Notebook
In [2]:
bt = get_backtest('5734903b5528b50f8b364e99')
100% Time: 0:01:01|###########################################################|
In [4]:
bt.create_full_tear_sheet()
Entire data start date: 2015-06-01
Entire data end date: 2016-05-10


Backtest Months: 11
                   Backtest
annual_return          0.21
annual_volatility      2.91
sharpe_ratio          -1.34
calmar_ratio           1.13
stability               NaN
max_drawdown          -0.18
omega_ratio            0.31
sortino_ratio         -1.34
skewness             -11.28
kurtosis             130.56
information_ratio     -0.08
alpha                 -3.90
beta                  -0.10

Worst Drawdown Periods
   net drawdown in %  peak date valley date recovery date duration
0              11.51 2015-10-09  2015-12-14           NaT      NaN
1              10.36 2015-06-29  2015-08-05    2015-08-12       33
3               5.89 2015-08-12  2015-08-26    2015-08-28       13
2               5.69 2015-09-10  2015-09-23    2015-10-02       17
4               4.53 2015-08-31  2015-09-09    2015-09-10        9


2-sigma returns daily    -0.382
2-sigma returns weekly   -0.082
dtype: float64
Stress Events
             mean    min    max
Fall2015    0.004 -0.032  0.093
New Normal -0.015 -2.359  0.093

Top 10 long positions of all time (and max%)
[u'TROV_U-43004' u'UWTI-42471' u'PRGN-34526' u'UPL-22406' u'MHR_PRD-41110'
 u'ACI-88' u'GDP_PRD-45327' u'AEZS-26361' u'GXP_PRE-23129' u'SDRL-39495']
[ 3.116  0.094  0.049  0.033  0.025  0.024  0.023  0.023  0.023  0.022]


Top 10 short positions of all time (and max%)
[u'GXP_PRE-23129' u'SIXD-37336' u'NMK_PRB-5349' u'AKTX-46304'
 u'ISH_PRA-44209' u'GNK-27479' u'CDRB-49042' u'MCUR-47416' u'JDST-45571'
 u'DUST-40554']
[-0.031 -0.019 -0.018 -0.017 -0.017 -0.017 -0.017 -0.016 -0.016 -0.016]


Top 10 positions of all time (and max%)
[u'TROV_U-43004' u'UWTI-42471' u'PRGN-34526' u'UPL-22406' u'GXP_PRE-23129'
 u'MHR_PRD-41110' u'ACI-88' u'GDP_PRD-45327' u'AEZS-26361' u'SDRL-39495']
[ 3.116  0.094  0.049  0.033  0.031  0.025  0.024  0.023  0.023  0.022]


All positions ever held
[u'TROV_U-43004' u'UWTI-42471' u'PRGN-34526' u'UPL-22406' u'GXP_PRE-23129'
 u'MHR_PRD-41110' u'ACI-88' u'GDP_PRD-45327' u'AEZS-26361' u'SDRL-39495'
 u'RJET-26331' u'AMDA-46343' u'GDP_PRC-44477' u'DNR-15789' u'MCUR-47416'
 u'LEI-35767' u'SIXD-37336' u'EBIO-46313' u'GXP_PRA-23127' u'APDN_W-48102'
 u'NMK_PRB-5349' u'BTU-22660' u'FXEN_P-47335' u'ZFGN-47165' u'SUNE-13306'
 u'WGBS-32996' u'CRK-1663' u'AKTX-46304' u'GBSN-47812' u'ISH_PRA-44209'
 u'BCEI-42272' u'GNK-27479' u'CDRB-49042' u'RPRX-8771' u'RGSE-36189'
 u'EOX-26560' u'CAPN-48079' u'CWEI-8941' u'JDST-45571' u'SGY-9458'
 u'DUST-40554' u'GASL-39898' u'SPRO-26814' u'AERI-45733' u'ENPH-42749'
 u'KBIO-44063' u'NADL-46262' u'ISH_PRB-45221' u'AZUR-45166' u'GPL-40835'
 u'VTL-46778' u'EFOI-11769' u'JONE-45141' u'ARDX-47146' u'DOM-11461'
 u'SXE-43597' u'CHK_PRD-27849' u'JNUG-45570' u'EMES-44688' u'NUGT-40553'
 u'ISH-4029' u'SALT-45996' u'SID-17925' u'HCLP-43315' u'JRJR-35392'
 u'SPHS-45302' u'CCXI-42474' u'APDN-28531' u'DGAZ-42470' u'PTCT-44955'
 u'NHTC-18595' u'SM-4664' u'LINC-27374' u'WTW-23269' u'EDUC-2450'
 u'DWTI-42472' u'SKY-6924' u'PLG-34125' u'SRSC-47904' u'TROX-40530'
 u'CRC-48073' u'SIEN-47968' u'DSKX-39231' u'UNXL-31156' u'VLTC-39804'
 u'TANH-48804' u'WLL-25707' u'TOO-33041' u'AFMD-47684' u'NOR-39627'
 u'GSL-36749' u'LINE-27993' u'SFXE-45620' u'CLF-1595' u'OHRP-30589'
 u'UGAZ-42477' u'NBY-34957' u'MNRK-25348' u'MEET-30658' u'ARGS-46326'
 u'CBK-21736' u'PACB-40319' u'WG-8163' u'AAMC-45415' u'VXUP-49046'
 u'CLUB-34215' u'CPXX-45390' u'EFUT-32811' u'ESI-24831' u'CUR-33012'
 u'GDXX-48644' u'BRZU-44435' u'PBMD-42795' u'IMGN-3885' u'DXM-39191'
 u'GUSH-49077' u'ANFI-43493' u'ZINC-34524' u'VSLR-47820' u'PVA-6258'
 u'MCEP-42275' u'BTE-28232' u'SPP-32877' u'GDP-13363' u'WPCS-27133'
 u'EXK-33236' u'LNCO-43513' u'EVEP-32650' u'NYMX-17902' u'FCX-13197'
 u'MPO-42820' u'LABU-49073' u'HMY-15814' u'EXXI-34443' u'LGCY_O-47226'
 u'CJES-48821' u'KOLD-41987' u'CALA-47830' u'STRP-45130' u'WLB-8130'
 u'KGC-9189' u'MUX-7845' u'SXC-41733' u'DRRX-22003' u'PSG-47178'
 u'LABD-49072' u'VNRC_P-47791' u'SCO-37737' u'LPCN-43025' u'TCK-31886'
 u'DRIP-49076' u'FREE-27917' u'LFVN-30017' u'LGCY-33159' u'LOJN-4516'
 u'VRX-10908' u'NMM-35054' u'SSE-47134' u'GBT-49335' u'MNOV-33015'
 u'MNKD-26524' u'MRNS-47417' u'BSTG-45698' u'HERO-27747' u'CXRX-46079'
 u'TK-13289' u'PNX-22832' u'CBAY-46189' u'LXU-4545' u'XXII-32588'
 u'EVLV-8076' u'TRXC-29042' u'XCO-28083' u'VNR-34931' u'ADXS_W-45680'
 u'FORD-18034' u'GDXS-48643' u'OCLS-33215' u'BZQ-38496' u'DRD-15796'
 u'LXRX-21413' u'ATHX-32859' u'ACRX-40827' u'AG-40607' u'CDE-1374'
 u'VNRB_P-46553' u'CARA-46283' u'MEMP-42247' u'NMBL-46002' u'ABGB-45676'
 u'AREX-35028' u'ROVI-16661' u'IPI-36093' u'YANG-39015' u'CENX-14484'
 u'NCTY-26878' u'RCAP-44863' u'ZBIO-49173' u'AUY-25714' u'MSB-5047'
 u'RESN-47009' u'SA-26203' u'ITEK-48602' u'EROS-45867' u'CLDX-19187'
 u'FXCM-40531' u'CDZI-1587' u'DRWI-38847' u'AMPE-35897' u'ZQK-6317'
 u'TLOG-45995' u'SDLP-43539' u'LJPC-11512' u'OGEN-26316' u'ADXS-40992'
 u'IESC-32116' u'BAK-23988' u'SBGL-44120' u'DTO-36403' u'AGI-44156'
 u'CHLN-30559' u'RARE-46285' u'SGYP-32331' u'KEG-29964' u'KMI_WS-42512'
 u'FMSA-47848' u'ABEO-28471' u'TLRD-7203' u'UVXY-41969' u'ARP-42548'
 u'PAM-38830' u'RIC-16681' u'TVIX-40515' u'BTG-44884' u'DMRC-37236'
 u'GPRO-47208' u'SILJ-43662' u'DNO-38767' u'MNI-4940' u'FIVN-46695'
 u'MXPT-48726' u'SRPT-16999' u'TRUE-46929' u'CMRX-44453' u'ALDR-46869'
 u'RPTP-21364' u'TROV-31319' u'ERN-36188' u'IMH-13867' u'NPTN-40807'
 u'BPTH-30403' u'ONTY-883' u'CTRV-46330' u'VNCE-45906' u'AXGN-4413'
 u'PRTA-43730' u'AFFX-15064' u'TNXP-38060' u'EDZ-37855' u'ANTH-39270'
 u'GGB-11301' u'ADPT-47191' u'RITT-17283' u'NGD-27323' u'ITCI-46053'
 u'NPD-35035' u'BBG-26865' u'ARTX-10743' u'BIS-39480' u'IDI-35352'
 u'EXAS-22364' u'ABX-64' u'LPTH-24657' u'CCLP-41581' u'IAG-24491'
 u'CYTK-26232' u'JGW-45832' u'ELMD-40009' u'RUSS-41487' u'WBAI-45902'
 u'MCF-22382' u'HRTX-22651' u'IO-3996' u'AOI-12765' u'DNAI-49269'
 u'RYAM-47128' u'RWLK-47683' u'JMEI-46928' u'EXEL-21383' u'DERM-47845'
 u'KNDI-32972' u'ICAD-23869' u'AMCN-35015' u'TRCH-37512' u'INAP-20615'
 u'YINN-39017' u'IRDM_B-46982' u'SPXC-7086' u'AGFS_W-46702' u'EEQ-24073'
 u'AKS-10897' u'VHC-30464' u'RMTI-18196' u'CPST-21604' u'FPRX-45430'
 u'FIZZ-6104' u'LSG-41777' u'WHZ-42708' u'CIE-39073' u'SNSS-27637'
 u'AU-629' u'ERY-37044' u'SYMX-35001' u'FSM-41915' u'FONR-2945'
 u'TTPH-44314' u'GASX-49639' u'SCMP-34477' u'NEOT-48127' u'AMSG_P-47291'
 u'OPHT-45498' u'ATAI-35652' u'NOAH-40392' u'X-8329' u'RING-42450'
 u'GNCA-46311' u'ERII-36518' u'OCN-15697' u'DRAD-26368' u'GFI-9936'
 u'LL-35036' u'HK-31032' u'HNR-23691' u'NSLP-44107' u'AAVL-47422'
 u'DDD-12959' u'ESPR-44989' u'FXP-35034' u'OCUL-47383' u'ZGNX-40461'
 u'ANAC-40442' u'SFY-6825' u'EGRX-46354' u'MDR-4752' u'ZG-41730'
 u'ZHNE-25709' u'EMCI-2519' u'BCRX-10905' u'GEN-33862' u'CEL-33293'
 u'RTRX-41663' u'AEPI-162' u'VSTM-42426' u'NBG_PRA-36548' u'HA-3431'
 u'TRVN-46272' u'CENT_A-33297' u'TTHI-34577' u'CGIX-44416' u'CBMX-24470'
 u'XNET-47183' u'CLCD-49001' u'AST-47325' u'CLVS-42166' u'GVP-13207'
 u'EGY-26497' u'MEIP-25776' u'RDUS-46871' u'MARA-41204' u'JNP-1735'
 u'CX-2035' u'ENOC-33881' u'SKX-20284' u'SZO-36404' u'XLRN-45431'
 u'GBIM-47227' u'LAKE-4351' u'CNIT-32404' u'AQXP-46496' u'MNGA-36966'
 u'HQCL-33094' u'GPT-26520' u'DBVT-47939' u'GDJJ-48641' u'XOMA-8346'
 u'RXDX-44685' u'SPKE-47372' u'SN-42264' u'SQNS-41270' u'PTNR-20780'
 u'ABMD-53' u'SMED-30770' u'GMCR-9736' u'ARO-23650' u'VCEL-16437'
 u'PBYI-42689' u'YOKU-40562' u'TREE-36742' u'NNVC-34124' u'CRMD-39625'
 u'PGH-32443' u'ULBI-7769' u'PETX-45011' u'UEC-31162' u'PATK-5761'
 u'TPLM-31903' u'FAZ-37048' u'JMG-48810' u'WILN-41529' u'AXU-34701'
 u'WUBA-45769' u'ERI-47743' u'NDRM-48090' u'NAII-5183' u'ALR_PRB-36203'
 u'CLMT-28015' u'HTCH-3699' u'FELP-47151' u'PMCS-17098' u'SOR-7030'
 u'BAM-21475' u'BLDR-27369' u'BLT-20462' u'CENT-18855' u'RELX-12099'
 u'CORI-46678' u'GTXI-25944' u'RYI-47464' u'JRJC-26719' u'REPH-46498'
 u'HGG-34277' u'XRM-27247' u'GEVA-42112' u'OMEX-25682' u'EIGR-46270'
 u'NKA-39622' u'BBD-26126' u'SRNE-33062' u'CHMA-49268' u'OCAT-28414'
 u'RVNC-46315' u'ICON-6856' u'DYAX-21870' u'CLNE-33924' u'NVLS-49144'
 u'ARG-510' u'LGIH-45818' u'BSQR-20690' u'CPL-26663' u'NWBO-23322'
 u'CANF-43387' u'BITI-49114' u'AGEN-21104' u'SONS-21557' u'CPRX-32844'
 u'FSI-24408' u'GNE-42061' u'BVN-14884' u'IDXG-18764' u'VTAE-47778'
 u'UA-27822' u'FSTR-3039' u'PRMW-40379' u'CSWC-1936' u'LOCK-43467'
 u'LEU-19177' u'SOCB-25698' u'SLP-17123' u'GKNT-20996' u'ANGI-42175'
 u'ENDP-21750' u'XHS-41960' u'NVGN-19726' u'LIND_W-45028' u'SSYS-12107'
 u'GIG-26494' u'XHE-40769' u'CRAY-21374' u'FOLD-33949' u'IGLD-20505'
 u'ADEP-13975' u'SRTY-39213' u'AKAO-46528' u'TRAK-27901' u'GRAM-45142'
 u'KYTH-43497' u'MESO-49597' u'SFG-20019' u'VIXY-40669' u'VIIX-40512'
 u'SURG-7987' u'VXX-38054' u'FTK-27496' u'TZA-37133' u'ETRM-35088'
 u'RPT_PRD-41345' u'PNY-6091' u'ZNH-17331' u'CKP-1485' u'GUID-33032'
 u'PSEM-17733' u'TE-7369' u'PAAS-13083' u'IPCM-35640' u'MRVC-5040'
 u'RENX-12031' u'NTLS-28082' u'ENVI-42846' u'ARLZ-22156' u'URRE-31163'
 u'NVEE-45524' u'AMSC-393' u'GLPW-35693' u'MRGE-18184' u'ADMS-46722'
 u'NLST-32971' u'XUE-40344' u'VRS-36240' u'CMT-16341' u'CMCM-46868'
 u'PPG-6116' u'UGLD-42015' u'EDAP-17370' u'NVRO-48025' u'THOR-15228'
 u'THLD-26997' u'CHAU-48938' u'EHIC-48092' u'CLRB-30367' u'MERU-39431'
 u'MBII-45198' u'AMED-25392' u'NEM-5261' u'BZC-31103' u'EZCH-4507'
 u'PSUN-8716' u'BRDR-46588' u'SHI-9460' u'BEAT-35929' u'NRP-24102'
 u'CRDC-28046' u'CTRP-25729' u'EDU-32553' u'XAR-41961' u'LSCC-4549'
 u'KTOV_W-49614' u'RRTS-39628' u'OLED-14774' u'SGOC-40634' u'GST_PRA-41649'
 u'PTX-16489' u'HTBX-45149' u'FLDM-40848' u'XTN-40767' u'HPQ-3735'
 u'VBLT-47419' u'BLUE-44935' u'LOXO-47432' u'CRNT-21993' u'ALR-15575'
 u'AEGR-40294' u'HILL-3563' u'RTK-6523' u'EGL-43151' u'MXL-39393'
 u'ATLS-48667' u'IMMU-3891' u'MTSL-16933' u'SBLK-28112' u'KEM-4265'
 u'NAVB-5264' u'OHGI-28687' u'WRLD-8268' u'GURE-2148' u'EBAY-24819'
 u'IKGH-36845' u'SGYP_W-42274' u'SB-36300' u'CTP-40551' u'KTOV-49611'
 u'NM_PRH-47292' u'CVRS-43036' u'REN-34800' u'YGE-33985' u'GDEF-45711'
 u'NMK_PRC-5350' u'KERX-21789' u'TECU-7376' u'REXX-34379' u'LGCY_P-46851'
 u'MHR_PRC-39077' u'HELI-46192' u'AXPW-28635' u'GRH_PRC-43253'
 u'VPCO-30148' u'GSI-29616' u'XGTI-41717' u'MLNK-10583' u'WLRH_W-47452'
 u'EVAR-46819' u'GSV-38137' u'EGLE-27370' u'TGS-12250' u'SCON-8732'
 u'CBYL-48897' u'INNL-47381' u'MILL_PRD-45572' u'RLOC-39658' u'MHGC-28094'
 u'VSCP-31230' u'HIHO-16216' u'NWBO_W-43693' u'YUMA_PRA-47961'
 u'NSPR-39287' u'TACO_W-46100' u'AVNU-48616' u'SDPI-46966' u'RCON-38631'
 u'LPTN-30049' u'WDRW-49362' u'NES-35217' u'SBSA-20791' u'BGMD-40822'
 u'FHCO-8253' u'VHI-7958' u'CMU-1677' u'CHOP-33685' u'SOP-49175'
 u'TCPI-47210' u'VXDN-49045' u'CGG-16892' u'KGJI-28632' u'ACST-43904'
 u'ZSAN-48506' u'CBIO-27067' u'PBIB-32624' u'OIBR_C-38949' u'SKLN-38940'
 u'JST-18313' u'HOVN_P-27486' u'PPS_PRA-15878' u'BORN-39744'
 u'MILL_PRC-43490' u'BIOL-11422' u'QGBR-47115' u'BSI-15445' u'BBDO-42623'
 u'RIVR-16268' u'BNTC-49327' u'NSLP_PRA-49070' u'ATLC-19960' u'ACW-39313'
 u'RNVA-13751' u'DOVR-27820' u'AMIC-24593' u'RCPI-21332' u'MHR_PRE-43719'
 u'PRSN-27340' u'QUMU-6477' u'DELT-49081' u'ATV-33774' u'STXS-26547'
 u'ADAT-22486' u'ESCR_P-34410' u'RLJE-41042' u'PJS-24437' u'ITI-5557'
 u'THST-44571' u'FWM-44510' u'NVET-48589' u'VNRA_P-45044' u'MPET-4982'
 u'SKBI-30851' u'TACO_U-45850' u'ABEO_W-48318' u'SGYP_U-42214' u'INTG-3953'
 u'TOPS-26507' u'STRM-14748' u'ENRJ_PR-47155' u'CALI-34643' u'ALQA-31637'
 u'CDOR-12190' u'CLAW-49350' u'FFBC_W-39706' u'ARCW-28559' u'PBM-34499'
 u'MOKO-45984' u'RRF-41716' u'PRZM-23305' u'GDJS-48642' u'ALXA-28144'
 u'HEGE-49108' u'QEFA-47047' u'SPU-29228' u'GCBC-20369' u'PRXI-30640'
 u'IDSA-15506' u'MTBC_P-49567' u'WAFD_W-39340' u'CRV-1883' u'GAI-18563'
 u'LOOK-20513' u'NM_PRG-46286' u'BLBD_W-46506' u'CHCI-26874' u'ARL-21850'
 u'RRM-32815' u'TVIZ-40514' u'FALC-22977' u'EVI-20850' u'ABIL_W-46251'
 u'KBSF-44006' u'CLRB_W-47521' u'EMMS_P-20714' u'LLEX-37624' u'IPDN-44241'
 u'STRN-27727' u'TROV_W-43072' u'HL_PRB-9172' u'INPH-3945' u'KFYP-45135'
 u'HECO-43086' u'BTX_WS-47826' u'PRGN_L-47653' u'QDEM-46222' u'RFIL-17106'
 u'UAMY-42955' u'DYN_WS-43464' u'ZAIS-44345' u'CERC_W-49589'
 u'GALT_W-42731' u'BUR-42080' u'TOR-28718']
[  3.11600000e+00   9.40000000e-02   4.90000000e-02   3.30000000e-02
   3.10000000e-02   2.50000000e-02   2.40000000e-02   2.30000000e-02
   2.30000000e-02   2.20000000e-02   2.20000000e-02   2.20000000e-02
   2.10000000e-02   2.10000000e-02   2.10000000e-02   1.90000000e-02
   1.90000000e-02   1.90000000e-02   1.90000000e-02   1.80000000e-02
   1.80000000e-02   1.80000000e-02   1.80000000e-02   1.80000000e-02
   1.80000000e-02   1.70000000e-02   1.70000000e-02   1.70000000e-02
   1.70000000e-02   1.70000000e-02   1.70000000e-02   1.70000000e-02
   1.70000000e-02   1.60000000e-02   1.60000000e-02   1.60000000e-02
   1.60000000e-02   1.60000000e-02   1.60000000e-02   1.60000000e-02
   1.60000000e-02   1.60000000e-02   1.60000000e-02   1.60000000e-02
   1.60000000e-02   1.60000000e-02   1.60000000e-02   1.50000000e-02
   1.50000000e-02   1.50000000e-02   1.50000000e-02   1.50000000e-02
   1.50000000e-02   1.50000000e-02   1.50000000e-02   1.50000000e-02
   1.50000000e-02   1.50000000e-02   1.50000000e-02   1.50000000e-02
   1.50000000e-02   1.50000000e-02   1.40000000e-02   1.40000000e-02
   1.40000000e-02   1.40000000e-02   1.40000000e-02   1.40000000e-02
   1.40000000e-02   1.40000000e-02   1.40000000e-02   1.40000000e-02
   1.40000000e-02   1.40000000e-02   1.40000000e-02   1.40000000e-02
   1.40000000e-02   1.40000000e-02   1.40000000e-02   1.40000000e-02
   1.40000000e-02   1.40000000e-02   1.40000000e-02   1.40000000e-02
   1.40000000e-02   1.40000000e-02   1.40000000e-02   1.40000000e-02
   1.40000000e-02   1.40000000e-02   1.40000000e-02   1.40000000e-02
   1.40000000e-02   1.30000000e-02   1.30000000e-02   1.30000000e-02
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