+ Ti Rt^RIt^RIt^RIt^RIt^RIt^RIt^RIt^RIH t Rt Rt Rt Rt RtRtR tR tR tR t^tR tRt/RRbRRbRRbRRbRRbRRbRRbRRbRRbRRbRRbRRbRRbRRbRRbR!RbR#RbR$R/Ct]!]P344t/R^bR^&bRRbRR%bRRbRR"bR^bR^ bRR&bR^R!R?/R@3NRAR#R 0. 3. INCONCLUSIVE HANDLING: < 5 trades = retry, not a wasted slot. 4. DEAD MARKET RECOVERY: 0 trades = blast all thresholds open next cycle. 5. PENNY BETS ENFORCED: All experiments use penny bets. Scale up after finding a profitable config. 6. BET SIZING REMOVED FROM QUEUE: Doesn't affect win/loss outcome. Those slots now test signal combos, phases, stop/target R:R. 7. EXPERIMENT STATE FILE: Writes experiment_state.json after each restart so smart_loop.py and the next iteration know the exact trade baseline. N) defaultdictzC:\kalshibot\Automated\trackerz%C:\kalshibot\Automated\paper_trade.pyz+C:\kalshibot\Automated\trade_analytics.jsonz%C:\kalshibot\Automated\bot_state.jsonz5C:\kalshibot\Automated\tracker\iteration_history.jsonz,C:\kalshibot\Automated\tracker\learning.jsonz1C:\kalshibot\Automated\tracker\EXPERIMENT_LOG.txtz.C:\kalshibot\Automated\tracker\CHANGES_LOG.txtzC:\kalshibot\Automated\bot.pidz4C:\kalshibot\Automated\tracker\experiment_state.json{Gzt?{Gz? SCORE_HIGH SCORE_MEDIUM BET_HIGH_MIN BET_HIGH_MAX BET_MED_MIN BET_MED_MAX MAX_POSITIONSENTRY_COOLDOWNMOMENTUM_SECONDSMOMENTUM_THRESHOLD{Gz?LAG_WINDOW_SECSLAG_MIN_BTC_MOVEMIN_MISPRICINGMAX_ENTRY_PRICE?MIN_ENTRY_PRICE333333? PROFIT_TARGET皙?TRAILING_STOP_PCT STOP_LOSS皙?gMb@?ga2U0*C?g?gffffff?g)\(?g? BLOCK_EARLYF BLOCK_MID BLOCK_LATET stop_tightg?u8Tight stop (25%) — cut losses fast, lower breakeven WR stop_looseu2Loose stop (60%) — more breathing room per tradeideal_rrg333333?u42:1 R/R — 30% stop + 60% target, breakeven WR ~33%stop_plus_targetu71.43:1 R/R — 35% stop + 50% target, breakeven WR ~41% rr_tight_stopg{Gz?u6Tight trailing stop (8%) — cut per-trade losses fastrr_high_profitg?u4High profit target (75%) — let winners run furtherrr_combined_rru5Combined — tight trailing stop + high profit targetrr_cheap_entryg?u2Only cheap contracts (<=0.55) — more upside roomtight_entry_windowgQ?u1Narrow entry band — avoid extreme R/R contractsexp_onlyg~jt?u-EXP-only mode — disable MOM and LAG signalsmom_only-C6*?u-MOM-only mode — disable EXP and LAG signalslag_onlyu-LAG-only mode — disable EXP and MOM signalsexp_lagg-C6:?u!EXP+LAG mode — disable MOM onlyexp_momga2U0*3?u!EXP+MOM mode — disable LAG onlyexp_mom_focusedu3EXP+MOM focused — data shows 78% WR on this comborequire_two_signalsu2Force 2+ signals — EXP alone historically 14% WR block_earlyzBlock early phase (>8 min left)block_early_midz"Only near+late phase (<4 min left) mid_near_onlyu5Mid+near only (2-8 min) — skip noisy early AND late near_onlyu6Near phase only (2-4 min) — highest certainty window all_phasesu+All phases open — test no blocking at all late_onlyu9Late phase only — final minutes, highest time certainty score_med_6u+Very low score bar — maximum trade volume score_med_8u Low score bar — high frequency score_med_15zMedium score bar score_med_20u"Raised score bar — quality focus score_med_28u!High score bar — very selective score_high_45z3Need all 3 signals (score 40+ requires EXP+LAG+MOM) rr_selectiveu/Higher entry bar — only trade cleaner signalsmom_fastzFast momentum (25s window)mom_slowg-C6J?zSlow momentum (120s window) lag_tightzTight LAG window (15s)lag_widezWide LAG window (70s) misprice_lowu-Very low mispricing bar — catch small edges misprice_highg?u.High mispricing bar — only trade large edges positions_1u4Single position — total concentration per contract positions_10u 10 positions — moderate spread positions_50u+50 positions — maximum spread, data floodexp_mom_big_betsg @g@u8EXP+MOM + bigger bets — high conviction on best signalc\VRR7;_uu_4p\P!V4uuRRR4# +'giR#;i Tu#;i)utf-8encodingN)openjsonload)pathdefaultfs&& )C:\kalshibot\Automated\tracker\iterate.pyrMrMs; $ ) )Q99Q<* ) ) )s%A 8 A A A A Ac \VRRR7;_uu_4p\P!W^\R7RRR4R# +'giR#;i)wrHrI)indentrON)rKrLdumpstr)rNdatarPs&& rQsaverXs2 dC' * *a $!S1 + * * *s ? 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Returns a signature dict stored in learning.json as 'hot_streak_signature'. Identifies WHAT conditions produce winning streaks so future experiments can bias toward replicating them (hour, scores, price range, momentum, phase, etc.) rrNrrhourrrrr entry_pricer momentum_pctmomentum_strengthbtc_volatilityr direction?rtierc`V'd&\\V4\V4, ^4#^#)rprrlsts&rQavg&analyze_hot_streak_trades..avgqs"#s3x#c(2A6D1DrtcnV'd+\\V4^4\\V4^4.#^^.#r)rprxrwrs&rQrng&analyze_hot_streak_trades..rngrs.S%C!,eCHa.@ATqRSfTrt captured_at streak_sizeravg_hour hour_rangeavg_confidence score_range avg_exp_score avg_lag_score avg_mom_scoreavg_entry_priceentry_price_range avg_secs_leftsecs_left_rangeavg_momentum_pctavg_mom_strengthavg_btc_volatilitydirection_dist phase_dist tier_distrmin_pnlmax_pnl) rMrrrrVrarbrprrxrw)baseline_countrqrrrrrstreakhoursr exp_scores lag_scores mom_scores entry_pricesr momentumsmom_strsbtc_volsrrrrrrphtirrs&& rQanalyze_hot_streak_tradesr+Js^R(I%BIqw6)AIEBo&I# @AeeI&6%&?aaD @d)q.T"#YdF  ,VR?&VR@3#)Bz Evaluate last experiment using only its timestamp-isolated trades. Returns (updated_learning, status): "OK", "INCONCLUSIVE", or "DEAD_MARKET" hypothesis_labelrqzDEAD MARKET: Zero trades in 'u' — will retryr9r3 DEAD_MARKETzINCONCLUSIVE: Only z trades in 'z' (need u) — retryingr4 INCONCLUSIVEr0rrz Experiment 'z': trades | WR=% | EV=$+.4f Champion EV: $z | Delta: $r.r/r-z NEW CHAMPION: EV=$z (was $u) — params savedc3F<"TFqR,S8XgKVxK R#5ilabelNr)rrS last_labels& rQr"update_learning..s[$>qG*PZBZ$>! !r1Nc3F<"TFqR,S8XgKVxK R#5irGr)rlrIs& rQrrJs[$=qG*PZBZ$=rKr2runs total_delta avg_delta last_ev_deltac3F<"TFq^,S8XgKVxK R#5i)rnNr)rhrIs& rQrrJsJ#3atz7I#3rKrHrdescexp_wrexp_evz WINNER: 'z' improved EV by +$z.4fz/trader8z LOSER: 'z' hurt EV by $z NEUTRAL: 'z ' EV delta $u — not significantc(VPR^4)#)rPr)rSs&rQr!update_learning..s155a3H2Hrtkeyrr5rr6rr7OKr:) rrlremoveMIN_EXPERIMENT_TRADES setdefaultappendrnextEV_WIN_THRESHOLDHYPOTHESIS_QUEUEEV_LOSE_THRESHOLDsort) learning last_iterisolatedoverall_analysisrqchamp_evrVrUev_delta winner_entry loser_entryhyprIs &&&& @rQupdate_learningrnsU 126J#AAv +J<7G HI(0 5H!(Lq(P$% /2 2 _ % , ,Z 8&&$%H !   !!L HEZD[[i jk X\\*?D D    5r : A A* M /2 2 _ % , ,Z 8''X\\"7<<&'..z:||M62H~F~F,zl#aS fXXfT]ST 8D/V5Ft4LMN )/)/)/%&);)="# "6$-wxoEW XY$H[H-=$>[]abL[H_$=[]abK""   1 , +7+;+;M1+MPX[^P^+^L '+7 +FV\I]+]L %,4 )J#3JDQC)*11Z3q663q6A}hnk8VY>#Xx63 k*%8#f MN01,- % %   ! + *5//-*KhY\n*\K &*5m*D{SYGZ*ZK $ _ % , ,VQx#~{HsN.  j N8C. GH08 =XZ[0\_`0`,- l:,l8D/AU VW08 =XZ[0\_`0`,- ##(H#I!1+!>H !1.!AHY!1-!@H_ T>rtcVR,pVR,pVR,Uu.uF qfR,NK pp\VR,4pVPR^4p VPR^4p VR8Xd\R4R R /R 3#VR 8XgV ^8d(\R 4RRR^RRRRRRRRRRRRRRRRR^R^/ R 3#V^8dR!R"R^RR#RR$RR#RRRRR^R^/R%3#\V4^8dV^,^8Xd/p .p VF3p V P V R&,4V P V R,4K5 R'R(P V R),4,pR*\V4 R+R,P V R-,4 2p\R.\V4 R/24R0WV3#\F/wpppW9gKW9gK\R1V R224R3VVR4V 23u# V'dV^,pVR5,FnpR6VR, R(VR, 2pVV9gK"/p V P VR&,4V P VR&,4R7VV R8VR, R9VR, 23u# V ^8dR:R^2R^R^/R;3RRR?RR?R^ R^/R@3.pVUUUu.uFwpppWh9gKVVV3NK ppppV'd5VV\V4,,wppp\RAV RBV 24RCVVV3#RDRE/RF3#uupiuupppi)Grr1r2rHr3r8r9 HOT_STREAKzM*** HOT STREAK CONFIRM: Re-running champion params to validate win streak ***CONFIRM_CHAMPIONconfirm_championuKHOT STREAK CONFIRM — re-running champion params to prove the edge is realr@zEDEAD MARKET RECOVERY: Opening all thresholds to force market activity MARKET_WAKE market_wakerrg-C6?rrMb`?rrrgffffff?rFrrr r u<Dead market recovery — opening all filters to force trades DATA_GATHER data_gatherr*ruAGathering baseline data — need minimum trades to start learningrcombine_r:NNzCOMBINE: Testing all z proven winners: , :NrNzCOMBINE run: merging z proven winnersCOMBINEzEXPLORE: Testing '' SINGLE_TESTz EXPERIMENT: :NNcombo_COMBINE2z COMBINE2: z (best) + wild_floodu,WILD: Flood mode — max positions, max data wild_allthreez'WILD: Require all 3 signals (score 50+) wild_lateTu1WILD: Late-only — highest time certainty windowz WILD: Stuck u iters — trying WILDBASELINEbaseline_checku;Champion config unchanged — confirming baseline stability)setrrlrupdater_rfrb)reanalysis iteration_num last_statusrqwinnersrMloserstested stuck_iters dead_countcombinedlabelsrSrHrTrtopw2 combo_label wild_optionsrrruntrieds&&&& rQpick_experimentrs=)A+,G'/'@A'@!W::'@FAh/0F,,:A>K,,2A6Jl" [\"$6]_ _m#zQ SU}$8&#V-=u"D*;T{E< "&6 ; O P P 1u}$8&!5* AB5D11/vt  5#6 $UG1- .!5&L2GH H 0 aj"++B"3w<."W+?K&(H .8 -"K$S\N*R[MJLL a 4DaYZ[L N ~r?AGWY[\G I }dK~WY/4Q S  )5H uq17Aa7 H ")-#g,*F"G E64 ,{m+=eWE FE640 0 (" I KKQBDIsK# K( K(ca\VR,4p\V4pVR9d>VR,F0pVPVR,4\RVR, 24K2 VPS40Rmp\;QJdV3R lV4F 'gK R M R M!V3R lV44'g R VR&R VR&R VR&RVR&\R4V#)r-r1rz [proven] Applied winner: rHrrr r c3,<"TF qS9xK R#5irvr)rr overridess& rQr"build_param_set..Ys0x!I~xsTFrrru? [safety] Penny bets enforced — minimize risk while learning)r}rrRR_FIXrsrq>r r rr)rrrlany)experiment_typerrebasefinalrSBET_KEYSs&f& rQbuild_param_setrLs +, -D JEjj*++A LL8 % -aj\: ;, LLNH 30x03330x0 0 0 $n $n $m $m MN Lrtc \\RR7;_uu_4pVP4pRRR4.pVP4EFwrgV\9Ed\ V,wr\ V\4'd \V4pVR 9p V 'd(\\\\V4W444M'\\\\V4W4^44p R\P!V4 R2p \P!V RV R2X\P R7wrV^8d)T pVP#Wk34\%RV R V 24EK\%R V R 24EK'VR 8XdR pV'dRMRpR\P!V4 R2p \P!V RV 2X4wrV^8d;T pTP#R V'dRMR34\%RV'dRMR 24EKEKVR8XdRpV'dRMRpR\P!V4 R2p \P!V RV 2X4wrV^8d;T pTP#RV'dRMR34\%RV'dRMR 24EKDEKGVR8XgEKQRpV'dRMRpR\P!V4 R2p \P!V RV 2X4wrV^8gEKT pTP#RV'dRMR34\%RV'dRMR 24EK \\RRR7;_uu_4pVP'X4RRR4V# +'giEL5;i +'giT#;i)!rHrINz^(z\s*=\s*)[0-9.]+(.*)$z\g<1>z\2)flagsz SET  = z WARN: z not found in bot scriptrz!if mins_left > 8.0: time_conf =z0.00z0.55(z \s*)([0-9.]+)YESNOz EARLY phase: BLOCKEDOPENrz!elif mins_left > 4.0: time_conf =z0.80z MID phase: rz!else: time_conf =z1.00z LATE phase: rS)r r r rrr)rKrrrr PARAM_RANGES isinstanceboolrrVintr|rprrsubnrr_rlrh) final_paramsrexperiment_labelrPrappliedparamvaluerzr{is_intval_strpattern new_contentrqprefixnew_vals&&& rQ apply_paramsrcs j7 + +q&&( ,G$**,  M !!%(FB%&&e OOF?Ec#eE%L"9:;uU5<%@!DE BIIe,--ABGWWWwir.BGSUS_S_`NK1u%/0fUG3wi01hug%=>? m #9F %f6G299V,-];GWWWwi.@'JNK1u% u4HIo5if%EFG k !9F %f6G299V,-];GWWWwi.@'JNK1u% eUFGmIF#CDE l "9F %f6G299V,-];GWWWwi.@'JNK1u% ue$GHn%YV$DEF_-b j# 0 0A  1 Ns , + +l 1 0 NsM;M+ M( + M< c F\R4\PP\4'd\ \4;_uu_4p\ VP4P44pRRR4\P!RRR\X4.R^ R7p\RV RVP 24\P!\4\P!.ROR^ R7\P !^4\R4Rp\P"!RRV.\P$RR7\R4\P !^ 4\'\(/4pVP+R^4^8d+\RVR, RVP+R^4 24R#\R4R# +'giELU;i \dp\R T 24Rp?EL6Rp?ii;i EL);i \P!\4i i;i;i \dp\R T 24Rp?ELURp?ii;i \dEp\RT R24Rp\P!R R R T.R^R7\R4Rp?ELNRp?ii;i)zKilling existing bot...Ntaskkillz/Fz/PIDT)capture_outputtimeoutzKilled python PID z: exit=zPID kill failed: powershell-NonInteractive-CommandzWMI cleanup note: zStarting new bot...zRtitle Kalshibot-Automated && cd /d C:\kalshibot\Automated && python paper_trade.pycmdz/k) creationflags close_fdszBot window launched via PopenzPopen failed (u#) — falling back to Start-ProcesszStart-Process cmd -ArgumentList '/k title Kalshibot-Automated && cd /d C:\kalshibot\Automated && python paper_trade.py' -WindowStyle Normalz+Bot window launched via PowerShell fallback btc_priceuBot OK — BTC=$z Balance=$balanceu.Bot starting up (state not flushed yet — OK))rrrzGet-WmiObject Win32_Process | Where-Object { $_.CommandLine -like '*Automated*paper_trade*' } | ForEach-Object { Stop-Process -Id $_.ProcessId -Force -ErrorAction SilentlyContinue })rlrerNexistsPID_FILErKrrstrip subprocessrunrV returncode Exceptionr\timesleepPopenCREATE_NEW_CONSOLErMBOT_STATE_PATHr)pfold_pidresultebot_cmdps_cmdstates rQ restart_botrs2!" ww~~h h2bggioo/0 ^^Zvs7|$L48"FF $WIWV5F5F4GH I8$& F - JJqM  ;%w/'1'D'DPT V +, JJrN  $E yya 1$ u[12+eii RS>T=U VW  <= [   ) #A3' ( ( ) D8$ D &   $%%& ; nQCB CDb &7VL&*B 8 9:: ;sG (G5A G>G<H*5I G G G9 G4.H4G99H<HH'H H' H$"H'* I5I  I J 9JJ c RVRVR\P!4RVR\\PP44/p\ \ V4\ RV RV R24R #) z Written after each bot restart. Read by smart_loop.py (for baseline trade count) and by the next iterate.py run (for isolated evaluation). rHrrstart_trade_countstart_tszExperiment state saved: 'z ' | baseline=z tradesN)rrVrarbrXEXPERIMENT_STATE_PATHrl)rHn_trades_at_startexp_typers&&& rQsave_experiment_statersf UXTYY[.S!2!2!6!6!89  E & #E7-8I7J'RSrtc\PP4PR4pVR,p VR,p VR,p VR,p VR,p VR,pVR,pVPR^4pVPR R 4pVPR R 4pR RX 2R V RV 2RV RV 2RV 2RX RV RV RVR 2RV RV RV RV R 2RV R RV R2R\ V4 RRP RVR ,44 2R!R". pVFwppVP R#V R$V 24K VP R!4\\R%R&R'7;_uu_4pVPR P V4R ,4R(R(R(4V ^8dR)MR*V R+2pR!P .R,NV NRNV NR-NV NR.NV NR/NV NR0NV NR1NV NR2NVR NR3NVPR^4R NR4NVPR5^4R NR6NVPR7^4R NR8NV NR9NV NR:NV NR;NV NRNV NR?N4p\VR@,P4RARB7FFwppVRVRC RVRD,RE RF\VRG,VRD,4RH RIVRJ,RK R 2 , pKH VRL, pRYFrpVRM,PVRG^RD^RJR /4pVRD,^8gK2VRVRN ROVRD,RE RF\VRG,VRD,4RH RIVRJ,RK R 2 , pKt VRP, pVF6pVRVRQ,RR RSVPRT^4RK RUVRV, R 2, pK8 VRW, pVFwppVRV R$V R 2, pK VR , p\\R%R&R'7;_uu_4pVPV4R(R(R(4R(# +'giELZ;i +'giR(#;i)ZrZrrrrrrr1rqrrorr`z ITERATION #z | z Type: z | Label:  z EXPERIMENT (isolated):  trades | WR: % | EV: $rDz OVERALL: z% | Recent(10): z % | P&L: $z EV/trade: $z | Breakeven WR needed: %z Proven winners: u — rzc32"TF qR,xK R#5irGrrrSs& rQrwrite_logs..9ZkG**kNNr?z PARAMS SET THIS RUN:z rr_rHrIN PROFITABLEzNEEDS z% WR TO BREAK EVENz] ================================================================================ ITERATION #z TYPE: z | LABEL: z DESC: zo ================================================================================ EXPERIMENT RESULT (isolated z trades): Win rate : z% EV / trade : $z Total P&L : $z Avg win : $rz Avg loss : $rz" OVERALL DATA: Total trades : z Win rate : z% (breakeven needs z%) Recent(10) WR : z% Total P&L : $z EV / trade : $z [z] SIGNAL COMBOS: rc$V^,R,)#)r~rr)xs&rQrwrite_logs..sad7m^rtrYz<20rz>3z trades WR:rz>5z% P&L:$r+.2fz PHASES: rz<10 z CURRENT PROVEN WINNERS: rHz<25z avg_delta=rPz runs=rNz PARAMS SET: zH========================================================================)rrrr)rarbrcrrrfr_rK CHANGES_LOGrhsortedrrs EXP_LOG_PATH)rrrHrTrrgrrerjrqrrecrrbk_wrriso_niso_eviso_wrlinesrrrP ev_statusblockrrrr)rSs&&&&&&&& rQ write_logsrsr##%../BCB}%Az"B{#C{#C~&B~&E'(Gll3"Ell4%Fll4%F VH m_E". ?#<w7 TF ( #E7. &QUW aSrd*:3%z#dT 4y :5'C S\N% 9ZgVXk9Z0Z/[\ $ E1 tA3c!%& LL k3 1 1Q  % 4'( 2!#Q fUG;M,NI     ?   "t $  $ %*7 +  f     #G $ (  4= ! LLa06 7 LLA.t4 5 LLQ/5 6 #   $!  +!  ,1'!  2! "%# "# $:% $% &t9' & ' &!*{' &+' E.8H-335;STq 2eC[1W:b/c!F)AgJ>WXZ=[[cdefkdlmqcrrtuuU ]E+ X  " "2q5'E F W:> r"S1W:b/c!F)AgJ>WXZ=[[cdefkdlmqcrrtu uE, **E  2aj%\!%% A2Ft1LGTUV\T]S^^`aa E1 2aSA3b!! TME lC' 2 2a  3 2U 2 1 1T 3 2 2s(O9O) O& ) O: c \R_4\R4\R_4\\.4p\\R4;'g \ 4pR`RaRbR.3Rc3Fwr#W!9gK W1V&K \ V4^,p\RV RVR,R R\ VR ,4 24\\ /4pVPR ^4pVPR ^4pVPR R 4pV'Ed\R4Rp VPR^4p \WzR7p V 'dWR&\RV RV PR^4R RV PR^4R RV PR^4R RV PR/4 RV PR/4 R V PR!^4R" 24\\V4VPR R4VPRR4\\ V4MR#p \4p V R$,p V R%,pV R&,pV R',pV R(,p\R)V R*V R+V R,VR R-V R!,R 2 4\Wg4p\R.VR/, R*VR0, R,VR1,R 24V'd,V R8wd\WRd,VV 4wr\R2V 24\WWI4wpppp\R3V R4V 24\R5V 24VVR6,9d VRe9dVR6,PV4\!VVV4p\#VVV4p\R7\ V4 R824\%VVVVV VVV4VP/R9VbR:\'\(P(P+44bR;VbRV bR%VbR&VbR'VbR(VbR!V R!,bR?VbR@\ VR ,4bRAVR/,bRBVR1,bRCVR0,bRDV b4\\V4\\V4\RE4\-4\4R$,p\/VVV4\RV RF24\R_4VR ,pVPRRf4pRGVR RHV^8dRIMRJV RK2 RL2p\1RMR_ 2RNRO7\1RPV RQV R4V 2RNRO7\1R5VRR, 2RNRO7\1RSVR/, RTVR0, RUVR1,R 2RNRO7\1RVV RWV 2RNRO7\1RXVR RYV 2RNRO7\1RZ\ V4 R[R\P3R]VR^,44 2RNRO7\1R_ RM2RNRO7R#)g=u=KALSHIBOT ITERATION ENGINE v6 — TIMESTAMP-ISOLATED LEARNINGNr0r4z Iteration #z | Champion EV=$rDz | Winners=r1rr hot_streakFuQ*** HOT STREAK FLAG detected — next experiment will CONFIRM champion params ***rphot_streak_new_trades)rqhot_streak_signaturez Streak signature: z wins | avg score=r z.0fz | avg entry=rz.2fz | avg secs_left=rz | directions=rz | phases=rz | total_pnl=$rrr[rrrrrz Overall: rBz % | Recent=rCz | P&L=$zIsolated (last experiment): rqrrzLearning status: z Experiment: [r\rr3zApplied z parameter changes iteration timestamprr> description trades_seenapplied_paramsn_winners_knownisolated_trades isolated_ev isolated_wrlearning_statusz!Restarting bot with new params...z complete.zEV=$z (rzneeds z% WR)r`Tr]z ITERATION #z | [:NANz Experiment: rrz Overall: z trades | rEz | Status: z Proven winners (z): rzc32"TF qR,xK R#5irGrrs& rQrmain..rrrz<============================================================)r0r:)r6r:)r9rn)r8rnr)rsrvrqi)rlrM ITER_LOG_PATH LEARNING_PATHr<rrrr+rXpoprrrnrr_rrrrVrarbrrrdrf)historyrefieldrOr exp_stateexp_start_timeexp_start_countrrstreak_nsigrrqrrrbkrgrrHrrTrr current_nrriev_lines rQmainr"/sMGHMM2&GM4(;;MOH24G47Lb6Q<>  %UO > L1$M+m_$4Xm5LT4RR]^abjk{b|^}]~A0"5ImmL!4Nmm$7;O|U3Jz _`" ==!8!<'D /2+ , &xj1 WW%5a8=> WW%6q9#>?!!$!;C @A!gg&6r:;<'',r234!ggk!4T: < =  ) lD) -t4 "I. yH = !A : B ; C > "B > "B)A3mB4{3%x4yQYZeQfgkPlmn@H &x}o]8D>BRRZ[cdh[ijnZopq , &$3Hbk8U]$^ !H  } -.'6x='f$HeY-zE7+,"TF  H_--(Bt2t!((/"8YAL mUCG(3w<. 234}htXxRZ[ NNMC 1 1 5 5 78 H E  D  A  B C B B H[1 G C)9 :; HSM HTN HTN!" K#&  !+,M -(I%H5+m_J/0M()G||M40HbYbAVB4t;L MQOG Bvh-t$ M-XJb @M BtCyk $' N8C=/7GyQYZ^Q_`dPe fnrs Ks*WI .d; XdO;{m DDQ s7|nC 9ZgVXk9Z0Z/[ \dhi VHB-t$rt__main__g{Gz)F)r<)rg@o@)rg@@)rgb@)rgr@)r~d)r~i)r)g-C6 ?r)r$x)rugQ?)rgGz?)rr)r?)gQ?r)rr*)r)1__doc__rLrerrsysrra collectionsrrgrrrrrrrrrr]rarcrrkeysrr;rbrMrXrlrsr|rrrrr+r<rnrrrrrrr"__name__rrtrQr0s05444#: @ F@P G L I 9O::==  =  = ;<;+;++?? ?!"?#$?% (L%%'(  B $b D ($ 4 ' Q )"  &  #5b  r  .v  ' e / t 1$5+ulD  _;-TV_;-NP _ ;otDPR _;otDSU_.5RT_?D1PR_.otLQS_ ,d4EtLNP!_$,d4EtM]_deMO%_,/8JEScejkIK-_0/9KR-u6FOIK1_6,b2Df/8H%QIK7_</8JFTdfkl=?=_@-u6JFTdfkl=?A_D-u6JFTbdfgOQE_HNB bANPI_P=$ UC;=Q_T=$ TB>@U_X=$ ULRVWQSY_\=$ T1-2_`o_p>1-2TUq_r>2.2DEs_t>2.2VWu_v>2.2UVw_x<^R@OQy_|>2/?GKM}_D-r3GP68E_H-s4H&Q79I_P,b2DfM24Q_T,b2DfM13U_\+U3IK]_`+U3JLa_h?A/?DPRi_l?B0@!D<>m_p?B0@!DGIq_x-u6JF)3 sDTVy_D2 >4/D N"\LHT$TnLK^.:z2j T GTv%p zFrt