iSrSSKrSSKrSSKrSSKrSSKrSSKrSSKrSSKrSSK J r SSK J r J r SSKJr SSKJr SSKrSr\ "5 \R*"S 5r\R*"S 5rS rS rS rSrSrSrSrSrSr Sr!Sr"Sr#Sr$Sr%Sr&Sr'Sr(Sr)Sr*Sr+Sr,Sr-S r.Sr/S!r0S"r1S#r2S$r3S%r4S&r5S'r6S(r7S)r8S*r9S+r:SSSSSS,.r;SSSSSS,.rreS?rfS@rgSArhSBriSCrjSDrkSErlSFrmSGrnSHroSIrpSrqSrrSrsSqtSJruS\SKjrvSLrwSMrxSNrySOrzSPr{SQr|SRr}S]SSjr~S^STjrSUrSVrSWrSXrSYrSZr\S[:Xa\"5 gg!\a SrGNf=f)_u 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.jsonz"C:\kalshibot\market_snapshots.jsonz&C:\kalshibot\data\session_history.jsonzC:\kalshibot\paper_log.jsonzC:\kalshibot\auto_params.jsonii'g@o@g?g?g= ףp=?g333333?xgMbP?g??@?g?g-C6:?gQ?-ga2U0*C?binancecoinbasekrakenokxbybitga2U0*S?c[US5n[R"UR5S[ 5S9sSSS5 $!,(df  g=f)Nrb)passwordbackend)openrload_pem_private_keyreadr)pathfs paper_trade.pyload_private_keyr(`s6 dD Q11!&&(TSbSde   s ,A Ac:[c[[5q[$N)_private_key_cacher(KEY_PATHr'get_private_keyr/ds!-h7 r.c hX-U-RS5nURU[R"[R"[ R "55[RRS9[ R "55n[R"U5RS5$)Nzutf-8)mgf salt_length) encodesignrPSSMGF1rSHA256 DIGEST_LENGTHbase64 b64encodedecode)pktsmethodr%msgsigs r' sign_requestrAjsx ;  % %g .C ''#w{{w||FMMO'DKK--/06  AC   C ' ' 00r.c[[[RR5R 5S-55n[ 5n[ U[X2X5SS.$)Nizapplication/json)zKALSHI-ACCESS-KEYzKALSHI-ACCESS-TIMESTAMPzKALSHI-ACCESS-SIGNATUREz Content-Type)strintdatetimenow timestampr/KEY_IDrA)r>r%r=r<s r' get_headersrIpsR S""&&(224t; < =B  B!'B'3BF'I. 00r.cz[[:a-[S[SS[S[- -SS35 [qgg)Nz ** NEW HIGH: $.2fz Stop now at $rz **)balancehigh_water_markprintTRAILING_STOP_PCTr-r.r'update_high_water_markrPws>    _WaHYFY=Z[^<__bcd!!r.cg)NFr-r-r.r'check_session_stop_lossrR}s r.c l[(dgS/nSnSnSnSnUH*n[R"UXX4S9nURSSS 9 M, [R"S5 MH![aDn[ S UR S 5S S U35 [R"S5 SnAMSnAff=f)Nz-wss://stream.binance.us:9443/ws/btcusdt@tradec [R"U5n[URS5=(d URS5=(d S5nUS:a[R"5n[  U[ S'U[S'[RXC45 SSS5 [(a8[U[- [- 5[:a[R5 Uq g[(dUq ggg!,(df  Na=f! g=f)Npcrr)jsonloadsfloatgettime price_lockprices price_times price_historyappend _last_hot_btcabsHOT_PATH_BTC_MOVEhot_path_eventset)wsr?datapricerFs r'on_msgbinance_ws..on_msgs JJsOD$((3-=488C==A>Eqyiik-2F9%-0K *!((#6 !=S%-*?=)P%QUf%f"&&($)M&$)M'Z s+A2D 4)C8A D ( D 8 DD D cgr*r-)rferrs r'on_errorbinance_ws..on_errors4r.ch[ S[S'S[S'SSS5 g!,(df  g=f)Nr)r\r]r^)rfargss r'on_closebinance_ws..on_closes# %)F9 %)K "ZZs# 1c[S5 g)Nu! ✅ Binance WebSocket connected)rN)rfs r'on_openbinance_ws..on_opens  12r.) on_messagermrqrtr) ping_interval ping_timeoutu ⚠ Binance WS /z error: rr ) WS_AVAILABLE websocket WebSocketApp run_forever ExceptionrNsplitr[sleep)WS_URLSrirmrqrtws_urlrfes r' binance_wsrs < 8G" * 3 F ++%%8Ra@  1   *6<<+")B- B>- B;7B>;B>>Cc[R"SSS9nURS:XaUR5RS05n[ URS05RSS/5S5nUS:aL[ R "5n[  U[S 'U[S '[RX245 SSS5 [ R"S 5 M!,(df  N&=f! N-=f) N2https://api.kraken.com/0/public/Ticker?pair=XBTUSDr rrresultXXBTZUSDrVrrr rrZrrWrYr[r\r]r^r_r`r)rrrhrFs r' poll_krakenrs   Q[\]A}}#h3vzz*b9==cA3GJK19))+C#+0x(#+h2G%,,c\:$ 1  $ s*BC2)C!C2! C/+C2/C22C6cR^ ^ ^ [ [[5m [[5m SSS5 [R"5m T Vs/sH0nT U(dMT U(dMT T U- S:dM)UT U4PM2 nnU(dg[ U U U 4SjS5S5nU(dgSR SU55nSnT ST ST S pvnU(a5U(a.U(a'Xg-S - oU- U- n [U 5S :a S U S -SS3nX#U4$!,(df  N=fs snf)Nr NNNc3># UHHnTRU5(dMTRU5(dM3TTU- S:dMATUv MJ g7f)r NrZ).0srFsnap_psnap_ts r' !get_best_price..sOQ%RZZ]'-zz!}:=q /R9O&)%RsAA A Ar+c3*# UH upUv M g7fr*r-)rr_s r'rrs)541Q5srrrr{gMb@?zEDGE d+.3fz% Binance vs others)r\dictr]r^r[nextjoinrb) srcvalidrhsrcsedgebrVkavgdivrFrrs @@@r'get_best_pricers f[(9v  IIKC+1 n6CVC[ VC[ VY\bcf\gVgkmUm c6#; 6E n ) Q%RQRV XE ) HH)5) )D DY !3VH5E!AQ1ukc'S3 s8f uSWTN:M%Nd    os#D D$D$( D$6 D$ D!c[R"5o[- n[ [VVs/sHup#X!:dM X#4PM nnn[VVs/sHup#X S- :dMX#4PM snn[SS&SSS5 [ W5[ :agUSSoTSSnXe- U- nUS-SS3nU[ :aUS U4$U[ *::aUS U4$US U4$s snnfs snnf!,(df  Nq=f) NXrrrrr%UPDOWNFLAT)r[MOMENTUM_SECONDSr\r_len WARMUP_TICKSMOMENTUM_THRESHOLD) rFcutofftrUrecentoldestnewestmompcts r' get_momentumrs ))+C&6 6v %2B]TQak&1&]B/<O}tq3YFQF}O a  6{\!*: AYq\F2JqM6 ?f $C WTN! C # #C,<%< ## #C,<%<  CO s3 C CC CC"C) C C C-cJ[R"SSS9nURS:XaUR5RS/5nU(a[ USRSS55nUS:a[ R "5n[  U[S'U[S'[RX245 W(a.[X$- U- 5[:a[R5 UnS S S 5 [ R"S 5 GM !,(df  N'=f! N.=f) uFOKX spot BTC price — free, no auth, reliable alternative to Binance.8https://www.okx.com/api/v5/market/ticker?instId=BTC-USDTr rrrgrlastrNr)rrZrrWrYr[r\r]r^r_r`rbrcrdrer)rrgrhrFras r'poll_okxrs   WabcA}}#vvx||FB/!$q'++fa"89Eqy"iik',1F5M;u3E)00#>,e6K}5\1]ar1r . 2 2 405 ( 1 ! (Z s+B DAD ,D DDDD"c[R"SSS9nURS:XaUR5RS05RS/5nU(ap[ USRSS55nUS:aL[ R "5n[  U[S 'U[S '[RX245 S S S 5 [ R"S 5 M!,(df  N&=f! N-=f) u8Bybit spot BTC price — free, no auth, good redundancy.Dhttps://api.bybit.com/v5/market/tickers?category=spot&symbol=BTCUSDTr rrrlistr lastPricerNrr)rlstrhrFs r' poll_bybitrs   cmnoA}}#ffhll8R044VR@!#a&**[!"<=Eqy"iik'.3F7OC[5I)00#>( 1  (Z s*BC8)C'C8' C51C85C88C<c[5n[ UqU(aUSOSqSSS5 UHn[ U5 M [ R "[5 MZ!,(df  N>=f! N1=f)u Background thread — refreshes ALL open KXBTC15M markets every 3 seconds. Main loop scores each market independently for more trading opportunities. rN)get_all_15m_marketsmarket_cache_lockall_markets_cache market_cacherecord_kalshi_pricer[rKALSHI_POLL_INTERVAL)marketsms r'poll_kalshi_marketr sh  )+G"$+!-4wqz$ ##A& '( #" s!A-AA- A*&A--A1c PU(dg[ [R[R"5USUS45 [R"5S- n[VVVs/sHup#oBU:dM X#U4PM snnn[SS&SSS5 gs snnnf!,(df  g=f)z/Store Kalshi contract prices for lag detection.Nyes_askno_askr)kalshi_price_lockkalshi_price_historyr`r[)marketrryns r'rr1s 6 ##TYY[&2CVHEU$VWs"8L"\8Luq1U[P[7A78L"\Q  #]  s$AB# B 3B ; BB B%cU(aU(dgUSnUSnUSnUSnUS::dUS::agUS- nUS:ag[5nUS:aUS - O[nXS --n X- U- n U S:a[U 5U - n OSn U S :aS n O&U S :aSn OU S:aSn OU S:aSn O U S :aSn OSn Sn SnU S:aX- nSn O U S:aX- nSn U[:ag[ [ SUS-55nUS:aU S:a[ SUS-5nX4$)u SIGNAL 1 — EXPIRATION VALUE (0-50 pts) Is BTC clearly above/below floor with time running out? Is Kalshi underpricing the actual probability? rNfloor secs_leftrrrgN@g@gY@rrg ףp= ?@gGz?rg)\(?g?g?g?gp= ף?Nrr2ir )get_btc_volatilityBTC_VOL_PER_MINrbMIN_MISPRICINGrDmin)r btc_pricerrrr mins_leftlive_vol vol_per_minexpected_range_pct distance_pctz_score expected_prob direction mispricingscores r'score_expiration_valuer:s^ 7E $I "G!FA~!GT!I3w!#H(01 8e#/K$S(89%2LAl#&88#~ C C C C)-IJa",   "+  N"7 B S() *E1}CB "  r.c^U(aU(dg[R"5nU[- m[ [U4Sj[5S5nSSS5 W(dgX- U- n[ U5[ :ag[ [U4Sj[5S5nSSS5 W(dgUupgUSnUSn US:a1US-n X- n X- n U S :a[[S U S -55n U S 4$gUS:a8[ U5S-nX- nX- n U S :a[[S U S -55n U S 4$g!,(df  N=f!,(df  N=f)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. rc3<># UHupUT:dM Uv M g7fr*r-)rrrUrs r'r&score_lag_detection..tsCmdaqF{ms  Nc3>># UHupo1T:dM X#4v M g7fr*r-)rrrrrs r'rrzsU1EgaAf6A61Es  rrrrQ?r rr) r[LAG_WINDOW_SECSr\rr_rbLAG_MIN_BTC_MOVErrrDr)rrrFold_btcbtc_move old_kalshiold_yesold_nocur_yescur_noexpected_yes_moveactual_yes_movelagrexpected_no_moveactual_no_movers @r'score_lag_detectionrisJ 7 YY[C ? "F CmCTJ  7#w.H 8}'' U1EUW[\   g OGi GhF!|$sN#-1 :Bc *+E$;    Ax=3.!?/ :Bc *+E&= ;   sD0E0 D> EclU(aUcg[U5[- n[[SUS-55$)u SIGNAL 3 — MOMENTUM CONFIRMATION (0-20 pts) Used only as a tiebreaker or confirming signal. Never triggers a trade on its own. rrw)rbrrDr)rmomentumstrengths r'score_momentumrs3 (8}11H s2x!|$ %%r.cU(aU(dg[X5upE[X5upgU=(d U=(d US;aUOSnU(dgUS:H=(a US:H=(d US:H=(a US:Hn U (agX8:Xa [X5OSn US:a US:aU S:XagU S:XagU [:agUS:aUS:XagXF-U -n SUSUS U 3n U [:aS n OU [ :aS n OSn XX4$) zi Master scoring function. Combines all 3 signals. Returns: (score, trade_direction, tier, breakdown_str) )rNN)rrNrrrzEXP:z LAG:z MOM:HIGHMEDIUM)rrr MIN_MOM_SCORE SCORE_HIGH SCORE_MEDIUM)rrrr exp_scoreexp_dir lag_scorelag_dir trade_diropposing mom_scoretotal breakdowntiers r'get_confidence_scorer)s +<1&DI.vAIY7YI4NyTXI .T!9i6&9;V#9 T(9  7@7My3STI1}Q9> A~ =  1}a  !I -EykykykBI * v , x'+ T ,,r.cU[:agUS:aSnO/US:aSnO&US:aSnOUS:aS nOUS :aS nO US :aS nOSn[X-S5n[S[X1S-55nU$)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: $0.50. Soft cap: 15% of balance per trade. rZg333333?UgQ?Kg{Gz?Ag?7rrg{Gz?{Gz?r{r)rroundmaxr)rcurrent_balancerbets r'get_dynamic_betr5s |C "Dc "Dc "Dc "Dc "Dc "Dc c %q )C dCt34 5C Jr.c US:Xa/[[[[[[ S-55S5$[[[ [[[ S-55S5$)u0Legacy wrapper — used when no score available.rg?r{r0)r1r BET_HIGH_MAXr2 BET_HIGH_MINrL BET_MED_MAX BET_MED_MIN)r(s r'get_bet_for_tierr;sG v~Ss<5'IJANN [#k7U?"CDa HHr.ctSnSn[SU5n[R"[U-U-USS9nURS:wa/$[ R R [ RR5n/nUR5RS/5GHzn[ R RUSRS S 55n[ R RUS RS S 55nXts=::aU::GaO MzX- R5n U S :aMURUS [URS5=(d S5[URS5=(d S5[URS5=(d S5[URS5=(d S5[URS5=(d S5U [URS5=(d S5S.5 GMzGM} [USS9$! /s$=f! GM=f)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=KXBTC15MGETr )headersrrr open_timeZz+00:00 close_timer tickeryes_ask_dollarsryes_bid_dollarsno_ask_dollarsno_bid_dollars floor_strike volume_24h_fp)rBryes_bidrno_bidrrvolumec US$)Nrr-)xs r'%get_all_15m_markets..s;r.)key)rIrrZBASE_URLrrErFtimezoneutcrW fromisoformatreplace total_secondsr`rYsorted) r%paramsr>rrFrropen_tclose_tsecss r'rrs&D&C! D %aee,=&>&C! D %aee,<&=&B C %aee,<&=&B C %aeeN&;&@q A!% %aeeO&<&A B DE( )" '7 88)2I& s%1H(#A3H1H12C#H1(H.1H7c2[5nU(aUS$S$)z,Legacy: returns first active market or None.rN)r)rs r'get_15m_marketr]s!#G 71:*d*r.cJSU3n[SU5n[R"[U-US9nURS:XafUR 5RS05n[ URS5=(d S5[ URS5=(d S54$g ) Nz/trade-api/v2/markets/r=)r>rrrDrrF)NN)rIrrZrQrrWrY)rBr%r>rrs r'get_live_pricer_s&vh/D%&Gll8d?G# UH oT- S-v M g7f)r{Nr-)rrUmeans r'r%get_btc_volatility..s3FqH?Fsrrr)r\r_rsumr1)rrUrvariancercs @r'rrs  -cd 34 3! 34  6{R v;V $D3F33c&kAH (c/T)C/ 33 5 s BB B B Bc &[RR5n0SU_SUS_S[R"5_SURS5_SUR_SUR 5_SUS_S UR S S 5_S UR S S 5_S US _S [[UR SS55S-S5_S[[UR SS55[- S5_S[5_SUR SS5_S[UR SS5UR SS5- S5_SUR SS5_SUR SS5_UR SS5UR SS5UR SS5UR SS5UR S S 5S .EnUS!:XaUb[[R"5UR S#[R"55- 5nURU[US5[X S - US - S-S5U=(d SS:aS$OS%UUS&.5 [[5n[R "U5n S"S"S"5 W R#U5 [[S'5n[R$"XS[&S(9 S"S"S"5 g"!,(df  NS=f! /n N\=f!,(df  g"=f![(a n S"n A g"S"n A ff=f))zJWrite rich per-trade data to trade_analytics.json for the learning engine.eventrBrGtime_str%H:%M:%Shour day_of_weekr signal_type?r( entry_price momentum_pct momentum_rawrrrmomentum_strengthr{btc_volatilitymarket_yes_ask market_spreadmarket_yes_bidrrr entry_btcconfidence_scorerr!r%)rxrr!r%confidence_tierexitN entry_timeWINLOSS) exit_pricepnlpnl_pctoutcome exit_reason hold_secswindentdefault)rErFr[strftimerkweekdayrZr1rbrrrDupdater"ANALYTICS_PATHrWloadr`dumprCr) posrhr~rrrFrecordrr&rgrs r' log_analyticsrs      !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#$!WW%7; WW[!4 WW[!4 WW[!4 WWVS1-F0 :1 cgglDIIK&HHI  % a= *=/A"ASEW!WZ]!]_`a%(XAN5&$     n%499QU(dU(a0[/S[ U5S 35 UHn[/S!U35 M g[/S"[ U5S#35 g!,(df  GNa=f! g=fs snfs snnfs snnfs snfs snf!,(df  N=f)$u# Runs every AUTO_RETUNE_EVERY completed trades. Only updates auto_params.json when patterns are very strong: - 60%+ win rate AND 20+ trades in bucket = mark as GOOD hour - 40% or below AND 20+ trades = mark as AVOID hour Does NOT constantly tweak — only acts on overwhelming evidence. Nrhrzr) defaultdictc SSS.$Nr)winsr&r-r-r.r'rNauto_analyze..s A#:r.rkr&rrr|rc SSS.$rr-r-r.r'rNrs 1q"9r.rrrstrongweakrzWeak signals losing (r.0fu$% WR) — consider raising thresholdz"Best hours (60%+ WR, 20+ trades): 02dz:xxz%Avoided hours (40%- WR, 20+ trades): ) generated_attrades_analyzed good_hours avoid_hoursnotesrr{)rz [LEARN] Auto-params updated ( trades analyzed) z [LEARN] uO trades analyzed — no strong patterns yet (need 60%+ or 40%- with 20+ trades))r"rrWrrZrAUTO_RETUNE_EVERY collectionsritemsAUTO_MIN_BUCKET_TRADESAUTO_MIN_WIN_RATEAUTO_MAX_WIN_RATErWrrr`rCrErFAUTO_PARAMS_PATHr_last_autotune_countrN)r&rgrexitsrhour_maprhdnew_good new_avoidmom_mapbucket weak_noteweak_wr existing_goodexisting_avoid new_good_s new_avoid_schangedrrXnotes r' auto_analyzerws . !Qtyy| ! 91g& 8QE 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]*Kk^.KG EELL#E^hFi^hYZCPS}^hFiEj!klELL#HalImal\]sGSV-alImHn!opELL+ 1 1 5 5 78J&'! F  $499VQq+I $JKu:J+ 1#e*=NOPD54v/E 3u:,&uvwo" !F 9CC,GjIm % $snNNNNNN 5N  N &N&=N&N&N, N1 6N6 N NNN6 OcT[[4Hn[R"USS9 M g)z;Create data/ and data/archive/ folders if they don't exist.T)exist_okN)DATA_DIR ARCHIVE_DIRosmakedirs)rs r'ensure_data_dirsrs $ A%%r.c[RRU5(dg[U5n[R "U5nSSS5 [ W[5(d [U5$[U5nXR:a[RR5RS5n[RRU5RSSUS35n[RR[U5n[US5n[R "XCS["S9 SSS5 [US5n[R "/U5 SSS5 [%S US US U35 gU$!,(df  GN5=f!,(df  Nc=f!,(df  NH=f![&an [%S US U 35 Sn A gSn A ff=f) 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 []. rNz %Y%m%d_%H%M%Sz.jsonrrr{ru 🗄 z: u# records archived → data/archive/u ⚠ archive check failed for )rr%existsr"rWr isinstancerrrErFrbasenamerUrrrrCrNr) r%label thresholdr&rgcountr=fnamedestrs r'archive_file_if_largersQ 77>>$   $Z1TYYq\dZ$%%c$i'7D   %%))+44_EBGG$$T*227at5MJEGGLLe4DdCAtyyC'PdCAtyyQ'7 HUG2eW,OPUwW X Z!   0r!=>sk F+E7 'F+1B F+F ,F+FF+5F+7 FF+ FF+ F($F++ G5G  GcX[5 [RR[5(dg[ [5n[ R"U5nSSS5 WRS/5nUVs/sHo3RS5S:XdMUPM nnUVs/sHo3RS5S:XdMUPM nnUVs/sHo3RSS5S:dMUPM nn[[SU55S 5nURS [5nURS [5n U(a$[[U5[U5- S -S 5OSn [RR5RS5[U5[U5[U5[U5[U5- U U[UU [U[- [- S -S5S. n /n [RR[ 5(a/[ [ 5n[ R"U5n SSS5 U R#U 5 [ [ S5n[ R$"XS[&S9 SSS5 U(a [)S[U5SU SSUS35 g[)S5 g!,(df  GNg=fs snfs snfs snf!,(df  N=f! /n N=f!,(df  N|=f![*an [)SU 35 Sn A gSn A ff=f)z Called at startup BEFORE paper_log is wiped. Reads the last session's paper_log and appends a summary to session_history.json. Even sessions with 0 trades are recorded so we have a complete run history. Ntradesrhrzentryrrc3D# UHoRSS5v M g7frrNrrrs r'r'save_session_summary..s=u!eeE1oou rrLrMrrz%Y-%m-%d %H:%M:%Sr{) session_endrentriesrlosses win_rate_pct total_pnl start_balance end_balance peak_balancerrru 💾 Session saved: z trades | WR:rz % | P&L:$+.2fuB 💾 Session saved: 0 trades this session (recorded for history)u' ⚠ Could not save session summary: )rrr%rPAPER_LOG_PATHr"rWrrZr1reSTARTING_BALANCErrErFrSESSION_LOG_PATHr`rrCrNr)r&logrrrrrrend_balpeak_balwin_ratesummaryhistoryrs r'save_session_summaryrsn '=ww~~n--v . !Qdiil !GGHb) &C1%%.F*BQC &D1%%.G*CQD %=1ua1)CE#d)c%j036:'00446??@ST"5z"7|"4y"5zCI5'(/&'$g0@&@DT%TWZ%Z\]^   77>>* + + !*+qDIIaL'+w "C (A IIgC 8)  *3u:,mHS>QZ[deiZjk l V XE" !CD=,,+ bG ( ( = 7s;<<=s(LLJ;L9K K L!K=KL K&K,D)LK-%K<K-!L%K6.L/ L; K L K*&K-)L*K--K31L6 LL L)L$$L)c[5 [5 [[S[5n[[ S[ 5nUS:a[SUSS[SS35 US:a[SUSS[ SS35 g g ) 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_snapshotsru 📊 Analytics: ,z records (archives at )u 📊 Snapshots: N)rrrrARCHIVE_ANALYTICS_ATrARCHIVE_SNAPSHOTS_ATrN)a_counts_counts r'preserve_and_archivers#N5FH\]G#N5GI]^G{ #GA;.EFZ[\E]]^_`{ #GA;.EFZ[\E]]^_`r.c[[S5n[R"[[ [ S.US[S9 SSS5 g!,(df  g=f)NrrLrMrr{r)r"rrWrrLrM paper_logrC)r&s r'save_logrs: nc "a g/&()*1c C # " "s ,A Ac :[V s/sHoRS5S:XdMU PM n n /n [GHYn U RSU S5n[XS- U S-S5n[XS- U S- S-S5n[ [ R "5U RS [ R "55- 5nU R 0S U S _S U S _S U S _S U RS S5_SU RSS5_SU S_SU_SU S_SU S_SU S_SU S_SU_SU_SU S_SU_S[RRU RS [ R "555RS5_5 GM\ [[S[- -S5nXxU nnn0SS_S[ R "5_SU_SU_SU=(d S _S![[S5_S"[_S#[[S5_S$U_S%U=(d S&_S U=(d S'_S(U_S)[_S*U_S+U=(d S,_S-U=(d S _S.U_XS/.En[S0S15n[ R""UU[$S29 SSS5 gs sn f!,(df  g=f! g=f)3Nrhrz current_pricerorrrr{r{rBsiderrmrnr(targetstopcostpnl_absrr held_secsentry_time_strrjrmodepaper last_updater btc_sourcerrrLstarting_balancerM stop_levelrrrbet_tiersession_haltedrxry--score_breakdownr)open_positionscompleted_tradeszC:\kalshibot\bot_state.jsonrr)rrZpaper_positionsr1rDr[r`rE fromtimestamprrMrOrLrrr"rWrrC)btcsourcesrrrrrrr(r'rrpos_datarUcurrentr rrr_sc_tr_bdstater&s r' save_stater&sJ! > 1UU7^v%=Q 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  HM  $/ 0CV  H  /  C  3;$  39"  & -5 E 13 71 IIeQ ,8 7[ ?Z8 7Ds4JJ JJ7J JJJJc .^USn US:XaSOSn U S:XaUSOUSn [U s=::a [::dg gU(aUO [U5n [U [S-5n [S [ S [ X- 555n [X-S 5nU[:aS U4$[[U S [--S 5S5n[U S [- -S 5n[X- U -S 5n[U U- U -S 5nUS:a[UU- S 5OSn[ USS-5n[ USS-5nU4SjnU"S5nU"S5nU"S5n0SUS_SU _SU _SU _SU _SU_SU_SU_SU_SU_S[R"5_S U_S!U_S"US"_S#U_S$U_S%U=(d S_USUS&USUUUUS'.En[U-q[ [RU5 SSS5 [R0UES([RR!5R#S)5S*.E5 [%US(5 ['5 [[(S [*- -S 5n[-S+S,35 [-S-US.U S:XaS/OS035 [-S1US2S3US"S235 [-S4U S5S6U S7US8S9US:US;3 5 [-SUS8S=US5S?US@3 5 [-SA[S8SB[(S8SCUS835 [-SDS,35 SEU4$!,(df  GN0=f)FNrBryesnorr)FSKIPg?rarr{Frgq= ףp?rr<c~>[R"US3T5nU(a[URS55$S$)Nz:(-?\d+)rr)researchrDgroup)tagrrs r'_parsepaper_enter.._parsecs3 II#h' 9"#s1771:**r.EXPLAGMOMr rorrr r r max_gainmax_lossr{rwrrr(rmrqrI)rtrvrrxrr!r%rrj)rhri z>==============================================================z PAPER TRADE [] z YES BTC UPz NO BTC DOWNz BTC: $,.2fz Floor: $z Entry: $.3fz xz = $rK | zm s leftz Target: +$z ($z ) Stop: -$z) [z:1] Balance: $ Peak: $z Trailing stop: $ T)MIN_ENTRY_PRICEMAX_ENTRY_PRICEr;rrLr2rDr1 PROFIT_TARGET STOP_LOSSr[ position_lockrr`rrErFrrrrMrOrN)rtrade_directionrmrrr override_betoverride_scorerrBr ror4rr r r r6r7rrminssecs_rr1exp_slag_smom_srrs ` r' paper_enterrOPs H F*d2%D'+u}&#&:JK { =o =} =}(L.>{.KC Wt^ $C C3s012 3E +%q )D g~e[005M(9:A>EF[A M2A6Df*e3Q7HkD(E115H081 uX(!,!B6+&",-D6+&+,F+ 5ME6%=5&-% G8VH% Gvt G]K G K G E G!4 G)16 G;A4 G x G",X G  G'29 G  G *1&/ G ; G !.{ G 8=q G$I.#I.{+-E GC tOG s#  PPg"*"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 L Lc[ [(d SSS5 g/n[GHhn[US5up#UcMUSS:XaUOUnUS::aM.XAS'USnXE- U- n[XE- US-S 5nSnXAS :a S US -S S3nO.QuietHandlericgr*r-)selfrps r' log_message8start_dashboard_server..QuietHandler.log_messagesdr.r-N)__name__ __module__ __qualname____firstlineno__rb__static_attributes__r-r.r' QuietHandlerr_s*r.ri)ri=") http.server socketserverrchdirserverSimpleHTTPRequestHandler TCPServer serve_foreverOSError)httprkrrihttpds r'start_dashboard_serverrtsj((HH_+t{{;;+  # #J =    !> = =    s/A<A+"A<+ A95A<9A<< B B c[R"[5 [5 M'![a nSnANSnAff=f)uRDaemon thread — checks positions every 2 seconds independently of the main loop.N)r[rFAST_MONITOR_INTERVALr\r)rs r'fast_monitor_looprws7   JJ, -      s $) ==c [ [HZnURSUS5nUSnX- U- n[SUSS:XaSOSSUS S US S US -S SUSS SUSS 3 5 M\ SSS5 g!,(df  g=f)uPCalled by main loop every 10 seconds — just prints HOLD status, no exit logic.rroz HOLD r r(YESNO rSr;rT (rrRz %) target:$r z stop:$r N)rErrZrN)rr!rrs r'print_position_statusr|s "Cggos=/ABG-(E%/G GS[%%7EUCDC[WSMWS[4FG ]3/xF C7HJ K # s A%A55 Bc[S5 [S5 [S5 [Vs/sHoRS5S:XdMUPM nnU(d[S[SS[S35 gUVs/sHoRS S 5S :dMUPM nnUVs/sHoRS S 5S ::dMUPM nn[ [ S U55S 5n[ [ S U55S 5n[[R"5[- S- 5n[[R"5[- S-S- 5n[SUSUS35 [S[S35 [S[SS[[- SS35 [S[S35 [SUSS[[- [- S-SS35 [SUS35 [SS 35 [S![U5S[U5S"[U5S#[U5[U5- S-S$S%3 5 U(a[S&U[U5- S35 0nUHwnURS'S(5n X;aS S S S).X'XS*==S+- ss'XS ==URS S 5- ss'URS S 5S :dMhXS,==S+- ss'My U(ah[S-5 [UR55H@upU S*(aU S,U S*- S-OS n [S.U S/SU S*S0U S SS1U S$S%3 5 MB [S2S3S4SS5S6SS7S8SS9S:SS;S:SSSHn[SURS?S(5S4SURS'S(5S6SURS@5SA:XaSBOSCS8SDURSES 5SFSDURSGS 5SFSDURS S 5SHSURS S 5S :aSIOSJ35 M [SK5 [S5 gs snfs snfs snf)LNzC =================================================================z PAPER TRADING SESSION REPORTA=================================================================rhrzz" No completed trades. Balance: $rKr?rrc3D# UHoRSS5v M g7frrrs r'rprint_report..s95a%%q//5rr{c3D# UHoRSS5v M g7f)r rNrrs r'rrs:Eq%%**Erir+z Session : zh rz Start : $z Peak balance : $z (+$rz Final balance: $z Total P&L : $rr{rrRz%)z Total wagered: $r@u─────────────────────────────────────────────z Trades : zW / zL) Win rate: rrz Avg/trade : $rmrn)rrrrrrz By type :rz<16z trades P&L: $z WR: r8Timez>8Typez>9Sidez>4Entryz>7ExitzP&Lz Resultirir r(ryrzrSror;r~z>+6.2fr|r}z# Log: C:\kalshibot\paper_log.json)rNrrZrLrMr1rerDr[ session_startrrrWr) rrrrr total_bethrsrJtypesstrgwrs r' print_reportrsJ / *+ &M! > 1UU7^v%=Q E >  273-yY\H]^_!9EqUU5!_q%8ED9!:EqUU5!_%9EF:c95991=Ic:E::A>I  m+t3 4C },4: ;D cU"TF! ,- /4 56 s35IY9YZ]8^^_ `a wsm ,- y.c7;K3KM]2]^a2abf1ggi jk yo ./ Bxj/ c%j\SYKtCK=WZ[_W`adejakWkloWopsVttu vw e(3u:)=d(CDE E  UU=# & ?!Aq(IEI 'a5!1QUU5!_!D!1 55?Q  & 1Q 6 1     "u{{}-HB37=fd7m+C/aB DC4=/eT@RRXY[\_X``ab c. D 2fR[6"+R|2fR[PRSXY[R\\d ef 34[ 155C(,Bquu]3/G.K2%%-.E"=>%% a(-S|A1Fs0KL%%a.(AEE%N14D5&*QS T  24 &MK ?::s#P7P75P<P<Q;Qcb[5 [q[q[ [ S5n[ R"[[/S.U5 SSS5 [S[SS35 [RR[5(a[ [5n[ R"U5nSSS5 [SWRSS5S 35 URS /5Hn[S U35 M URS /5qURS /5qO/q/q[S5 [S5 [S5 [S5 [S5 [S5 [S5 [S[$S[&S35 [S[(S35 [S[*S-SS35 [S[,S-SS [.S-SS![,[.- S"S#35 [S$[0S-SS%35 [S&5 [S5 [2(a'[4R6"[8S'S(9R;5 [4R6"[<S'S(9R;5 [4R6"[>S'S(9R;5 [4R6"[@S'S(9R;5 [4R6"[BS'S(9R;5 [4R6"[DS'S(9R;5 [4R6"[FS'S(9R;5 [4R6"[HS'S(9R;5 [4R6"[JS'S(9R;5 [S)5 S*S+S,4S-S.S/4S0S1S24S3S4S54S6S7S84/n/nUHHupgn[LR"US9S:9n U"U 5n [S;US<S=U S>35 UROU5 MJ [SB[UU5SCSDRWU535 [UU5SE:a [SF5 [SG5 [SH5 [YSI5GH1n [ZR\"SJ5 [^ [aSK[bRe555n [U[f5n SSS5 W (asW [h:ai[^ [bSL=(d [bSM=(d [bSNnSORWSP[b55nSSS5 [SQWSRSSWST35 OkU (dM[^ [bSL=(d [bSM=(d [bSNnSSS5 [SUWSRSVW SW[hSX35 GM4 [SY5 [SZ[SS[[SJ[0- -SS\35 S]nS^nSn[jRm[&S:9nU(a[jRo5 [ZRZ"5n[q5 [s5unnnU(d<[S_[tRtRw5RyS`5Sa35 M[{5unnn[| [[5nU(aUS]OSnSSS5 W(a/USbU:wa&USbn[ScUSbSdSSe[UW5Sf35 [^ [U[f5n SSS5 W [h:nSgunnn n!n"U(d8W(a1UH+n#[U#UUU5un$n%n&n'U$U:dMU$U%U&U'U#4unnn n!n"M- UUU U!4un(n)n*n+U"(aU"nU*=(d ShnU(aSiU SW[hSA3n,OKU=(d Sjn-U*(aSSU*ST3OSkn.[UW5SJ:aSV[UU5Sl3OSkn/U-SmUSnU(U.U/SoU+3 n,[[SJ[0- -SE5n0[(aSpOSkn1U(dSqO2[USrSs-5St[USrSs-5SuUSvSSwUSxS3n2[SoU(aSyOSoSz[tRtRw5RyS`5S{USRSSUS|U,S}U2S~[SS[SSU0SS[U[5SW[STU135 U(a[SoU35 [(a [5 [UUUUUUUU(U*U+S9 [UUUU5 [U[V3s/sHn3U3RS5S:XdMU3PM sn35n4U4S]:a!U4[:waU4[-S]:Xa [5 [tRtRw5Rn5Sn6U(+=(a [5(+=(a USL=(a U*SL=(a U)SL=(a [U[5[:=(ay UU- [:=(af USr[:=(aS URSvS]5S]:=(a7 URSxS]5S]:=(a [[:=(a U6(+n7U7(GdU*GbU([:Ga/n8U(aU8ROS5 [5(aU8ROS5 UcU8ROSq5 U*cU8ROSU(S35 U)cU8ROS5 [U[5[:aU8ROS5 UU- [::a(U8ROS[[UU- - 5S35 U(a.USr[::a!U8ROS[USr5S35 U(a=URSvS]5S]:XdURSxS]5S]:XaU8ROS5 [[:aU8ROS[SS35 U6(aU8ROS5 [SU(SSU*SSDRWU8535 U7(a6[U([5n9U9S]::aGM}[UU)U*UUUU9U(U+S9 un:n;U:(aUnGM!,(df  G N&=f!,(df  G N=f!["an[SU35 /q/qSnAG NSnAff=f!["a2n[S?US<S@[QU5RRSA35 SnAG M?SnAff=f!,(df  GNJ=f!,(df  GN=f!,(df  GN=f!,(df  GN=f!,(df  GNO=fs sn3f![a [5 [5 g["a/n[SU35 [ZR\"S5 SnAGNBSnAff=f)Nrru ✅ Paper balance reset to $rKz (all learning data preserved)u ✅ Loaded auto_params.json (rrnrrz rru( ⚠ Could not load auto_params.json: zB =================================================================z3 PAPER TRADING BOT v1.5 -- $250 Starting BalancezB KXBTC15M | Binance (WS+REST) + Coinbase + Kraken + OKX + Bybitr~zA Signal engine : LAG+MOM / MOM-only / EXP+LAG+MOM (v1.5 filters)z@ Filters : entry>=0.60 | MOM>=8 | EXP blocked without LAGuJ Bet sizing : DYNAMIC — scales with score + balance (Kelly-inspired)z Position mon : every zs | Entry scan: every zs (instant on big BTC move)z" Kalshi cache : refreshed every z"s (background thread, no blocking)z/ Hot path : instant trigger if BTC moves rz%+ (beats market maker lag)z R:R : +rz % target / -z % stop = rQz:1z' Trailing stop: halt if balance drops z % from PEAKz7 Dashboard : Double-click OPEN DASHBOARD on desktopT)r daemonzL Starting: Binance WS + REST, Coinbase, Kraken, OKX, Bybit, Kalshi cache...z Binance.USrc:[UR5S5$)NrhrYrWrs r'rNrun..*s5'*+r.Coinbaserc@[UR5SS5$)Nrgrrrs r'rNr,s5&)(34r.KrakenrcL[UR5SSSS5$)NrrrVrrrs r'rNr.s#5(+J710,.2fu ❌ z unreachable (rz Active feeds: u /5 — z, r{uJ ⚠ WARNING: fewer than 2 price sources. LAG detection will be limited.u ────────────────────────────────────────────────────────────z Waiting for prices...r rc36# UHo(dM Uv M g7fr*r-)rrUs r'rrun..Es6AAaas  rrrrc3F# UHn[U(dMUv M g7fr*)r])rrs r'rrIs?6aVAY6s! !z Ready BTC $r:z []z BTC $z (rzz ticks)...u" Slow feeds — continuing anywayr>z Stop at: $z | Ctrl+C to stop rBASEz [rjz] No price datarBz [NEW WINDOW] ir{z markets open))rNNrNrz warming up (rrzmkts) z score:r@z [HALTED]z no marketrr+rzs Y:rz N:ru⚡[z] BTC $r9r<z | $z (peak:$z stop:$z) [)rr(r'rhrzFz 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 — )rGrHrz Error: ra)YrrrLrMr"rrWrrNrr%rrrrZrrrrv SCAN_INTERVALrrcrCrDrOr| threadingThreadrstartrrrrtrwrrrrr`typerdrrranger[rr\anyr]valuesr_rrdwaitclearrPrrErFrrrrrr)r1rrDr MAX_POSITIONSr|r&rrrrrrkrRENTRY_COOLDOWN MIN_SECS_LEFTr:rr5rOKeyboardInterruptrr)-B+&&r2J&&3K  r - ?@ NO &M MO LN 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$~8V'=8'..:Y#~5SVWegjkuguWvSwRxx~G9Af[1]BGNNUZ[^_efq_r[sZtuETFEGvzz)A6!;vzz(ST?UYZ?Z]d]k]kmM^N[(SZ[^R__gGh8iGa8b eWBtfK '@R?STU*5':!8X(D#xQU69%9BD Jq k # " ('  . G u u'u-Lu u* q9< r r r5r00r58 s4&s//s47 t t  t* - t<7u? u uv.6 v.?$v))v.__main__r)rrNr)Nrr)__doc__rr9rEr[rWrrr-dotenvrcryptography.hazmat.primitivesrr)cryptography.hazmat.primitives.asymmetricrcryptography.hazmat.backendsrr}r| ImportErrorgetenvrHr,rQBOT_DIRrrrrrrrrrrrCrDrBrArrrrrrrOrrrrr8r7r:r9rrrrr]r^r_Lockr\rrrrLrMrretraded_tickersrErvrrcrrrrrEventrdrarrr+r(r/rArIrPrRrrrrrrrrrrrrrr)r5r;rr]r_rrrrrrrrrrrrrrr&rOr\rtrwr|rrrdr-r.r'rs A@@@@=8L 99( ) 99. / -#(1 89>24             !"T\`a"T\`a  .."  99; ##5>>#  ~~'  ~~' (   f 1 0" +Z&  $ (")"]-^'R&'-R&I9>+ 4- ^)VAxF& 2.=`a"C 0d3j%(N   K)Vw3r zEC%LsG//G;:G;