+ /i Rt^RIt^RIt^RIt^RIt^RIt^RIt^RIt^RIt^RI H t ^RI H t H t ^RIHt^RIHt^RItRt] !4]P*!R4t]P*!R 4tR tR tR tR tRtRtRtRtRt Rt!Rt"Rt#Rt$Rt%Rt&Rt'^xt(Rt)^t*^t+^t,^t-Rt.^t/^t0^ t1Rt2Rt3Rt4Rt5R t6R!t7^-t8R"t9R#RR$RR%RR&RR'R/t:R#RR$RR%RR&RR'R/t;.t<]Pz!4t>.t?.t@]P!4tA]#sB]#sCRtD]E!4sF]Pz!4tG^tH^tIR(tJ.tK]Pz!4tLRsM]Pz!4tN.sO]P!4tQRsR.sS.sTRsUR)tVR*tWR+tXR,tYR-tZR.t[R/t\R0t]R1t^R2t_R3t`R4taR5tbR6tcR7tdR8teR9tfR:tgR;thR<tiR=tjR>tkR?tlR@tmRAtn^toRBtpRtq^tr^ssRCttRURDltuREtvRFtwRGtxRHtyRItzRJt{RKt|RVRLlt}RWRMlt~RNtROtRPtRQtRRtRSt]RT8Xd ]!4R#R# ]dRtELi;i)Xu PAPER TRADING BOT - BTC 15-Min Kalshi Markets $100 starting balance. Smart tiered bet sizing. 2:1 reward/risk. Trailing high-water mark stop-loss — protects profits, not just starting balance. Live dashboard: open dashboard.html via OPEN DASHBOARD shortcut N) load_dotenv) serializationhashes)padding)default_backendTFKALSHI_API_KEY_IDKALSHI_PRIVATE_KEY_PATHz https://api.elections.kalshi.com C:\kalshibotzC:\kalshibot\datazC:\kalshibot\data\archivez&C:\kalshibot\trade_analytics_test.jsonz'C:\kalshibot\market_snapshots_test.jsonz+C:\kalshibot\data\session_history_test.jsonz C:\kalshibot\paper_log_test.jsonzC:\kalshibot\auto_params.jsonii'g@o@g?g?g= ףp=?gffffff?gMbP?g??@?g?g-C6:?gQ?ga2U0*C?binancecoinbasekrakenokxbybitga2U0*S?c\VR4;_uu_4p\P!VP4R\ 4R7uuRRR4# +'giR#;i)rbN)passwordbackend)openrload_pem_private_keyreadr)pathfs& paper_trade_test.pyload_private_keyr_s< dD  Q11!&&(TSbSde    s /A A c<\f\\4s\#N)_private_key_cacherKEY_PATHrget_private_keyr#cs!-h7 r"c ~W,V,PR4pVPV\P!\P!\ P !44\PPR7\ P !44p\P!V4PR4#)zutf-8)mgf salt_length) encodesignrPSSMGF1rSHA256 DIGEST_LENGTHbase64 b64encodedecode)pktsmethodrmsgsigs&&&& r sign_requestr5isx ;  % %g .C ''#w{{w||FMMO'DKK--/06  AC   C ' ' 00r"c \\\PP4P 4R,44p\ 4pR\ RVR\W2W4RR/#)izKALSHI-ACCESS-KEYzKALSHI-ACCESS-TIMESTAMPzKALSHI-ACCESS-SIGNATUREz Content-Typezapplication/json)strintdatetimenow timestampr#KEY_IDr5)r2rr1r0s&& r get_headersr=os\ S""&&(224t; < =B  B )BB %|BF'I . 00r"c\\8d7\R\R R\^\, ,R R24\sR#R#)z ** NEW HIGH: $.2fz Stop now at $z **N)balancehigh_water_markprintTRAILING_STOP_PCTr!r"rupdate_high_water_markrDvs>    _WaHYFY=Z[^<__bcd!!r"cR#)Fr!r!r"rcheck_session_stop_lossrF|s r"c \'gR#R.pRpRpRpRpVF0p\P!VWW4R7pVP^^R7K2 \P!^4KO \dIp\ RTP R 4^, R T 24\P!^4Rp?KRp?ii;i) Nz-wss://stream.binance.us:9443/ws/btcusdt@tradecZ\P!V4p\VPR4;'gVPR4;'g^4pV^8d\P!4p\ ;_uu_4V\ R&V\R&\PWC34RRR4\'dC\V\, \, 4\8d\P4Vs R#\'gVs R#R#R# +'giLr;i R#;i)pcr N)jsonloadsfloatgettime price_lockprices price_times price_historyappend _last_hot_btcabsHOT_PATH_BTC_MOVEhot_path_eventset)wsr3datapricer:s&& ron_msgbinance_ws..on_msgs JJsOD$((3-==488C===A>EqyiikZ-2F9%-0K *!((#6 !=S%-*?=)P%QUf%f"&&($)M&$)M'Z sA2D%D%1D%?)D(D% D% D% D" D%%D*cR#rr!)rZerrs&&ron_errorbinance_ws..on_errors4r"c\;_uu_4R\R&R\R&RRR4R# +'giR#;i)Nr )rPrQrR)rZargss&*ron_closebinance_ws..on_closes' Z%)F9 %)K "ZZZs, = c\R4R#)u! ✅ Binance WebSocket connectedN)rB)rZs&ron_openbinance_ws..on_opens  12r") on_messagerarerh) ping_interval ping_timeoutu ⚠ Binance WS /z error: ) WS_AVAILABLE websocket WebSocketApp run_forever ExceptionrBsplitrOsleep)WS_URLSr]rarerhws_urlrZes r binance_wsrxs < 8G" * 3 F ++%%8Ra@  1  *6<<+!get_best_price..sQQ%RZZ]'-zz!}:=q /R9O&))%RsA"A"A"A"r rr+c3*"TF wrVxK R#5irr!)rr_s& rrrs)541Q5sgMb@?zEDGE +.3fz% Binance vs othersNNN)r rrrr)rPdictrQrRrOnextjoinrV) srcvalidr\srcsedgebrJkavgdivr:rrs @@@rget_best_pricers- f[(9v  IIKC+1 n6CVC[[ VC[[ VY\bcf\gVgkmUm c6#; 6E n )) Q%RQRV XE )) HH)5) )D DY !3VH5E!AQ1ukc'S3 s8f uSWTN:M%Nd    os#EE-( E-9E-E- E* c D\P!4q\, p\;_uu_4\UUu.uFwr#W!8gK W#3NK ppp\UUu.uFwr#W R, 8gKW#3NK upp\R&RRR4\ X4\ 8dR#V^,^,qTR ,^,pWe, V, pV^d,R R2pV\ 8dVRV3#V\ )8:dVRV3#VRV3#uuppiuuppi +'giL;i) XNNNNr%UPDOWNFLATr)rOMOMENTUM_SECONDSrPrSlen WARMUP_TICKSMOMENTUM_THRESHOLD) r:cutofftrIrecentoldestnewestmompcts r get_momentumrs ))+C&6 6v %2B]TQak&1&]B/<O}tq3YFQF}O a  6{\!*:#: AYq\F2JqM6 ?f $C WTN! C # #C,<%< ## #C,<%<  CO s4 D D D  DD 2D 9 D D D c\P!R^R7pVP^8XdVP4PR.4pV'd\ V^,PR^44pV^8d\ P !4p\ ;_uu_4V\R&V\R&\PW234X'd8\W$, V, 4\8d\P4TpRRR4\ P!^4EK( +'giL);i L0;i)uFOKX spot BTC price — free, no auth, reliable alternative to Binance.8https://www.okx.com/api/v5/market/ticker?instId=BTC-USDTr{r[lastrN)r~rNrrKrMrOrPrQrRrSrTrVrWrXrYrt)rr[r\r:rUs rpoll_okxrs   WabcA}}#vvx||FB/!$q'++fa"89Eqy"iik'Z,1F5M;u3E)00#>,e6K}5\1]ar1r . 2 2 405 ( 1 (Z s2AD<A D< A(D)D<) D9 4D<9D<<Ec&\P!R^R7pVP^8XdVP4PR/4PR.4pV'd~\ V^,PR^44pV^8dU\ P !4p\ ;_uu_4V\R&V\R&\PW234RRR4\ P!^4K +'giL(;i L/;i)u8Bybit spot BTC price — free, no auth, good redundancy.Dhttps://api.bybit.com/v5/market/tickers?category=spot&symbol=BTCUSDTr{rlist lastPricerNr)rlstr\r:s r poll_bybitrs   cmnoA}}#ffhll8R044VR@!#a&**[!"<=Eqy"iik'Z.3F7OC[5I)00#>( 1 (Z s1A D $A D 0)C9D 9 D D D Dc\4p\;_uu_4VsV'd V^,MRsRRR4VFp\ V4K \ P !\4Kh +'giL@;i L3;i)u Background thread — refreshes ALL open KXBTC15M markets every 3 seconds. Main loop scores each market independently for more trading opportunities. N)get_all_15m_marketsmarket_cache_lockall_markets_cache market_cacherecord_kalshi_pricerOrtKALSHI_POLL_INTERVAL)marketsms rpoll_kalshi_marketrsf  )+G""$+!-4wqz$ ##A& '( #" s!A<A)A<) A9 4A<<Bc V'gR#\;_uu_4\P\P!4VR,VR,34\P!4R, p\UUUu.uFwr#qBV8gKW#V3NK uppp\R&RRR4R#uupppi +'giR#;i)z/Store Kalshi contract prices for lag detection.Nyes_askno_askrr)kalshi_price_lockkalshi_price_historyrTrO)marketrryns& rrr0s 6  ##TYY[&2CVHEU$VWs"8L"\8Luq1U[P[7A78L"\Q  #]   s$A B.9 B' B'  B.'B.. B? cV'd V'gR#VR,pVR,pVR,pVR,pV^8:gV^8:dR#VR, pVR8d\4pV^8d VR, M\pWR ,,p W, V, p V ^8d\V 4V , p M^p V R 8dR p M*V R 8dR p M V R8dRp MV R8dRp M V R 8dRp MRp Rp RpV ^8d W, pRp MV ^8d W, pRp V\8dR#\ \ ^2VR,44pV^8dV R8d\ ^2V^,4pW3#)u SIGNAL 1 — EXPIRATION VALUE (0-50 pts) Is BTC clearly above/below floor with time running out? Is Kalshi underpricing the actual probability? Nfloor secs_leftrrgN@g@gY@r r g ףp= ?@gGz?r g)\(?g?g?g?gp= ף?rriN)get_btc_volatilityBTC_VOL_PER_MINrVMIN_MISPRICINGr8min)r btc_pricerrrr mins_leftlive_vol vol_per_minexpected_range_pct distance_pctz_score expected_prob direction mispricingscores&& rscore_expiration_valuer9sd 7NE $I "G!FA~!G^T!I3!#H(01 8e#/K$S(89%2LAl#&88#~ C C C C)-IJa",   "+  N"7N B S() *E1}CB "  r"cTaV'd V'gR #\P!4pV\, o\;_uu_4\V3Rl\4R4pRRR4X'gR #W, V, p\ V4\ 8dR #\;_uu_4\V3Rl\4R4pRRR4X'gR #VwrgVR,pVR,p V^8dDVR,p W, p W, p V R8d!\\^V ^,44p V R3#R #V^8dJ\ V4R,pW, pW, p V R8d!\\^V ^,44p V R 3#R # +'giEL-;i +'giL;i) u SIGNAL 2 — LAG DETECTION (0-30 pts) Did BTC move recently but Kalshi hasn’t repriced yet? Detect the window where we can enter before market makers catch up. Nc3><"TFwrVS8gKVxK R#5irr!)rrrIrs& rr&score_lag_detection..ssCmdaqF{ms  c3@<"TFwrq1S8gKW#3xK R#5irr!)rrrrrs& rrrysU1EgaAf6A61Es  rrr Q?rrr) rOLAG_WINDOW_SECSrPrrSrVLAG_MIN_BTC_MOVErrr8r)rrr:old_btcbtc_move old_kalshiold_yesold_nocur_yescur_noexpected_yes_moveactual_yes_movelagrexpected_no_moveactual_no_movers&& @rscore_lag_detectionrhs] 7N YY[C ? "F CmCTJ  7N#w.H 8}''  U1EUW[\   g~ OGi GhF!|$sN#-1 :Bc *+E$;   N Ax=3.!?/ :Bc *+E&= N;   sF$F F  F' cV'dVf^#\V4\, p\\^V^,44#)u SIGNAL 3 — MOMENTUM CONFIRMATION (0-20 pts) Used only as a tiebreaker or confirming signal. Never triggers a trade on its own. )rVrr8r)rmomentumstrengths&& rscore_momentumrs3 (8}11H s2x!|$ %%r"cV'd V'gR #\W4wrE\W4wrgT;'gT;'g VR 9dTMRpV'gR #VR8H;'dVR8H;'gVR8H;'dVR8Hp V 'dR #W88Xd \W4M^p V^8dV^8d V ^8XdR #WF,V ,p RV RV RV 2p V \8dRp MV \8dRp MRp WW3#) zi Master scoring function. Combines all 3 signals. Returns: (score, trade_direction, tier, breakdown_str) NrrzEXP:z LAG:z MOM:HIGHMEDIUM)rNN)rr)rrr SCORE_HIGH SCORE_MEDIUM)rrrr exp_scoreexp_dir lag_scorelag_dir trade_diropposing mom_scoretotal breakdowntiers&&&& rget_confidence_scorers  +<$<1&DI.vAIYY7YYI4NyTXI ..T!99i6&9;;V#99 T(9   7@7My3STI1}Q9>   !I -EykykykBI * v , x'+ T ,,r"cV\8dR#V^Z8dRpM4V^U8dRpM*V^K8dRpM V^A8dRpMV^78dRpM V^-8dRpMRp\W,^4p\R \W1R,44pV#) z Kelly-inspired dynamic bet sizing. Bet size scales with BOTH confidence score AND current balance. Higher score = bigger % of balance. Balance grows = bets grow. Hard floor: $0.50. Soft cap: 15% of balance per trade. rg333333?gQ?g{Gz?g?rg{Gz?{Gz?r )r roundmaxr)rcurrent_balancerbets&& rget_dynamic_betrs |C "Dc "Dc "Dc "Dc "Dc "Dc c %q )C dCt34 5C Jr"c VR8Xd4\\\\\\ R,44^4#\\\ \\\ R,44^4#)u0Legacy wrapper — used when no score available.r g?r)rr BET_HIGH_MAXr BET_HIGH_MINr@ BET_MED_MAX BET_MED_MIN)rs&rget_bet_for_tierr%sG v~Ss<5'IJANN [#k7U?"CDa HHr"cRpRp\RV4p\P!\V,V,V^R7pVP^8wd.#\ P P \ PP4p.pTP4PR.4EFp\ P PTR,PRR44p\ P PTR ,PRR44pYtu;8:d T8:EdMKY, P4p T ^8dKTPR TR ,R \TPR 4;'g^4R \TPR4;'g^4R\TPR4;'g^4R\TPR4;'g^4R\TPR4;'g^4RT R\TPR4;'g^4/4EKEK \TRR7# .u#;i EK;i)zReturn ALL currently open KXBTC15M markets (Kalshi often has 2-3 overlapping). Sorted by secs_left ascending so we score shortest-window first.z/trade-api/v2/marketsz,?status=open&limit=20&series_ticker=KXBTC15MGET)headersr|r open_timeZz+00:00 close_timetickerryes_ask_dollarsyes_bidyes_bid_dollarsrno_ask_dollarsno_bidno_bid_dollarsr floor_strikervolume volume_24h_fpcVR,#)rr!)xs&r%get_all_15m_markets..s;r")key)r=r~rNBASE_URLrr9r:timezoneutcrK fromisoformatreplace total_secondsrTrMsorted) rparamsr(rr:rropen_tclose_tsecss rrrs&D&C&C! Daee,=&>&C&C! Daee,<&=&B&B Caee,<&=&B&B CaeeN&;&@&@q AaeeO&<&A&A B DE( )" '7 88)2I& sH=I/A=I .I  1I ?#I ##I #I +#I %I 5 I I I&c<\4pV'd V^,#R#)z,Legacy: returns first active market or None.N)r)rs rget_15m_marketrGs!#G 71:*d*r"c`RV 2p\RV4p\P!\V,VR7pVP^8XdiVP 4PR/4p\ VPR4;'g^4\ VPR4;'g^43#R#)z/trade-api/v2/markets/r')r(rr/r2)NN)r=r~rNr;rrKrM)r,rr(rrs& rget_live_pricerIs&vh/D%&Gll8d?G. s3FqH??Fsr i)rPrSrsumr)rrIrvariancerMs @rrrs  -cd 34 3! 34  6{R v;V $D3F33c&kAH (c/T)C/ 33 5 s B. B( B.(B.. B> c\PP4p/RVbRVR,bR\P!4bRVPR4bRVPbRVP 4bRVR,bR VP R R 4bR VP R R 4bR VR ,bR \\VP R^44^d,^4bR\\VP R^44\, ^4bR\4bRVP R^4bR\VP R^4VP R^4, ^4bRVP R^4bRVP R^4bRVP R^4RVP R^4RVP R^4RVP R^4RVP R R 4/CpVR8XdVe\\P!4VP R\P!44, 4pTPRTR \V^4R!\W R ,, VR ,, ^d,^4R"T;'g^^8dR#MR$R%VR&V/4\\4;_uu_4p\P !V4p RRR4X P#T4\\R'4;_uu_4p\P$!Y^\&R(7RRR4R# +'giLa;i .p Lj;i +'giR#;i \(d p Rp ? R#Rp ? ii;i))zJWrite rich per-trade data to trade_analytics.json for the learning engine.eventr,r;time_str%H:%M:%Shour day_of_weekr signal_type?r entry_price momentum_pct momentum_rawmomentum_strengthbtc_volatilitymarket_yes_ask market_spreadmarket_yes_bidrr entry_btcconfidence_scorerrrconfidence_tierexitN entry_time exit_pricepnlpnl_pctoutcomeWINLOSS exit_reason hold_secswindentdefault)r9r:rOstrftimerUweekdayrNrrVrrr8updaterANALYTICS_PATHrKloadrTdumpr7rr) posrRrfrgrlr:recordrmrr[rws &&&&& r log_analyticsrzs      !CUS] TYY[ S\\*5  SXX  S[[]  S- SWW]C8 SWWVS1 S/ U3sww~q'A#BS#H!L U3sww~q'A#BEW#WYZ[ /1 SWW%5q9 U377+;Q#?#''JZ\]B^#^`ab SWW[!4!" SWW[!4#$ SWW%7;SWW[!4SWW[!4SWW[!4SWWVS1-F0 :1 cgglDIIK&HHI  : 5a= 5*=/A"ASEW!WZ]!]_`a SXXAN5 ; 9     n%%499QM" L2 -L51M2L55L;9M> M MM M(#M(cV'gR#\PP4p\p\V4;_uu_4p\P !V4pRRR4\ P !4pXU u.uF3qPR4'gKYR,, ^A8:gK1T NK5 p p TU u.uF3qPR4'gKYR,, R8:gK1T NK5 p p T 'dT ^,R,MTp T 'dT ^,R,MTp \Y , T , ^d,^4p\Y , T , ^d,^4pRTRTPR4RTPRTP4RTR TR TR T'd\T^d,^4M^R T;'gR R\4RT'd TR,MRRT'd TR,MRRT'd"\TR,TR,, ^4MRRT'd TR,MR/pTPT4\T4R8dTRRp\TR4;_uu_4p\P!Yv\ R7RRR4R# +'giELG;i .pELQ;iuup iuup i +'giR#;i R#;i)u Runs every scan cycle. Tracks BTC price trend + Kalshi odds over time. Stored in market_snapshots.json — separate from per-trade analytics. Nr;i1rrSrTrUrV btc_chg_1m btc_chg_5mrrr volatilityrrspreadr.rirnrqi0)r9r:SNAPSHOTS_PATHrrKrvrOrNrrrrUrsrrTrrwr7)rrrrr: snap_pathrsnapsnow_tsrsnaps_1msnaps_5m btc_1m_ago btc_5m_agochg_1mchg_5mrys&&&& rlog_market_snapshotr>s+ f      !CI  iAtyy|u99;$_u!k(:A;@W\^?^AAu_$`u!k(:A;@W\_?_AAu`2:Xa[- 2:Xa[-  .*.ys FAw#:r"rUrrirjrcR^R^/#rr!r!r"rr8rs 61gq"9r"r\rstrongweakr zWeak signals losing (.0fu$% WR) — consider raising thresholdz"Best hours (60%+ WR, 20+ trades): 02dz:xxz%Avoided hours (40%- WR, 20+ trades): generated_attrades_analyzed good_hours avoid_hoursnotesrn)rpz [LEARN] Auto-params updated ( trades analyzed) z [LEARN] uO trades analyzed — no strong patterns yet (need 60%+ or 40%- with 20+ trades))rrurKrvrNrAUTO_RETUNE_EVERY collectionsritemsAUTO_MIN_BUCKET_TRADESAUTO_MIN_WIN_RATEAUTO_MAX_WIN_RATErArrrTr7r9r:AUTO_PARAMS_PATHrw_last_autotune_countrB)rr[rexitsrhour_maprhdnew_good new_avoidmom_mapbucket weak_noteweak_wr existing_goodexisting_avoid new_good_s new_avoid_schangedrrBnotes r auto_analyzeris . ! !Qtyy| ! 91g& 8QQE 9 5z%%v':;H  EE&!  G! 55 u $hk&&9Q&>&9!) 0C 0wZ#99i!G*,0AA! 0HC!) 0C 0wZ#99i!G*,0AA! 0IC9:G UU#6:cAv A% 55 u $gof&=&B&= Ivw#99&/&)GFOG,DD ' '/ C/@@deIJ'MK(N"J#K]*KKk^.KG EELL#E^hFi^hYZCPS}^hFiEj!klELL#HalImal\]sGSV-alImHn!opELL+C 1 1 5 5 78CJJKE F  $ $499VQq+I $JKu:J+ 1#e*=NOPD54v/E 3u:,&uvwo" ! !F 9CC,GjIm % $snP-PP-P5P5P:P:>P:Q5QQQ Q Q P* $P-*P--P2 Q c\\\3Fp\P!VRR7K R#)z;Create data/ and data/archive/ folders if they don't exist.T)exist_okN)DATA_DIR ARCHIVE_DIRosmakedirs)rs rensure_data_dirsrs $ A%%r"c \PPV4'g^#\V4;_uu_4p\P !V4pRRR4\ X\4'g \V4#\V4pWR8Ed \PP4PR4p\PPV4PRRV R24p\PP\V4p\VR4;_uu_4p\P !WC^\"R7RRR4\VR4;_uu_4p\P !.V4RRR4\%RV RV R V 24^#V# +'giELN;i +'giLp;i +'giLO;i \&dp \%R T RT 24Rp ? ^#Rp ? ii;i) z If a JSON file has >= threshold records, move it to archive with a timestamp. Archives are NEVER deleted. The working file is reset to empty []. Nz %Y%m%d_%H%M%Sz.jsonrrnrou 🗄 z: u# records archived → data/archive/u ⚠ archive check failed for )rrexistsrrKrv isinstancerrr9r:rrbasenamer?rrrwr7rBrr) rlabel thresholdrr[countr1fnamedestrws &&& rarchive_file_if_largersY 77>>$   $ZZ1TYYq\dZ$%%c$i'7D   %%))+44_EBGG$$T*227at5MJEGGLLe4DdCAtyyC'PdCAtyyQ'7 HUG2eW,OPUwW X ZZ!   0r!=>skGF(G.s=u!eeE1oou r@rA session_endz%Y-%m-%d %H:%M:%Sentriesrlosses win_rate_pct total_pnl start_balance end_balance peak_balancerhrnrou 💾 Session saved: z trades | WR:rz % | P&L:$+.2fuB 💾 Session saved: 0 trades this session (recorded for history)u' ⚠ Could not save session summary: )rrrrPAPER_LOG_PATHrrKrvrNrrOSTARTING_BALANCErr9r:rrSESSION_LOG_PATHrTrwr7rBrr)rlogrrrrrrend_balpeak_balwin_ratesummaryhistoryrws rsave_session_summaryrs '=ww~~n--v . ! !Qdiil !GGHb) &C1%%.F*BQQC &D1%%.G*CQQD %=1ua1)CE#d)c%j036: x00446??@ST s5z s7| s4y s5zCI5 x y / w x ug0@&@DT%TWZ%Z\]^   77>>* + + !*++qDIIaL'+w "C ( (A IIgC 8)  *3u:,mHS>QZ[deiZjk l V XE" ! !CD=,,+ bG ( ( = 7s;<<=s)MMK?%MLL%M+LL ML0L6E ML5L"2L5:)M#L>MM2 M? L M" L2 -L51M2L55L;9M> M M M5M00M5c\4\4\\R\4p\\ R\ 4pV^8d\RVR R\R R24V^8d\RVR R\ R R24R#R#) z Master data preservation call. Run at every startup before anything is reset. 1. Save session summary from last run 2. Auto-archive large files to data/archive/ 3. Never delete anything trade_analyticsmarket_snapshotsu 📊 Analytics: ,z records (archives at )u 📊 Snapshots: N)rrrruARCHIVE_ANALYTICS_ATrARCHIVE_SNAPSHOTS_ATrB)a_counts_counts rpreserve_and_archivers#N5FH\]G#N5GI]^G{ #GA;.EFZ[\E]]^_`{ #GA;.EFZ[\E]]^_`r"c \\R4;_uu_4p\P!R\R\ R\ /V^\R7RRR4R# +'giR#;i)rnr@rArroN)rrrKrwr@rA paper_logr7)rs rsave_logr sG nc " "a 9g'8/Y()*1c C # " " "s 1A A% c \U u.uFqPR4R8XgKV NK p p .p \EFp V PRV R,4p\WR,, V R,,^4p\WR,, V R,, ^d,^4p\ \ P !4V PR\ P !44, 4pV P /RV R,bRV R,bRV R,bR V PR R 4bR V PR R 4bRV R,bRVbR V R ,bR V R ,bRV R,bRV R,bRVbRVbRV R,bRVbR\PPV PR\ P !444PR4b4EK \\^\, ,^4pYxT ppp/RRbR\ P !4bRVbRVbRT;'gRbR\\^4bR\bR\\^4bRVbR T;'g^bRT;'gR!bR"VbR#\bR$VbR%T;'gR&bR'T;'gRbR(VbR)V R*V /Cp\R+R,4;_uu_4p\ P"!VV\$R-7R.R.R.4R.#uup i +'giR.#;i R.#;i)/rRrd current_pricerYrrer,siderrWrXrtargetstopcostpnl_absrhr held_secsentry_time_strrTmodepaper last_updater btc_sourcerr r@starting_balancerA stop_levelrrbet_tiersession_haltedrbrc--score_breakdownropen_positionscompleted_tradeszC:\kalshibot\bot_state.jsonrnrN)rrNpaper_positionsrr8rOrTr9 fromtimestamprrrArCr@rrrrKrwr7)btcsourcesrrrrrrrrrrpos_datarIcurrentrrhrr_sc_tr_bdstaters&&&&&&&&&& r save_statersd! > 1UU7^v%=QQ E >H _%%=)9:]#33qzA1E]#33q7GG#MqQ aeeL$))+&FFG  Qx[ QvY  Q{^  QUU=#6  QUU63/  Q}-   W  Qx[  QvY  QwZ  QvY  W  W  QwZ  Y h//==lDIIK022:(:2F#  2!.?*?@!DJcC  &  S & 17  5!$ '9:J  5!4 7CJ  HMM  $/ 0C0CV  H  /  C  3;;$  399"  & +H6H% E 13 7 71 IIeQ ,8 7[ ?Z8 7 7Ds4K+K+/LK0!L0 L ;LLL c FaVR,p VR8XdRMRp V R8Xd VR,MVR,p \T u;8:d \8:gRD#RD#V'dTM \V4p \V \R,4p \^ \ ^\ W, 444p \W,^4pV\8dRV3#\\V ^\,,^4R4p\V ^\, ,^4p\W, V ,^4p\V V, V ,^4pV^8d\VV, ^4M^p\ VR ,^<,4p\ VR ,^<,4pV3R lpV!R 4pV!R 4pV!R 4p/RVR,bRV bRV bRV bRV bRVbRVbRVbRVbRVbR\P!4bRVbRVbRVR,bRVbRVbRT;'g^bRVR,RVR ,R VR ,R!VR"VR#VR$V/Cp\V,s\;_uu_4\PV4R%R%R%4\P/VCR&R'R(\PP!4P#R)4/C4\%VR'4\'4\\(^\*, ,^4p\-R*RE 24\-R+T R,V R8XdR-MR. 24\-R/VR0 R1VR,R0 24\-R2V R3 R4V R5VR6 R7V R8V R92 4\-R:VR6 R;VR3 R2 4\-R?\R6 R@\(R6 RAVR6 24\-RBRE 24RCV3# +'giEL@;i)Fr,ryesnorrFg?gq= ףp?rc<\P!V R2S4pV'd\VP^44#^#)z:(-?\d+))researchr8group)tagrrs& r_parsepaper_enter.._parseUs3 II#h' 9"#s1771:**r"EXPLAGMOMrrYrrrrrmax_gainmax_lossrerarrrrWr[r^r`r.rbrrrNrRrrSrT z PAPER TRADE [] z YES BTC UPz NO BTC DOWNz BTC: $,.2fz Floor: $z Entry: $.3fz xz = $r? | zm s leftz Target: +$z ($z ) Stop: -$z) [z:1] Balance: $ Peak: $z Trailing stop: $ T)FSKIPz>==============================================================)MIN_ENTRY_PRICEMAX_ENTRY_PRICEr%rr@rr8r PROFIT_TARGET STOP_LOSSrO position_lockrrTrr9r:rrrzrrArCrB)rtrade_directionrWrrr override_betoverride_scorerr,rrYrrrrrrrrrminssecs_rrexp_slag_smom_srxrs&&&&&&&&f r paper_enterr7Bs  H F*d2%D'+u}&#&:JK { =o =}@T =}@T(L.>{.KC Wt^ $C C3s012 3E +%q )D g~e[005M(9:A>EF[A M2A6Df*e3Q7HkD(E115H081 uX(!,!B6+&",-D6+&+,F+ 5ME6%=5&-% G8VH% Gvt G]K G K G E G!4 G)16 G;A4 G x G",X G  G'29 G  G *1&/ G ; G !.{ G 8==q G VI. VI. {+ ~ {E; GC tOG s#  PPWg ("3"3"7"7"9"B"B:"NPQ#w J!.?*?@!DJ D/ OK=D%KL^+\ ]^ HYt$Jvgt.D EF J{3'r%T#JeD6F8SY Z[ L#c&[#cRVWZQ[[_`b_ccf gh L Ys.CCUV`adUe fg Bvh-   s N N cb\;_uu_4\'g RRR4R#.p\EFp\VR,4wr#VfKVR,R8XdTMTpV^8:dK9WAR&VR,pWE, V, p\WE, VR,,^4pRpWAR,8dR V^d,R R 2pMRWAR ,8:dR V^d,R R 2pM6\P!4VR,, R8dRV^d,R R 2pV'gK\\ WAR,,,^4sV^8dRMRp \ RV RV RVR RVR RVR R\ R 2 4\P/VCRRRVR VR!VR"\ R#\PP4PR$4/C4\VRVWxR%7VPV4\4EK VFp\PV4K RRR4R# +'giR#;i)&u Called by the 2-second fast monitor thread. Checks every open position for target/stop/time exit. Prints only when something actually exits — silent otherwise. Nr,rrrrYrrzTARGET +.1frrzSTOP rei zTIME +.1fzWIN rku ⚡[z]  $r"→$z P&L:$rz Bal:$r?rRrdrfrgreason balance_afterrSrT)rfrgrl)r-rrIrrOr@rBrrTr9r:rrrzrremove) to_closerxybnbr rrhrr=icons rcheck_exits_fastrDws  "?C#CM2FBz8K50bbG!|X#* -(E%/GW_G .QuietHandlericR#rr!)selfrds&*r log_message8start_dashboard_server..QuietHandler.log_messagesdr"r!N)__name__ __module__ __qualname____firstlineno__rJ__static_attributes____classdictcell__) __classdict__s@r QuietHandlerrGs **r"rS)r i=") http.server socketserverrchdirserverSimpleHTTPRequestHandler TCPServer serve_foreverOSError)httprUrrShttpds rstart_dashboard_serverr^sp((HH_+t{{;;+  # #J = =    !> = = =    s/BA4*B4 B ?BB BBc\P!\4\4K( \d pRp?K9Rp?ii;i)uRDaemon thread — checks positions every 2 seconds independently of the main loop.N)rOrtFAST_MONITOR_INTERVALrDrr)rws rfast_monitor_loopras0   JJ, -     s $) ??cf\;_uu_4\F{pVPRVR,4pVR,pW, V, p\RVR,R8XdRMR RVR R VR R V^d,R R VR,R RVR,R 2 4K} RRR4R# +'giR#;i)uPCalled by main loop every 10 seconds — just prints HOLD status, no exit logic.rrYz HOLD rrYESNO r;r"r< (r:z %) target:$rz stop:$rN)r-rrNrB)rxr rrhs rprint_position_statusrfs "Cggos=/ABG-(E%/G GS[%%7EUCDC[WSMWS[4FG ]3/xF C7HJ K # s BB B0 c \RD4\R4\RC4\Uu.uFqPR4R8XgKVNK ppV'g\R\R R\R 24R#VUu.uFqPR^4^8gKVNK ppVUu.uFqPR^4^8:gKVNK pp\ \ R V44^4p\ \ R V44^4p\\P!4\, R , 4p\\P!4\, R ,^<, 4p\R V R V R24\R\R 24\R\R R\\, R R24\R\R 24\RVR R\\, \, ^d,R R24\RVR 24\RRE 24\R\V4 R\V4 R\V4 R\V4\V4, ^d,R R2 4V'd \R V\V4, R 24/pVFpVPR!R"4p W9d R#^R^R$^/W&W,R#;;,^, uu&W,R;;,VPR^4, uu&VPR^4^8gKW,R$;;,^, uu&K V'd\R%4\VP44F]wrV R#,'dV R$,V R#,, ^d,M^p \R&V R' RV R#, R(V R,R R)V R R2 4K_ \R*R+R, RR-R. RR/R0 RR1R2 RR3R2 RR4R2 R52 4VRFRFp\RVPR6R"4R, RVPR!R"4R. RVPR74R88XdR9MR:R0 R;VPR<^4R= R;VPR>^4R= R;VPR^4R? RVPR^4^8dR@MRA 24K \RB4\RC4R#uupiuupiuupi)Gz z PAPER TRADING SESSION REPORTrRrdz" No completed trades. Balance: $r?r&Nrgc3D"TFqPR^4xK R#5irrrs& rrprint_report..s95a%%q//5rc3D"TFqPR^4xK R#5i)rNrrs& rrris:Eq%%**Eriz Session : zh rz Start : $z Peak balance : $z (+$rz Final balance: $z Total P&L : $rrer:z%)z Total wagered: $r'z Trades : zW / zL) Win rate: rrz Avg/trade : $rWrXrrz By type :rz<16z trades P&L: $z WR: rTimez>8Typez>9Sidez>4Entryz>7ExitzP&Lz ResultrSrrrcrdr;rYr"rfz>+6.2frjrkz# Log: C:\kalshibot\paper_log.jsonA=================================================================zC =================================================================u─────────────────────────────────────────────i)rBrrNr@rArrOr8rO session_startrrrAr) rrrrr total_bethrsr2typesstr[wrs r print_reportrwsX / *+ &M! > 1UU7^v%=QQ E >  273-yY\H]^_!9EqUU5!_q%8ED9!:EqUU5!_%9EF:c95991=Ic:E::A>I  m+t3 4C },4: ;D cU"TF! ,- /4 56 s35IY9YZ]8^^_ `a wsm ,- y.c7;K3KM]2]^a2abf1ggi jk yo ./ Bxj/ c%j\SYKtCK=WZ[_W`adejakWkloWopsVttu vw e(3u:)=d(CDE E  UU=# & ?!UAvq(IEI 'a5!1QUU5!_!D!1 55?Q  & 1Q 6 1     "u{{}-HB37==fd7m+C/aB DC4=/eT@RRXY[\_X``ab c. D 2fR[6"+R|2fR[PRSXY[R\\d ef 34[ 155C(,Bquu]3/G.K2%%-.E"=>%% a(-S|A1Fs0KL%%a.(AEE%N14D5&*QS T  24 &MK ?::s#R3R37R8R8 R==R=c\R4\R4\R4\R4\R4\R4\R4\4\s\s\ \ R4;_uu_4p\P!R\R\R./V4R R R 4\R \R R 24\PP\4'd\ \4;_uu_4p\P!V4pR R R 4\R XPRR4 R24VPR.4Fp\RV 24K VPR.4sVPR.4sM.s.s\R4\R4\R4\R4\R4\R4\R\$ R\& R24\R\( R24\R\*^d,R R 24\R!\,^d,R" R#\.^d,R" R$\,\., R% R&24\R'\0^d,R" R(24\R)4\R4\2'd+\4P6!\8R*R+7P;4\4P6!\<R*R+7P;4\4P6!\>R*R+7P;4\4P6!\@R*R+7P;4\4P6!\BR*R+7P;4\4P6!\DR*R+7P;4\4P6!\FR*R+7P;4\4P6!\HR*R+7P;4\4P6!\JR*R+7P;4\R,4R-R.R/3R0R1R23R3R4R53R6R7R83R9R:R;3.p.pVFKwrgp\LP!V^R<7p V!V 4p \R=VR> R?V R@ 24VPOV4KM \RD\UV4 RERFPWV4 24\UV4^8d \RG4\R4\RI4\Y^4EFp \ZP\!^4\^;_uu_4\`;QJd.RJ\bPe44F 'gK R*M# RKM!RJ\bPe444p \U\f4p R R R 4X 'dX \h8d\^;_uu_4\bRL,;'g#\bRM,;'g\bRN,pROPWRP\b44pR R R 4\RQXRR RSX RT24MV 'gEK5\^;_uu_4\bRL,;'g#\bRM,;'g\bRN,pR R R 4\RUXRR RVX RW\h RX24EK \RY4\RZ\R R[\^\0, ,R R\24^pR]pR p\jPm\&R<7pV'd\jPo4\ZPZ!4p\q4\s4wpppV'g=\R^\tPtPw4PyR_4 R`24K\{4wppp\|;_uu_4\\4pV'd V^,MR pR R R 4X'd=VRa,V8wd/VRa,p\RbVRa,RR  Rc\UX4 Rd24\^;_uu_4\U\f4p R R R 4X \h8pRwppp p!p"V'g;X'd3VF,p#\V#VVV4wp$p%p&p'V$V8gKV$V%V&V'V#3wppp p!p"K. VVV V!3wp(p)p*p+V"'dT"pT*;'gRfpV'dRgV RW\h RC2p,MNT;'gRhp-V*'dRSV* RT2MRep.\UX4^8dRV\UV4 Ri2MRep/V- RjV RkV( V. V/ RHV+ 2 p,\\^\0, ,^4p0\'dRlMRep1V'gRmMJ\VRn,^<,4 Ro\VRn,^<,4 RpVRq,R RrVRs,R 2p2\RHV'dRtMRH Ru\tPtPw4PyR_4 RvVRR RSV RwV, RxV2 Ry\R Rz\R R{V0R R|\U\4 RW\ RTV1 24V'd\RHV 24\'d \4\VVVVVVVV(V*V+R}7 \VVVV4\U\U3u.uFp3V3PR~4R8XgKV3NK up34p4V4^8d(V4\8wdV4\,^8Xd \4\tPtPw4Pp5RKp6V'*;'d\4'*;'dVR J;'dV*R J;'dV)R J;'d\U\4\8;'dVV, \8;'doVRn,\8;'dWVPRq^4^8;'d:VPRs^4^8;'d\\8;'dV6'*p7V7'EgV*EeV(\8Ed.p8V'dV8POR4\4'dV8POR4VfV8PORm4V*fV8PORV( R24V)fV8POR4\U\4\8dV8POR4VV, \8:d1V8POR\\VV, , 4 R24V'd8VRn,\8:d&V8POR\VRn,4 R24V'd@VPRq^4^8XgVPRs^4^8XdV8POR4\\8dV8POR\R R24V6'dV8POR4\RV( RSV* RRFPWV84 24V7'dB\V(\4p9V9^8:dEK\VV)V*VVVV9V(V+R7 wp:p;V:'dTpEK;EK>EKA +'giE Lr;i +'giE L;i \"dp\RT 24.s.sR p?E LR p?ii;i \"d3p\RATR> RB\QT4PR RC24R p?E KaR p?ii;i +'giE L.;i +'giEL;i +'giELk;i +'giEL1;i +'giEL;iuup3i \d\4\4R #\"d1p\RT 24\ZP\!^ 4R p?EKR p?ii;i) uE█ █uF█ *** TEST VERSION — DATA COLLECTION RUN *** █uD█ $250 balance | SCORE_MEDIUM=10 | EXP all time horizons █uF█ Analytics → trade_analytics_test.json (separate file) █rnr@rArNu ✅ Paper balance reset to $r?z (all learning data preserved)u ✅ Loaded auto_params.json (rrXrrz rru( ⚠ Could not load auto_params.json: z1 PAPER TRADING BOT v3 -- $100 Starting Balancez4 KXBTC15M | Binance (WS+REST) + Coinbase + Krakenz? Signal engine : 3-factor confidence scoring (EXP + LAG + MOM)uJ Bet sizing : DYNAMIC — scales with score + balance (Kelly-inspired)z Position mon : every zs | Entry scan: every zs (instant on big BTC move)z" Kalshi cache : refreshed every z"s (background thread, no blocking)z/ Hot path : instant trigger if BTC moves z%+ (beats market maker lag)z R:R : +rz % target / -z % stop = r9z:1z' Trailing stop: halt if balance drops z % from PEAKz7 Dashboard : Double-click OPEN DASHBOARD on desktopT)rdaemonzL Starting: Binance WS + REST, Coinbase, Kraken, OKX, Bybit, Kalshi cache...z Binance.USrzcB\VP4R,4#)r\rMrKrs&rr8run.."s5'*+r"CoinbasercP\VP4R,R,4#)r[rr|r}s&rr8r~$s5&)(34r"Krakenrcl\VP4R,R,R,^,4#)rrrJr|r}s&rr8r~&s#5(+J710,.2fu ❌ z unreachable (rz Active feeds: u /5 — z, uJ ⚠ WARNING: fewer than 2 price sources. LAG detection will be limited.r'z Waiting for prices...c38"TFq'gK VxK R#5irr!)rrIs& rrrun..=s6AAaas  Fr rrrc3P"TFp\V,'gKVxK R#5ir)rQ)rrs& rrrAs?6aVAYY6s& &z Ready BTC $r!z []z BTC $z (rmz ticks)...u" Slow feeds — continuing anywayr%z Stop at: $z | Ctrl+C to stop BASEz [rTz] No price datar,z [NEW WINDOW] rez markets open)r rz warming up (rzmkts) z score:z [HALTED]z no marketrrzs Y:rz N:ru⚡[z] BTC $r r#z | $z (peak:$z stop:$z) [)rrrrRrdz warming upzsession haltedzscore z below thresholdz no directionz max positionsz cooldown r$zonly zs left in windowzmarket has no valid prices yetz balance $z too lowzhour blocked by learningu ⚠ score:u ] SKIP — )r/r0rz Error: u █████████████████████████████████████████████████████████████████u█████████████████████████████████████████████████████████████████ rpzB =================================================================u ────────────────────────────────────────────────────────────i)rNNr N)YrBrrr@rArrrKrwrrrrrvrNrrrrr` SCAN_INTERVALrrWr+r,rCrn threadingThreadrxstartrrrr^rarrrr~rTtyperLrrrangerOrtrPanyrQvaluesrSrrXwaitclearrDrr9r:rrrrrrrrrr8r MAX_POSITIONSrfrrrrrrrUrFENTRY_COOLDOWN MIN_SECS_LEFTr$r rr7KeyboardInterruptrwr)-B+&&r2J&&3K  r - => @A &M KM VX $%:$;;STaSbb} ~ ./C.DDf gh ;'?s3w<.P^_`S%7U\)FKb HJ)^[g"C%9#sHi%XNBBJWY[]_acegjWjT Hi#1;HiQ_0_ -E9dI[F<<4L(qa@#--v+/RvQ{8S<PUwVfGg8h$~8V'=8'..:Y#~5SVWegjkuguWvSwRxx~G9Af[1]BGNNUZ[^_efq_r[sZtuETFEGvzz)A6!;vzz(ST?UYZ?Z]d]k]kmM^N[(SZ[^R__gGh8iGa8b eWBtfK '@R?STU*5':!8X(D#xQU69%9BD J7 M # " " (''  . |A/| ;||!!| x  x0 * x33 y>yy z)&zz z/ 2 {  {  {+ % |. {? 9|}#)}#2}#3$}}#__main__r)rrNr )Nrr )__doc__rr-r9rOrKrr~rdotenvrcryptography.hazmat.primitivesrr)cryptography.hazmat.primitives.asymmetricrcryptography.hazmat.backendsrrorn ImportErrorgetenvr<r r;BOT_DIRrrrurrrrrrrr+r,r*r)rrrrrrrCrr r r"r!r$r#rrrrrQrRrSLockrPrrrqr@rArrYtraded_tickersr-r`rrWrrrrrEventrXrUrrrrr#r5r=rDrFrxrrrrrrrrrrrrrrr%rrGrIrrrrrrrzrrrrrrrrr7rDr^rarfrwrrLr!r"rrs$ A@@@@=8L 99( ) 99. / -#(1 =>C74            !dJheTSZ\`adJheTSZ\`a  .."  99; ##5>>#  ~~'  ~~' (   f 1 0" +Z&  $ (")"]-^'R&-8&I9>+ 4- ^)VAxF& 2.=`a"C 0d3j%(N   K)V}3~ zEs$LsG88 HH