,"symbol":"SPY","period":"recent","hold":5,"slip":0.002,"managed":false,"drawdown":5.457548984105021,"vectorbt_return":-4.179337865392327,"agreement_error":6.394884621840902e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877

CollectedSep8; IEX-only exploratory census, NOT consolidated or tested signal. Rows=symbol|closeUSD|IEXvolume|dollarvolUSD|rangePct|returnPct|barUTC. Empty=missing; stale dates retained. FEBP|34.79|100|3479.0|0.0|0.2304811293575293|2026-08-31T04:00:00Z;FITE|108.03|111|11991.33|0.0|0.7836551917156376|2026-09-04T04:00:00Z;FEDU|9.95|110|1094.5|0.0|14.896073903002293|2026-08-18T04:00:00Z;FJUL|61.41|201|12343.41|0.11398794984530254|-0.2598668182556496|2026-09-04T04:00:00Z;FLLA|28.29|646|18275.34|0.6009190526687811|-0.5973295853829996|2026-09-04T04:00:00Z;FLGB|37.38|966|36109.08|0.34777956126271414|-0.17358792896247088|2026-09-04T04:00:00Z;FIGB|42.06|213|8958.78|0.0|-0.20168466010203057|2026-09-04T04:00:00Z;FIXX|0.965|5781|5578.665|6.248704663212438|7.484963243484066|2024-03-25T04:00:00Z;FLSW|43.445|624|27109.68|0.16112325929336008|0.6603336422613681|2026-09-02T04:00:00Z;FLEL|0.0|0|0.0|||;FENG|1.54|173|266.42|0.0|1.9867549668874274|2026-08-17T04:00:00Z;FGD|35.98|4239|152519.22|0.5558643690939292|0.13915947676035323|2026-09-04T04:00:00Z;FEMD|36.54|1401|51192.54|0.0|-0.21845985800108547|2026-07-10T04:00:00Z;FLDR|50.005|439|21952.195|0.0|-0.009998000399913387|2026-09-04T04:00:00Z;FLCA|55.395|1267|70185.46500000001|0.34299124469717074|-0.7080121885642554|2026-09-04T04:00:00Z;FLCC|37.08|100|3708.0|0.0|0.9666439754935308|2026-09-03T04:00:00Z;FG|25.0|19510|487750.0|3.0|0.5631536604987941|2026-09-04T04:00:00Z;FLCE|31.97|101|3228.97|0.0|0.09392611145897511|2026-09-04T04:00:00Z;FIVA|40.31|297|11972.070000000002|0.08682709005208779|-0.2474634991338598|2026-09-04T04:00:00Z;FLJP|41.8|24448|1021926.4|0.7535885167464061|0.27587861341009656|2026-09-04T04:00:00Z;FEMV|26.65|100|2665.0|0.0|5.943152454780343|2026-07-15T04:00:00Z;FLCB|20.955|5872|123047.76|0.07158196134574359|-0.023854961832070476|2026-09-04T04:00:00Z;FEUS|84.44|100|8444.0|0.0|3.5692383171838538|2026-09-03T04:00:00Z; https://runway.adityaperswal.workers.dev/data/stock-snapshots?feed=iex ; https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt ; https://www.nasdaqtrader.com/dynamic/SymDir/otherlisted.txt

[{"sample":44,"return_pct":-3.7254845295225825,"win_rate":45.45454545454545,"average_win":0.9209275423800123,"average_loss":0.9155069670258892,"mean_pct":-0.08076400820502487,"ci_low":-0.38290676564554216,"ci_high":0.22904040761014685,"quarter_kelly":0,"symbol":"SPY","period":"train","hold":5,"slip":0.0005,"managed":true,"drawdown":11.873679742051058,"vectorbt_return":-3.725484529523186,"agreement_error":6.035172361862351e-13},{"sample":46,"return_pct":-14.406775771622659,"win_rate":45.65217391304348,"average_win":0.7467791394215955,"average_loss":1.2380489245634654,"mean_pct":-0.3319317649181115,"ci_low":-0.6348619904145074,"ci_high":-0.01600470173915665,"quarter_kelly":0,"symbol":"SPY","period":"holdout","hold":5,"slip":0.0005,"managed":true,"drawdown":17.331887248517763,"vectorbt_return":-14.406775771623131,"agreement_error":4.725109192804666e-13},{"sample":7,"return_pct":-1.7032538572933964,"win_rate":42.857142857142854,"average_win":0.5881499812027051,"average_loss":0.8643333179011781,"mean_pct":-0.2418404754280853,"ci_low":-0.8324401569756874,"ci_high":0.3585476813811297,"quarter_kelly":0,"symbol":"SPY","period":"recent","hold":5,"slip":0.0005,"managed":true,"drawdown":3.062633060070341,"vectorbt_return":-1.7032538572934612,"agreement_error":6.483702463810914e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877

CollectedSep8; IEX-only exploratory census, NOT consolidated or tested signal. Rows=symbol|closeUSD|IEXvolume|dollarvolUSD|rangePct|returnPct|barUTC. Empty=missing; stale dates retained. FLKR|62.07|15715|975430.05|3.560496213951991|4.004691689008033|2026-09-04T04:00:00Z;FESC|23.58|400|9432.0|0.0|-1.297614064462127|2026-08-31T04:00:00Z;FEGE|53.04|6729|356906.16|0.4524886877828092|-0.4878048780487809|2026-09-04T04:00:00Z;FLCO|20.865|1720|35887.8|0.0|0.11996161228406965|2026-09-03T04:00:00Z;FGN|24.2|200|4840.0|0.41322314049587366|-0.04130524576622108|2026-09-04T04:00:00Z;FIS|41.895|551388|23100400.26|2.5778732545649796|-0.8871540099361197|2026-09-04T04:00:00Z;FLO|6.275|364393|2286566.075|2.7888446215139555|-2.713178294573637|2026-09-04T04:00:00Z;FEBZ|41.09|100|4109.0|0.0|0.7354743809757425|2026-09-04T04:00:00Z;FLG|13.51|196297|2651972.47|0.9622501850481051|0.2225519287833766|2026-09-04T04:00:00Z;FELC|43.905|39726|1744170.03|0.45552898303153566|-0.3404834865509021|2026-09-04T04:00:00Z;FLAO|27.88|200|5576.0|0.0717360114777603|0.2877697841726645|2026-05-04T04:00:00Z;FLJJ|34.29|200|6858.0|0.11665208515601969|0.5866823115282971|2026-08-06T04:00:00Z;FHI|62.38|27036|1686505.6800000002|2.2362936838730296|0.3619982302308866|2026-09-04T04:00:00Z;FLNG|31.46|20326|639455.96|1.2714558169103578|0.5754475703324768|2026-09-04T04:00:00Z;FIGS|14.42|259201|3737678.42|5.617198335644929|-5.0691244239631335|2026-09-04T04:00:00Z;FIX|1611.28|12935|20841906.8|2.489014944640287|1.986201658332809|2026-09-04T04:00:00Z;FIRY|10.11|2713|27428.43|2.0771513353115814|3.1632653061224314|2026-09-04T04:00:00Z;FINV|3.395|141860|481614.7|5.3019145802651|2.5679758308157163|2026-09-04T04:00:00Z;FISK|4.46|500|2230.0|0.0|-4.29184549356224|2026-08-28T04:00:00Z;FHIL|24.85|283|7032.55|0.040241448692159204||2026-06-26T04:00:00Z;FEDM|66.75|400|26700.0|0.0|6.971153846153855|2026-09-03T04:00:00Z; https://runway.adityaperswal.workers.dev/data/stock-snapshots?feed=iex ; https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt ; https://www.nasdaqtrader.com/dynamic/SymDir/otherlisted.txt

[{"sample":44,"return_pct":-1.776571509340663,"win_rate":43.18181818181818,"average_win":1.1166442378759494,"average_loss":0.9089351331327227,"mean_pct":-0.03425313201534159,"ci_low":-0.3672023517461686,"ci_high":0.30821662101064856,"quarter_kelly":0,"symbol":"SPY","period":"train","hold":5,"slip":0.0005,"managed":false,"drawdown":11.359572959702213,"vectorbt_return":-1.7765715093411387,"agreement_error":4.756195437494171e-13},{"sample":46,"return_pct":-5.79289747350945,"win_rate":45.65217391304348,"average_win":1.2077829073717488,"average_loss":1.2380489245634654,"mean_pct":-0.12147352302782416,"ci_low":-0.48112640160270753,"ci_high":0.25179160079072993,"quarter_kelly":0,"symbol":"SPY","period":"holdout","hold":5,"slip":0.0005,"managed":false,"drawdown":10.620095119551632,"vectorbt_return":-5.792897473509967,"agreement_error":5.169198402654729e-13},{"sample":7,"return_pct":-2.1458232294796264,"win_rate":28.57142857142857,"average_win":1.3640029809215748,"average_loss":0.9700528911645323,"mean_pct":-0.303179784854216,"ci_low":-1.0908752606083658,"ci_high":0.570940802450659,"quarter_kelly":0,"symbol":"SPY","period":"recent","hold":5,"slip":0.0005,"managed":false,"drawdown":4.472595320487649,"vectorbt_return":-2.145823229479703,"agreement_error":7.638334409421077e-14}] https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 study.py frozen note877