mirror of
https://github.com/mihakralj/QuanTAlib.git
synced 2026-08-03 03:47:42 +00:00
395 lines
70 KiB
Plaintext
395 lines
70 KiB
Plaintext
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jr S› SŸS jjrS›S S jjr S› S¡S jjrS›S¢S jjr S£S¤S jjr S¥S¤S jjr S¥S¤S jjr S£S¤S jjr S¦ S§S jjr! S¨ S©S jjr"SªS¤S jjr#S£S¤S jjr$ S« S¬S jjr% S S®S jjr&S¯S¤S jjr'S¯S¤S jjr(S°S¤S jjr)S±S¤S jjr*S°S¤S jjr+S£S¤S! jjr,S¥S¤S" jjr-S²S¤S# jjr.S°S¤S$ jjr/S°S¤S% jjr0S°S¤S& jjr1S²S¤S' jjr2 S³ S´S( jjr3 Sµ S¶S) jjr4 S· S¸S* jjr5 S¹ SºS+ jjr6 S» S¼S, jjr7 S½ S¾S- jjr8S›S S. jjr9 Sª S¿S/ jjr:S¥S¤S0 jjr;S¥S¤S1 jjr<S¯S¤S2 jjr=S¥S¤S3 jjr>S¥S¤S4 jjr?S¥S¤S5 jjr@S¥S¤S6 jjrAS¥S¤S7 jjrBSÀS¤S8 jjrCS¥S¤S9 jjrDS¥S¤S: jjrES¥S¤S; jjrFS¥S¤S< jjrGS£S¤S= jjrH S« SÁS> jjrI S SÃS? jjrJ SÄ SÅS@ jjrKSÆS¤SA jjrLS¥S¤SB jjrMS¥S¤SC jjrN SÇ SÈSD jjrOS¥S¤SE jjrPSÉSÊSF jjrQS¥S¤SG jjrRSÉSÊSH jjrSS¥S¤SI jjrTS¥S¤SJ jjrUS¥S¤SK jjrVS¥S¤SL jjrWS°S¤SM jjrX SË SÌSN jjrY SÄ SÍSO jjrZ SÎ SÏSP jjr[SÉSÊSQ jjr\SÉSÊSR jjr] S» SÐSS jjr^ S» S¼ST jjr_ SÑ SÒSU jjr` S° SÓSV jjraS›SÔSW jjrbS°S¤SX jjrc SÕ SÖSY jjrd SÕ SÖSZ jjreS°S¤S[ jjrfS°S¤S\ jjrgS›S S] jjrh S× S´S^ jjri SØ SÙS_ jjrj SÚ SÛS` jjrk SÜ SÝSa jjrl SÞSb jrm SßSc jrnS›SàSd jjroS›SàSe jjrpS›SàSf jjrqS›SàSg jjrrS›SàSh jjrsS›SàSi jjrt S£ SáSj jjru S£ SáSk jjrv S° SáSl jjrw S° SáSm jjrx Sâ SáSn jjryS›SàSo jjrz S£ SãSp jjr{ S° SãSq jjr| S£ SäSr jjr} Så SæSs jjr~S°S¤St jjrS›SçSu jjr€S¥S¤Sv jjr� S° SèSw jjr‚ Sé SêSx jjrƒ S° SèSy jjr„ SëSz jr… S° SìS{ jjr† S° SìS| jjr‡ S° SìS} jjrˆ S° SìS~ jjr‰S£S¤S jjrŠS£S¤S€ jjr‹S£S¤S� jjrŒS£S¤S‚ jjr�S£S¤Sƒ jjrŽS£S¤S„ jjr�S£S¤S… jjr�S£S¤S† jjr‘ Sí SÃS‡ jjr’ Sî SïSˆ jjr“ Sð SñS‰ jjr” Sò SóSŠ jjr•S¥S¤S‹ jjr–S°S¤SŒ jjr—S°S¤S� jjr˜ Sô SõSŽ jjr™ Sö S÷S� jjršSøS¤S� jjr›S›SçS‘ jjrœ Sù SúS’ jjr� Sû SüS“ jjrž Sý SþS” jjrŸ Sÿ GS S• jjr GS GSS– jjr¡g! \ a Sr GN€f = f( aL High-level indicator wrappers for quantalib.
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Each function accepts numpy arrays (or pandas Series / DataFrame) and
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returns the same type. Multi-output indicators return a tuple of arrays
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or a DataFrame depending on input type.
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Signature conventions follow pandas-ta where practical:
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sma(close, length=10, offset=0, **kwargs)
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é )Ú annotationsN)ÚNDArrayé )Ú_libÚ_checkÚ_dpÚ_ciÚ_cdc óx • Sn[ b@ [ U [ R 5 ( a! U R nU R [
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S9U4$ )z:Return (contiguous float64 array, original_index_or_None).NF)ÚdtypeÚcopyr ©r )
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ÚpdÚ
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isinstanceÚSeriesÚindexÚto_numpyÚ_F64Ú DataFrameÚilocÚnpÚascontiguousarray)ÚxÚidxs Ú2C:\github\quantalib\python\quantalib\indicators.pyÚ_arrr sŽ € à
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�8Š8�AœTÑ "Ð"r c ó¦ • U( aI US:w aC [ R " X5 n US:” a [ R U SU& U $ [ R XS& U $ )z Apply offset (roll + NaN fill).r N)r ÚrollÚnan)ÚarrÚoffs r Ú_offsetr, 4 sJ € æ
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U 5 5 5 [ X•SSUb [ U5 5 $ S5 $ )zMedian Price = (H+L)/2.ÚMEDPRICErJ r ) r r> r& r r Ú qtl_medpricer" r2 r= ©
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U 5 5 5 [ X¶SSUb [ U5 5 $ S5 $ )z.Typical Price = (O+H+L)/3 (QuanTAlib variant).ÚTYPPRICErJ r ) r r> r& r r Ú qtl_typpricer" r2 r= ) rL rM rN r0 rO rP r rQ r; rR r% rF s r Útyppricer] † s‚ € ô �$‹Z�F€A¤ T£
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U 5 5 5 [ X•SSUb [ U5 5 $ S5 $ )zMid Body = (O+C)/2.ÚMIDBODYrJ r ) r r> r& r r Ú qtl_midbodyr" r2 r= )
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r Úmidbodyra � sp € ä
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Œ4× Ò œD ›G¤T¨!£W¨a´°c³Ó ;Ô<Ü �˜9 f¸VÑ=O¬c°&«kÓ WÐWÐUVÓ WÐWr c ó" • [ SXUSSS5 $ )zRelative Strength Index.Úqtl_rsié ÚRSIÚmomentum©rG ©rA rB r0 rO s r Úrsiri › ó € ä ˆy˜%¨°°U¸JÓ GÐGr c ó" • [ SXUSSS5 $ )zRate of Change.Úqtl_rocé
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ÚROCrf rg rh s r Úrocro Ÿ rj r c ó" • [ SXUSSS5 $ )z Momentum.Úqtl_momrm ÚMOMrf rg rh s r Úmomrs £ rj r c ó" • [ SXUSSS5 $ )zChande Momentum Oscillator.Úqtl_cmord ÚCMOrf rg rh s r Úcmorw § rj r c ó8 • Ub [ U5 OSnUb [ U5 OSnUb [ U5 OSn[ U 5 u pV[ U5 n[ U5 n[ [
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R " [ U5 U[ U5 X5 5 [ X†SU SU 3SU5 $ )zTrue Strength Index.é é
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r ÚTSI_r; rf ) r= r r> r& r r Úqtl_tsir" r2 ) rA Ú long_periodÚ short_periodr0 rO rE r r% rF s r Útsir « s� € ð '2Ñ&=”#�kÔ"À2€KØ(4Ñ(@”3�|Ô$Àb€LØ "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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R " [ U5 U[ U5 X5 5 [ X†SU SU 3SU5 $ )zAbsolute Price Oscillator.é é r ÚAPO_r; rf ) r= r r> r& r r Úqtl_apor" r2 ) rA ÚfastÚslowr0 rO rE r r% rF s r Úapor‡ ¶ s� € ð Ñ(Œ3ˆtŒ9¨b€DØ Ñ(Œ3ˆtŒ9¨b€DØ "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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Œ4�<Š<œ˜S› 1¤d¨3£i°Ó <Ô=Ü �˜T $ q¨¨Ð/°¸VÓ DÐDr c ó" • [ SXUSSS5 $ )zBias.Úqtl_biasr‚ ÚBIASrf rg rh s r Úbiasr‹ Á s € ä ˆz˜5¨&°"°f¸jÓ IÐIr c ó" • [ SXUSSS5 $ )zChande Forecast Oscillator.Úqtl_cford ÚCFOrf rg rh s r Úcfor� Å rj r c ó¸ • Ub [ U5 OSn[ U 5 u pE[ U5 n[ U5 nSSKnU( aZ UR
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[ R " [ U5 U[ U5 SS5 5 [ XuSSU5 $ )zComposite Fractal Behavior.Nr ÚCFBrf ) r= r r> r& r Úc_intr r Úqtl_cfbr" r2 )
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rA Úlengthsr0 rO rE r r% rF r Úarr_ts
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U5 [ U5 5 5 [ XèSSUb [ U5 5 $ S5 $ )zAccumulative Swing Index.ÚASIrf r )
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r r> r& r r Úqtl_asir" Úfloatr2 r= )rL rM rN rA Úlimitr0 rO rP r rQ r; rR rS r% rF s r Úasirœ × s— € ô �$‹Z�F€A¤ T£
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Œ4�<Š<œ˜Q›¤ a£¬$¨q«'´4¸³7¸A¼tÀC»yÌ%ÐPUË,Ó WÔXÜ �˜5 *¸VÑ=O¬c°&«kÓ WÐWÐUVÓ WÐWr c ó" • [ SXUSSS5 $ )zFisher Transform.Ú
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qtl_fisheré ÚFISHERÚ
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qtl_reflexr© ÚREFLEXr¡ rg rh s r ÚreflexrÆ ó € ä ˆ|˜U¨F°B¸À,Ó OÐOr c ó" • [ SXUSSS5 $ )z
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qtl_trendflexr© Ú TRENDFLEXr¡ rg rh s r Ú trendflexrË s € ä ˆ ¨v°r¸;È Ó UÐUr c ó" • [ SXUSSS5 $ )zKairi Relative Index.Úqtl_krir© ÚKRIr¡ rg rh s r ÚkrirÏ r¬ r c ó" • [ SXUSSS5 $ )zPsychological Line.Úqtl_pslr� ÚPSLr¡ rg rh s r ÚpslrÓ r¬ r c ó8 • Ub [ U5 OSnUb [ U5 OSnUb [ U5 OSn[ U 5 u pV[ U5 n[ U5 n[ [
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5 U[ U5 [ U5 [ U5 5 5 [ X¨SU 3SU5 $ )zDeMarker Oscillator.rd r ÚDOSC_r¡ ) r= r r> r& r r Úqtl_doscr" r2 ) rA Ú
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rsi_periodÚ ema1_periodÚ ema2_periodÚ
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[ U 5 [ U5 [ U5 [ U5 [ U5 [ U5 5 5 [ X¹SSU5 $ )zDynamic Momentum Index.r ÚDYMOIr¡ ) r= r r> r& r r Ú qtl_dymoir" r2 ) rA Ú base_periodr~ r} Ú
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min_periodÚ
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max_periodr0 rO rE r r% rF s r Údymoiré + s‡ € ð #Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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n ó € ä ˆy˜%¨°°U¸GÓ DÐDr c ó" • [ SXUSSS5 $ )zWeighted Moving Average.Úqtl_wmarm ÚWMAr rg rh s r Úwmar r r r c ó" • [ SXUSSS5 $ )zHull Moving Average.Úqtl_hmarŸ ÚHMAr rg rh s r Úhmar v s € ä ˆy˜%¨°°E¸7Ó CÐCr c ó" • [ SXUSSS5 $ )zTriangular Moving Average.Ú qtl_trimarm ÚTRIMAr rg rh s r Útrimar z ó € ä ˆ{˜E¨6°2°wÀÓ HÐHr c ó" • [ SXUSSS5 $ )z"Symmetric Weighted Moving Average.Úqtl_swmarm ÚSWMAr rg rh s r Úswmar ~ ó € ä ˆz˜5¨&°"°f¸gÓ FÐFr c ó" • [ SXUSSS5 $ )z Double Weighted Moving Average.Úqtl_dwmarm ÚDWMAr rg rh s r Údwmar$ ‚ r r c ó" • [ SXUSSS5 $ )zBlackman Moving Average.Úqtl_blmarm ÚBLMAr rg rh s r Úblmar( † r r c ó" • [ SXUSSS5 $ )z Arnaud Legoux Moving Average.Úqtl_almarm ÚALMAr rg rh s r Úalmar, Š r r c ó" • [ SXUSSS5 $ )z Least Squares Moving Average.Úqtl_lsmary ÚLSMAr rg rh s r Úlsmar0 Ž r r c ó" • [ SXUSSS5 $ )z Savitzky-Golay Moving Average.Úqtl_sgmarm ÚSGMAr rg rh s r Úsgmar4 ’ r r c ó" • [ SXUSSS5 $ )z Sine-weighted Moving Average.Ú
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qtl_sinemarm ÚSINEMAr rg rh s r Úsinemar8 – ó € ä ˆ|˜U¨F°B¸À'Ó JÐJr c ó" • [ SXUSSS5 $ )z Hann-weighted Moving Average.Ú qtl_hanmarm ÚHANMAr rg rh s r Úhanmar= š r r c ó" • [ SXUSSS5 $ )z Parzen-weighted Moving Average.Ú
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qtl_parzenrm ÚPARZENr rg rh s r ÚparzenrA ž r9 r c ó" • [ SXUSSS5 $ )zTime Series Forecast.Úqtl_tsfrd ÚTSFr rg rh s r ÚtsfrE ¢ r r c óP • Ub [ U5 OSn[ U 5 u pE[ U5 n[ U5 nUc S/n[ R
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óT • Ub [ U5 OSnUb [ U5 OSnUb [ U5 OSnUb [ U5 OSn[ U 5 u pg[ U5 n[ U5 n [ [ R " [ U5 U[ U 5 XU5 5 [ X—SU 3SU5 $ )z Bollinger Band Width Normalized.r© rñ éü r ÚBBWN_rÆ )
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r= rš r r> r& r r Úqtl_bbwnr" r2 ©
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R " [ U5 U[ U5 X5 5 [ X†SU 3SU5 $ )zClose-to-Close Volatility.r© r r ÚCCV_rÆ ) r= r r> r& r r Úqtl_ccvr" r2 rÙ s r Úccvrè Ç s‰ € ð )5Ñ(@”3�|Ô$Àb€LØ&1Ñ&=”#�kÔ"À1€KØ "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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rA rB Úmin_volÚmax_volr0 rO rE r r% rF s
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rA rB Úis_popÚ
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r r c ó • [ SXUS5 $ )zPrice Volume Rank.Úqtl_pvrÚPVRr r s r Úpvrr r r c ó • [ SXUS5 $ )z Volume Flow.Úqtl_vfÚVFr r s r Úvfr s € ä ˆx˜¨°Ó 5Ð5r c ó • [ SXUS5 $ )zNegative Volume Index.Úqtl_nviÚNVIr r s r Únvir r r c ó • [ SXUS5 $ )zPositive Volume Index.Úqtl_pviÚPVIr r s r Úpvir # r r c ó • [ SXX#SS5 $ )zTrade Volume Index.Úqtl_tvird ÚTVI©r ©rA rþ rB r0 rO s r Útvir# ' ó € ô � ˜5¨&¸"¸eÓ DÐDr c ó • [ SXX#SS5 $ )zPrice Volume Divergence.Úqtl_pvdrd ÚPVDr! r" s r Úpvdr( , r$ r c ó • [ SXX#SS5 $ )z Volume Weighted Moving Average.Úqtl_vwmar© ÚVWMAr! r" s r Úvwmar, 1 s € ô �
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statisticsrg rh s r ÚzscorerW € rÇ r c óê • Ub [ U5 OSn[ U 5 u p4[ U5 n[ U5 n[ [
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R " [ U5 U[ U5 5 5 [ XdSSU5 $ )zCumulative Moving Average.r ÚCMArV ) r= r r> r& r r Úqtl_cmar" r2 ©rA r0 rO rE r r% rF s r Úcmar\ „ s\ € à "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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qtl_cheby2rd ÚCHEBY2r� rg rh s r Úcheby2r¢ è r‘ r c ó" • [ SXUSSS5 $ )zElliptic (Cauer) Filter.Ú qtl_ellipticrd ÚELLIPTICr� rg rh s r Úellipticr¦ ì s € ä ˆ~˜u¨f°b¸*ÀhÓ OÐOr c ó" • [ SXUSSS5 $ )z#Ehlers Distance Coefficient Filter.Úqtl_edcfrd ÚEDCFr� rg rh s r Úedcfrª ð ó € ä ˆz˜5¨&°"°f¸hÓ GÐGr c ó" • [ SXUSSS5 $ )zBandpass Filter.Úqtl_bpfrd ÚBPFr� rg rh s r Úbpfr¯ ô ó € ä ˆy˜%¨°°U¸HÓ EÐEr c ó2 • Ub [ U5 OSnUb [ U5 OSnUb [ U5 OSn[ U 5 u pV[ U5 n[ U5 n[ [
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R " [ U5 U[ U5 X5 5 [ X†SU 3SU5 $ )zAdaptive Laguerre Filter.r© é r Ú
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ALAGUERRE_r� ) r= r r> r& r r Ú
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qtl_alaguerrer" r2 rO s r Ú alaguerrerµ ø s‰ € ð #Ñ .ŒS�Œ[°B€FØ Ñ+ŒC�ŒJ°€EØ "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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Œ4× Ò œd 3›i¨¬D°«I°vÓ EÔFÜ �˜Z¨ xÐ0°(¸FÓ CÐCr c
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óT • Ub [ U5 OSnUb [ U5 OSnUb [ U5 OSnUb [ U5 OSn[ U 5 u pg[ U5 n[ U5 n [ [ R " [ U5 U[ U 5 XU5 5 [ X—SU 3SU5 $ )zBilateral Filter.rd ç à?rG r Ú
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BILATERAL_r� )
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r= rš r r> r& r r Ú
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qtl_bilateralr" r2 )
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rA rB Úsigma_sÚsigma_rr0 rO rE r r% rF s
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r Ú bilateralr¼ s› € ð #Ñ .ŒS�Œ[°B€FØ 'Ñ 3Œe�GŒn¸€GØ 'Ñ 3Œe�GŒn¸€GØ "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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Œ4× Ò œd 3›i¨¬D°«I°vÈÓ PÔQÜ �˜Z¨ xÐ0°(¸FÓ CÐCr c
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óT • Ub [ U5 OSnUb [ U5 OSnUb [ U5 OSnUb [ U5 OSn[ U 5 u pg[ U5 n[ U5 n [ [
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R " [ U5 U[ U 5 XU5 5 [ X—SU 3SU5 $ )zBaxter-King Filter.r� é é r Ú BAXTERKING_r� ) r= r r> r& r r Úqtl_baxterkingr" r2 )
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rA rB rç rè r0 rO rE r r% rF s
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r Ú
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baxterkingr s› € ð #Ñ .ŒS�Œ[°B€FØ$.Ñ$:”�Z” À€JØ$.Ñ$:”�Z” À€JØ "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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Œ4× Ò œt C›y¨!¬T°#«Y¸ÈJÓ WÔXÜ �˜[¨¨Ð1°8¸VÓ DÐDr c ó2 • Ub [ U5 OSnUb [ U5 OSnUb [ U5 OSn[ U 5 u pV[ U5 n[ U5 n[ [
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R " [ U5 U[ U5 X5 5 [ X†SU 3SU5 $ )z Christiano-Fitzgerald Filter.r¾ r¿ r ÚCFITZ_r� ) r= r r> r& r r Ú qtl_cfitzr" r2 ) rA rB Ú bw_periodr0 rO rE r r% rF s r ÚcfitzrÇ s‡ € ð #Ñ .ŒS�Œ[°A€FØ"+Ñ"7”�I”¸R€IØ "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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Œ4�>Š>œ$˜s›) Q¬¨S« °6Ó EÔFÜ �˜V F 8Ð,¨h¸Ó ?Ð?r c ó" • [ SXUSSS5 $ )zCenter of Gravity.Úqtl_cgrm ÚCGÚcyclesrg rh s r ÚcgrÌ + s € ä ˆx˜¨°°D¸(Ó CÐCr c ó" • [ SXUSSS5 $ )z Dominant Cycle Period (DSP).Úqtl_dspr© ÚDSPrË rg rh s r ÚdsprÐ / r° r c ó" • [ SXUSSS5 $ )zCircular Correlation.Úqtl_ccorr© ÚCCORrË rg rh s r ÚccorrÔ 3 r« r c ó2 • Ub [ U5 OSnUb [ U5 OSnUb [ U5 OSn[ U 5 u pV[ U5 n[ U5 n[ [
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R " [ U5 U[ U5 X5 5 [ X†SU 3SU5 $ )zEven Better Sinewave.é( rm r ÚEBSW_rË ) r= r r> r& r r Úqtl_ebswr" r2 ) rA Ú hp_lengthÚ
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ssf_lengthr0 rO rE r r% rF s r ÚebswrÛ 7 s‡ € ð #,Ñ"7”�I”¸R€IØ$.Ñ$:”�Z” À€JØ "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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Œ4�=Š=œ˜c› A¤t¨C£y°)Ó HÔIÜ �˜U 9 +Ð.°¸&Ó AÐAr c óz • Ub [ U5 OSnUb [ U5 OSnUb [ U5 OSnUb [ U5 OSnUb [ U5 OSn[ U 5 u px[ U5 n [ U 5 n
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[ [
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5 XX45 5 [ X¨SU SU 3SU5 $ ) z#Ehlers Autocorrelation Periodogram.é é0 é r r ÚEACP_r; rË ) r= r r> r& r r Úqtl_eacpr" r2 ) rA rç rè Ú
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avg_lengthÚenhancer0 rO rE r r% rF s r Úeacprä B s¯ € ð %/Ñ$:”�Z” À€JØ$.Ñ$:”�Z” À€JØ$.Ñ$:”�Z” À€JØ %Ñ 1Œc�'Œl°q€GØ "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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Œ4�=Š=œ˜c› A¤t¨C£y°*È*Ó ^Ô_Ü �˜U : ,¨a°
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¨|Ð<¸hÈÓ OÐOr c ó" • [ SXUSSS5 $ )z
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Price Change.Ú
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qtl_changer ÚCHANGEÚnumericsrg rh s r Úchangeré U s € ä ˆ|˜U¨F°A°xÀÓ LÐLr c óê • Ub [ U5 OSn[ U 5 u p4[ U5 n[ U5 n[ [
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R " [ U5 U[ U5 5 5 [ XdSSU5 $ )zExponential Transform.r ÚEXPTRANSrè ) r= r r> r& r r Ú qtl_exptransr" r2 r[ s r Úexptransrí Y s^ € à "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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Œ4× Ò œT #›Y¨¬4°«9Ó 5Ô6Ü �˜: z°6Ó :Ð:r c
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óT • Ub [ U5 OSnUb [ U5 OSnUb [ U5 OSnUb [ U5 OSn[ U 5 u pg[ U5 n[ U5 n [ [ R " [ U5 U[ U 5 XU5 5 [ X—SU 3SU5 $ )zBeta Distribution.é2 rñ r Ú BETADIST_rè )
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r= rš r r> r& r r Ú qtl_betadistr" r2 )
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rA rB rs Úbetar0 rO rE r r% rF s
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r Úbetadistró a s› € ð #Ñ .ŒS�Œ[°B€FØ !Ñ -ŒE�%ŒL°3€EØ Ñ*Œ5�Œ;°€DØ "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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Œ4× Ò œT #›Y¨¬4°«9°fÀTÓ JÔKÜ �˜Y v hÐ/°¸VÓ DÐDr c ó2 • Ub [ U5 OSnUb [ U5 OSnUb [ U5 OSn[ U 5 u pV[ U5 n[ U5 n[ [ R " [ U5 U[ U5 X5 5 [ X†SU 3SU5 $ )zExponential Distribution.rï ç @r ÚEXPDIST_rè )
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r= rš r r> r& r r Ú qtl_expdistr" r2 ) rA rB Úlamr0 rO rE r r% rF s r Úexpdistrù m sˆ € ð #Ñ .ŒS�Œ[°B€FØ™Œ%�Œ*¨S€CØ "Ñ .ŒS�Œ[°A€FÜ�E‹{�H€CÜ ˆC‹€Aœ˜Q›�#Ü
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Œ4× Ò œD ›I q¬$¨s«)°VÓ AÔBÜ �˜X f XÐ.°
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¸FÓ CÐCr c
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óT • Ub [ U5 OSnUb [ U5 OSnUb [ U5 OSnUb [ U5 OSn[ U 5 u pg[ U5 n[ U5 n [ [
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R " [ U5 U[ U 5 XU5 5 [ X—SU 3SU5 $ )zBinomial Distribution.rï r© rm r Ú
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