from quantopian.pipeline import Pipeline
from quantopian.pipeline.data.morningstar import Fundamentals
from quantopian.pipeline.domain import US_EQUITIES
from quantopian.research import run_pipeline
from datetime import datetime,timedelta
# Construct a factor that simply gets the most recent total revenue value.
total_fcf = Fundamentals.free_cash_flow.latest
#rev_growth = Fundamentals.revenue_growth.latest*100
revenue = Fundamentals.total_revenue.latest
# Add the factor to the pipeline.
pipe = Pipeline(
columns={
'total_cash': total_fcf,
'total_rev': revenue
# 'rev_growth': rev_growth
},
domain=US_EQUITIES,
)
import numpy as np
def timestamp_12quarters():
d = 30
q0 = datetime(2019,12,23)
q1 = q0 - timedelta(days = d*3)
q2 = q0 - timedelta(days = d*6)
q3 = q0 - timedelta(days = d*9)
q4 = q0 - timedelta(days = d*12)
q5 = q0 - timedelta(days = d*15)
q6 = q0 - timedelta(days = d*18)
q7 = q0 - timedelta(days = d*21)
q8 = q0 - timedelta(days = d*24)
q9 = q0 - timedelta(days = d*27)
q10 = q0 - timedelta(days = d*30)
q11 = q0 - timedelta(days = d*33)
return q0,q1,q2,q3,q4,q5,q6,q7,q8,q9,q10,q11
t0,t1,t2,t3,t4,t5,t6,t7,t8,t9,t10,t11 = timestamp_12quarters()
df0=run_pipeline(pipe,t0,t0).xs(t0)
df1=run_pipeline(pipe,t1,t1).xs(t1)
df2=run_pipeline(pipe,t2,t2).xs(t2)
df3=run_pipeline(pipe,t3,t3).xs(t3)
df4=run_pipeline(pipe,t4,t4).xs(t4)
#df5=run_pipeline(pipe,t5,t5).xs(t5)
#df6=run_pipeline(pipe,t6,t6).xs(t6)
#df7=run_pipeline(pipe,t7,t7).xs(t7)
#df8=run_pipeline(pipe,t8,t8).xs(t8)
#df9=run_pipeline(pipe,t9,t9).xs(t9)
#df10=run_pipeline(pipe,t10,t10).xs(t10)
#df11=run_pipeline(pipe,t11,t11).xs(t11)
def cagr(array):
n = len(array)
first = array[0]
last = array[n-1]
CAGR = ((last / first) ** (1 / n)) - 1
return CAGR
def revenue_growth(ticker):
rev0 = df0.at[symbols(ticker),"total_rev"]
rev1 = df1.at[symbols(ticker),"total_rev"]
rev2 = df2.at[symbols(ticker),"total_rev"]
rev3 = df3.at[symbols(ticker),"total_rev"]
# rev4 = df4.at[symbols(ticker),"total_rev"]
return cagr([rev0, rev1, rev2, rev3])
def cash_growth(ticker):
cash0 = df0.at[symbols(ticker),"total_cash"]
cash1 = df1.at[symbols(ticker),"total_cash"]
cash2 = df2.at[symbols(ticker),"total_cash"]
cash3 = df3.at[symbols(ticker),"total_cash"]
# cash4 = df4.at[symbols(ticker),"total_cash"]
return cagr([cash0, cash1, cash2, cash3])
for equity in df0.index:
print equity.symbol, (revenue_growth(equity.symbol)**4)*100, (cash_growth(equity.symbol)**4)*100
ARNC 1.44745788706e-07 nan AAME 2.80696821602e-07 nan AAPL 0.00256507457221 0.00415738540146 ARNC_PR 0.0 0.0 ARCB 3.24336916432e-08 0.722886191234 ABM 1.4068355645e-07 nan ABMD 8.65471924601e-08 1.05895921839e-05 ABT 9.10948821447e-07 0.000339492573511 GOLD 0.00446487442512 5.26237782965 AB 3.69087669487e-14 0.00069437369477 ADSK 0.00011648294363 3.64786525937e-05 VBF nan nan TAP 0.000243035019276 0.000567086969083 IEP 0.00015046997439 nan ACU 0.000318097015734 0.00290570047679 RAMP 7.4084407963e-05 0.000382662157677 ACY 0.216830430842 0.156259842153 ADBE 0.000138747241696 0.00116529683167 AEY 0.0139450931035 0.000617360821572 ADI 7.48517450036e-06 0.0943248565393 ADM 1.97358933307e-06 0.00115333433467 ADX nan nan AE 3.35228197576e-08 2.02508021411e-06 AEM 0.00112997833251 nan AEG nan nan AEP 9.48129271726e-05 nan AES 6.67532883497e-13 0.0101279174907 AFL 1.32120025173e-05 0.00446949250058 ATAX 3.28241196572 0.00323670563301 AGCO 0.00078171332527 28.6679716144 HES 1.40979523815e-06 nan AHPI 2.80481461413e-08 0.000138078031103 AIG 2.44171544568e-07 1.1453989266 AIN 5.31076135862e-05 0.0298740729763 AIR 9.74217308363e-08 nan AJG 2.98788371515e-05 0.0548049241653 AKRX 0.000135718579636 nan ALCO 42.4232877541 nan MATX 9.98715762089e-09 3.61117744192e-06 ALK 0.000166049596969 nan ALKS 0.000890905693165 2.28228438962 ALOT 1.81147320978e-07 nan ALX 4.89395704058e-11 2.27186387617 AMAT 1.96768924808e-15 9.01347422689e-07 AMD 0.00112047243122 1.78593080157 AME 1.1720572531e-10 0.000330713287399 AVD 2.58256337777e-06 nan AMGN 1.88036585101e-05 1.32892874954e-05 TVTY 0.0616918605264 3.14779013781e-05 AMS 0.000303274583209 1.90867761236 AMSC 2.21588034596e-09 nan AMSW_A 1.39744144439e-06 nan AMWD 5.09288162964e-05 0.01842386617 AN 2.67272595258e-09 nan ANAT 0.0346059398828 0.000714152255188 AON 0.000226042642537 0.000107856221985 AP 0.00438475043006 nan APA 0.000172403161941 0.0454306574178 CLFD 0.000347620739452 0.0116446258395 APD 1.83627603329e-07 0.0518400777368 APH 4.36373141272e-06 0.000642344668553 APOG 4.54754949359e-12 0.000712491890182 EPAC nan nan AAN 3.22217122306e-07 nan AROW 2.92112817169e-06 0.0192741711521 ARTW 0.00634568789136 nan ARW 6.53767543419e-05 0.000397347265977 ASA nan nan ASB 1.52595499919e-09 0.107161554172 ASGN 1.23153258045e-05 0.00727322749756 ASH 3.65955461324e-06 nan ASR nan nan ASTE 0.000920834818445 nan ATNI 9.02657488473e-06 nan ATO 0.119644617461 0.00221056052444 ATRO 0.00014541385926 0.0764703213295 AU 0.0 0.0 ADP 2.81919731261e-11 0.330717108519 AMAG 1.84287837869e-06 0.268810780409 AVP 0.000317759188863 76.0952381203 AVT 2.29734715487e-05 nan AVY 1.14531268466e-10 1.39456566407e-06 AXAS 0.000127795163477 3.74943064061 AXP 1.7605846172e-06 0.000430661275963 AXR 0.327710650641 2.80276305727 AZO 0.0172768308175 0.147371728227 AZZ 0.000446498423999 nan B 3.42176121069e-07 0.0147239809486 BA 0.00695661223874 nan BAC 3.68596555616e-11 0.39077956938 BAX 6.00146566191e-15 0.0445814919442 BBBY 5.79547459736e-05 nan BBVA nan nan BBY 4.04704235737e-08 nan BC 0.00161720446598 3.77758819009e-08 BCE nan nan BCS nan nan BCV nan nan INSI nan nan BDL 3.83880070941e-06 30.0671401672 BDX 3.30242349906e-05 7.89312940032e-09 BEN 2.58838068839e-07 5817.74784359 BF_A 2.435815536e-05 1.46547890225 BF_B 2.435815536e-05 1.46547890225 BGG 0.0257244499742 0.056723640934 BHE 0.000341670958016 nan BHP nan nan BIO 2.37693181014e-07 0.0212151644318 BIO_B 2.37693181014e-07 0.0212151644318 BK 1.51889124662e-06 0.0165560751219 BKH 0.0168333547528 0.197067341969 BKE 1.08674513817e-06 0.0286395727641 WRB 2.58106867147e-08 0.00998686389671 BKSC 0.000329409688968 nan BKT nan nan BCPC 3.5225259584e-07 6.7331214816e-06 CNR 0.111198384782 1.42303013522 BLL 2.81091293407e-06 0.00331777764149 BLX 2.0501881532e-07 0.678573214265 BMI 9.55167912109e-07 7.06685337533e-11 BMTC 7.26065916141e-09 0.0262110611091 BMY 4.04334374594e-10 3.84432555949e-05 BNS nan nan BOH 9.60127549221e-08 0.425830840475 BOKF 6.59717133138e-06 0.132913309673 BXS 0.000114028432114 0.180851036119 BOOM 4.14005920503e-05 0.105925188081 BPOP 1.15300199912e-07 9.59369328604e-08 BPT 0.392583503352 0.0 BRC 2.46501584e-08 0.0163974692077 BRID 2.53790834489e-06 1138.78617389 BRK_A 0.230958175934 0.000221575912163 BRN 0.00188988862467 1.93166155334e-05 BRO 0.000519639333584 0.0171588776467 BRT 1.48994764044e-05 4.57071552122e-06 BSD nan nan BSET 6.75324861072e-06 0.567975988245 BSTC 0.000160463936557 6.7908751024e-05 BSX 3.59027622179e-06 nan LCTX 0.00321156449224 3.09411732556e-05 MTRN 1.81339888719e-07 0.000853387992843 PTVC_A 5.963302e-05 0.0337355864838 PTVC_B 5.963302e-05 0.0337355864838 BWL_A 0.000859489953466 1.53266520704 CAL 7.66524375821e-08 nan CACC 3.65733950167e-05 3.90429870514e-13 CACI 0.000152404683707 0.0219840805429 CATO 1.53140390896e-09 nan CAG 2.88377593069e-11 0.00043203683817 CAKE 4.4760640165e-07 8.66984091859 CAMP 2.82304538017e-06 nan CAJ nan nan CASY 0.00050653189005 5.44198783192 CAT 7.77106127021e-05 31.7382838451 CATY 3.38299563856e-11 0.0119374812916 CBRL 1.69479098278e-05 9.22380788819 CBSH 2.0851646646e-09 0.000736623632638 CBU 1.81009067057e-06 0.00347455795251 CBT 1.09416527762e-09 nan CCEP 0.0 0.0 C 1.63723988319e-05 3.40724278626 CCK 7.74575851619e-05 0.0917793285229 CCU nan nan CDE 0.00379033785136 nan CAH 5.01159823041e-09 nan CDNS 3.21237323291e-08 1.59001510115e-05 CECE 3.47603708435e-05 0.173899557595 CEF nan 0.000193746154704 CVM nan 4.64053565947e-05 CERN 1.65576781046e-06 0.000114485809898 CET nan nan CFR 3.551271814e-08 0.266603490935 CGNX 3.14359795085e-06 1.09864009754e-07 AEF nan nan CHCO 6.51175514379e-09 0.0857992752342 CHD 1.43348977543e-08 0.00923407028023 TCF 0.176872517359 nan CHN nan nan CPK 0.209723893316 3.14601993035 CI 0.470651778445 0.943194113905 CIF nan nan CINF 0.147878485252 8.63019007789e-05 CIA 7.03428489799e-06 1.94586375687e-08 CKH 6.60508684379e-06 1.11419725284 CL 3.2170240864e-07 5.44649993915e-05 CDZI 2.63201461225e-09 3.80040909507e-05 CLF 0.00113600455262 0.389832089604 CLH 8.20499642646e-07 1.57274806501e-05 CLM nan nan CLSN 0.0 6.52397569754e-06 CLX 9.30927658088e-08 0.0115976563802 CMA 1.75127670885e-07 0.0146583072944 CMC 3.06905507108e-05 nan CMCS_A 7.68755008759e-07 1.39960526304e-10 CMO 0.506285040536 0.0578039900535 CRK 0.585718619174 nan CMS 0.000339347372445 1.72017655853e-05 CMS_PRB 0.00045588443489 0.00570438796886 CMTL 6.95062245512e-07 9.60150912754 CMU nan nan CNA 5.60311651722e-05 0.00214435254486 CNBK_A 9.66484195951e-06 0.0175213853511 CNMD 7.62040232381e-07 0.0144148379833 CMD 0.000124828846696 126.519751254 COG 0.0193430381976 nan COHU 0.00038359723099 0.000342602822966 COHR 0.000130262154689 0.000577717270457 COKE 0.000109524107403 0.0160568775964 COLB 1.23865844914e-06 0.000225676821392 COO 1.42709931196e-05 1.38421321031 COST 0.00252466970159 nan COT 2.3055185901e-07 0.00061369238995 CP nan nan CPB 0.000972411242866 11.5836169395 CPF 8.21574528244e-08 0.116777208419 CPSS 8.08301910172e-05 1.20122059241e-14 CPSH 0.00522878737585 0.158477865567 CR 1.9965181385e-05 0.0153816694823 CRD_A 4.22618618817e-07 4.70714443482e-05 CRD_B 4.22618618817e-07 4.70714443482e-05 CRH nan nan CRS 2.50234926087e-06 7.84076059352 CRT 0.057820211603 0.0 CRUS 0.000388927619889 0.154249259673 CRVL 5.25342589965e-10 0.00999846047215 CSBR 0.000302931472724 0.0421852298707 CSCO 3.65852196657e-06 1.44834996308e-06 JCS 1.23679320505e-07 7.18943761295 CSL 0.000320068877565 0.00173107970372 CSPI 0.000208433801615 nan CSS 0.00533341988729 nan CSWC 0.00310341812685 0.413322700066 CSX 3.39367445473e-06 0.00558108627801 CTAS 2.92130357234e-06 0.0567638704276 CTB 2.6876069214e-05 6.01759084985 CTL 3.30759868584e-07 0.00020965168352 CTO 0.454307911373 nan CTS 7.89038007303e-07 0.00276780982817 CUB 0.0111885904133 nan CULP 5.76640554945e-06 2.48930923277 CMI 5.29318987998e-06 0.0105769722376 CUO 0.00166559995157 nan CUZ 0.0106604566862 0.140362513792 CVBF 3.44317271676e-07 0.000989526043075 CVV 0.00482594882957 0.00287108494757 CVR 9.12531621732e-07 5.31583858355 TSI nan nan CW 3.26803142775e-06 0.170442664923 CWT 0.0023313683801 6.99433476323 CX 0.166104985472 nan CXE nan nan CXH nan nan CY 2.6730979141e-06 0.387516729342 CYAN 0.00227234081585 4.12811573209 CYBE 0.00953074831338 nan FTR 5.82156891273e-06 nan D 0.00113424405957 nan DAIO 0.0435607525687 2.51382394235 DBD 0.000435100014999 2.55684250327 ASNA 0.00224426736726 nan DCI 1.64601648897e-06 0.000444835004863 DCO 3.44119342044e-05 0.0300141873219 CTA_PRA 2.25028210996 13.0308088444 CTA_PRB 2.25028210996 13.0308088444 DDS 8.83984170867e-08 12.860620124 DE 0.000392996038823 nan GURE 100.0 0.0281291979369 DGII 1.14597548722e-06 0.00191293183559 CVA 1.12353721665e-05 nan DHR 6.2482980119e-06 0.00225862603614 DIA nan nan DIOD 2.69491428994e-07 4.51048674335e-05 DIS 0.000844193690493 0.231297131158 DJCO 0.000823412560034 nan ELA 0.0213010440204 nan DLX 5.60195221451e-06 0.00617622660176 TGA 6.92889159198 nan DMF nan nan DNP nan nan RRD 2.14687121539e-05 nan DOV 2.57690227496e-09 1.14447488212e-05 DRE 7.34781546126e-05 nan LCII 2.2839288861e-05 0.000997544390228 DHI 0.00543019717991 nan DSM nan nan UFS 1.6740596127e-05 0.490376258173 DTE 0.000493729782277 0.00250370467847 DTF nan nan USAU nan 0.0248480535735 DUC nan nan DUK 9.40796616868e-05 311.935869917 DVN 0.131235010049 nan ATGE 0.000982017040265 nan DXR 0.0 0.0 DXYN 2.49848380339e-07 2.3317453771 DY 0.000275375480164 nan DYNT 4.81130646324e-06 0.0584602209858 EAT 4.94965673621e-10 nan EV 4.68185034878e-06 1.61671270284 EBF 8.71811337091e-10 7.58191497725e-09 ECF nan nan ECL 2.04156057388e-08 0.000709422629005 ECOL 5.9624813636e-09 2.41888972918 ED 1.47634122402e-07 nan EDUC 0.0327160137528 nan EEI 7.65077517467e-06 0.27492079128 EFX 1.89881220588e-06 nan EGP 1.10795547328e-05 0.398019690158 ELP nan nan ELSE 3.79691034199e-05 0.0465918232251 ELY 0.139042412351 nan EMF nan nan EML 8.85255211012e-06 0.00761823494044 EMR 0.000385061553356 1.69047773098 ENZ 1.50160227689e-06 12.7078026682 EOG 0.00446377786851 0.00457634093791 EQS 8.35321567536 34.583138392 EQT 0.000139684696674 0.130899372091 EA 1.5325972929e-06 1974.33078204 ESBK 0.0 0.0 ESCA 5.68314704066e-05 4.521866274 ESE 0.00155307287193 nan ESP 0.000832998530373 nan VAL 0.00363532575281 2.73549559308 ETN 2.07950202841e-07 0.00464175357422 ETR 0.000866565425907 nan EXPD 1.25701381703e-05 0.0138473421152 EZPW 9.54626450284e-10 0.00566864993852 F 9.22429139881e-05 nan OPY 9.33216657915e-08 0.000603306674844 CLGX 0.000102220476695 0.00287716163645 FARM 0.000171338628922 0.368521428348 FAST 6.0445784372e-05 0.0615352216238 FAX nan nan FNB 9.18096216724e-08 0.242640663151 FBNC 3.23534508125e-08 0.304892734415 FC 0.00047376319088 0.0174940799188 FCF 4.08954537044e-06 5.79106911074e-06 FCNC_A 0.00010380358238 0.0425346592809 FCO nan nan M 1.45428404827e-06 0.00118245718043 FDX 4.33290348385e-08 nan FEIM 0.00910851687945 1.07407212973 FELE 3.10554822072e-05 0.00232254319304 FFBC 2.1097054036e-10 0.151726579994 FBP 6.50716012224e-05 1.01658542842e-07 FICO 0.000193889298313 0.0848838085212 FISV 0.06695050624 0.0262212102388 FITB 0.000238634354008 nan FLIC 5.6496798569e-05 1.40834125152e-05 FLO 2.79726048705e-05 0.000320838753594 FLXS 0.000314668606362 0.019720843582 FMBI 4.60275905184e-05 0.00395793789144 FMC 0.000491024021955 nan STRS 0.00175630816347 0.0243706201571 FOE 1.51875247761e-05 91.7357772251 S 3.84662232264e-05 4.06255219021 FONR 1.34472059236e-07 0.262599936302 NEE 0.00118054214986 nan FRD 1.66421555523e-05 nan FRME 6.83446812881e-07 0.000503041989869 FRT 5.38827143356e-10 nan FSS 3.72337972336e-05 0.000701050965125 FSTR 6.91996861942e-06 5.65139104643 FT nan nan FUL 4.44359582844e-06 0.0713393129092 FULT 9.51879398945e-07 nan FUN 0.285067742188 nan FUNC 1.88893407467e-05 0.761901205019 FUND nan nan GAB nan nan GAM nan nan GBCI 5.54355358103e-05 3.23036775875 GBL 1.09365258199e-05 0.556325833891 GVA 0.000547951136345 0.000757980707151 TGNA 0.000222096982766 0.110897862344 GCO 0.00289264939623 nan GD 5.68511798404e-06 0.199695922181 GE 0.00732326049945 0.00820631251661 INO 0.84847502209 0.0137204145174 EEA nan nan RHP 2.76978263294e-06 1.44689924783e-06 GF nan nan GGG 1.77825546039e-08 8.47745145532e-07 GHM 0.000973087640457 1.01444781451e-06 GIB nan nan GIII 2.45039515669e-06 0.0191455431677 GILD 5.01177777296e-07 0.00139772426367 GIM nan nan GIS 2.70730236917e-06 0.0109164863851 GLT 1.15648073309e-08 21.4622108263 GLW 5.21290108262e-07 0.000144887106596 GSK nan nan GATX 8.0325270756e-09 nan GNTX 2.85101924012e-06 0.00608005686806 GPC 2.00563017061e-05 1.03485375322 GPS 0.000187006161212 nan GRA 4.1124229549e-05 0.0111551401106 GRC 7.21822093583e-07 7.71989144405 GRIF 4.20306284127e-06 1.00843135208e-05 GROW 0.124188968365 nan GSBC 2.9397278574e-06 0.000448106685945 GT 5.44572573255e-08 nan CLRO 5.85433109873e-05 0.0751805415283 GTY 8.37359519583e-07 0.047567281071 GV 0.000547327838194 nan GWW 6.54084522428e-06 1.47912033931e-05 AJRD 3.10291138471e-05 0.351302815746 GYRO 0.0 0.0 HA 1.49708038015e-05 nan HAE 7.29727235942e-08 0.00679871372074 HAL 8.25713125999e-06 0.0287800062133 MNST 0.000613199246843 1.99393209935e-06 HAS 9.14961689174e-05 169.610503787 HVT 3.02515708988e-12 2.87067284408 HVT_A 3.02515708988e-12 2.87067284408 HRC 0.00012361573098 1.31704560096e-05 HBAN 9.26338905632e-08 433.164076644 HWC 3.54081151942e-06 2.50392619973 WELL 6.84223105973e-08 3.75977285956e-06 PEAK 0.000668328177875 0.0035597572231 HCSG 2.20675912205e-05 5.29841434926 HD 5.38759643406e-07 2.10599802663e-09 HOG 4.47890501169e-05 nan HE 1.07308270582e-08 9.56654883482e-07 HEI 0.000183017252075 0.225608283221 HELE 1.0663127325e-06 1.54724781767 HNGR 4.59549664263e-08 0.202036876015 TURN 0.000426452912944 0.0 HIFS 0.00859505992457 1.97612203094e-05 TRIB 6.82368020512e-07 nan HL 0.00033172797182 nan HMC nan nan HMG 7.69637293522e-07 0.243196094467 HMN 0.000398627302137 nan HMSY 5.07110180139e-06 8.12292712699e-05 HFC 4.4257629782e-08 0.00010384510697 HOLX 1.13495371893e-06 0.214973467454 HOV 0.00108274691182 0.145160163457 HP 0.000126504225885 3.93672148964 HQH nan nan HQL nan nan HRB 0.881438046315 1.13031541816 EHC 4.33300060493e-06 55.2668117209 HRL 4.31897004426e-06 0.00504648953139 EQC 0.0249343925484 0.00036598348053 LHX 0.221504980978 nan MICR 2.2111261822e-06 nan HSC 4.13831336207e-07 nan HSY 9.6429811612e-06 0.391530503185 HTLD 5.52564954602e-10 0.846715510639 HUBB 2.58242916406e-06 7.83070017123e-09 HUM 0.00012688122845 nan HURC 0.00141000038102 0.0259537377322 HWKN 2.31744153378e-05 0.646948383416 HPQ 1.75320016072e-06 0.0438102360808 HXL 6.55602250149e-08 0.0998693376328 HYB nan nan IAF nan nan IBCP 1.18530138726e-05 nan IBM 0.000538632055887 5.03386733569e-05 ICCC 6.56677303904e-09 0.0585605257146 ICUI 4.39297890622e-05 0.000905049199868 IDA 0.000736587669026 9.10883707163e-05 IDCC 8.23280979739e-07 nan BIIB 7.11526490665e-08 9.72387179036e-07 IDXX 3.28510730789e-05 2.65541122549e-09 IEX 2.80031267371e-08 5.32684509583e-06 IFF 8.73185197506e-07 2.49075061026e-05 TILE 4.53230352577e-07 2.2661916197 DIN 1.89122826726e-08 0.322882399364 IIIN 2.00026587549e-05 nan IIVI 1.00356101418e-09 nan IMGN 4.10749129449e-09 0.000430137844662 IMKT_A 1.2269025573e-08 nan IMMU nan 0.000396403317057 IMO nan nan INDB 0.0021859416381 0.82657088111 TCX 2.7141687897e-07 nan IHC 1.71859156987e-05 30.4005767476 INS 0.0131310472609 0.000150445418792 AEGN 1.540970286e-05 0.0356085353002 INT 9.16140118139e-06 35.8319912356 INTC 2.42473832007e-07 0.0651530909165 INTG 1.23936772271e-05 0.450605572026 IOR nan nan IP 7.90900504092e-06 0.0190525723098 IPG 0.000264902116985 5.31734397474 IO 0.00598985907435 nan IQI nan nan IR 5.24968559385e-05 0.00808759578182 IRL nan nan ISIG 0.0495419196247 nan IONS 0.00013788672611 nan ITIC 0.0112156670511 2.15619765303e-11 ITW 2.65784312197e-07 0.000112699228848 IVC 7.18015461127e-07 4.15616802242 IX nan nan JBHT 5.6792408704e-08 nan JBSS 0.000218192269289 0.00905260239926 JCP 0.0142867264199 nan J 3.09994458076e-05 0.00587736027845 JEQ nan nan JHI nan nan JHS nan nan JJSF 0.000133074411365 0.00833740197665 JKHY 9.15410007962e-05 3.69724505712 JNJ 2.73037153634e-08 0.00348340913757 JOB 6.95313843841e-09 nan JOF nan nan K 2.83370944946e-08 0.0242708340085 KAMN 0.676919486858 nan KBAL 9.24788909136e-12 0.884141018521 KBH 0.000213068678217 84.0083329789 KELY_A 5.9796379808e-05 nan KELY_B 5.9796379808e-05 nan KEQU 0.000618354359874 0.8639892509 KEX 1.56829505973e-05 11.0477678877 KEY 5.16467839112e-09 0.00931079762303 KF nan nan KIM 1.89563901462e-10 0.00387349908071 VIVO 9.26844454337e-09 0.00035375957067 KLAC 0.00102134161403 0.036442837522 KLIC 7.80617178045e-05 nan KMB 2.19154607645e-08 1.80515201255e-05 KEM 8.26800965678e-06 nan KMT 0.000103364349675 nan KO 0.00265196609447 0.0452282924927 KOPN 0.00126783634204 0.0140126992869 KOSS 2.13050294161e-17 nan KR 5.39302659112e-09 268.022184213 KSM nan nan KSS 0.0108613302134 3.85918521993 KSU 1.16124165209e-05 0.00376283123256 KSU_PR 1.16124165209e-05 0.00376283123256 KTCC 0.000248961515769 0.0377265643471 KTF nan nan LAKE 0.000119359018453 nan LANC 7.05484596049e-07 nan LAWS 2.92381430582e-05 5.9246976805e-06 LCUT 4.41832634403e-06 nan LDL 1.00644142588e-07 8.75925144226e-07 AXGN 0.000544252435402 0.002413793261 LEE 3.56349316499e-05 0.0199984810963 LEG 0.000292263970794 0.000299628404186 LEN 3.76241638524e-05 0.00195947314147 LEO nan nan LFUS 5.11889299977e-05 4.44387343396e-05 SR 0.598129226191 0.00859568672334 LGL 0.00237268718777 0.00400423709621 LNN 3.22676867557e-05 nan LLY 0.000290548703594 0.00484778007809 LM 3.18949478172e-06 7.24513649754e-05 LNC 1.14588286032e-07 nan LOW 2.26571683163e-12 8.29016580546 LPX 1.1421036369e-07 0.00108337212335 LRCX 0.000228395987511 0.00130486529661 LXU 0.00116173755493 nan LSCC 1.20085721871e-05 0.158473892604 LTC 1.38485795308e-05 9.0985732979e-05 LB 0.0660192776176 nan L 5.72663236219e-05 1.01322159667e-09 LUB 0.00844357056523 nan JEF 0.00343518973555 7.39018246403 LUV 6.77844436869e-09 0.0141816300577 LWAY 1.22988057348e-05 nan LYTS 3.09754018969e-09 0.00227794172345 LZB 1.57224139024e-06 0.0169159855955 MKL 0.0520016153924 0.773955337608 MAN 2.14207618368e-07 0.00201017602169 MTW 0.000160770396169 nan MARP_S 0.000258126648938 0.0 SM 7.77967109257e-10 24.0731423559 MAS 1.97670202598e-06 3.49233251918e-05 MTZ 2.4524860358e-06 17.3885756519 MAT 2.588209039e-07 nan MAYS 6.74725485795e-08 nan MBI nan nan MIDD 1.51306429755e-06 9.99133083923e-08 MCA nan nan MKC 1.27736597547e-05 0.0174083054711 MCD 2.48346746538e-06 0.24148996851 MCI nan nan MCR nan nan MDC 0.000127522561517 nan MDP 0.000298480956561 nan MDR 1.0603245154e-07 0.180607316446 MDT 7.49138952139e-08 4.34058954993e-05 MDU 0.00149065432394 nan MED 0.00168382231522 0.000127975324088 MEN nan nan MEOH 0.0132323583094 2328.00260701 MERC 1.09660888284e-05 0.40660544052 CVS 0.000246477924454 0.000633541750904 MEI 1.06791463542e-06 0.0326816968051 MFC nan nan MFM nan nan PPIH 2.21544592531e-06 0.00183995351008 MFT nan nan MFV nan nan MGA 3.94754119414e-07 0.0471891783142 MGF nan nan MGM 1.71101616377e-05 0.539080453887 MGIC 0.000328187222732 0.0103770050032 MGRC 0.00169650141626 3.59017811088 MHF nan nan SPGI 2.94744713401e-05 0.000125144300565 MLR 1.74596325258e-05 0.0975535347656 MIN nan nan MITK 0.00476687121319 0.526389720697 MIY nan nan MLAB 1.48305748859e-06 0.0236964175922 MLHR 2.25370677007e-07 0.000196375517873 MLI 1.94162793965e-05 0.197808856345 MMC 7.47441110026e-06 3.01624588169e-05 MMM 4.32658679837e-10 4.04192485684e-07 MMSI 1.09795644995e-06 nan MMT nan nan MMU nan nan MSA 3.30807800224e-07 0.016006136573 MNI 0.00147389257334 nan MNRO 1.45377516961e-06 2.87124197007 MNR nan nan MO 9.18790739326e-05 0.0174313457687 MOD 1.53577777133e-05 nan MOG_A 7.26776276606e-05 0.0235219029194 MOG_B 7.26776276606e-05 0.0235219029194 MHK 2.5094593576e-07 0.0853463753027 MSI 9.37325533604e-05 0.0234148444222 MPA nan nan TELL 1.19997840409 3.14731114914e-05 MPV nan nan MQT nan nan MQY nan nan MCS 0.000454375105512 15.9959057624 MCY 0.000461180119399 0.230825587499 MRK 7.56477455844e-05 0.000616089268897 MRO 0.00221627641807 0.56005951766 MRTN 2.90908711575e-06 nan MSB 0.193116541401 0.015661788503 MSEX 9.50659179771e-05 0.00578936238643 MSFT 3.90889011683e-08 0.0656216238169 MSM 1.18794451997e-08 0.0450097538534 MSON 2.5594652359e-05 nan MTG 5.13710618808e-05 5.48134425147e-05 MTR 0.232782862355 0.0 MTRX 1.10239787277e-09 13.886574393 MTSC 3.4192881368e-05 0.0090990252803 MTB 7.26827116565e-09 0.00379408716274 MTX 1.01232125528e-10 0.000180599009301 MU 0.000456844621247 2.542646996 MUR 1.59954217802e-05 nan MUS nan nan MVF nan nan MXE nan nan MXF nan nan MXIM 1.58961047892e-05 0.0518385411517 MYC nan nan MYD nan nan MYE 3.77104235221e-05 0.000812283224783 MYF nan nan MYI nan nan MYJ nan nan MYL 8.97424454782e-07 2.14566470631e-09 MYN nan nan NAC nan nan NAII 0.000856052991621 0.103801986777 NAN nan nan ONTO 2.8959192247e-06 691.656087652 NAV 0.000115490625115 nan NAV_PRD 0.000115490625115 nan NAZ nan nan NBL 8.32940360401e-06 0.000394159384204 NBR 3.74688121807e-07 0.114119391884 NBTB 6.79241780183e-05 3.62052691111e-05 NC 0.000454375384554 0.13827168371 NCA nan nan NE 7.90890825573e-05 nan NDSN 0.000247955496084 0.333030479821 NEM 0.00212356461259 0.00204906899186 NEOG 3.52445861827e-06 0.00732539004037 NAVB 0.0615081967222 1.85925847141e-05 NRT 9.99718659794e-06 58950.9706927 NEN 1.5467975443e-07 0.00121185717889 NFG 0.0352277500607 4.30249969569e-06 NHC 1.22216932782e-09 0.0820228233936 NHI 3.5462605373e-05 5.38878966637e-05 NI 0.0202080108647 9.47784503846 NIM nan nan NJR 0.0394370185297 0.0053290082898 NKE 0.000100074198407 47.741582712 NL 1.62042063487e-05 0.500352454188 THC 5.9689122269e-09 2.2561541631 NMI nan nan NMK_PRB nan nan NMK_PRC nan nan NNN 4.53581766135e-06 0.0108648473212 NNY nan nan JWN 0.000684750427584 nan NOC 8.30343493401e-07 0.208630005651 NPK 0.00041607662218 nan NR 0.000691518270692 4.09068267186 NQP nan nan NRIM 1.84914361502e-05 nan NSC 5.33101523341e-08 0.160259631248 NSEC 5.45782769497e-07 nan NSSC 4.00383692002e-06 1.6256294411e-05 NTP 0.0167764818071 nan NTN 0.00192258374521 0.00600281232184 NTRS 2.00231646813e-07 0.0176970518958 NTX nan nan ES 7.57672335233e-06 nan NUE 0.000168709738256 0.935305541842 NUM nan nan NUO nan nan NUV nan nan NVO nan nan NVR 1.30444426171e-06 8.71805192604e-05 NWL 1.69830535731e-06 2.71983029341e-07 NWLI 0.769791442231 0.0042104529462 NWN 0.447889339503 0.00374512500715 NXC nan nan NXN nan nan NXP nan nan NXQ nan nan NXR nan nan NYT 0.000275898890736 0.0460966540149 ITI 0.0004299261955 nan OBCI 3.13739361547e-06 nan ODFL 7.14229978249e-08 0.00319543850116 ODP 1.09108312863e-06 nan OFIX 7.04443529416e-06 0.28626629875 OGE 0.00739784267324 0.0149526880475 OHI 4.715986495e-06 1.12417854858e-05 OI 7.77918241926e-08 0.0422192168614 OII 2.72235423169e-10 0.00297523829701 ODC 3.72980486102e-08 nan OKE 0.00522401036862 0.774863235616 ONB 2.88894723932e-05 0.000486804241385 OLN 6.96211528935e-07 0.176424692452 OLP 9.77475100767e-10 0.00426582185814 OMC 8.66479982829e-05 22.1545684495 OMI 4.63924389959e-06 nan ORCL 0.0 84.7703535648 ORI 0.00364901484685 0.0938830833141 OSK 0.000531538424186 nan OTTR 4.70428669433e-07 nan OXM 3.95028758123e-07 0.0645384276289 OXY 0.000355056177506 0.0902072946247 PAI nan nan PHX 0.0120693322993 0.259219306782 PRK 2.08911304484e-05 0.000764872106069 PATK 6.25484619822e-06 0.5851480858 FCFS 5.80157838776e-06 0.0115498494334 PAYX 0.000156628553275 0.0055364337329 PBCT 1.25831763859e-05 0.32520164399 PBI 0.000461779959602 0.000506134334968 PBT 0.000935499078846 0.0 PCAR 1.40947898576e-08 0.423962458529 PCF nan nan PCG 1.59876690835e-05 0.968953954156 PCG_PRA 1.59876690835e-05 1.03892598087 PCG_PRB 1.59876690835e-05 1.03892598087 PCG_PRC 1.59876690835e-05 1.03892598087 PCG_PRD 1.59876690835e-05 1.03892598087 PCG_PRE 1.59876690835e-05 1.03892598087 PCG_PRG 1.59876690835e-05 1.03892598087 PCG_PRH 1.59876690835e-05 1.03892598087 PCG_PRI 1.59876690835e-05 1.03892598087 PCH 1.06283165215e-06 0.00632143932584 PMD 2.03818642854e-09 3.37529997724 TPC 2.65480289971e-10 1.00545179876 PDEX 8.53876233488e-05 4.48097107687e-06 PDLI 0.0243594047142 0.267023967102 PDS nan nan PDT nan nan PEBK 1.81391950607e-05 0.0842470412849 PEG 9.50785107717e-06 nan PEI 0.000320239067155 0.254950960446 PEO nan nan PEP 0.000109807756817 4.57145865659e-07 PESI 0.0454905992396 0.00040465285852 PDCE 0.209660739091 nan PFD nan nan PFE 3.68941342361e-05 1.58233392618e-07 PFIN 0.000432846539029 0.0165430262877 PFO nan nan PG 6.74168857026e-08 8.42199107079e-06 PGR 6.2990353374e-05 2.05185459639e-08 PH 1.06372918639e-06 0.000476172581876 RNST 5.21418452484e-07 nan PHG nan nan PHI nan nan PHM 4.31813580118e-05 0.0245210394084 PIM nan nan PIR 0.00394331904951 0.00571493529832 PKE 6.9569125152e-06 nan PLAB 4.02746328601e-05 nan VBIV 3.3290535838 0.00652551344035 PLXS 3.9213679984e-06 nan RDNT 0.000102128983767 nan PMM nan nan PTC 3.09683398155e-13 nan PNC 5.5318279348e-07 1.9044845011 PNM 0.00101094242941 nan PNRG 0.00112179708732 0.416875462867 PNR 7.46021844695e-07 2.09799952971e-05 PNW 0.0132348965627 1.00041579591 POPE 0.000688331955965 0.00135103684823 FIZZ 0.000105245456999 0.013353139952 POWL 0.00294367543169 0.757238862586 PPG 2.10332432365e-06 9.41962852669e-05 PPL 3.60925889745e-11 nan PPR nan nan PPT nan nan PRCP 0.000542259334354 nan PRGO 5.45586005511e-11 0.00719047840085 PRGS 1.28400906237e-06 7.94079732098e-05 PSB 7.28912302103e-07 0.000232883549238 WTR 0.00029282448092 nan PAR 2.31307648179e-07 0.000437848639906 PTSI 9.03506387934e-06 nan PVH 1.44224480237e-07 nan PVAC 2.15915167118e-06 1.67876652116e-05 PW 0.000110005321553 0.121510172022 PWR 1.15868930225e-05 0.226137938451 ARGO 0.000564639225623 0.208845709259 KWR 0.0108004307342 0.744781057376 QCOM 4.43187482092e-10 0.946455086714 QDEL 1.9627978007e-06 7.46940190169 NXGN 1.6478682041e-07 0.00257404264676 R 2.18950394367e-08 0.179210132331 RAD 2.26910652041e-08 nan RAND nan nan RAVN 0.000114043708811 0.0436791507885 RBC 0.000128585559777 0.001150540343 DORM 1.66376408746e-07 0.415115997795 REFR 0.000846576904588 0.00115959342334 REGN 5.13823248496e-06 0.0109993256324 RELL 2.66483824335e-08 3.67486945577 RES 0.00174717411198 nan RGEN 0.00240497668824 26.2723196723 RGS 5.20691781154e-05 nan RGLD 0.000527334002826 0.000101651917692 RGR 0.00153693892111 0.0734434894586 RHI 1.77944928539e-06 0.0167503993505 QUMU 5.42748343684e-07 0.0885784710355 RJF 5.5081912425e-07 0.42139005301 ARKR 2.26906580453e-07 3.78720202361 RLI 0.00292935512187 0.0104205460197 RMCF 0.000586273649689 5.81700550336 ROG 2.3438609637e-10 0.00669389723602 ROK 2.81262321473e-06 0.21931164835 ROL 0.000885514963789 0.00262527453027 ROP 2.55888944029e-08 0.000174875238696 ROST 1.61540307082e-05 0.067828097961 RPM 1.37639590801e-05 0.000205767602247 RTN 7.07327235075e-09 0.178594023824 RIO nan nan RVT nan nan SAFM 0.000547882924278 nan BSAC nan nan SSL nan nan T 1.18863687155e-05 0.00171035306524 NEON 0.0639584276514 0.106100479613 SBI nan nan SBR 0.0126692794424 0.0 SBUX 3.30075157579e-08 1.5412882887 SCE_PRB 0.000825012983525 2.54235160141 SCE_PRC 0.000825012983525 2.54235160141 SCE_PRD 0.000825012983525 2.54235160141 SCE_PRE 0.000825012983525 2.54235160141 SCHW 2.1392667119e-07 0.0103225763815 SCHL 0.017770561541 4.13351069665 SCL 4.61961260544e-07 0.0676807394594 SMG 0.0209244084985 nan SCX 1.78396376163e-05 nan SEB 5.1119059846e-14 nan SEE 5.14177684958e-07 12.3804916029 SEIC 2.130325815e-07 3.83275381118e-06 SENE_B 5.1630167032e-10 nan SF 6.51009606643e-07 0.0113976292042 SFE nan 0.000208857746095 SFNC 0.003243650203 0.0575145156049 SGC 5.22695428599e-06 0.161611880801 ICON 0.00219350744665 0.0488980791512 SHW 0.000378075225329 0.0462146923822 SIF 8.23628914536e-06 6.04655158679 SIGI 3.67409230805e-05 2.96252017599e-05 STC 0.00033179714761 0.304767722814 SIVB 0.000123636739178 0.000131888633538 SJI 0.259590866592 0.000143713849287 JOE 0.0667246752191 0.00971843353815 SJT inf 0.0 SJW 0.000155921743697 260.558408863 SKY 5.08894723736e-14 1.93009385253e-07 SKYW 3.74387467206e-06 nan SLB 1.34476044597e-06 0.00172480526842 SLM 6.9377287787e-06 4.77323368162e-05 IIN 0.00014225713221 nan AOS 5.9414772832e-05 1.86183264562e-05 SMTC 0.000106144324855 0.00882357894962 SMP 0.000819188410451 nan SMRT 2.20290652082e-09 0.209936213038 SNA 2.26917288731e-06 0.0938811159572 SNE nan nan SNFC_A 6.34580082128e-05 nan PII 1.96332524441e-05 0.433575769088 SNPS 8.80037585144e-07 nan SNV 0.00251263409028 0.013880093771 SO 6.73484664538e-05 nan SON 9.35326396896e-13 0.04770235897 SOR nan nan SPAR 0.000755213638781 nan TRV 2.18903255203e-07 0.0842283447309 SPXC 0.000673133973212 0.354047872991 SRCE 6.65648070162e-07 0.0638770942153 SCI 7.15551145e-06 0.0110579673213 SSP 2.73118698332e-06 nan STAA 0.000895103489783 1.23649316447 STBA 1.67507572597e-06 0.00149635013009 STT 1.85580760366e-06 0.359485872613 SAN nan nan STFC 0.00108475460507 0.00227337683493 STKL 1.64762360322e-05 0.0778613612865 STE 3.91888195173e-06 0.000643022368017 SYK 4.13342256225e-06 0.0964685251782 TLRD 5.62820788133e-05 16.9497137069 SUP 1.17614966354e-05 6.16373540474 SVT 3.95549210777e-08 nan SWK 1.4683977692e-14 45.4781672998 SWN 0.0756715271106 nan SWX 1.7774561064e-05 352.856000363 SWZ nan nan SXI 1.85987279104e-10 14.9403929953 NLOK 0.124874038277 0.158996681981 SYNL 1.17849239035e-08 nan SYY 6.26197131695e-07 nan TAC nan nan TNC 2.54601771218e-08 6.04853729047e-06 TARO 2.9529144275e-05 0.750927515877 TAYD 0.0333785577067 nan TCI 0.765827932897 nan TCO 3.29996054377e-07 2.98437324564e-05 TMP 3.96833812656e-10 0.00326662648635 TWIN 0.00259012544884 1.02701600782 TDS 1.8548667989e-09 nan TDY 8.76304044492e-06 0.000258760004485 TECD 0.000150191041258 0.00395421721735 TECH 2.16747007793e-06 0.00582569947479 TEF nan nan TER 6.13789933147e-05 5.91206095201e-09 TEVA 8.08904150627e-06 1.07591049017e-08 TEX 0.000504630437125 0.000271731510951 TFX 4.53633468731e-09 4.09011344362e-06 TG 1.90017238734e-05 nan TEN 2.63262630062e-09 1424.75457107 THFF 0.000162066134853 0.00850864979112 THO 0.0212148705462 nan TIF 0.00215297855154 15.9174184532 TJX 5.49718795906e-06 3.99681012072e-05 TGB nan nan TKR 1.30322097472e-10 0.000152845837714 TISI 7.5541118053e-06 0.0173000311912 GL 8.76373328395e-06 8.16060391518e-07 TMO 7.28372159713e-07 0.0374470927294 TOL 0.00153889913566 nan TOT 2.12811141513e-05 2.65629755511e-10 TM nan nan TPL 3.73451134679e-06 0.0473639984718 TR 0.00525155415669 0.318818102944 TRC 0.000529881527006 1.01781567044 TRMB 6.75878665662e-12 0.00379451530784 TRMK 7.32499485583e-07 nan TRN nan 9.90075192827 TRNS 8.51071470289e-08 nan TROW 2.36121487609e-05 1.57507983866 TRP nan nan TRST 7.11944847252e-07 1.3820579583e-07 TRT 1.339855497e-08 5.30838455322e-06 CTG 1.2861993309e-06 nan TSRI 3.05394324623e-05 0.278229340601 TTC 0.00393344231003 1.73821074374 TTI 0.000153889164957 0.0328925312134 TWMC 0.000570081914279 0.262775796227 TWN nan nan TXN 1.67838188927e-08 6.69872894257e-09 TXT 0.000162551890742 0.00386458351334 TY nan nan JCI 0.000133130125923 nan TYL 0.000102569118776 0.0417894531557 TY_PR nan nan TSN 6.9977095482e-06 0.000922820646912 UBSI 5.34801178113e-06 0.00169236863287 UDR 3.51007124515e-05 4.54783859711e-06 UFCS 0.0131719243603 0.380075053429 UFI 9.28002854918e-06 nan UG 0.000150188988666 0.000104541895488 UGI 0.0959276403382 0.182292792547 UHS 1.36152777613e-07 0.000488234307133 UHT 4.52715672827e-06 4.72576939407e-06 UIS 1.39708625884e-10 7.2931503845 UL nan nan ULBI 0.00189146228742 nan UMH 2.06825828483e-05 1.95646322344e-05 UN nan nan UNAM 7.861707804e-09 9.71154852735 UNF 2.39929250873e-05 1.54633464384 UNH 3.40533841188e-07 0.00721709383005 KMPR 9.74417959584e-05 0.0418933628475 UNM 2.08502807468e-07 0.0120668253283 UNP 1.33459386705e-06 2.70811365316e-05 UNT 0.00502814901012 0.274454230633 USA nan nan USAK 1.26480836004e-05 5.14078031421e-06 USEG 0.00238976472847 nan MUX 0.000702098000287 0.0506244394056 USM 5.37408128756e-08 nan USPH 1.90394242857e-13 6.6516430647e-05 UTL 0.0106408741651 3.16099704044e-08 UTMD 0.00129324960971 0.00582281355155 UTX 1.34851884698e-05 0.0200716886636 UVV 0.00320198029142 nan VMI 4.12095439787e-09 0.0206201784967 VALU 4.95654724319e-05 3.94866244856e-06 VAR 0.000304414282331 0.00074689914077 VFC 0.000209909564804 nan VGM nan nan VHI 0.000576066958652 nan VIAC 0.000689183356062 nan VICR 1.10592397215e-06 0.734606991091 VIRC 0.000145906042978 0.000130798078406 VKQ nan nan VLGE_A 2.42793236377e-06 nan VLO 3.14709850316e-06 0.000391388939028 VLT nan nan VMC 0.00169838291065 0.0467400778161 VMO nan nan VLY 5.47314683487e-08 0.744697980699 VNO 0.000235940364002 0.988148665631 VOD nan nan VOLT 1.96261306562e-05 nan VOXX 0.00806849970168 nan VRTX 2.20841471966e-05 8.17108899843e-07 VSEC 2.60876152687e-05 0.000882272418686 VSH 0.000859966976427 2.87146036117e-14 ASUR 3.7041482814e-10 94.9387881632 VTN nan nan IMBI 0.000136006627501 2.33886495687e-06 WABC 5.22376139785e-05 0.00926606536962 WBA 1.98881562152e-10 nan WASH 1.6257049512e-06 0.00152611084612 TTEK 0.000233564522563 nan WTS 4.2026923722e-08 0.00170022329508 WBK nan nan WBS 4.03739753067e-14 nan WDC 1.89633770324e-06 0.272648045579 WDFC 2.89615983001e-06 0.281824612566 WEC 0.00190311213087 0.0529575146646 WERN 1.55905495176e-06 nan WEYS 1.87452993937e-05 nan WFC 2.18475380592e-06 nan WAFD 4.5061836767e-08 0.00640214663326 WGO 0.000606550707017 nan WHR 5.1905700079e-05 44.095917415 JW_A 7.02240949095e-07 nan JW_B 7.02240949095e-07 nan WIRE 1.59814685447e-10 0.240342014281 WMB 3.72631361662e-05 12.9170788279 WMK 5.08920197794e-08 2.14517671498 WMT 1.38906701665e-07 18.8120185286 WNC 2.34359354866e-06 7.03374714276 VERU 0.00327682683326 0.0152155663465 GHC 8.89716096616e-06 0.000278145541065 WRE 4.36863831572e-07 0.0139963479188 WRI 2.89468230082e-06 0.00339017836415 WRLD 3.03081245114e-08 0.00021770132373 WSBC 7.66692243695e-11 8.1626336378e-07 WSM 5.27858618845e-06 1.97994563821 WSO 0.00448658045107 0.00147013575134 WSO_B 0.00448658045107 0.00147013575134 WST 1.28922748092e-05 0.031142844723 WOR 6.73482642333e-05 0.0396392067748 WWW 2.79459051525e-09 1384.28014649 WY 7.76042903924e-08 0.0018320068872 X 0.000497053249307 0.12536675732 XLNX 1.05955296516e-06 0.0174321018407 XOMA 1.32896836683 0.47971825384 XOM 1.17695553011e-05 4.67700934521e-05 XRAY 3.57355849787e-05 4.48306304166e-05 XRX 0.000165454901634 0.000280606431657 Y 0.0301918920703 0.198213036242 YRCW 1.23621379281e-09 15.1287524061 FL 7.97452675448e-07 nan ZBRA 5.69918560745e-10 0.0100266941507 ZEUS 6.40542416659e-05 1.72779183476 ZION 1.21660752729e-10 1.62499840704 SPB 9.49793180934e-05 nan ZTR nan nan BKN nan nan CREE 0.0407150443661 nan CRY 8.33316217151e-13 0.000543174746997 CHK 0.0121231166286 0.0812387314017 SITC 5.73014840647e-05 2.1828904355e-07 IEC 0.000743809658301 0.00533156477206 IIM nan nan ELS 1.28470505804e-06 0.00276597704205 NATH 0.00710804487538 6.46950336109e-13 PEBO 7.51522412212e-07 0.00235473486371 RCKY 4.40490038579e-17 nan SPY nan nan UEIC 0.000262596996784 8.83115778944e-09 VFL nan nan VMM nan nan AGN 1.01526877681e-09 0.0644042477411 CB 0.000304261772589 0.00399699005438 ALG 4.86361758216e-06 9.57611958235 AVID 0.00052517246924 nan CHS 1.61038875574e-05 nan CHDN 0.00418941205491 0.75474424205 DDF nan nan ETH 0.000102774014601 0.78660575448 INTU 0.00184961709578 nan LSTR 0.000249614442719 0.00190639475216 MAGS 1.22060494028e-05 nan MCHP 2.17032805171e-07 0.000476273138066 NMT nan nan NMY nan nan NPV nan nan OIA nan nan RELV 2.78020542886e-05 nan SCON 1.45139507449 0.0101148451227 SCVL 6.30637147271e-08 0.0109059792581 SGA 2.89525318466e-06 nan SYBT 4.02441648309e-05 7.40927003957e-06 UBCP 3.38854885855e-07 0.00240834541823 BBI 3.45084210054 1.11878338692 ATR 1.16640178534e-07 0.165267375483 BANF 1.20109350245e-05 0.00349302976339 FOSL 0.00959592860971 nan JBL 4.32691761179e-09 nan MVT nan nan ORLY 0.000145470922788 0.0595011907101 RCL 0.00317701683941 nan SANM 0.000187019951259 nan TCBK 6.22131669562e-09 0.00505981156444 ANIK 3.27337101809e-05 1.16787406731e-07 GABC 0.000300101943542 0.0293658408983 HR 9.41449937183e-07 2.52032287607e-05 NOM nan nan NTIC 1.94396948685e-06 nan NTZ nan nan SPE nan nan PMO nan nan RGA 3.89087081348e-05 0.0204369660187 RIG 1.86284855467e-06 nan SKT 7.984256343e-06 0.000337572899596 TWI 2.37450764976e-06 nan BBSI 1.15800783785e-06 0.00343278496129 BDN 1.31686293779e-06 0.852859809498 FLIR 2.2986655167e-06 0.0135588869403 HL_PRB 0.00033172797182 nan KGC 0.000190131963935 4.08180122746 LBY 3.28203042401e-05 9.43459101792 NSYS 3.06696055543e-08 nan PZZA 1.28651025783e-05 nan SHLO 3.44913459157e-08 0.396972332569 VCV nan nan VPV nan nan WSFS 0.0325792438791 nan YPF nan nan AWF nan nan CPT 5.71715256315e-06 0.0031017692767 FDEF 5.46132225919e-05 2.03635057867 MHE nan nan MSD nan nan MUA nan nan STRL 0.000117021237742 0.000771928021009 SHI nan nan SIM nan nan VCF nan nan BFS 7.96388448962e-08 0.105995162784 BWA 4.11488070934e-07 0.0298512494864 EQR 2.10047961266e-06 0.00319414055023 FLL 1.87167762293e-05 8.75039015498 INOD 1.55498017626e-05 nan MCRI 2.75328326223e-05 0.0098664234325 JMM nan nan PCM nan nan RAVE 5.04073121322e-05 nan REX 0.00751921191866 nan AAON 4.32806273547e-09 0.226224758863 CASH 6.70220987213e-06 18.6048346489 FTEK 0.399996832449 127.234774517 GSS 1.69201742125e-07 nan SIG 5.00013733232e-11 6.47317426156e-13 KOF nan nan RFI nan nan SQM 0.000152546217865 0.551804448173 TEI nan nan TLF 0.000394272204069 0.53175243133 ATVI 0.0785181951864 1.8473526701 BYD 5.56102352703e-07 0.120112736231 CBL 0.000195807786569 1.33247111573e-07 DECK 0.0257776256351 nan ENIA 0.000513800603376 0.898817445062 IT 2.09226426597e-05 nan GFI 0.0 0.0 HST 1.31970913236e-05 0.0116981512769 LXP 8.42439712724e-06 0.00016102662676 REG 1.6542241665e-09 0.00071616375854 RVSB 2.73468812224e-07 0.00683291078939 SAL 3.403676135e-06 2.0682112006e-05 AUB 0.0040059698173 1.3249901166e-08 VKI 0.0 0.0 BBAR nan nan FFIN 6.10413120026e-07 0.00581571122803 HHS 0.00430744930882 0.0484151325628 HIO nan nan INCY 1.29880462014e-06 1.15810635491 ITRI 5.52825690803e-06 0.00134033750081 MHO 4.2062131895e-05 nan MZA nan nan OSBC 0.000496905894904 nan PTEN 0.00298188289662 0.0422987392869 ROCK 0.000774651597477 0.00042047883411 SCHN 2.87348431589e-07 nan WEN 3.15545144125e-05 nan UFPI 0.000253713732449 0.307972847233 URBN 1.58293901751e-08 1.14635687788 WVFC 7.04912142964e-07 0.0127360766438 AGM_A 0.000254079944833 0.00568780788598 ARWR 0.000856417597521 286.308806734 RMT nan nan CMCT 0.0436005792396 0.00622999048645 SHOO 0.00048415230454 6.31334045566 SPG 3.53158998488e-07 1.73454803184e-05 SU 0.0 0.0 SUI 0.00208730235529 0.110336838929 TV nan nan UFPT 1.81900045434e-07 0.000681339748601 STCN 2.22402240127e-05 0.124120981913 EMN 8.75350013164e-08 0.10466774008 HALL 0.00776612041873 nan MAA 1.30424339094e-06 0.0482200957224 HAIN 0.000585380422403 nan PLT 1.93307049151e-05 0.0795766147904 USLM 0.000963115940292 nan BPFH 1.35622942068e-05 1.61389608602 BZH 0.0550114972749 nan DAKT 0.00975941330167 0.0031198105503 DSPG 0.000336187009113 nan ARTX 1.46724244387e-11 nan EMMS 1.66588254991 1.51000533492e-05 AGM 0.000254079944833 0.00568780788598 IFN nan nan IIF nan nan MINI 1.91484580254e-06 0.0118778877896 MLM 0.00396966711257 0.0155239774566 RGCO 0.199745321337 7.12763850807e-05 SGMA 1.82979801465e-05 nan SILC 0.00187627504057 0.0 TSCO 1.11718934836e-05 883.702088397 AKS 2.47184984831e-05 0.000107005044236 ALB 1.88297822133e-06 0.00146395761163 BCRX 0.0166118474804 0.000141519545493 BHC 1.04538987419e-06 0.0232445846725 CPRT 0.000117774224653 0.158272915177 FLEX 0.00012541759791 0.00154607941538 LARK 0.000176615849942 0.517886762125 MAC 7.61933075964e-06 3.11445099826e-05 MPAA 0.000481779487056 0.0147908032194 NNBR 8.95240140155e-06 0.181998921143 RCS nan nan RYN 5.33968502407e-06 5.90446381276e-08 SCSC 8.38101166901e-07 nan ADC 0.000276207025794 6.77320791699e-06 AEO 0.000238556067726 1181.4510987 BRK_B 0.230958175934 0.000221575912163 EXP 0.000793469725597 4.57030284701e-05 SMBC 6.15647757999e-06 0.0111618499393 UMBF 6.42562398591e-06 0.0295781047249 VVUS 6.67082141226e-05 nan ABCB 0.0275633187315 11.884045369 AIRT 0.00116632989943 0.00444178455996 CUBA nan nan GGB nan nan PENN 0.000231205522876 nan SSD 0.00130728998905 0.0372163314846 ARMP nan 0.0415535128417 BIOL 0.0137565302403 0.678013320839 CNTY 0.000236924639311 nan ESS 8.21265291727e-07 0.0830665211702 FGP 0.111015007319 0.52581787396 FR 1.59870367503e-08 0.000593819661858 HIW 4.56066401154e-07 0.0166842685286 HMNF 1.3523359812e-07 0.037358766715 IMAX 0.00127483980875 0.0701294970475 LJPC 0.00310224092669 0.0412178213224 LPT 2.24285714299e-05 0.00187150220969 AIV 3.20402305556e-09 nan AKO_A nan nan GBX 0.00931705271299 nan MATW 1.9525880394e-06 nan NOK nan nan GEO 2.83509610026e-06 0.527775612507 ADTN 0.000768756282978 nan BTO nan nan CLI 1.56269608262e-09 0.00122323011346 EFOI 0.0552996429172 0.00106414042259 PNBK 1.95375604536e-06 0.0213662690437 SIRI 0.0025850855852 5.18403123659e-05 DAR 1.14867725994e-08 0.776083204187 RS 1.88407642909e-06 0.000938911015651 TDF nan nan TESS 1.0475054115e-05 nan DWSN 0.00238945658852 0.135932532283 WTT 6.45558539381e-05 nan WVVI 1.10412200889e-05 4.3080576526 AZPN 1.81185212519e-06 2.73184411316 BMO nan nan BNSO 0.0 nan CARV 1.50187042372e-06 0.122076720904 CPE 1.13635072486e-06 2.32529785985 CVTI 0.00069103142127 1.00584387978 HNP nan nan KEP nan nan O 2.28478533199e-05 0.000132458711649 PKX nan nan RELX nan nan SSYS 7.93858728866e-05 nan TSEM 4.71342896326e-07 8.93576632513e-07 UHAL 0.000884576256129 4.1121597146 COF 8.01390482578e-08 0.000290430071523 GGT nan nan HDSN 0.0317852939408 11.928893092 CDOR 2.42444682788e-07 0.590283796134 LGND 0.35989647815 nan NWBI 5.55056941105e-06 0.000120935365149 TGS nan nan VECO 3.17414921858e-05 0.397403121201 APEX 1.21433735362e-06 250.841963608 CYD nan nan IRS nan nan MIND 0.00467129072182 0.000145906684984 MCK 1.44568660582e-07 0.0750454292548 MSN 0.0555971328019 0.0363978083171 STM 7.0885901726e-07 4.12181560535 STRT 5.09678214295e-06 0.0191503456877 TEO nan nan CPHC 9.32482811329e-09 3.8630481559e-07 USAP 2.26056353872e-09 6.43585459886 EWD nan nan CIGI 0.000544020827934 0.232594046394 NSIT 2.38269063361e-05 nan BRKS 4.49305389315e-05 3.19240041022 ACIW 4.28526746315e-05 5.56724948412 ASML nan nan DLTR 7.00370705786e-07 nan GCV nan nan GFF 7.01757821975e-05 nan INTL 19.0878820066 0.032085747351 LMT 2.65618593612e-06 0.000764524984619 NATI 3.98909573993e-06 0.208791435744 PYX 0.00447312478811 nan MDCA 0.000151969536633 0.0170123833712 TAIT 0.000148683700702 0.0035713221833 DRI 1.40438912972e-05 0.00644320309993 HLIT 4.10836023594e-08 0.000120811708318 ISNS 8.92761395923e-08 0.00132178588524 LH 2.25962240257e-06 0.037783530583 MDY nan nan DDD 0.000223384618128 nan AFG 0.000944011967079 3.69870579969e-09 CEE nan nan CWCO 1.04383447497e-08 0.0190162835186 DISH 1.33599097689e-06 2.50389621533e-05 PAAS 0.0695398563908 nan RMD 1.5636135458e-06 0.00102738646944 SBGI 0.000984633917501 1.24331064924e-06 SCKT 0.000422323964812 1.03362515197 WAB 0.0337422503948 1.6212347522 CIB nan nan DSWL 0.0 0.0 FCX 0.000247859300981 0.000906274007694 GVP 2.095054853e-05 nan WSTG 6.85720044125e-06 10.9656641914 RNR 0.0515706595638 0.00585042795835 TK 3.69653544429e-09 nan AVX 0.000271776961864 nan ADMP 0.00500326839091 0.670842963475 BREW 8.89025671159e-06 nan SVC 1.97078554174e-05 1.99172036919e-10 KFRC 6.19302649102e-07 4.76725258799e-06 RWT 0.61400719848 0.199425984843 AUBN 8.1460083283e-05 3.01349065466e-06 AXE 1.9429271525e-06 3.87163999183 CLB 1.04215979806e-18 0.0184438810423 MD 2.18662070343e-06 0.00104026178775 SENE_A 5.1630167032e-10 nan SMSI 0.0355770758102 nan THG 3.24734855294e-05 0.406077613192 BAP 0.0 nan DO 2.28536635457e-05 1.01172418193 ERIE 5.0253259658e-05 2.47150578376e-05 MYGN 0.000222730013533 0.382002250258 POOL 0.0195642036325 0.0949929061664 RE 0.000102515328199 3.44719757427 RY nan nan ACHV nan 0.000185181905932 AEIS 9.69113414605e-05 8.62099381558 ASFI 1.18194792711e-05 0.413130413865 ASG nan nan BLDP 0.000155698686002 3.46872600305 CCF 5.08362535409e-07 0.0242671878478 EL 2.38289939944e-07 nan FFIC 7.733369824e-07 0.000106162186406 HSIC 0.00351265882174 0.000934856351187 IMH 5.55967129059e-08 12.6167833443 IVAC 0.000478802189539 0.00042757800201 NTAP 0.000123102626064 nan NWPX 0.00176236855047 nan TLK nan nan WAT 0.000911943877109 0.00884114284857 WPP nan nan TGTX 0.0 1.05968416041e-08 BDR 6.70389655316e-06 0.0223977946117 CTXS 2.67336147449e-05 0.00675674177661 EME 1.72812475958e-07 1.38801628101e-05 HIG 0.000153493558178 0.00794236636968 ITT 2.05828434484e-06 7.80922061069e-07 NVAX 0.392668735122 0.00612050535304 SGU 0.26649494304 nan ASTC 15.4133336961 1.69034940575e-05 SWM 3.32545531279e-07 0.0124792939488 WSTL 0.00684582269009 0.153262915414 BYFC 3.08912481189e-06 nan IDRA inf 4.21964482696e-06 VXRT 2.67916526635 0.00278114012217 NICE 1.61561413971e-05 6.52521100138e-06 OTEX 3.30192004521e-06 0.0144267903588 SCCO 2.7731048351e-05 0.195294975072 RCI nan nan TTNP 26.3776653421 0.00765668666083 ALXN 5.89775628626e-05 5.19355231624 ANDE 0.159586343533 nan CMCO 1.81356597869e-06 0.0119621709726 CSGS 2.96452092689e-08 0.000506499421186 EIX 0.000787926639268 2.34944540688 GEF 0.00338706230462 nan IRM 8.96387593986e-14 2.39119477582 IRIX 5.1116791361e-06 0.000123242055105 LNDC 4.47276269871e-05 3.70278893525 OVBC 1.18371480026e-06 0.000166809208987 REV 3.15081959903e-05 7.45147996275e-05 SPH 0.220994124987 nan CCJ nan nan CENX 5.16880862084e-05 nan EWA nan nan EWC nan nan EWG nan nan EWH nan nan EWJ nan nan EWK nan nan EWL nan nan EWM nan nan EWN nan nan EWO nan nan EWP nan nan EWQ nan nan EWS nan nan EWU nan nan EWW nan nan GEF_B 0.00338706230462 nan GBR 0.00251960233862 nan HUBG 5.7902602113e-05 nan PRGX 0.000278141040451 0.182528097039 CRR 0.000120990506684 2168.35691854 JCTC_F 0.00171753768879 10.621128084 KVHI 5.40440304792e-05 2.34024205429 STRM 6.83901849689e-05 0.000509259419937 MOV 2.62619983199e-08 nan ALJJ 5.50592204485e-05 0.0391985388464 OLED 0.00390815767296 0.0991162896165 RCMT 0.00463527819703 0.0161397828807 SASR 5.85140969325e-06 3.55618538736 SYKE 1.42185448075e-06 0.496890549337 ARTN_A 0.000200177143756 0.000509715024172 ATRI 4.91269701152e-05 0.000303956488887 BVN 0.000325177927948 0.000686140005198 FCN 0.000241216127477 6.88888890601e-05 GSH nan nan JAKK 0.0854392549659 nan MPVD nan nan NBIX 0.0227521238514 0.086301999162 PFBI 2.37308618554e-06 2.10811465666e-09 RPT 1.52706699559e-05 5.85827532477e-05 MFIN 0.422400621717 0.0359539790618 TUP 0.000567512966993 1286.77797266 ANSS 0.000547691658586 5.60303532699e-05 CHKP 1.16504360663e-06 2.10844637057e-07 CNOB 0.000485828427518 0.00138321853509 DCOM 1.92382112764e-08 2.29337820912e-06 CASI 100.0 9.91713407367e-05 FDS 5.97490838491e-07 0.20137365082 AVDL 0.0104683550573 1.47601519961 FRBK 8.35127307176e-08 nan GWR 1.47854242506e-08 0.000370547783872 THMO 0.00169111196983 0.272036850229 TBI 7.32256521169e-08 10.4061862961 PROV 0.00125908412602 nan QGEN 2.96582386911e-06 1.12927336393e-05 SKM nan nan CASS 0.000500479552723 0.00420471230058 FFG 0.000192767803717 3.82193609282e-06 GERN 0.818005236683 0.760908320385 AIM 0.015506045179 0.000331546325182 NBN 2.66491595838e-08 6.82462953912 OCFC 5.22011419137e-06 0.00581050069173 PEGA 0.000338892702824 nan STRA 1.83297646938e-12 0.0402185040485 USNA 0.000149777798356 0.000527494463081 AWRE 0.00361633918063 nan CSV 4.78177061452e-10 0.0569256165757 ETFC 1.26129678946e-06 0.0190023059337 IDSA 1.38192898147e-17 0.130980327956 LAMR 7.84822557652e-06 0.000394338382236 BIOS 0.464885230273 nan MVIS 0.0169180234944 1.64195663633e-05 SGB 4.76473114373e-05 0.161711395896 SRCL 1.15560761477e-07 0.0402935418206 SSRM 0.00517759685331 nan TACT 4.70603757715e-10 nan TD nan nan TTEC 4.55700167485e-06 nan ANF 1.89977557215e-11 0.416806378279 OCN 5.02539379158e-05 nan PAA 5.62482336074e-05 206.156257776 NVEC 6.74858904332e-07 0.000267916143285 WLFC 3.14281476776e-05 nan ARQL 77.7877287838 0.0329023105737 BJRI 6.49216601111e-10 nan DNR 2.5052609187e-05 0.319365897893 DRD nan nan DVD 2273.59069286 nan HMY 0.0 0.0 HIBB 0.00113377889779 2.38731433739 TGI 1.68342788527e-06 0.634509568888 PAG 2.75350380823e-05 nan AXDX 0.000824306144281 0.000424401233416 BBQ 0.030483523616 1.25561628839 ESLT 8.15434930986e-08 nan FORR 3.25945003504e-05 nan GEL 4.66920198013e-05 0.144537600319 NUS 0.000195837420543 0.139872328699 SEAC 3.54533938624e-05 0.000357946983321 SIEB 3.23011596393e-05 0.0919460118418 STLD 0.000156715664832 0.0109224728251 UNFI 8.13365530292e-08 nan VGZ nan 0.000689064213856 CALM 0.0109477418433 9.58213355802 CNI nan nan DPW 0.00230984788319 6.6874831073e-05 HIHO 1.52083565727e-05 nan LAD 6.24211998146e-05 0.0382350038289 VSAT 6.96802459801e-06 0.0300700016054 MLSS 0.00022471502857 0.00758233259376 NSP 1.27325655409e-05 nan CERS 7.93810172304e-05 0.395203102688 CMT 6.45755324179e-08 420.198979196 CTBI 1.58210969564e-09 0.183108400313 DGX 5.48214617192e-06 0.00458026716397 ELTK 2.1755955817e-05 5.50214220126 SSB 4.54408741209e-07 0.205837130066 KRC 8.04623957098e-05 nan MTH 9.41829158251e-06 2.33998565912 NCR 3.9966331035e-09 8.23320015038 OFG 0.00676487349185 85.2027457262 HLIO 2.25633079205e-10 4.32947402591e-05 UNTY 4.92029425294e-06 1.45056342732e-06 WWD 7.79912325618e-05 0.270243269922 JAN 2.04907522321e-06 nan VCEL 2.11727356026e-07 0.472000786367 CCBG 6.64563658847e-06 0.00174210878419 CEA nan nan CIEN 0.000686324886987 nan KMX 0.000474881924284 0.654110335545 SLGN 0.000691029720049 9.0633271888 GOGL 0.000823249291575 0.0418198406012 AMTD 1.57638958861e-07 0.0139486302014 IVZ 0.00328169817726 0.0832402986054 CLWT 0.0 nan CRES_Y nan nan CTIC 11.7788634891 0.261835930571 EEFT 0.000484250376809 0.0134507267855 EMKR 9.12167714966e-09 1.08286686379e-07 LOGI 0.000482384192489 0.0407134355488 TIVO 5.49796422159e-06 60.6672994311 WTFC 0.000153429674091 nan AKO_B nan nan DX 0.265282576894 8.89237682837e-05 FBC 2.8801715409e-05 0.00145820641625 GIFI 0.000973886162238 0.0126052891632 TTWO 0.0093806033563 304.083636594 ALV 1.52519289547e-05 0.194823748797 AMZN 5.15311144017e-07 2.91470371233 ARE 0.00012881949736 0.00102332277286 TFC 9.49703929206e-09 0.00152830504312 CVLY 1.70384171586e-10 0.00372458975436 MHD nan nan MTSL nan 0.0 SRL 0.0 0.0 PBHC 8.56678831031e-05 nan RMBS 0.000426089657674 0.00235065675548 WEA nan nan WILC nan nan SRPT 0.000235159825325 0.0759802865332 BXP 3.00610854687e-06 0.0123753286348 CBD nan nan ING nan nan INTT 0.00484254304359 5.91798629767 MS 0.000279606073533 nan RFIL 0.00649678547855 10.0831761999 RYAA_Y nan nan SLP 5.96087595741e-06 0.0205451785338 SRT 1.78332135186e-05 nan HLX 0.00254193207927 nan DXPE 2.51493757129e-06 4.70541464393 FLS 3.52295597815e-09 0.0471786193698 HSKA 2.30161196403e-05 0.0928822113245 OZK 1.3571692229e-06 1.32617044241 PRPH 0.0112239052472 5.35553696543e-05 ZNH nan nan AEHR 7.70083429919e-06 24.0244302998 CRZO 5.78872812731e-06 102.882110751 EDAP nan nan MT 3.61927508215e-05 nan LKFN 8.88475377336e-09 3.30073383899e-05 PXD 2.21099257534e-05 nan QADB 1.01132500652e-07 nan SLG 5.32069863529e-09 0.0149317687776 BHB 9.50190857195e-09 1.09012950543e-06 FARO 0.00103117164895 6.13328989952e-07 IBA nan nan MFL nan nan MHN nan nan NAT 4.40503087982 nan PSMT 2.17398700165e-07 nan RDCM 3.32708718841e-05 0.0 SIGA 1.28650884119 nan CAC 6.48720299575e-07 5.61594743471e-11 CHRW 1.00112326219e-05 0.0382188916276 CSU 6.1476865708e-07 nan CWST 9.78250751627e-05 0.0687058952936 DRQ 4.69012635815e-05 nan FDP 1.07461208792e-07 nan FORT_Y 0.0 0.00864316849723 ORAN nan nan IRET 8.54195754642e-07 0.001101464691 NLY 1.25777542888 0.0311088264008 OSIS 1.19384439572e-06 0.485305214836 PTN 100.0 nan INVE 1.39144985121e-05 0.455796614876 TSM nan nan YUM 0.000221910113653 0.00218888553178 AMG 2.38016708486e-07 0.000301311462755 BASI 0.000983399485753 nan CM nan nan CTHR 0.00306976470815 nan EPR 4.45385552714e-05 0.0102288139484 FE 2.37092882805e-05 0.562414807918 LTM 1.76047749234e-05 9.41269456401 MTD 1.79999415139e-05 1.23437455276e-07 NYMX 1.62541788323e-07 0.00123376175732 GEOS 0.0165765670732 0.0140392959492 PGNX 0.0272602302546 0.0959569426418 RNWK 0.239151112236 0.000396087039623 SID nan nan CBZ 0.000429246632961 0.00611673348493 CAR 0.00254999958112 0.157389390468 DEO nan nan ASRT 0.001526279116 0.12899777788 AI 105.934446435 0.0493768030848 FORD 2.18617160228e-07 nan GFED 5.0563780909e-07 0.296086637214 MPB 2.10081811758e-06 0.0147912034078 NICK 1.93330815229e-05 5.26188584644 POWI 0.000584715442693 0.000692749114223 URI 1.25238865508e-05 10.9114686426 CFFI 2.80877397253e-05 0.138719361308 INGR 1.23596425789e-07 7.80717255155 CWBC 1.81610037587e-06 0.00317184100793 DENN 0.00172991736044 194.979225756 HFWA 3.64917360388e-08 0.00189426525007 MRCY 5.11002298656e-05 0.000911884381847 HOPE 1.0608814975e-06 0.00865143742543 RMTI 2.6529156062e-05 3.5106628269e-05 TSBK 1.06891162824e-05 69.5960875658 VRSN 3.82409466639e-11 9.73913854282e-06 GTIM 0.000180473315193 nan BKTI 3.79378145608e-05 0.0181152070236 SBBX 0.00128352333296 0.0343495030528 SCS 4.41776549312e-06 0.126459902967 ANH 0.541010714215 nan CIX 1.62042063487e-05 0.0333225866639 COLM 7.73571593754e-09 nan OFC 0.000143398601868 0.000562102655759 DSU nan nan EP_PRC nan nan EXPO 3.32033839354e-05 0.0516452492023 GPX 7.07736618924e-05 nan IBOC 1.79902883562e-07 0.0201480205727 MUH nan nan MUC nan nan MUJ nan nan NWFL 6.90449872244e-06 0.0162693140166 CNXN 2.2509769756e-07 nan RBA 0.000775064552403 0.64766383162 SRDX 0.00375677510627 nan SYPR 3.0987169391e-06 0.0327191463645 UBP 3.07038415761e-05 0.00422430946814 UUU 0.000932808469883 0.0956595232367 WDR 4.16428285269e-10 0.0181650627967 CBAN 0.00158786042892 nan CRAI 5.49231186752e-06 0.374818938364 DHF nan nan HEI_A 0.000183017252075 0.225608283221 LNT 9.07350060786e-05 0.238995587471 MANH 6.89114026082e-05 7.34275414241e-09 MFA 0.00822801697542 0.000224238498941 NHTC 0.700785763803 nan UMPQ 1.27095022133e-06 5.83473597413 AMKR 1.39228160901e-11 0.74834357734 HCKT 0.000112932435856 0.00239081466053 AXTI 0.00848339899975 0.0117189837083 EBIX 1.31866474254e-05 0.84032056703 EVOL 0.000606839356434 40.9810722168 FII 4.08010657895e-05 0.000287830162735 FMX nan nan GNTY 6.61196472488e-05 0.0725717654174 HIX nan nan IART 5.8992616596e-09 0.325266140301 ICLR 1.59799748866e-06 0.563242380481 MLP 0.00101047746615 nan PLX 0.00346650592412 0.000199274398911 IOSP 5.30884999418e-06 0.068639347402 IDXG 0.00211098444894 0.174692155892 SBSI 1.24524958041e-08 0.00699185451387 CLAR 2.25129547678e-06 nan TATT 7.02428956304e-05 0.00143739060033 VTR 5.67593523093e-06 0.0175219340324 AVB 2.29280035407e-08 4.90128873753e-11 AWX 9.61414873232e-05 0.0281505670361 CENT 0.000221687658388 nan CMLS 2.72550866795e-10 nan CTSH 2.50994672784e-07 1.0508690941e-07 DNI nan nan DOX 3.90541539144e-08 0.169577261611 GIL 1.18236928497e-10 0.926107083499 HZO 0.001185191888 1.48489712541 PKOH 5.70885703881e-10 0.000491105466564 TVC 1.70062798012e-06 nan VVR nan nan AWR 0.000482035655309 nan BELF_A 0.00014668813014 0.22719016007 BELF_B 0.00014668813014 0.22719016007 CLS 0.000115611137617 nan DHY nan nan EPD 0.000172183267391 2.49557410449e-06 HTBK 6.9233775203e-06 1.40908279775e-06 RBCA_A 4.54351490793e-06 0.0283402383328 RSG 1.58984583144e-06 0.00289063457109 SJR nan nan UCFC 1.76892543561e-06 nan LEU 0.357698927235 nan WM 4.03960577204e-07 1.22479168177e-07 AKR 3.32782228406e-06 0.000109833672119 CLDX 1.3471249039 0.00503795164589 DDT nan nan SNGX 3.48187334493e-05 0.0872767482353 FWRD 1.58032785313e-08 0.000149096833395 RRC 0.0564570553028 nan SAP nan nan CCI 6.66931485132e-06 0.0709226726367 UBA 3.07038415761e-05 0.00422430946814 IHT 1.67190048956e-07 46.6363311431 CTRC 6.96575794294 8.97552731907 BUSE 0.000898734678634 7.38812862166 CCNE 4.73694563439e-05 0.00911707861185 ENB nan nan EVF nan nan SELF 5.19005643649e-06 0.00193166831841 PB 8.29822677389e-09 0.0114228649104 FNHC 3.54047995094e-07 nan TLI nan nan VIV nan nan TSU nan nan SNBR 0.000148990088817 nan CFBK 0.00711082566369 nan PICO 0.00630195669529 nan XLB nan nan XLE nan nan XLF nan nan XLI nan nan XLK nan nan XLP nan nan XLU nan nan XLV nan nan XLY nan nan THRM 3.69879159616e-06 1.90293347204e-11 AXL 3.7811081465e-09 0.000130786787029 BP 0.000222487272815 0.000159287820151 CEV nan nan DSGX 0.000303533848639 0.00575572715981 ETM 6.4745692423e-06 nan EVN nan nan EVY nan nan FCAP 0.000105249114882 0.21624037481 HT 2.99702451295e-09 3.01409458151 GDEN 0.000167935789738 0.0168505733555 NVDA 0.00319124615817 0.104914868129 KZIA nan nan STL 6.64714126291e-07 0.000682046253466 EPAY 3.67549243777e-07 0.0897063737378 EWBC 2.03478559446e-07 0.110458991253 KFY 6.70811212337e-07 0.633731972773 MTEX 4.9073064842e-05 nan BB 1.2966248536e-05 13.8203070728 DLHC 0.0155109623415 nan AUTO 9.1639330529e-05 0.00595731760561 ASYS 0.00969139270572 0.107682627265 NOVT 1.35153192062e-08 3.13873036563 INFY 1.01277342245e-05 0.00350263447649 JLL 2.03148749648e-05 0.995803160728 MKSI 1.14373545628e-10 0.420106286706 MUE nan nan BKNG 0.0128522620144 0.03164407259 QQQ nan nan RICK 7.1759010642e-06 7.50550678176e-06 NUAN 2.07165396927e-06 2.49616562017e-06 AMNB 0.00360333351432 4.14140150235 AZN 3.38738984182e-12 nan ATLC 0.377214860221 nan CFFN 1.95360386409e-06 0.0425793068563 EXTR 5.94403298445e-09 nan HSII 1.22048539542e-07 0.00949609129352 OBAS 2.28595061859e-08 0.0 PFH nan nan TREX 0.00389855617808 0.567502546131 AUDC 6.69559332418e-05 1.02882449921 LOAN 1.1278696974 6.62260925808e-07 GS 3.4708969593e-07 0.678932442448 KT nan nan KTP nan nan NAD nan nan UONE 9.48761188421e-08 0.846435763216 SYX 6.15562028881e-05 nan TCP 0.801866378236 0.0612165077177 TVE nan nan WCC 7.0577529017e-06 4.71622662861e-06 BSRR 0.00218651139929 0.0012032474771 CHNR nan nan CVU 0.00278144597069 nan FFIV 1.71612467444e-05 2.06640810795e-06 FISI 1.72255829439e-05 0.00038038166983 PWFL 0.000517006395436 nan JNPR 1.17203427908e-06 7.38732597302e-05 OFG_PRA 0.00676487349185 85.2027457262 RDN 0.000130428384983 3.9564814566e-05 SBAC 1.99386721064e-06 3.3980028261e-05 SKX 0.000903082210914 0.119824417365 UTHR 2.64899030591e-06 0.197967901331 WTM 9.611242035 24.0413401387 GNSS 0.00248896367451 nan BMRN 0.00172669969263 1.08784518342 CYRN 9.02106158299e-10 0.00348491630669 EGOV 0.000136378930712 0.00835355407752 FNLC 3.50930077219e-07 0.000215382935962 GCBC 2.49860715632e-06 1.21014014728e-06 GUT nan nan HSBC 8.36469089027e-06 nan IPAR 1.25664347518e-05 nan VIAV 1.18626536042e-07 0.000618221358592 MBWM 3.78851827699e-06 39.9820527516 MDRX 0.139395841375 nan PRFT 2.91037050592e-05 0.329223712695 SGRP 0.000102019517539 1.02889360974 ARLP 0.000138392964277 0.18017753544 CSGP 5.71903735119e-05 0.000846340915551 FLWS 1.06995121983 nan NTCT 0.000112299385262 nan INAP 1.0267381792e-05 0.243177832525 RDWR 7.77825245893e-06 0.189560047456 AKAM 2.16551458284e-10 0.000236203273682 BLK 1.03759552892e-05 0.0731076423066 BSQR 0.000160377015605 0.297737117975 CIR 0.0014630167559 1.55499479542 CIZN 1.90385513905e-05 8.92672631758e-06 EGBN 4.10065372803e-10 0.00462419195565 GAIA 3.47397035434e-05 0.280391855915 JACK 0.00250271398723 2.8358790219e-05 YVR nan nan NGG nan nan NSL nan nan OMN 4.20962509946e-10 20.411589994 PCTI 4.7883852256e-05 nan PKG 1.29859758376e-11 0.000794270973392 PKI 8.42865634706e-06 0.00621385001141 PLUG 4.97472133487e-06 1.02495295737 PTNR nan nan QUIK 0.0127874691788 0.0068922633376 SNH 5.77312187155e-05 0.0158776972164 UGP nan nan WWE 0.00984867651864 nan ZIXI 0.201753788895 1.28627443156e-05 ALSK 1.20031797391e-09 nan CCZ 0.0 0.0 CTIB 0.00368435244917 nan EVI 2.51920674551e-05 nan IDN 0.00622939955436 0.142287490954 IMMR 1.03339360083e-07 0.000708956771009 PFI nan nan STAR_PRD 0.0136339266464 0.0532660117653 SNN 0.0 0.0 UPS 1.68390987211e-05 3401.21989107 KTOS 6.05715449395e-05 nan BMRC 7.42600558749e-10 0.00249299817079 CETV 0.139926452879 22.3322161261 BGCP nan nan FBSS 6.47630291794e-06 0.0681740691816 HBP 3.00341541664e-05 1.29363713588 MCBC 1.00218257728e-07 6.02765774726e-05 NKSH 2.62926505204e-09 0.00177566002552 PFSW 0.00439373967244 13.4610079407 AMRN 0.00635186887482 nan MFSF 3.39978720016e-05 35.9351304894 NTWK 0.00112767150011 nan TGC 0.00412974593184 0.0212897196083 TGT 0.000809160686977 6.19396795208 AGEN 0.365237322863 0.0014794226099 BBGI 0.00013327052049 0.00106088901334 GIGM 0.000132158756843 0.0 LBAI 0.000139666957286 0.0300571977372 PPH nan nan EMAN 0.000150182086617 0.000258191399123 IBN nan nan JOUT 1.04185032231e-10 nan LMNX 3.56513149406e-07 nan FRPH 9.85822485677e-07 0.0118501698465 SLAB 6.00697337462e-07 0.235553363964 SLF nan nan CDR 2.43727353952e-07 0.248882582865 UTSI 2.90161832558 0.000645642996976 RLH 0.000198829572784 0.570882029884 CCMP 0.000946588984472 1.65929244704 EPC 0.000157156622547 nan EW 5.89345617873e-05 0.01187208761 EXEL 0.000319028365185 0.00506491096784 HSTM 1.30016049006e-06 0.00263872577436 LXRX 6.60774119001 nan LPSN 0.000119035578357 nan MET 0.000344179195548 0.400411668325 SEEL nan 5.18499797338e-05 NVMI 0.00048379354896 24.0736854592 ON 2.04234002216e-05 0.258692280167 OPOF 2.67197774165e-07 0.101392851924 PTR nan nan SGMO 0.000700276200978 0.0205139610422 SINA 1.29358058181e-09 0.0 OSPN 0.000650549293087 0.0433164964511 ACGL 0.000625715275298 0.0507082848874 BAM 0.000416089981467 nan EWY nan nan IBKC 0.00026013383526 0.00137706776169 IJH nan nan IJR nan nan IVE nan nan IVV nan nan IVW nan nan IWB nan nan IWD nan nan IWF nan nan IWM nan nan IWV nan nan IYF nan nan IYW nan nan IYZ nan nan NVS 2.73903296664e-05 0.00420277144684 PXLW 0.000114645965094 nan RBBN 0.000592512283853 nan MBOT nan 8.01186723058e-09 SWIR 0.000191341653252 11.2270259798 VGR 8.67047315945e-05 nan BHLB 4.39345787089e-07 0.0235043672474 CHU nan nan CPST 0.000140052677448 0.337919503004 CRL 4.46159228791e-05 0.0231061522474 CYH 5.88458626475e-06 0.0150009950561 DLA 4.89733242099e-06 nan EWT nan nan EXFO 1.48032814802e-08 nan HWBK 3.8117689702e-06 2.16369164814 PACW 4.79127427238e-07 0.0037870522535 IDU nan nan IYC nan nan IYE nan nan IYG nan nan IYH nan nan IYJ nan nan IYK nan nan IYM nan nan IYR nan nan IYY nan nan MBT nan nan MRVL 0.00174440445331 11.3677411265 MVC 31.0509752219 nan NTES nan nan PMBC 5.82451429269e-09 0.0020370568273 PUK nan nan QBAK 0.00117514646606 1.9955778563 UONE_K 9.48761188421e-08 0.846435763216 FUSB 0.000143889842627 nan WYY 0.000367566831971 nan WPC 0.000189089847621 0.032892081021 ACLS 0.0149919548045 0.0291247137748 MTOR 3.44726649585e-09 nan ARNA 12.1922517042 0.0136249467266 CAMT 8.35828100282e-08 0.0 CNQ nan nan INFI 0.136669562963 nan ENDP 1.29669712275e-05 5.23793241019 ENTG 4.96498864636e-08 nan ERJ 6.88121325394e-08 0.105889687263 EWZ nan nan EZU nan nan GGAL nan nan IEV nan nan IJJ nan nan IJK nan nan IJS nan nan IJT nan nan ILMN 1.58057494198e-06 1.28952595103e-05 INSM 0.715449773122 4.78940454666e-05 IWN nan nan IWO nan nan IUSV nan nan IUSG nan nan SAVA nan 0.115346064607 SMTX 2.71902399747e-05 nan SOHU 4.36668476297e-06 0.0 SPRT 0.00016136999628 1.28908847425e-06 PRPO 0.000439173107422 0.0301610619374 TKC 0.0 0.0 UNB 8.53528922681e-05 nan VZ 1.1603210904e-06 0.0527407815275 ARL 0.739674599813 nan CGEN nan 0.0 CRIS 6.44732631043e-07 0.0147694672152 EVC 1.69666697724e-05 0.49537179197 ISSC 0.00015273526311 nan LTRX 7.13644756643e-07 3.29129398758 MDCO nan 0.0119639574628 MNDO 0.00341113870341 0.426749038114 OIIM 2.05755221994e-06 0.0 PBR 0.00166503534686 0.0188581332766 RTIX 7.48347691757e-06 nan SJM 2.1860912186e-07 0.159941891196 SPTN 2.97591029927e-06 0.0764067224736 XEL 1.5865060546e-06 7.3940931689 ALE 0.0185384406413 nan CRNT 0.00046487743058 nan DGT nan nan DRRX 0.321341009966 nan SLYG nan nan SLYV nan nan SPYG nan nan SPYV nan nan ITGR 4.31236358671e-12 7.67999017886e-10 XNTK nan nan NEWT 2.33545174464e-05 0.00164728952511 POL 0.000335339374801 0.00251177588167 PSO nan nan STZ_B 0.000317436043741 0.0170759871506 TTMI 1.76870256255e-09 2.10262805005 UMC nan nan AMRB 9.06014889157e-06 0.0129286065036 BANR 1.71364711587e-09 0.607397006601 LNG 3.14664805686e-05 0.0217661655937 TPR 0.00285898137075 nan CXW 3.03878506418e-06 nan DVA 2.71580395497e-07 0.886394276431 EXC 1.05810240968e-08 nan SPTM nan nan MCO 0.000220302025966 0.000394159384204 OEF nan nan OSUR 0.0057312077765 2.2878137972 BRFS nan nan SHEN 1.02029883263e-06 0.0397441888053 SNP nan nan TU nan nan WIT nan nan IRCP nan nan ERF nan nan NYCB 8.06440420056e-07 2.99309381611 GEC 5.74875451447e-09 0.000118346995683 PGC 0.000194194615753 0.508607343014 CDMO 0.00221624705838 nan SXT 8.48348206269e-08 0.0051528175315 GRMN 1.3777599667e-11 0.000241081766473 HBIO 0.000860404915709 6.03194967296e-05 IOO nan nan RECN 2.91512059331e-05 nan ALGN 0.000100376649392 4.71493257285e-05 EXAS 0.0103672079999 0.00871013769364 HAFC 6.29794514135e-08 2.13213337584e-05 KTN nan nan MCF 0.0120708232386 2.70894978966e-06 YORW 9.04388174178e-05 2.32833855979e-06 AMOV nan nan AMX nan nan ATRS 0.0377255775384 nan CEO nan nan CSFL 0.00344866923071 0.00136160873439 GPN 0.000940763207725 0.223672485308 IBB nan nan ICF nan nan JCOM 3.73754204036e-10 0.0006287785954 KTH nan nan MPX 0.000190680156004 0.541433469231 OIS 8.98724083448e-07 1.51394482752 PBR_A 0.00166503534686 0.0188581332766 BH 0.00145074746615 nan MMP 0.00262181289175 0.501886706707 FCBC 6.83904952436e-08 0.000358087207634 IGM nan nan NXJ nan nan SGEN 0.000571595379358 0.200211644676 UBOH 8.08113737841e-05 nan ABB 0.00343253090943 0.0142820329509 DGIC_A 1.82891504808e-06 2.15051847164 DGIC_B 1.82891504808e-06 2.15051847164 CIVB 1.25113676114e-10 nan MUFG nan nan RADA 0.0250530216296 0.0 RDY nan nan RWR nan nan SGMS 6.15720816863e-07 nan SHBI 0.0940136694546 0.0695585972167 HRTX 0.00748520199411 0.0141921238804 ASRV 5.16340865961e-06 nan ASRV_P 0.0 0.0 BIG 2.56556150563e-08 8.31118361443e-12 IDT 2.03021467176e-07 nan LTS 0.532949485496 nan RVP 0.000270460172644 0.11956918992 UBFO 6.17832349292e-09 0.000305803266509 VTI nan nan ADS 0.00766098083775 0.0303647053883 CVI 9.20590406218e-06 0.408730121733 FTI 6.80507563631e-11 nan GLBZ 7.25174205512e-06 0.349389743006 IMOS 8.15661004031e-07 8.17072912837e-05 MDLZ 6.64093612547e-06 0.853618604521 MOSY 0.816683750022 2.55385538708 PCQ nan nan PMF nan nan PNF nan nan PRA 13.3300155506 0.01917585244 EQNR 0.0110189857819 0.00120902602076 AAXN 0.000107245109477 0.0109652266411 WLTW 0.000410385788836 0.118830969262 NTUS 0.000129677493184 0.0692372235148 BBF nan nan BFK nan nan BFZ nan nan BNY nan nan FIS 0.00166653384139 0.000470928994823 EDV nan nan EGHT 0.000535991411035 0.33922342805 EVBN 0.000543760091676 74.9697450423 HDB nan nan IGN nan nan IGV nan nan SOXX nan nan IWP nan nan IWR nan nan IWS nan nan KAI 3.93302411501e-06 0.532455675418 KFS 0.0 0.0 CEQP 8.74012993396e-06 0.0326595695648 PDFS 4.54634036211e-05 nan PKO nan nan SPEX inf 0.00415857437926 ABC 3.28938757816e-10 0.00781858542723 BG 6.43220464678e-05 nan EFA nan nan FRO 5.16396108918e-10 nan GLAD nan nan MFNC 4.08763612692e-06 nan OMCL 1.35319645594e-05 4.71932638479e-07 ECA 0.00148859432529 4.12085577362e-05 SSY 0.000682313051974 nan ZBH 2.70353173045e-05 0.0180489768637 CIG nan nan CS nan nan DHIL 0.0192269832957 0.0420295277966 MKC_V 1.27736597547e-05 0.0174083054711 NZF nan nan PIY nan nan PLPC 8.43003419449e-05 0.748858591979 ANTM 0.000111395067397 3.55648811411 CVX 0.000203418639821 0.000204549174761 DB nan nan EPP nan nan OPK 3.41987487049e-07 0.00785934054371 IGE nan nan ILF nan nan JPXN nan nan JHX 7.31624534577e-05 0.00847163894998 PFG 0.000283231009061 0.000665046279777 AAP 2.88675431848e-05 0.680228357844 AMN 9.64156981788e-06 0.00883529854423 BHK nan nan IXC nan nan IXG nan nan IXJ nan nan IXN nan nan IXP nan nan JRS nan nan LYG nan nan PWOD 8.598185233e-07 2.79935974172e-06 QCRH 5.02539097606e-05 0.0297523174035 SBFG 0.000138891002417 2.80911512262 WINA 0.000148874140442 0.290149472526 WW 3.13175841877e-06 0.133084070871 ACH nan nan AYI 4.65631646987e-10 0.00571618437258 CNC 0.000125760531108 nan FCCY 1.46488258657e-06 17.4377859819 AGO_PRB nan nan HBNC 0.00161150419634 0.598308873717 NMR nan nan PCN nan nan PRU 0.00067783300549 0.0188487164048 WNEB 1.96264939737e-10 0.17653874968 AFB nan nan BCH nan nan FVE 5.20467935805e-10 7.56247113384 RDI 6.09708399713e-06 189.556144826 RDIB 6.09708399713e-06 189.556144826 SSI 0.000143712241139 0.0733261032844 SYNA 0.00111302730484 0.00446712377996 NS 0.00357942067667 nan VXF nan nan CCOI 6.72243675623e-07 0.00554767946222 GME 0.00890947624647 nan ITUB nan nan MANT 0.000197712529477 nan RQI nan nan HLM_PR nan nan NVG nan nan VALE 8.1893177231e-06 1.44144862824e-10 TNP 0.00018475723442 3.51401346807 UCBI 1.06958308274e-05 0.0119981068972 BBK nan nan BHV nan nan BIF nan nan BQH nan nan BZM nan nan CRMT 0.000279009134842 nan JBLU 4.36249131088e-06 nan LCI 0.0149518685435 nan PHT nan nan CPSI 2.80836098149e-06 0.000512597155105 NFLX 0.000899892716397 0.332711165664 NLS 0.0822899095991 nan OSTK 0.00221068524306 0.000140337575844 PNFP 1.3660111192e-06 0.000295156556324 SBS nan nan VRNT 7.36507649234e-06 2.55179941499e-06 BGFV 1.14484478777e-05 3.94309760765 CHI nan nan ELGX 2.6847652471e-07 0.022564058232 ENG 6.19877306073e-08 7.12131672045 HOFT 1.727087342e-05 0.646675893152 NPO 9.71628871188e-08 0.00215116777834 PCK nan nan PML nan nan PNI nan nan SBCF 1.15728072177e-07 2.40670784889e-05 SVBI 1.30503751307e-05 0.0267768095255 SWKS 0.000285026332786 0.00247469169507 TRI 1.10901230872e-05 nan WTBA 4.93900160096e-05 0.0027843501223 BDSI 0.0219831279112 0.535925405167 BFY nan nan BLE nan nan BRKL 8.9675563648e-08 0.0168037191147 BVSN 0.00414059004121 0.0547257073552 CAE nan nan CVGW 0.00398577669265 0.992137056137 ICAD 0.00111604599765 0.228493518966 IEF nan nan KIRK 6.92234312435e-06 2.19215215998 LQD nan nan MSTR 3.667319452e-05 nan OCC 6.54270711113e-07 nan RRGB 1.21691092055e-06 nan RUSH_A 7.56108829217e-07 nan RUSH_B 7.56108829217e-07 nan SHY nan nan SNY nan nan TLT nan nan WHG 0.00246441959173 0.00400914787405 DXLG 0.000802674017068 nan EIM nan nan ENX nan nan EVM nan nan BANC 0.000579028203335 0.000925427038942 GTN 0.0132931138895 0.000301279355219 GTN_A 0.0132931138895 0.000301279355219 HPI nan nan MGEE 1.31367782975e-08 0.158073841584 PPBI 2.43330378962e-06 4.6672756607 BAK nan nan COP 0.00102480552723 1.41556772668 BCOR 0.00718788268691 0.0541804733793 JPS nan nan NBH nan nan NBO nan nan NBW nan nan NKG nan nan ATHE nan nan SIFY nan nan BAF nan nan BSE nan nan BYM nan nan CNP 4.42409224485e-05 0.0530235190243 DKS 3.46733905264e-06 0.000725555657798 ERIC nan nan MGPI 0.000186425734665 2.48081719474 DS 1.38792959341e-06 3.1261368031 NGS 0.00145296062003 1.24367675562e-05 NRP nan 0.225591267837 PMX nan nan PYN nan nan PZC nan nan SAIA 0.000148672463928 6.69879895017 WYNN 1.28577735622e-07 6.39066481005 XEC 9.35457682731e-06 nan ADRA nan nan ADRD nan nan ADRE nan nan ADRU nan nan AMOT 0.00174770545939 0.0991205505435 CHA nan nan FSI 0.0543042150133 nan HPF nan nan MMLP 0.00711847114519 nan NEA nan nan NKX nan nan NRK nan nan CEVA 2.71070913488e-05 nan PKBK 7.40807473147e-05 1.51478507593e-05 PRAA 0.000112768059042 0.47454598629 SAFT 7.86002378237e-06 0.00517350772413 ACTG 299.674167717 1687.2323658 CLCT 0.00139533261729 0.0548660020201 CME 4.22659241226e-07 0.0196591155428 EQIX 6.38714773975e-06 0.177572113431 FMN nan nan AGO_PRE nan nan GLNG 0.00104556310502 0.0033413113452 IAG 6.89383757268e-15 243.089620006 IKNX 9.46133555227e-06 0.730783300903 PTY nan nan SMIT 1.98870815517e-06 nan SPPI inf 0.12440310583 STX 2.88136547323e-06 0.0511609202498 AOBC 2.15567794946e-06 nan TS 1.20299607106e-05 nan EGO 0.0869748916719 nan FCCO 7.85289368296e-06 1.68398746043e-09 FFC nan nan NKTR 0.00420158636811 0.0418018115511 PFS 1.93589819216e-08 0.0337173166386 DMLP 0.000127345649308 0.000645518518273 EAD nan nan EZA nan nan TIGO 1.66593590869e-05 nan NIHD inf 265.579856536 ABIO nan 0.0139342068509 HTLF 1.3693646918e-07 0.422321755668 JPC nan nan LPTH 9.81252348477e-05 nan DS_PRB 1.38792959341e-06 3.1261368031 NCV nan nan AVK nan nan CCL 0.00691389705914 1.46334254723 BXMT 4.07721634512e-09 4.82463300344e-06 CUK 0.00415145374085 1.46334254723 EEM nan nan GGT_PRBCL nan nan GILT 3.39468650315e-05 5.14259150902 HSON 0.01187547036 79.6075946728 IHG 0.0 0.0 LEN_B 3.76241638524e-05 0.00195947314147 MNP nan nan PHK nan nan RSP nan nan A 5.82823888697e-06 0.0176586742864 CNX 0.0462090611263 3.26299118017 AMT 2.37469829632e-05 0.00697729903599 ABG 3.97203482054e-07 nan LII 0.000594597651807 1.75621715891e-05 SALM 1.9184153076e-06 40.3591522895 TUES 0.0136680226069 nan SRE 0.000244894136823 1.76601390221 AEE 0.000215456118642 nan PLD 0.000207486640698 0.000519914411825 SAH 2.14396202139e-06 nan GPI 8.82470614836e-06 nan PLCE 5.5843080503e-09 0.00387409844268 FIX 0.000404879463555 6.45351670429e-05 MMS 9.67464668611e-05 0.00203830301832 MTN 1.25386491867 0.0369683395019 SRI 6.58428304018e-07 699.341170231 NOV 8.71706508441e-05 0.046378271398 GES 3.43307681604e-08 0.713113859221 EBAY 1.89200448761e-05 0.000548668030791 SAM 0.021931722962 0.0220487402126 LSI 2.76685229901e-06 2.05398640565e-07 LECO 3.86102805661e-08 0.00629196949537 RCII 5.01423794904e-08 7.04623846336e-06 RL 6.68674753191e-09 nan FLR 0.000666446747407 nan CECO 5.94421683397e-06 0.000394315619631 ALL 0.000207961459209 0.00256498570378 ATI 4.79283256562e-08 6.04359565461 EE 0.0111549852682 nan FCEL 0.00123905296887 nan AIT 5.36240785107e-08 4.26864001683e-05 STAR 0.0136339266464 0.0532660117653 APT 2.68215301323e-05 nan CHH 0.00110899612997 5.24400790367e-11 FMS 0.0 0.0 STZ 0.000317436043741 0.0170759871506 BCO 9.98517272254e-08 0.103330149473 BOSC 1.6554878261e-07 0.0 CBB 1.2692197994e-06 5.48166017973e-05 CBB_PRB 1.2692197994e-06 5.48166017973e-05 CCRN 1.02470503842e-06 2.47454624834 CHY nan nan EVV nan nan HYT nan nan NYCB_PRU 0.0 0.0 PWC nan nan DWAQ nan nan PSA 2.7582995459e-06 3.13952076022e-06 E nan nan JPM 6.83673379102e-05 13.5776587883 USB 2.58696226591e-08 0.000137098044575 CHL nan nan HON 8.83593561497e-06 6.87894498347e-08 EWI nan nan CIK nan nan CRF nan nan PLUS 0.00033203586274 0.0258951576567 BBL 0.0 0.0 ERC nan nan FORM 6.39153145012e-12 0.0218182199055 FVL nan nan HPS nan nan JQC nan nan OSBC_P nan nan RIGL 0.0667064193163 nan RNP nan nan SPNS 7.83931904839e-05 0.130498799767 AVA 0.00242639363597 2.89994565051 BTI nan nan AXS 3.19699473531e-06 nan BLW nan nan BRKR 5.39446399545e-06 1.13301080463 CHT nan nan CVCO 0.000137852636188 nan DKT_CL nan nan ECPG 6.80032982485e-08 0.0708652549093 EHI nan nan ISRG 1.20140859274e-05 2.58755449496e-05 NHS nan nan MHI nan nan MNE nan nan MOH 3.65929118135e-05 nan MUI nan nan NCZ nan nan NTGR nan 9.94840676058 AMED 0.000104237708551 0.00840670180238 AHT 2.02232557299e-05 2.11144708135 CHSC_P 0.00233976644278 0.0999486771823 FLC nan nan AGO_PRF nan nan FTF nan nan FVD nan nan GOOD 2.44354402381e-06 2.09896528667e-06 GPK 1.99971621013e-06 nan GUT_PRA nan nan PFL nan nan PRSC 0.233150138293 nan TCBI 1.20597249429e-06 1.19879476594 UVSP 4.91829929578e-06 2.44991402621e-05 AGG nan nan AGYS 8.37147319467e-05 0.326269338997 BFO nan nan BKK nan nan CNO 0.000493742772353 2.21342930719e-06 EVT nan nan GLOW 0.000531393673631 nan JDD nan nan GRP_U nan nan MXC 2.81261131659e-07 nan BLU nan nan ONEQ nan nan GALT nan 0.0041036870076 SHG nan nan WIA nan nan ACN 8.37384240322e-06 0.00462098617619 ANIP 5.35696190233e-05 0.00268142461388 CRI 0.00016665636093 nan FRA nan nan GAB_PRDCL nan nan GAM_PRB nan nan IYT nan nan LKQ 1.88664981612e-06 0.138843127561 MAV nan nan NRO nan nan CIDM 0.00764527610461 2975.21200384 APYX 0.00125590212315 2.00994319647 CONN 0.017380156283 1.64201582689 DVY nan nan EFR nan nan GDV nan nan TRQ 0.0324146303573 8.5603809628e-07 MRLN 0.000134431499483 nan NMZ nan nan NXST 0.000496487228304 5.19792415526 OFG_PRB 0.00676487349185 85.2027457262 OMEX 0.000218525496537 0.000930255867044 SNX 3.4889446228e-05 0.143265483119 OXSQ 0.0453525603005 0.167948458464 XPER 1.88885819618 0.0960480940907 WLL 0.00123337942863 nan DZSI 1.37546588653e-06 nan AEL 0.000563529305486 nan AUY 0.000228873297562 0.000168677540853 BPOP_N nan nan CKX 0.000188233431839 0.00163884795563 CMP 0.00737300255043 nan TCOM nan nan EMD nan nan CATS 0.0131226667913 0.989620419042 JSM 0.0 0.0 KRO 0.000889379028084 nan LFC nan nan MEIP 0.0554471010934 nan NG nan 12.8683578695 NNI 2.1311597285e-05 0.266387038865 STAR_PRG 0.0136339266464 0.0532660117653 TIP nan nan TPX 0.000504198342266 0.193531546208 TZOO 4.96104387818e-06 nan GBLI 0.000938827185604 nan UTI 3.25489709173e-06 6.63252715512 PJC 5.71037157223e-06 nan MGLN 2.0961761862e-09 0.000175445274298 ENLC 0.00935631644353 0.000239302447586 IPB nan nan PETS 0.000193816280117 0.00724186782894 ITOT nan nan ETG nan nan JTA nan nan VAW nan nan VB nan nan VBK nan nan VBR nan nan VCR nan nan VDC nan nan VFH nan nan VGT nan nan VHT nan nan VO nan nan VPU nan nan VTV nan nan VUG nan nan VV nan nan MAR 1.39395645833e-08 0.000707850725293 ONCT 100.0 0.448783598375 AIZ 1.12738068661e-05 0.151914898546 DIG nan nan DVAX 0.0621523643375 7.36188847241e-05 HTH 0.00774685475429 nan BANF_P nan nan HTD nan nan IGR nan nan SCD nan nan TYG nan nan UTG nan nan WIW nan nan CVCY 7.01335234856e-06 0.000173284055671 SBRA 1.1020005179e-05 7.49949771248e-05 STAR_PRI 0.0136339266464 0.0532660117653 COHN 0.000345286850457 48.0434248942 BBD nan nan RNR_PRC 0.0515706595638 0.00585042795835 SBNY 7.12079743244e-08 1.23153585761 NRG 0.0324964379674 0.0045109842941 UCTT 8.10382069953e-09 9.75952587994e-07 CSQ nan nan HOS 6.81467626116e-08 0.00373795968733 JFR nan nan MFD nan nan UTF nan nan CUTR 1.55532354236e-08 nan MCHX 8.76685544944e-06 0.00512472436192 JBK nan nan AINV 0.866122840251 nan ABR 0.000106955330239 0.000257977676571 CORT 0.000549355846825 0.000232983236755 SA nan nan FHN 0.000120943493817 1.8314645408e-09 AGO 4.45923085169e-06 nan CII nan nan ERH nan nan ETO nan nan LGI nan nan SVRA nan 1.4530328759e-05 CYTK 0.017824529394 0.0235162184611 GJH nan nan HNI 1.51485574811e-06 0.0192632220179 GHL 1.29419933913e-07 0.034168836505 VBFC 9.81806521004e-05 2.3169190942 OPHC 7.48394603878e-06 21.6041468372 STMP 0.0010852501412 0.474265985844 XPO 3.67609752762e-06 3.57010561054 NUVA 2.18836837086e-09 0.000536307943536 DIT 5.76682552982e-06 nan CHE 2.24559995532e-06 0.30401404102 OGEN nan 0.00255694469308 ACAD 0.0141964277594 0.169809301322 GNW 5.66248795325e-11 0.000665326634896 ANGO 0.00520414984562 nan FCT nan nan GLU nan nan SP 4.36184215101e-05 3.92676640036e-06 ALNY 0.455486168803 0.000190188905898 AEZS 0.316438227615 7.29365125983e-05 CBRE 5.34382486614e-06 0.00571056673236 DRAD 2.31367060483e-05 nan BOCH 1.37456091743e-05 2.89802401151e-05 MNTA 13.7447273875 0.0170413453667 SFL 5.66715540847e-06 nan NEU 4.03142281165e-07 7.8205496721e-05 CRM 0.000898102939304 29.4302814272 PCYO 0.362392274498 708.890289807 EFT nan nan GOL nan nan FEN nan nan SPEU nan nan FEZ nan nan MGI 6.45985988829e-06 5.70254056462 PDCO 2.31163594344e-08 nan VVI 0.000560722902276 nan WCG 0.000249683562182 8.84168947494 JKD nan nan JKE nan nan JKF nan nan JKG nan nan JKH nan nan JKI nan nan JKJ nan nan CORV 0.00337106073467 0.0228998017648 JKL nan nan JKK nan nan HEP 1.09921936044e-07 0.000335172485607 DPZ 0.00261974242567 0.000299193730778 IAC 8.03981147233e-05 2.45245177646e-06 BDC 3.67376385376e-06 1.74181914137 BLKB 1.5061338437e-14 0.000664806843721 EGY 0.0131873640558 14.7656363957 LPL nan nan NURO 0.0592312154155 0.132528335358 TOPS 0.0 0.0 PSEC 0.00281179741306 0.00400853098233 PYT nan nan GLV nan nan JRO nan nan MCN nan nan MNKD 3.18417499973e-05 nan ENS 6.23305784668e-05 0.00337570363669 CVGI 1.59718236858e-09 0.000503642719479 STXS nan nan ACC 1.40958409093e-05 1.54143823915e-08 KRG 0.000204531640307 5.18306078441e-07 WLK 5.7407720384e-07 1.31183485053 EXR 2.85939116594e-05 0.000450538281636 CNS 5.67716043297e-05 0.000355608034786 GOOG_L 3.40095145103e-07 0.00697520730806 CAAS 5.7530582144e-05 0.109753769952 PUK_PR nan nan BGT nan nan FFA nan nan STON 1.82176311112e-14 0.222519639586 NEPH nan nan BECN 0.000264751381497 nan SFST 0.000235509222671 nan JOBS nan nan TTM nan nan KYN 78.2149439488 nan CPL nan nan VDE nan nan VIS nan nan VNQ nan nan VOX nan nan ARCC 6.73613681973 0.00517588811254 INVA 0.000613967113255 1.1796370092e-05 BTN 1.58371784339e-05 0.193464171311 TXRH 9.57518562603e-06 nan RTW 2.88816240303e-06 0.0132036401042 KINS 0.00166885857001 0.125803048926 FXI nan nan HURN 5.0540467614e-06 6.53116365262e-06 ADES 0.034950576149 nan GDV_PRA nan nan JRJC 6.22701344529e-07 0.0 SHO 2.3917190756e-11 0.000158005295971 CUBE 1.46937477392e-05 0.000216425218465 EOI nan nan BXMX nan nan PFN nan nan BBW 1.34649175932e-07 0.2795981691 GFY nan nan DLR 6.15815793037e-07 0.000859833840139 MTL 0.0 0.0 CYCC_P nan 0.25862128109 HALO 0.00218636428144 nan NWE 7.64711795321e-05 nan ITCB nan nan NAK nan nan MKTX 0.000221059625113 3.17817628414e-06 ORA 6.20961783033e-05 0.0627607524701 BML_PRG 3.68596555616e-11 0.39077956938 SPOK 2.93373637705e-05 nan GLD nan nan MPWR 3.04833791317e-05 0.00661541712175 FAM nan nan ANH_PRA 0.541010714215 nan NP 8.75560592505e-07 0.00863519261193 ATLO 1.84164249244e-08 0.0218338042252 SVA 0.073090350185 nan PEY nan nan PGJ nan nan HPR 1.25967506687e-05 0.752665826695 BXC 2.46726645779e-09 28.1140534977 CHCI 0.803690313197 14.1414580118 LXP_PRC 8.42439712724e-06 0.00016102662676 NCTY nan nan KNL 3.01273114584e-10 0.000801425194432 LVS 8.11045906243e-06 0.0289728809706 HLF 1.96506311243e-06 0.00550989313714 MIC 0.00186202365561 0.199219336115 SPG_PRJ 3.53158998488e-07 1.73454803184e-05 SOHO 8.04654119962e-08 0.0319818486189 CART 0.00307476256611 0.0141249920618 TBBK 0.00870260178793 nan BGR nan nan FMO nan nan PHD nan nan BPOP_M nan nan CBL_PRD 0.000195807786569 1.33247111573e-07 CZNC 8.35728700661e-05 0.000140191933807 GYC nan nan CE 6.31884716769e-06 0.000204256513661 PTE 0.000681649055653 0.000337218908607 EOS nan nan EYPT 1.28348249108 0.000795743260252 IAU nan nan SUSA nan nan WTI 1.77895018987e-05 1.37947928365 SMMF 9.31911497989e-07 0.00040775126548 MTEM 0.0811915724952 0.0594390687074 ARC 1.60520709369e-06 0.382354485157 EFSC 0.000864973636217 nan GRVY nan nan TAP_A 0.000243035019276 0.000567086969083 NDAQ 6.56627283449e-07 3.53418450309 PBH 1.49083821043e-08 6.7566885522e-05 HUN 0.00283577309644 0.152959974734 ULH 2.65029664728e-07 0.0949529618317 EBTC 0.000177270762528 0.0403688682844 PFBC 3.99778540482e-06 0.000435080731193 MNTX 0.000237485438468 nan WEX 0.000373823720992 0.102011253011 DLB 7.63491153912e-09 0.881796240932 EVG nan nan KRNY 2.16718740321e-06 8.75141987862e-05 NFJ nan nan CBIO nan 2.93101084662e-09 KFFB 1.99820024904e-07 nan PBW nan nan PWB nan nan XMMO nan nan XMVM nan nan XSMO nan nan PWV nan nan XSVM nan nan INUV 0.000847604163014 0.0596238768706 VGK nan nan VPL nan nan VWO nan nan AX 6.2032267976e-05 1.8669570826 DSX 0.000283212313499 0.214764222292 BML_PRH 3.68596555616e-11 0.39077956938 PEIX 2.23715722338e-05 76.1718544626 DCAR 3.49835290915 0.449781190797 BME nan nan GGN nan nan IGD nan nan PBIP 6.68914601214e-05 nan RAIL 0.203559005457 nan TDI 0.0 0.0 DXCM 0.000231356212012 0.26526572034 GS_PRA 3.4708969593e-07 0.678932442448 ETB nan nan GLQ nan nan JVA 2.71129418049e-05 nan MORN 0.000356843630131 1.54089629909e-08 LAZ 7.8865422735e-05 0.0803133641105 TGP 0.000496520130845 nan ZUMZ 0.00017475063348 nan ATSG 0.00169510208443 nan XLG nan nan TRX nan nan CTRN 1.29449893714e-06 0.000193342066865 PLBC 1.25347729905e-05 0.0341794370349 BOE nan nan DYAI nan nan DRH 1.05835635031e-05 31.7987054689 FMY nan nan PGP nan nan NGD 0.00012211344766 nan FSP 0.000356834426897 2.56613761085 HTGC nan nan LHCG 6.40141217476e-07 1.08103750572 LBTY_A 8.23667043855e-10 2.84994776879 LBTY_B 8.23667043855e-10 2.84994776879 BLDR 2.14222110423e-05 0.037229949407 EGLE 0.000255505264005 0.656549767286 GAIN 0.0374501972429 0.223824249084 LINC 5.6135215321e-07 2.39460017679e-06 PBE nan nan PBJ nan nan PBS nan nan PEJ nan nan PJP nan nan PSI nan nan PSJ nan nan PXQ nan nan BFIN 0.0112290856314 0.00276256103556 ETV nan nan MET_PRA 0.000344179195548 0.400411668325 THS 0.00597488793525 347.640070337 DBI 6.87247383848e-05 0.220027657582 SIMO 0.00114446485373 829.20364929 WAL 3.86614139562e-05 0.00417105270327 WPM 0.000420219808659 nan MPW 0.000803637030949 0.00020459933429 SLMB_P 6.9377287787e-06 4.77323368162e-05 RDS_B 0.000322362152242 0.340416517284 CNSL 5.12302369622e-07 0.0393460620668 GNK 1.49755122171e-05 nan HOVN_P 0.00108274691182 0.145160163457 RDS_A 0.000322362152242 0.340416517284 FTK nan 0.0315898297091 OFLX 3.01363113881e-07 0.116859267544 SSKN 3.31603585118e-06 6.7911123779 PUK_PRA nan nan UEPS 0.000500128051285 0.121628253921 ATRC 8.06637083334e-06 16.9765622461 BIDU nan nan EFG nan nan EFV nan nan STN nan nan EXPE 0.0039132508835 0.319255034369 RUTH 0.000854497628157 nan SSW 1.26938693175e-06 1.5097193768e-05 ROLL 4.65727028231e-06 0.0221704374517 CF 2.30408496149e-05 0.457575992818 IWC nan nan ACCO 1.72974326769e-06 0.0342362377066 BDJ nan nan MGU nan nan GPM nan nan XTLB nan 0.0 GENE nan nan LBTY_K 8.23667043855e-10 2.84994776879 PFM nan nan PID nan nan SNSS nan 0.000456900094227 EVRI 7.31956328195e-05 3.5022698865e-07 HNNA 0.00013905842634 0.133242498233 HSBC_PRA 8.36469089027e-06 nan ETW nan nan ITRN 0.00149225097804 0.000210876946164 GLP 2.3399086812e-09 0.020170287449 FDM nan nan CMPR 0.00216971921288 3.6706917344 AMP 1.38257123068e-06 8.42522004053e-07 ISG nan nan WSBF 0.00118095084193 0.226174558154 GASS 0.000247448912005 0.000101903027344 ALT 3.17659024113 0.0719550609547 FBIZ 6.3351370619e-05 0.0371485138079 ISBC 0.000444493742503 1.02830716e-06 DHT 0.000182103286862 nan PKB nan nan PMR nan nan PPA nan nan PUI nan nan PXE nan nan PXJ nan nan CGO nan nan EGF nan nan IGA nan nan NM 5.76252684926e-13 nan GS_PRC 3.4708969593e-07 0.678932442448 GDV_PRDCL nan nan GJO nan nan CCO 0.000137128215812 0.00283703297527 IRBT 0.00295565722402 nan SEED nan nan BGI 0.0 0.0 SLY nan nan SPLG nan nan MDYG nan nan SPMD nan nan MDYV nan nan KBE nan nan KCE nan nan KIE nan nan SDY nan nan ICE 1.93747983615e-09 0.0209689229598 SPWR 1.08174493908e-06 0.00429959258157 AMSF 5.42267306834e-07 0.000903202255516 UAA 2.36918825448e-07 nan BKD 4.47189513447e-06 0.0152153986202 BML_PRJ 3.68596555616e-11 0.39077956938 DS_PRC 1.38792959341e-06 3.1261368031 SPXX nan nan CHK_PRD 0.0121231166286 0.0812387314017 CORE 1.40886162391e-05 nan DCP 0.0162925349601 1.09284660477 PHO nan nan SPHQ nan nan LORL nan nan GJP nan nan FXE nan nan BCBP 1.61670967997e-07 35.3892630343 CPA 42.3498639926 2.21833975345 AAU nan nan PSTV 0.578981877719 0.00148037575704 PRF nan nan AEB nan nan LYV 0.00620880751305 nan VIAC_A 0.000689183356062 nan MLN nan nan MGYR 4.53972849075e-07 0.0723477084303 CLMT 2.65836045157e-05 0.0572752904764 CMG 0.000125302252103 0.228273021457 HEES 6.30711244432e-08 nan PERI 2.6652064452e-05 0.426322715544 DSS 0.0378534661456 1.43198751053 KOP 5.42821533894e-05 7.34308359729e-05 TX 0.000471712835926 0.00481070958359 UAL 1.64186391304e-05 nan DBC nan nan ET 4.32205406918e-10 nan XBI nan nan XHB nan nan XSD nan nan XAN 0.000378872473467 0.0207134318496 ACOR 0.00891293111021 0.0432456565078 CROX 0.0061074842361 0.0355901471756 SHM nan nan LQDT 1.86554771974e-05 894.43561906 BTA nan nan PAC nan nan SBLK 0.00289416158383 0.0321915955943 GPOR 0.0182405226638 0.152023045316 RFG nan nan RFV nan nan RPG nan nan RPV nan nan RZG nan nan RZV nan nan DTD nan nan DTN nan nan NX 0.000565170133212 nan DON nan nan FDL nan nan GPRE 0.00170134699621 nan TDG 0.00373673049131 0.00386432735687 BMA nan nan PYS 0.0 0.0 BTE nan nan GJR nan nan CYCC nan 0.25862128109 HIMX 0.000147669321937 0.000329778857429 USB_PRH 2.58696226591e-08 0.000137098044575 TRCB 1.5588432027e-07 1.60305666467e-07 LSBK 1.95220546199e-05 0.00863519261193 POR 4.9977842324e-07 nan USO nan nan VNDA 6.37608255292e-05 0.601787525729 FPX nan nan IGC 0.00485345396925 0.0359469989959 SORL 4.55703140331e-07 nan QQEW nan nan QTEC nan nan GLO nan nan VIG nan nan GJS nan nan SLV nan nan AAWW 0.000315289601656 nan ACNB 4.89764188398e-06 3.57838434768e-05 AEMD nan 2.80379776522e-05 AGX 0.125739573737 nan ABEO inf 0.00918187741564 GLDD 0.00508600274834 0.0432972981402
--------------------------------------------------------------------------- KeyError Traceback (most recent call last) <ipython-input-9-5281b7b8128d> in <module>() 1 for equity in df0.index: ----> 2 print(equity.symbol, (revenue_growth(equity.symbol)**4)*100, (cash_growth(equity.symbol)**4)*100) <ipython-input-7-a236dcc46dc5> in revenue_growth(ticker) 2 rev0 = df0.at[symbols(ticker),"total_rev"] 3 rev1 = df1.at[symbols(ticker),"total_rev"] ----> 4 rev2 = df2.at[symbols(ticker),"total_rev"] 5 rev3 = df3.at[symbols(ticker),"total_rev"] 6 # rev4 = df4.at[symbols(ticker),"total_rev"] /venvs/py35/lib/python3.5/site-packages/pandas/core/indexing.py in __getitem__(self, key) 1647 1648 key = self._convert_key(key) -> 1649 return self.obj.get_value(*key, takeable=self._takeable) 1650 1651 def __setitem__(self, key, value): /venvs/py35/lib/python3.5/site-packages/pandas/core/frame.py in get_value(self, index, col, takeable) 1836 series = self._get_item_cache(col) 1837 engine = self.index._engine -> 1838 return engine.get_value(series.get_values(), index) 1839 1840 def set_value(self, index, col, value, takeable=False): pandas/index.pyx in pandas.index.IndexEngine.get_value (pandas/index.c:3332)() pandas/index.pyx in pandas.index.IndexEngine.get_value (pandas/index.c:3035)() pandas/index.pyx in pandas.index.IndexEngine.get_loc (pandas/index.c:4018)() pandas/hashtable.pyx in pandas.hashtable.PyObjectHashTable.get_item (pandas/hashtable.c:12368)() pandas/hashtable.pyx in pandas.hashtable.PyObjectHashTable.get_item (pandas/hashtable.c:12322)() KeyError: Equity(28483 [ALRS])