Stock Market Analysis
Deepak Kumar Sahu
28 January 2018
1. Introduction
For as long as there have been stock markets, there have been investors trying to beat the market. Over the course of time, a number of strategies and models have been devised to take advantage of market anomalies to outperform the market.
2. Overview of the Study
The data is of National Stock Exchange of India’s stock listings for each trading day of 2016 and 2017. A brief description of columns. SYMBOL: Symbol of the listed company. SERIES: Series of the equity. Values are [EQ, BE, BL, BT, GC and IL] OPEN: The opening market price of the equity symbol on the date. HIGH: The highest market price of the equity symbol on the date. LOW: The lowest recorded market price of the equity symbol on the date. CLOSE: The closing recorded price of the equity symbol on the date. LAST: The last traded price of the equity symbol on the date. PREVCLOSE: The previous day closing price of the equity symbol on the date. TOTTRDQTY: Total traded quantity of the equity symbol on the date. TOTTRDVAL: Total traded volume of the equity symbol on the date. TIMESTAMP: Date of record. TOTALTRADES: Total trades executed on the day. ISIN: International Securities Identification Number.
3. Data
SYMBOL: Symbol of the listed company. SERIES: Series of the equity. Values are [EQ, BE, BL, BT, GC and IL] OPEN: The opening market price of the equity symbol on the date. HIGH: The highest market price of the equity symbol on the date. LOW: The lowest recorded market price of the equity symbol on the date. CLOSE: The closing recorded price of the equity symbol on the date. LAST: The last traded price of the equity symbol on the date. PREVCLOSE: The previous day closing price of the equity symbol on the date. TOTTRDQTY: Total traded quantity of the equity symbol on the date. TOTTRDVAL: Total traded volume of the equity symbol on the date. TIMESTAMP: Date of record. TOTALTRADES: Total trades executed on the day. ISIN: International Securities Identification Number.
Read data after setting the directory
setwd("C:/Users/kogentix/Downloads/Internship_docs/week4/")
stock=read.csv(file = 'FINAL_FROM_DF.csv', sep = ',', header = T)Ommiting the null values and removing some columns
stock <- na.omit(object = stock)
stock$OPEN <- NULL
stock$HIGH <- NULL
stock$LOW <- NULL
stock$LAST <- NULL
stock$ISIN <- NULL
stock$TOTALTRADES <-NULL
summary(stock)## SYMBOL SERIES CLOSE PREVCLOSE
## IDFCBANK : 55 EQ :6709 Min. : 0.05 Min. : 0.05
## IRFC : 47 BE : 489 1st Qu.: 46.15 1st Qu.: 46.52
## DHFL : 35 SM : 165 Median : 162.45 Median : 161.57
## NHAI : 31 N6 : 52 Mean : 617.07 Mean : 616.00
## L&TINFRA : 30 N2 : 48 3rd Qu.: 553.44 3rd Qu.: 549.44
## SRTRANSFIN: 30 N1 : 35 Max. :114000.00 Max. :111500.00
## (Other) :7734 (Other): 464
## TOTTRDQTY TOTTRDVAL TIMESTAMP
## Min. : 1 Min. :1.000e+00 : 0
## 1st Qu.: 8102 1st Qu.:8.076e+05 20-03-2017: 920
## Median : 49912 Median :6.840e+06 28-02-2017:1727
## Mean : 869712 Mean :1.549e+08 28-04-2017:1750
## 3rd Qu.: 312604 3rd Qu.:4.646e+07 28-06-2017:1738
## Max. :301853351 Max. :2.517e+10 28-11-2017:1827
## calculating the nue variable VAL
stock$VAL <- stock$TOTTRDVAL/stock$TOTTRDQTYRemoving TOTTRDVAL and TOTTRDQTY columns
stock$TOTTRDQTY <- NULL
stock$TOTTRDVAL <- NULL
summary(stock)## SYMBOL SERIES CLOSE PREVCLOSE
## IDFCBANK : 55 EQ :6709 Min. : 0.05 Min. : 0.05
## IRFC : 47 BE : 489 1st Qu.: 46.15 1st Qu.: 46.52
## DHFL : 35 SM : 165 Median : 162.45 Median : 161.57
## NHAI : 31 N6 : 52 Mean : 617.07 Mean : 616.00
## L&TINFRA : 30 N2 : 48 3rd Qu.: 553.44 3rd Qu.: 549.44
## SRTRANSFIN: 30 N1 : 35 Max. :114000.00 Max. :111500.00
## (Other) :7734 (Other): 464
## TIMESTAMP VAL
## : 0 Min. : 0.05
## 20-03-2017: 920 1st Qu.: 46.35
## 28-02-2017:1727 Median : 162.49
## 28-04-2017:1750 Mean : 617.37
## 28-06-2017:1738 3rd Qu.: 553.18
## 28-11-2017:1827 Max. :114000.00
## dim(stock)## [1] 7962 6Catagorising the variables
stock$SYMBOL <- as.factor(stock$SYMBOL)
stock$SERIES <- as.factor(stock$SERIES)
stock$TIMESTAMP <- as.factor(stock$TIMESTAMP)Formulate a Regression Model:y = b0 + b1x1 + b2x2 + ..
LnReg <- lm(VAL ~ SYMBOL+SERIES+CLOSE+PREVCLOSE+TIMESTAMP, stock)LnReg##
## Call:
## lm(formula = VAL ~ SYMBOL + SERIES + CLOSE + PREVCLOSE + TIMESTAMP,
## data = stock)
##
## Coefficients:
## (Intercept) SYMBOL3IINFOTECH SYMBOL3MINDIA
## 1.668e+00 -4.019e-01 3.164e+01
## SYMBOL5PAISA SYMBOL63MOONS SYMBOL8KMILES
## -4.254e+00 -1.624e-01 8.730e+00
## SYMBOLA2ZINFRA SYMBOLAARTIDRUGS SYMBOLAARTIIND
## -1.210e-03 1.439e+00 -1.531e-01
## SYMBOLAARVEEDEN SYMBOLAARVI SYMBOLABAN
## -2.663e-01 -2.601e+00 7.070e-01
## SYMBOLABB SYMBOLABBOTINDIA SYMBOLABCAPITAL
## 2.563e+00 1.373e+01 6.589e-01
## SYMBOLABFRL SYMBOLABGSHIP SYMBOLABIRLANUVO
## 4.841e-01 3.989e-01 5.500e+00
## SYMBOLABMINTLTD SYMBOLACC SYMBOLACCELYA
## 6.010e-01 -9.352e-01 5.423e+00
## SYMBOLACCORD SYMBOLACE SYMBOLACEINTEG
## 4.318e-01 8.038e-02 -2.862e+00
## SYMBOLADANIENT SYMBOLADANIPORTS SYMBOLADANIPOWER
## 5.982e-01 7.912e-01 -3.522e-01
## SYMBOLADANITRANS SYMBOLADFFOODS SYMBOLADHUNIK
## -1.071e-02 3.666e-01 -3.962e-01
## SYMBOLADHUNIKIND SYMBOLADLABS SYMBOLADORWELD
## 7.333e-02 3.187e-01 1.785e+00
## SYMBOLADSL SYMBOLADVANIHOTR SYMBOLADVENZYMES
## -2.897e-01 -7.985e-02 7.215e+00
## SYMBOLAEGISCHEM SYMBOLAFL SYMBOLAGARIND
## -1.883e-01 6.183e-03 7.941e-01
## SYMBOLAGCNET SYMBOLAGLSL SYMBOLAGRITECH
## -1.981e-01 -1.823e-01 2.248e-01
## SYMBOLAGROPHOS SYMBOLAHLEAST SYMBOLAHLUCONT
## -2.386e+00 1.007e+00 1.628e+00
## SYMBOLAHLWEST SYMBOLAIAENG SYMBOLAICHAMP
## 1.594e+00 6.832e-01 -1.913e+00
## SYMBOLAIFL SYMBOLAIRAN SYMBOLAIROLAM
## 2.026e+00 -7.475e-01 -3.172e+00
## SYMBOLAISL SYMBOLAJANTPHARM SYMBOLAJMERA
## -4.207e+00 7.360e+00 5.012e-01
## SYMBOLAKASH SYMBOLAKSHARCHEM SYMBOLAKSHOPTFBR
## -1.616e+00 1.425e+00 -2.975e-01
## SYMBOLAKZOINDIA SYMBOLALANKIT SYMBOLALBERTDAVD
## 2.262e+00 6.636e-02 8.218e-01
## SYMBOLALBK SYMBOLALCHEM SYMBOLALEMBICLTD
## -3.335e-01 -4.530e-01 -3.051e-01
## SYMBOLALICON SYMBOLALKALI SYMBOLALKEM
## 1.301e+00 2.941e-02 9.321e-01
## SYMBOLALKYLAMINE SYMBOLALLCARGO SYMBOLALLSEC
## 4.159e-01 1.088e+00 -5.707e-02
## SYMBOLALMONDZ SYMBOLALOKTEXT SYMBOLALPA
## -8.189e-01 -4.062e-01 -3.732e-01
## SYMBOLALPHAGEO SYMBOLALPSINDUS SYMBOLAMARAJABAT
## 3.602e+00 -3.751e-01 3.957e+00
## SYMBOLAMBIKCO SYMBOLAMBUJACEM SYMBOLAMDIND
## 3.698e+00 -5.410e-01 -1.027e-01
## SYMBOLAMRUTANJAN SYMBOLAMTEKAUTO SYMBOLAMTL
## 1.025e+00 -3.348e-01 4.132e-01
## SYMBOLANANDAMRUB SYMBOLANANTRAJ SYMBOLANDHRABANK
## 4.144e-01 -3.216e-01 -4.295e-01
## SYMBOLANDHRACEMT SYMBOLANDHRSUGAR SYMBOLANGIND
## -2.579e-01 1.826e+00 -4.050e-01
## SYMBOLANIKINDS SYMBOLANKITMETAL SYMBOLANSALAPI
## -3.004e-01 -1.680e-01 -4.103e-01
## SYMBOLANSALHSG SYMBOLANTGRAPHIC SYMBOLAPARINDS
## -3.543e-01 -2.680e-01 5.607e-01
## SYMBOLAPCL SYMBOLAPCOTEXIND SYMBOLAPEX
## 1.615e-01 -1.186e-01 7.907e+00
## SYMBOLAPLAPOLLO SYMBOLAPLLTD SYMBOLAPOLLOHOSP
## 6.894e+00 -2.548e-02 5.757e+00
## SYMBOLAPOLLOTYRE SYMBOLAPOLSINHOT SYMBOLAPTECHT
## 1.139e-01 9.388e+00 2.390e+00
## SYMBOLARCHIDPLY SYMBOLARCHIES SYMBOLARCOTECH
## 6.743e-01 -3.459e-01 2.771e+00
## SYMBOLARIES SYMBOLARIHANT SYMBOLARIHANTSUP
## 5.676e-01 -8.171e-01 -2.143e+00
## SYMBOLARMANFIN SYMBOLAROGRANITE SYMBOLARROWGREEN
## 1.041e+00 -1.526e-01 5.585e+00
## SYMBOLARROWTEX SYMBOLARSHIYA SYMBOLARSSINFRA
## -1.404e-01 8.778e-01 2.108e-01
## SYMBOLARTNIRMAN SYMBOLARVIND SYMBOLARVSMART
## -2.812e+00 4.466e-02 -2.747e-02
## SYMBOLASAHIINDIA SYMBOLASAHISONG SYMBOLASAL
## -4.255e-01 1.884e+00 6.366e-01
## SYMBOLASHAPURMIN SYMBOLASHIANA SYMBOLASHIMASYN
## 5.008e-01 5.204e-01 -2.892e-01
## SYMBOLASHOKA SYMBOLASHOKLEY SYMBOLASIANHOTNR
## 1.616e-01 -2.292e-01 5.987e-02
## SYMBOLASIANPAINT SYMBOLASIANTILES SYMBOLASIL
## -1.779e+00 1.198e+00 -6.753e-02
## SYMBOLASLIND SYMBOLASPINWALL SYMBOLASSAMCO
## -2.823e+00 5.755e-01 -3.310e-01
## SYMBOLASTEC SYMBOLASTRAL SYMBOLASTRAMICRO
## 2.715e+00 6.755e-01 -3.401e-02
## SYMBOLASTRAZEN SYMBOLATFL SYMBOLATLANTA
## 4.725e+00 -4.252e-01 1.061e-01
## SYMBOLATLASCYCLE SYMBOLATNINTER SYMBOLATUL
## 9.926e-01 -1.297e-01 7.480e+00
## SYMBOLATULAUTO SYMBOLAUBANK SYMBOLAURDIS
## 6.521e-01 -5.324e+00 -1.966e+00
## SYMBOLAURIONPRO SYMBOLAUROPHARMA SYMBOLAUSOMENT
## 3.351e-01 1.045e+00 -5.046e-01
## SYMBOLAUSTRAL SYMBOLAUTOAXLES SYMBOLAUTOIND
## -1.509e-01 3.179e+00 -1.142e-03
## SYMBOLAUTOLITIND SYMBOLAVADHSUGAR SYMBOLAVANTIFEED
## -2.612e-02 7.699e+00 8.469e+00
## SYMBOLAVSL SYMBOLAVTNPL SYMBOLAXISBANK
## -2.548e+00 -2.110e-01 1.382e+00
## SYMBOLAXISCADES SYMBOLAXISGOLD SYMBOLAXISNIFTY
## -2.656e-02 9.152e+00 -4.442e+00
## SYMBOLAYMSYNTEX SYMBOLBAFNAPHARM SYMBOLBAGFILMS
## -1.324e-01 -3.643e-01 -4.056e-01
## SYMBOLBAJAJ-AUTO SYMBOLBAJAJCORP SYMBOLBAJAJELEC
## 9.957e+00 5.213e-01 1.763e+00
## SYMBOLBAJAJFINSV SYMBOLBAJAJHIND SYMBOLBAJAJHLDNG
## 1.398e+01 -3.386e-01 2.648e+00
## SYMBOLBAJFINANCE SYMBOLBALAJITELE SYMBOLBALAMINES
## 8.590e-01 1.861e-01 4.404e-01
## SYMBOLBALKRISHNA SYMBOLBALKRISIND SYMBOLBALLARPUR
## 1.816e-01 7.673e+00 -3.433e-01
## SYMBOLBALMLAWRIE SYMBOLBALPHARMA SYMBOLBALRAMCHIN
## -7.723e-01 5.475e-02 6.783e-01
## SYMBOLBANARBEADS SYMBOLBANARISUG SYMBOLBANCOINDIA
## -4.979e-01 6.207e+00 6.712e-01
## SYMBOLBANG SYMBOLBANKBARODA SYMBOLBANKBEES
## -1.064e-01 8.181e-02 2.312e+00
## SYMBOLBANKINDIA SYMBOLBANSAL SYMBOLBANSWRAS
## -8.953e-01 -2.708e+00 5.233e-01
## SYMBOLBARTRONICS SYMBOLBASF SYMBOLBASML
## -2.529e-01 4.006e+00 4.375e-01
## SYMBOLBATAINDIA SYMBOLBAYERCROP SYMBOLBBL
## 2.157e+00 2.125e+01 6.441e+00
## SYMBOLBBTC SYMBOLBDR SYMBOLBEARDSELL
## 8.729e+00 -1.336e+00 2.228e+00
## SYMBOLBEDMUTHA SYMBOLBEL SYMBOLBEML
## -1.762e-01 1.841e+00 4.885e+00
## SYMBOLBEPL SYMBOLBERGEPAINT SYMBOLBETA
## 5.373e-01 3.315e-01 1.786e+00
## SYMBOLBFINVEST SYMBOLBFUTILITIE SYMBOLBGLOBAL
## 1.465e+00 2.242e+00 -3.142e-01
## SYMBOLBGRENERGY SYMBOLBHAGERIA SYMBOLBHAGYANGR
## 4.459e-01 1.711e+00 1.302e-01
## SYMBOLBHAGYAPROP SYMBOLBHAGYNAGAR SYMBOLBHANDARI
## -1.266e+00 4.558e-02 -3.707e-01
## SYMBOLBHARATFIN SYMBOLBHARATFORG SYMBOLBHARATGEAR
## 4.321e+00 1.535e+00 8.443e-01
## SYMBOLBHARATIDIL SYMBOLBHARATIWIN SYMBOLBHARATRAS
## -2.709e-01 -1.075e+00 1.014e+00
## SYMBOLBHARATWIRE SYMBOLBHARTIARTL SYMBOLBHEL
## 3.931e-01 -9.058e-01 -2.585e-01
## SYMBOLBHUSANSTL SYMBOLBIGBLOC SYMBOLBIL
## -1.386e-02 -1.133e-01 1.436e+00
## SYMBOLBILENERGY SYMBOLBILPOWER SYMBOLBINANIIND
## -6.685e-01 -6.590e-01 4.320e-01
## SYMBOLBINDALAGRO SYMBOLBIOCON SYMBOLBIOFILCHEM
## -3.201e-01 2.660e+00 -1.205e+00
## SYMBOLBIRLACABLE SYMBOLBIRLACORPN SYMBOLBIRLACOT
## -2.138e-01 9.312e-01 -2.077e-01
## SYMBOLBIRLAMONEY SYMBOLBKMINDST SYMBOLBLBLIMITED
## -8.193e-02 -1.042e+00 -3.120e-01
## SYMBOLBLISSGVS SYMBOLBLKASHYAP SYMBOLBLS
## 7.737e-01 -1.252e-01 2.564e+00
## SYMBOLBLUEBLENDS SYMBOLBLUECHIP SYMBOLBLUECOAST
## -2.960e-01 6.582e-03 -1.206e+00
## SYMBOLBLUEDART SYMBOLBLUESTARCO SYMBOLBODALCHEM
## 8.880e+00 7.828e-01 2.029e-01
## SYMBOLBOHRA SYMBOLBOMDYEING SYMBOLBOSCHLTD
## -2.541e+00 3.392e-01 5.424e+01
## SYMBOLBPCL SYMBOLBPL SYMBOLBRFL
## -2.855e-01 -1.739e-01 -3.727e-01
## SYMBOLBRIGADE SYMBOLBRITANNIA SYMBOLBRNL
## 8.665e-02 4.651e+00 1.399e+00
## SYMBOLBROOKS SYMBOLBSE SYMBOLBSELINFRA
## 3.834e-01 1.139e+00 -3.819e-01
## SYMBOLBSL SYMBOLBSLGOLDETF SYMBOLBSLIMITED
## 1.801e-01 9.216e+00 -4.414e-01
## SYMBOLBSLNIFTY SYMBOLBURNPUR SYMBOLBUTTERFLY
## -4.388e-01 -3.056e-01 1.522e+00
## SYMBOLBVCL SYMBOLBYKE SYMBOLCADILAHC
## -5.603e-01 -6.475e-01 1.573e+00
## SYMBOLCADSYS SYMBOLCAIRN SYMBOLCALSOFT
## -1.561e+00 1.644e-01 1.168e-01
## SYMBOLCAMLINFINE SYMBOLCANBK SYMBOLCANDC
## 4.127e-01 -4.227e-01 -1.270e+00
## SYMBOLCANFINHOME SYMBOLCANTABIL SYMBOLCAPACITE
## 3.611e+00 6.612e-01 2.770e+00
## SYMBOLCAPF SYMBOLCAPLIPOINT SYMBOLCAPTRUST
## 1.145e+00 1.184e+00 -2.140e+00
## SYMBOLCARBORUNIV SYMBOLCAREERP SYMBOLCARERATING
## 5.907e-01 3.363e-01 3.577e+00
## SYMBOLCASTEXTECH SYMBOLCASTROLIND SYMBOLCCCL
## -4.445e-01 1.412e+00 -3.694e-01
## SYMBOLCCHHL SYMBOLCCL SYMBOLCDSL
## -2.289e-01 1.360e+00 7.842e-01
## SYMBOLCEATLTD SYMBOLCEBBCO SYMBOLCELEBRITY
## 3.629e+00 -3.308e-01 -4.357e-01
## SYMBOLCELESTIAL SYMBOLCENTENKA SYMBOLCENTEXT
## -6.028e-02 1.770e+00 -3.958e-01
## SYMBOLCENTRALBK SYMBOLCENTUM SYMBOLCENTURYPLY
## -2.428e-02 7.823e-01 4.005e-01
## SYMBOLCENTURYTEX SYMBOLCERA SYMBOLCEREBRAINT
## 2.670e+00 -1.574e+01 -1.160e-01
## SYMBOLCESC SYMBOLCGCL SYMBOLCGPOWER
## -1.381e+00 -2.545e-01 -7.700e-02
## SYMBOLCHAMBLFERT SYMBOLCHEMFALKAL SYMBOLCHENNPETRO
## -1.788e-01 9.836e-01 7.624e-01
## SYMBOLCHOLAFIN SYMBOLCHROMATIC SYMBOLCIGNITITEC
## 2.140e+00 -4.101e-01 1.434e+00
## SYMBOLCIMMCO SYMBOLCINELINE SYMBOLCINEVISTA
## 8.602e-02 -2.151e-01 -4.068e-01
## SYMBOLCIPLA SYMBOLCKPPRODUCT SYMBOLCLEDUCATE
## 1.393e+00 -5.237e+00 -6.559e-02
## SYMBOLCLNINDIA SYMBOLCMICABLES SYMBOLCMMIPL
## 6.971e-01 1.358e+00 -2.740e+00
## SYMBOLCNOVAPETRO SYMBOLCOALINDIA SYMBOLCOCHINSHIP
## -3.398e-01 5.372e-02 1.547e+00
## SYMBOLCOFFEEDAY SYMBOLCOLPAL SYMBOLCOMPINFO
## 1.122e+00 3.715e+00 -1.371e-01
## SYMBOLCOMPUSOFT SYMBOLCONCOR SYMBOLCONSOFINVT
## -3.374e-01 8.649e+00 -5.403e-02
## SYMBOLCONTROLPR SYMBOLCORALFINAC SYMBOLCORDSCABLE
## -2.534e-01 -2.437e-01 2.824e-01
## SYMBOLCOROMANDEL SYMBOLCORPBANK SYMBOLCOSMOFILMS
## 1.721e+00 -2.226e-01 1.863e+00
## SYMBOLCOUNCODOS SYMBOLCOX&KINGS SYMBOLCPSEETF
## -4.439e-01 4.986e-01 -3.945e-01
## SYMBOLCREATIVE SYMBOLCREATIVEYE SYMBOLCREST
## 2.298e+00 -7.481e-01 4.289e-03
## SYMBOLCRISIL SYMBOLCRMFGETF SYMBOLCROMPGREAV
## 6.083e+00 5.325e+00 -8.801e-02
## SYMBOLCROMPTON SYMBOLCROWN SYMBOLCTE
## -5.883e-01 -2.572e+00 -2.310e-01
## SYMBOLCUB SYMBOLCUBEXTUB SYMBOLCUMMINSIND
## -4.036e-01 -2.324e-01 1.209e+00
## SYMBOLCUPID SYMBOLCURATECH SYMBOLCYBERMEDIA
## -2.633e-03 -1.509e-01 -6.776e-01
## SYMBOLCYBERTECH SYMBOLCYIENT SYMBOLDAAWAT
## -3.356e-02 2.392e-01 -1.601e-01
## SYMBOLDABUR SYMBOLDALMIABHA SYMBOLDALMIASUG
## 2.584e-01 8.711e+00 5.443e-01
## SYMBOLDAMODARIND SYMBOLDATAMATICS SYMBOLDBCORP
## 4.217e-01 3.927e-01 -5.985e-01
## SYMBOLDBL SYMBOLDBREALTY SYMBOLDBSTOCKBRO
## 3.074e+00 -2.999e-01 -1.523e-02
## SYMBOLDCAL SYMBOLDCBBANK SYMBOLDCM
## -6.420e-02 -6.674e-01 3.587e-01
## SYMBOLDCMSHRIRAM SYMBOLDCW SYMBOLDECCANCE
## 1.960e+00 -2.100e-01 1.341e+00
## SYMBOLDEEPAKFERT SYMBOLDEEPAKNTR SYMBOLDEEPIND
## 6.574e-01 2.125e-01 1.852e+00
## SYMBOLDELTACORP SYMBOLDELTAMAGNT SYMBOLDEN
## -6.324e-02 -5.317e-01 -7.991e-03
## SYMBOLDENABANK SYMBOLDENORA SYMBOLDEVIT
## -2.040e-01 1.639e-01 -2.607e+00
## SYMBOLDFMFOODS SYMBOLDHAMPURSUG SYMBOLDHANBANK
## -6.075e-01 6.702e-01 -3.330e-01
## SYMBOLDHANUKA SYMBOLDHARSUGAR SYMBOLDHFL
## 1.084e+00 -1.872e-01 1.069e+00
## SYMBOLDHUNINV SYMBOLDIAMONDYD SYMBOLDIAPOWER
## 2.770e+00 2.736e-01 -1.012e-01
## SYMBOLDICIND SYMBOLDIGJAMLTD SYMBOLDISHMAN
## 4.754e-01 -1.549e-01 1.833e+00
## SYMBOLDISHTV SYMBOLDIVISLAB SYMBOLDIXON
## 7.184e-02 3.453e+00 9.287e+00
## SYMBOLDLF SYMBOLDLINKINDIA SYMBOLDMART
## -3.799e-01 3.056e-01 1.527e+00
## SYMBOLDOLLAR SYMBOLDOLPHINOFF SYMBOLDONEAR
## -2.054e+00 1.540e-01 3.847e-04
## SYMBOLDPABHUSHAN SYMBOLDPL SYMBOLDPRMABGP
## -2.613e+00 -1.264e-01 5.220e-01
## SYMBOLDPSCLTD SYMBOLDPWIRES SYMBOLDQE
## -2.124e-01 -3.026e+00 -3.022e-01
## SYMBOLDREDGECORP SYMBOLDRL SYMBOLDRREDDY
## 1.017e+00 -1.850e+00 5.269e+00
## SYMBOLDSKULKARNI SYMBOLDSSL SYMBOLDTIL
## -4.093e-01 -1.268e-01 1.574e+00
## SYMBOLDUCON SYMBOLDWARKESH SYMBOLDYNAMATECH
## -4.788e-02 2.709e+00 3.419e+00
## SYMBOLDYNPRO SYMBOLEASTSILK SYMBOLEASUNREYRL
## -3.836e-01 -4.082e-01 -2.793e-01
## SYMBOLECEIND SYMBOLECLERX SYMBOLECLFINANCE
## 1.074e+00 3.756e+00 3.350e+00
## SYMBOLEDELWEISS SYMBOLEDL SYMBOLEDUCOMP
## 5.006e-01 -1.115e-01 -2.627e-01
## SYMBOLEHFLNCD SYMBOLEICHERMOT SYMBOLEIDPARRY
## 2.744e+00 4.340e+01 1.069e+00
## SYMBOLEIFFL SYMBOLEIHAHOTELS SYMBOLEIHOTEL
## -2.277e+00 1.072e+00 2.990e-02
## SYMBOLEIMCOELECO SYMBOLEKC SYMBOLELAND
## 1.775e+00 7.201e-02 -4.278e-01
## SYMBOLELECON SYMBOLELECTCAST SYMBOLELECTHERM
## 1.140e-02 -2.698e-01 3.058e+00
## SYMBOLELGIEQUIP SYMBOLELGIRUBCO SYMBOLEMAMIINFRA
## 7.111e-01 -3.110e-01 5.449e-01
## SYMBOLEMAMILTD SYMBOLEMCO SYMBOLEMKAY
## 2.555e+00 -3.222e-01 2.316e-01
## SYMBOLEMMBI SYMBOLENDURANCE SYMBOLENERGYDEV
## -8.778e-02 2.660e+00 -7.669e-02
## SYMBOLENGINERSIN SYMBOLENIL SYMBOLEON
## 8.937e-02 -5.005e-01 -1.970e-01
## SYMBOLEQ30 SYMBOLEQUITAS SYMBOLERIS
## 5.641e-01 2.955e-02 4.963e-01
## SYMBOLEROSMEDIA SYMBOLESABINDIA SYMBOLESCORTS
## 1.166e+00 3.171e+00 2.345e+00
## SYMBOLESL SYMBOLESSARSHPNG SYMBOLESSDEE
## -3.640e-01 -4.099e-01 -8.053e-02
## SYMBOLESSELPACK SYMBOLESTER SYMBOLEUROCERA
## 3.754e-01 -7.874e-02 -3.431e-01
## SYMBOLEUROMULTI SYMBOLEUROTEXIND SYMBOLEVEREADY
## -4.717e-01 2.003e-01 5.923e-01
## SYMBOLEVERESTIND SYMBOLEXCEL SYMBOLEXCELCROP
## 4.277e+00 7.644e-01 8.417e+00
## SYMBOLEXCELINDUS SYMBOLEXIDEIND SYMBOLFACT
## 8.787e-01 -5.651e-01 2.216e-02
## SYMBOLFAGBEARING SYMBOLFAIRCHEM SYMBOLFARMAXIND
## 1.042e+01 2.316e+00 1.980e-03
## SYMBOLFCL SYMBOLFCONSUMER SYMBOLFCSSOFT
## -2.986e-01 -2.646e-01 -3.826e-02
## SYMBOLFDC SYMBOLFEDDERELEC SYMBOLFEDDERLOYD
## -1.190e-01 -2.329e-01 8.208e-02
## SYMBOLFEDERALBNK SYMBOLFEL SYMBOLFELDVR
## -2.800e-01 -9.304e-02 -8.292e-02
## SYMBOLFIEMIND SYMBOLFILATEX SYMBOLFINCABLES
## 7.196e+00 3.939e-01 -1.925e+00
## SYMBOLFINPIPE SYMBOLFLEXITUFF SYMBOLFLFL
## 1.073e+00 3.645e-01 -2.058e-02
## SYMBOLFMGOETZE SYMBOLFMNL SYMBOLFOCUS
## 1.822e+00 -6.695e-02 -6.611e-01
## SYMBOLFORGE SYMBOLFORTIS SYMBOLFORTUNEFIN
## -3.031e+00 3.083e+00 -2.251e+00
## SYMBOLFOSECOIND SYMBOLFOURTHDIM SYMBOLFRETAIL
## 3.888e+00 -2.932e+00 4.072e+00
## SYMBOLFSL SYMBOLGABRIEL SYMBOLGAEL
## -2.390e-01 -2.276e-01 2.053e-02
## SYMBOLGAIL SYMBOLGAL SYMBOLGALLANTT
## 1.217e+00 -2.882e-01 5.524e-02
## SYMBOLGALLISPAT SYMBOLGAMMNINFRA SYMBOLGAMMONIND
## 5.186e-01 -4.123e-01 -2.644e-01
## SYMBOLGANDHITUBE SYMBOLGANECOS SYMBOLGANESHHOUC
## 3.134e-01 1.282e-01 -5.872e-02
## SYMBOLGANGESSECU SYMBOLGANGOTRI SYMBOLGARDENSILK
## 3.475e-01 -2.376e-01 -1.756e-01
## SYMBOLGARWALLROP SYMBOLGATI SYMBOLGAYAPROJ
## -9.657e-01 7.705e-01 6.115e-02
## SYMBOLGDL SYMBOLGEECEE SYMBOLGEMINI
## 6.198e-02 8.262e-01 -3.402e-01
## SYMBOLGENESYS SYMBOLGENUSPAPER SYMBOLGENUSPOWER
## -1.340e+00 -3.922e-01 -2.388e-01
## SYMBOLGEOJITBNPP SYMBOLGEOJITFSL SYMBOLGEOMETRIC
## -2.803e-01 -4.573e-01 -8.279e-01
## SYMBOLGEPIL SYMBOLGESHIP SYMBOLGET&D
## 2.163e+00 1.342e+00 2.857e-01
## SYMBOLGHCL SYMBOLGICHSGFIN SYMBOLGICL
## 1.427e+00 1.110e+00 -2.588e+00
## SYMBOLGICRE SYMBOLGILLANDERS SYMBOLGILLETTE
## -1.743e+00 2.972e-01 9.112e+00
## SYMBOLGINNIFILA SYMBOLGIPCL SYMBOLGIRRESORTS
## -2.977e-01 3.821e-01 -2.921e+00
## SYMBOLGITANJALI SYMBOLGKWLIMITED SYMBOLGLAXO
## 9.162e-01 1.045e+00 -2.033e+00
## SYMBOLGLENMARK SYMBOLGLFL SYMBOLGLOBAL
## 1.694e+00 -1.296e-01 -2.233e+00
## SYMBOLGLOBALVECT SYMBOLGLOBE SYMBOLGLOBOFFS
## 9.789e-01 -1.769e+00 -1.615e-01
## SYMBOLGLOBUSSPR SYMBOLGMBREW SYMBOLGMDCLTD
## -2.518e-01 3.102e+00 1.715e-01
## SYMBOLGMRINFRA SYMBOLGNA SYMBOLGNFC
## -2.814e-01 1.337e+00 7.708e-01
## SYMBOLGOACARBON SYMBOLGOCLCORP SYMBOLGODFRYPHLP
## 1.844e+00 1.725e-01 8.291e+00
## SYMBOLGODREJAGRO SYMBOLGODREJCP SYMBOLGODREJIND
## -4.145e-01 1.345e+01 2.735e-01
## SYMBOLGODREJPROP SYMBOLGOENKA SYMBOLGOKEX
## 1.457e+00 2.304e-01 -3.082e-02
## SYMBOLGOKUL SYMBOLGOKULAGRO SYMBOLGOLDBEES
## -2.888e-01 -2.550e-01 7.068e+00
## SYMBOLGOLDENTOBC SYMBOLGOLDIAM SYMBOLGOLDINFRA
## -1.281e-01 -4.992e-01 8.388e-01
## SYMBOLGOLDIWIN SYMBOLGOLDSHARE SYMBOLGOLDSTAR
## 1.248e+00 6.382e+00 -4.068e+00
## SYMBOLGOLDTECH SYMBOLGOODLUCK SYMBOLGPIL
## -3.733e-01 -7.594e-02 7.269e-01
## SYMBOLGPPL SYMBOLGPTINFRA SYMBOLGRANULES
## 1.664e-01 -1.647e-01 -1.329e-01
## SYMBOLGRAPHITE SYMBOLGRASIM SYMBOLGRAVITA
## 6.311e-01 3.454e+00 5.075e-01
## SYMBOLGREAVESCOT SYMBOLGREENFIRE SYMBOLGREENLAM
## -1.466e-01 -2.544e-01 4.745e-01
## SYMBOLGREENPLY SYMBOLGREENPOWER SYMBOLGRINDWELL
## 6.187e-01 -3.870e-01 1.877e-01
## SYMBOLGROBTEA SYMBOLGRPLTD SYMBOLGRUH
## -8.099e+00 9.907e+00 -4.422e-01
## SYMBOLGSCLCEMENT SYMBOLGSFC SYMBOLGSKCONS
## -4.080e-01 -4.339e-01 6.182e+00
## SYMBOLGSPL SYMBOLGSS SYMBOLGTL
## 9.079e-01 -3.321e-01 -2.653e-01
## SYMBOLGTLINFRA SYMBOLGTNIND SYMBOLGTNTEX
## -3.330e-01 -4.432e-01 -3.896e-01
## SYMBOLGTOFFSHORE SYMBOLGTPL SYMBOLGUFICBIO
## -1.049e-01 1.573e+00 1.213e-02
## SYMBOLGUJALKALI SYMBOLGUJAPOLLO SYMBOLGUJFLUORO
## 1.531e+00 2.916e-01 3.391e+00
## SYMBOLGUJGASLTD SYMBOLGUJNRECOKE SYMBOLGUJNREDVR
## 4.310e+00 -4.100e-01 -4.456e-01
## SYMBOLGULFOILLUB SYMBOLGULFPETRO SYMBOLGULPOLY
## -1.221e+00 5.163e-02 -1.591e-01
## SYMBOLGVKPIL SYMBOLH1190M36RQ SYMBOLHANUNG
## -3.882e-01 -2.130e+00 -3.882e-01
## SYMBOLHARITASEAT SYMBOLHARRMALAYA SYMBOLHATHWAY
## 2.534e+00 5.723e-01 -2.261e-01
## SYMBOLHATSUN SYMBOLHAVELLS SYMBOLHBLPOWER
## 5.370e+00 3.240e-01 -2.588e-01
## SYMBOLHBSTOCK SYMBOLHCC SYMBOLHCG
## -4.334e-01 -1.739e-01 3.949e-01
## SYMBOLHCL-INSYS SYMBOLHCLTECH SYMBOLHDFC
## -1.488e-01 1.971e+00 4.916e+00
## SYMBOLHDFCBANK SYMBOLHDFCLIFE SYMBOLHDFCMFGETF
## 1.198e-01 -2.601e-01 9.711e+00
## SYMBOLHDFCNIFETF SYMBOLHDFCSENETF SYMBOLHDIL
## 2.108e+00 5.791e-01 -1.080e-01
## SYMBOLHEG SYMBOLHEIDELBERG SYMBOLHERCULES
## 4.965e+00 -1.102e-01 8.988e-01
## SYMBOLHERITGFOOD SYMBOLHEROMOTOCO SYMBOLHESTERBIO
## 5.187e+00 9.844e+00 -1.169e+00
## SYMBOLHEXATRADEX SYMBOLHEXAWARE SYMBOLHFCL
## -3.032e-01 5.675e-01 -3.376e-01
## SYMBOLHGS SYMBOLHIGHGROUND SYMBOLHIKAL
## 3.751e+00 -2.593e-01 6.350e-01
## SYMBOLHIL SYMBOLHILTON SYMBOLHIMATSEIDE
## 3.930e+00 -1.862e-01 4.662e-01
## SYMBOLHINDALCO SYMBOLHINDCOMPOS SYMBOLHINDCOPPER
## 1.287e-02 8.254e+00 2.290e-01
## SYMBOLHINDDORROL SYMBOLHINDMOTORS SYMBOLHINDNATGLS
## -3.179e-01 -4.109e-01 -7.559e-01
## SYMBOLHINDOILEXP SYMBOLHINDPETRO SYMBOLHINDSYNTEX
## 1.992e-01 6.201e-01 -5.464e-01
## SYMBOLHINDUJAFO SYMBOLHINDUJAVEN SYMBOLHINDUNILVR
## -5.111e-01 3.072e+00 2.764e+00
## SYMBOLHINDZINC SYMBOLHIRECT SYMBOLHISARMETAL
## 1.054e+00 1.418e-01 -7.191e-01
## SYMBOLHITECH SYMBOLHITECHCORP SYMBOLHITECHGEAR
## -1.624e+00 7.687e-01 4.889e-01
## SYMBOLHITECHPLAS SYMBOLHMT SYMBOLHMVL
## 2.518e-01 5.665e-01 9.492e-01
## SYMBOLHNGSNGBEES SYMBOLHOCL SYMBOLHONAUT
## -1.366e+01 1.394e-01 4.894e+00
## SYMBOLHONDAPOWER SYMBOLHOTELEELA SYMBOLHOTELRUGBY
## 4.833e+00 -2.259e-01 -1.688e-01
## SYMBOLHOVS SYMBOLHPL SYMBOLHSCL
## 1.639e+00 9.695e-02 -1.893e-01
## SYMBOLHSIL SYMBOLHTMEDIA SYMBOLHUBTOWN
## 3.552e-01 -1.845e-02 6.508e-01
## SYMBOLHUDCO SYMBOLHUSYSLTD SYMBOLIBREALEST
## 2.797e+00 -2.317e+00 3.524e-01
## SYMBOLIBULHSGFIN SYMBOLIBVENTURES SYMBOLIBWSL
## -1.843e+00 4.426e-01 5.843e-01
## SYMBOLICICIBANK SYMBOLICICIGI SYMBOLICICIPRULI
## 9.395e-03 2.249e+00 3.387e-01
## SYMBOLICIL SYMBOLICRA SYMBOLICSA
## 5.239e-01 -2.069e+00 -4.397e-01
## SYMBOLIDBI SYMBOLIDBIGOLD SYMBOLIDEA
## -1.520e-01 4.189e+00 -4.505e-01
## SYMBOLIDFC SYMBOLIDFCBANK SYMBOLIDFNIFTYET
## -1.804e-01 7.339e+00 9.137e-02
## SYMBOLIEX SYMBOLIFBAGRO SYMBOLIFBIND
## 3.499e+00 2.380e+00 3.499e+00
## SYMBOLIFCI SYMBOLIFGLEXPOR SYMBOLIFGLREFRAC
## 1.241e+00 9.274e-01 2.903e-01
## SYMBOLIGARASHI SYMBOLIGL SYMBOLIGPL
## 7.016e-01 4.534e+00 1.717e+00
## SYMBOLIIFCL SYMBOLIIFL SYMBOLIIFLFIN
## 1.323e+01 1.274e+00 2.234e+00
## SYMBOLIIHFL SYMBOLIITL SYMBOLIL&FSENGG
## 2.934e+00 8.016e-01 4.791e-02
## SYMBOLIL&FSTRANS SYMBOLIMFA SYMBOLIMPAL
## 4.238e-01 6.116e+00 3.203e+00
## SYMBOLIMPEXFERRO SYMBOLINDBANK SYMBOLINDHOTEL
## -1.921e-01 -3.614e-01 -6.180e-01
## SYMBOLINDIACEM SYMBOLINDIAGLYCO SYMBOLINDIANB
## 2.671e-01 2.158e+00 1.607e+00
## SYMBOLINDIANCARD SYMBOLINDIANHUME SYMBOLINDIGO
## 7.663e-01 2.276e+00 2.038e+00
## SYMBOLINDIGRID SYMBOLINDLMETER SYMBOLINDNIPPON
## -2.260e+00 2.282e-01 3.727e+00
## SYMBOLINDOCO SYMBOLINDORAMA SYMBOLINDOSOLAR
## 3.972e-01 -2.324e-01 -4.115e-01
## SYMBOLINDOTECH SYMBOLINDOTHAI SYMBOLINDOWIND
## 1.270e+00 -3.694e-01 -2.332e-01
## SYMBOLINDRAMEDCO SYMBOLINDSWFTLAB SYMBOLINDSWFTLTD
## -2.006e-01 -1.785e-01 -4.230e-01
## SYMBOLINDTERRAIN SYMBOLINDUSINDBK SYMBOLINEOSSTYRO
## -2.316e-01 1.154e+00 2.357e+00
## SYMBOLINFIBEAM SYMBOLINFINITE SYMBOLINFOBEAN
## 2.089e+00 3.150e-01 -1.508e+00
## SYMBOLINFOMEDIA SYMBOLINFRABEES SYMBOLINFRATEL
## -2.091e-01 5.640e-01 1.244e+00
## SYMBOLINFY SYMBOLINGERRAND SYMBOLINNOVATIVE
## 8.356e-01 2.114e+00 -2.665e+00
## SYMBOLINOXLEISUR SYMBOLINOXWIND SYMBOLINSECTICID
## 1.063e+00 8.342e-01 3.294e+00
## SYMBOLINTEGRA SYMBOLINTELLECT SYMBOLINTENTECH
## -6.157e-01 3.459e-01 8.287e-01
## SYMBOLINVENTURE SYMBOLIOB SYMBOLIOC
## -3.083e-01 -3.680e-01 8.671e-01
## SYMBOLIOLCP SYMBOLIPAPPM SYMBOLIPCALAB
## 1.485e-01 1.728e+00 1.315e+00
## SYMBOLIRB SYMBOLIRBINVIT SYMBOLIREDA
## 3.245e-01 -2.228e+00 5.775e+00
## SYMBOLIRFC SYMBOLISFT SYMBOLISMTLTD
## -7.548e+00 2.204e+00 -3.557e-01
## SYMBOLITC SYMBOLITDC SYMBOLITDCEM
## -4.878e-01 4.292e+00 -4.830e-01
## SYMBOLITI SYMBOLIVC SYMBOLIVP
## 7.436e-01 -3.755e-01 1.616e+00
## SYMBOLIVRCLINFRA SYMBOLIVZINGOLD SYMBOLIVZINNIFTY
## -3.877e-01 -1.304e+01 5.999e+00
## SYMBOLIZMO SYMBOLJ&KBANK SYMBOLJAGRAN
## -4.897e-02 -8.911e-02 -4.934e-01
## SYMBOLJAGSNPHARM SYMBOLJAIBALAJI SYMBOLJAICORPLTD
## -3.127e-01 -2.749e-01 5.559e-01
## SYMBOLJAIHINDPRO SYMBOLJAINSTUDIO SYMBOLJALAN
## -8.513e-02 -9.497e-01 -1.977e+00
## SYMBOLJAMNAAUTO SYMBOLJASH SYMBOLJAYAGROGN
## 1.263e-01 -2.266e+00 4.123e+00
## SYMBOLJAYBARMARU SYMBOLJAYNECOIND SYMBOLJAYSREETEA
## 5.946e+00 -3.407e-01 6.621e-02
## SYMBOLJBCHEPHARM SYMBOLJBFIND SYMBOLJBMA
## -5.802e-02 5.045e-01 2.406e+00
## SYMBOLJCHAC SYMBOLJENSONICOL SYMBOLJETAIRWAYS
## -2.532e-01 -3.922e-01 4.938e-01
## SYMBOLJETFREIGHT SYMBOLJETKNIT SYMBOLJHS
## -1.619e+00 -2.138e+00 -1.935e-01
## SYMBOLJIKIND SYMBOLJINDALPHOT SYMBOLJINDALPOLY
## -2.483e-01 3.865e-01 1.224e+00
## SYMBOLJINDALSAW SYMBOLJINDALSTEL SYMBOLJINDCOT
## 2.022e-01 9.115e-01 -5.352e-01
## SYMBOLJINDRILL SYMBOLJINDWORLD SYMBOLJISLDVREQS
## 1.028e+00 3.130e+00 -1.737e-01
## SYMBOLJISLJALEQS SYMBOLJITFINFRA SYMBOLJKCEMENT
## -9.127e-02 -2.454e-01 2.043e+00
## SYMBOLJKIL SYMBOLJKLAKSHMI SYMBOLJKPAPER
## 3.880e-01 4.632e-01 3.311e-01
## SYMBOLJKTYRE SYMBOLJMA SYMBOLJMCPROJECT
## 2.674e-01 6.094e-01 9.309e-01
## SYMBOLJMFINANCIL SYMBOLJMTAUTOLTD SYMBOLJNPT
## -3.042e-01 -4.363e-01 -1.591e+01
## SYMBOLJOCIL SYMBOLJPASSOCIAT SYMBOLJPINFRATEC
## -1.191e-01 -3.349e-01 -2.769e-01
## SYMBOLJPOLYINVST SYMBOLJPPOWER SYMBOLJSL
## 2.994e-02 -3.789e-01 4.728e-01
## SYMBOLJSLHISAR SYMBOLJSWENERGY SYMBOLJSWHL
## 3.554e-01 9.928e-02 8.976e+00
## SYMBOLJSWSTEEL SYMBOLJUBILANT SYMBOLJUBLFOOD
## 5.550e-01 5.234e+00 5.167e+00
## SYMBOLJUBLINDS SYMBOLJUNIORBEES SYMBOLJUSTDIAL
## 1.945e+00 8.709e-02 3.213e+00
## SYMBOLJVLAGRO SYMBOLJYOTHYLAB SYMBOLJYOTISTRUC
## -3.482e-01 -4.704e-01 -3.559e-01
## SYMBOLKABRAEXTRU SYMBOLKAJARIACER SYMBOLKAKATCEM
## 3.329e-02 -1.004e+00 3.147e+00
## SYMBOLKALPATPOWR SYMBOLKALYANIFRG SYMBOLKAMATHOTEL
## 2.249e+00 9.221e-01 -1.087e-01
## SYMBOLKAMDHENU SYMBOLKANANIIND SYMBOLKANORICHEM
## 2.043e-01 -3.540e-01 3.399e-01
## SYMBOLKANSAINER SYMBOLKARMAENG SYMBOLKARURVYSYA
## -3.162e-01 -2.687e-01 -1.339e-01
## SYMBOLKAUSHALYA SYMBOLKAVVERITEL SYMBOLKAYA
## -1.613e-01 -3.893e-01 7.266e+00
## SYMBOLKCP SYMBOLKCPSUGIND SYMBOLKDDL
## 4.109e-02 -1.814e-01 6.712e-01
## SYMBOLKEC SYMBOLKECL SYMBOLKEERTI
## -5.016e-01 7.988e-03 -2.916e+00
## SYMBOLKEI SYMBOLKELLTONTEC SYMBOLKERNEX
## -1.020e-01 7.716e-01 -4.582e-01
## SYMBOLKESARENT SYMBOLKESORAMIND SYMBOLKEYCORPSER
## 8.037e-02 3.878e-01 -1.331e+00
## SYMBOLKGL SYMBOLKHADIM SYMBOLKHAITANELE
## -4.027e-01 5.637e-01 8.276e-02
## SYMBOLKHAITANLTD SYMBOLKHANDSE SYMBOLKICL
## -4.172e-01 -6.551e-01 4.097e+00
## SYMBOLKILITCH SYMBOLKINGFA SYMBOLKIOCL
## 4.292e-02 1.997e+00 3.750e-01
## SYMBOLKIRIINDUS SYMBOLKIRLOSBROS SYMBOLKIRLOSENG
## 6.113e-01 1.892e+00 -7.421e-01
## SYMBOLKIRLOSIND SYMBOLKITEX SYMBOLKKCL
## -1.178e+00 3.464e+00 5.316e+00
## SYMBOLKKVAPOW SYMBOLKMSUGAR SYMBOLKNRCON
## -1.043e+00 -4.717e-01 -7.548e-02
## SYMBOLKOHINOOR SYMBOLKOKUYOCMLN SYMBOLKOLTEPATIL
## -4.046e-02 1.309e+00 -1.201e-01
## SYMBOLKOPRAN SYMBOLKOTAKBANK SYMBOLKOTAKBKETF
## 1.632e-01 2.562e+00 5.999e-02
## SYMBOLKOTAKGOLD SYMBOLKOTAKNIFTY SYMBOLKOTAKNV20
## 4.262e-01 9.224e-01 -5.980e-01
## SYMBOLKOTAKPSUBK SYMBOLKOTARISUG SYMBOLKOTHARIPET
## 1.274e-01 -4.418e-01 -4.244e-01
## SYMBOLKOTHARIPRO SYMBOLKPIT SYMBOLKPRMILL
## 1.937e+00 2.366e-01 5.327e-01
## SYMBOLKRBL SYMBOLKREBSBIO SYMBOLKRIDHANINF
## 1.682e+00 -1.606e+00 9.767e-02
## SYMBOLKRISHANA SYMBOLKSBPUMPS SYMBOLKSCL
## -2.001e+00 7.429e+00 4.098e-01
## SYMBOLKSERASERA SYMBOLKSK SYMBOLKSL
## -3.411e-01 -3.640e-01 1.173e+00
## SYMBOLKTIL SYMBOLKTKBANK SYMBOLKWALITY
## 1.363e+00 1.079e-02 7.130e-01
## SYMBOLL&TFH SYMBOLL&TFINANCE SYMBOLL&TINFRA
## -2.469e-01 5.055e+00 2.174e+00
## SYMBOLLAKPRE SYMBOLLAKSHMIEFL SYMBOLLAKSHVILAS
## -5.216e-01 -1.112e-01 -1.041e+00
## SYMBOLLALPATHLAB SYMBOLLAMBODHARA SYMBOLLAOPALA
## 1.600e+00 -2.227e-01 5.862e+00
## SYMBOLLASA SYMBOLLAURUSLABS SYMBOLLAXMICOT
## 1.684e+00 1.489e+00 -2.255e+00
## SYMBOLLAXMIMACH SYMBOLLCCINFOTEC SYMBOLLEEL
## 1.467e+01 -2.843e-01 -9.606e-01
## SYMBOLLEXUS SYMBOLLFIC SYMBOLLGBBROSLTD
## -1.760e+00 -1.817e+00 8.311e-01
## SYMBOLLGBFORGE SYMBOLLIBAS SYMBOLLIBERTSHOE
## -2.257e-01 -1.971e+00 1.004e+00
## SYMBOLLICHSGFIN SYMBOLLICNETFGSC SYMBOLLICNETFN50
## 1.860e+00 -2.942e-01 3.019e-01
## SYMBOLLICNETFSEN SYMBOLLICNFNHGP SYMBOLLINCOLN
## -1.060e+01 -2.126e+00 2.271e+00
## SYMBOLLINCPEN SYMBOLLINDEINDIA SYMBOLLIQUIDBEES
## -7.722e-01 9.397e-01 1.684e+00
## SYMBOLLITL SYMBOLLLOYDELENG SYMBOLLML
## -4.348e-01 1.455e+00 -3.600e-01
## SYMBOLLOKESHMACH SYMBOLLOTUSEYE SYMBOLLOVABLE
## 6.125e-01 -2.291e-01 6.263e-01
## SYMBOLLOWVOLIWIN SYMBOLLPDC SYMBOLLSIL
## -1.340e+00 -3.950e-01 -3.926e-01
## SYMBOLLT SYMBOLLTI SYMBOLLTTS
## 1.345e+00 3.568e+00 2.570e+00
## SYMBOLLUMAXAUTO SYMBOLLUMAXIND SYMBOLLUMAXTECH
## 7.052e-01 7.157e+00 1.778e+00
## SYMBOLLUPIN SYMBOLLUXIND SYMBOLLYCOS
## 3.409e+00 6.109e+00 -3.542e-01
## SYMBOLLYKALABS SYMBOLLYPSAGEMS SYMBOLM&M
## -1.784e-01 -1.557e-01 3.044e+00
## SYMBOLM&MFIN SYMBOLM100 SYMBOLM14RG
## 2.039e-01 -3.987e-01 -1.639e+00
## SYMBOLM50 SYMBOLMAANALU SYMBOLMADHAV
## -1.415e-01 4.028e-03 -1.847e-01
## SYMBOLMADHUCON SYMBOLMADRASFERT SYMBOLMAGADSUGAR
## -3.859e-02 -2.937e-01 -2.264e-01
## SYMBOLMAGMA SYMBOLMAGNUM SYMBOLMAHABANK
## 2.473e-01 -3.674e-01 -1.621e-01
## SYMBOLMAHASTEEL SYMBOLMAHESHWARI SYMBOLMAHINDCIE
## -1.121e-01 -2.484e+00 9.839e-01
## SYMBOLMAHLIFE SYMBOLMAHLOG SYMBOLMAHSCOOTER
## 2.960e+00 -2.299e+00 1.994e+00
## SYMBOLMAHSEAMLES SYMBOLMAITHANALL SYMBOLMAJESCO
## 9.761e-01 3.229e+00 1.213e+00
## SYMBOLMALUPAPER SYMBOLMALWACOTT SYMBOLMANAKALUCO
## -3.145e-01 -8.083e-02 -4.403e-01
## SYMBOLMANAKCOAT SYMBOLMANAKINDST SYMBOLMANAKSIA
## -4.489e-01 -6.393e-01 6.674e-02
## SYMBOLMANAKSTEEL SYMBOLMANALIPETC SYMBOLMANAPPURAM
## -5.404e-01 -4.014e-01 -5.345e+00
## SYMBOLMANAV SYMBOLMANDHANA SYMBOLMANGALAM
## -3.260e+00 -3.825e-01 9.734e-01
## SYMBOLMANGCHEFER SYMBOLMANGLMCEM SYMBOLMANGTIMBER
## 2.469e-01 9.629e-01 -1.715e-01
## SYMBOLMANINDS SYMBOLMANINFRA SYMBOLMANPASAND
## -3.349e-01 -4.732e-01 3.994e+00
## SYMBOLMANUGRAPH SYMBOLMARALOVER SYMBOLMARATHON
## -4.869e-01 -6.055e-01 5.649e+00
## SYMBOLMARICO SYMBOLMARKSANS SYMBOLMARUTI
## -6.135e-01 -3.301e-01 3.986e+01
## SYMBOLMASFIN SYMBOLMASTEK SYMBOLMATRIMONY
## -3.626e-01 1.481e+00 2.369e+00
## SYMBOLMAWANASUG SYMBOLMAXINDIA SYMBOLMAXVIL
## 5.776e-01 -4.438e-01 -1.581e-01
## SYMBOLMAYURUNIQ SYMBOLMAZDA SYMBOLMBAPL
## 1.193e+00 5.480e-01 -1.464e+00
## SYMBOLMBECL SYMBOLMBLINFRA SYMBOLMCDHOLDING
## -2.770e-01 -3.186e-01 -3.509e-02
## SYMBOLMCDOWELL-N SYMBOLMCL SYMBOLMCLEODRUSS
## 1.146e+01 -1.787e+00 -9.322e-02
## SYMBOLMCX SYMBOLMEGASOFT SYMBOLMEGH
## 5.631e+00 -6.689e-01 -2.952e-01
## SYMBOLMENONBE SYMBOLMEP SYMBOLMERCATOR
## -3.672e-01 -4.133e-02 -3.308e-01
## SYMBOLMERCK SYMBOLMETALFORGE SYMBOLMETKORE
## 2.518e+00 -3.339e-01 -5.009e-01
## SYMBOLMFSL SYMBOLMGL SYMBOLMHRIL
## 3.708e+00 7.487e+00 1.791e+00
## SYMBOLMIC SYMBOLMIDCAPIWIN SYMBOLMILTON
## -5.800e-01 -3.886e-01 -2.539e+00
## SYMBOLMINDACORP SYMBOLMINDAIND SYMBOLMINDTECK
## -1.715e-02 4.786e+00 -3.495e-01
## SYMBOLMINDTREE SYMBOLMIRCELECTR SYMBOLMIRZAINT
## -2.997e-01 -8.562e-01 -4.466e-02
## SYMBOLMITCON SYMBOLMKPL SYMBOLMMFL
## -1.826e+00 -4.222e+00 1.309e+00
## SYMBOLMMTC SYMBOLMOHITIND SYMBOLMOHOTAMILL
## 3.213e-02 -1.693e-01 1.037e+01
## SYMBOLMOIL SYMBOLMOLDTECH SYMBOLMOLDTKPAC
## 9.763e-01 -3.977e-01 -4.928e-01
## SYMBOLMOMAI SYMBOLMONNETISPA SYMBOLMONSANTO
## -2.272e+00 -3.512e-01 1.369e+01
## SYMBOLMONTECARLO SYMBOLMORARJEE SYMBOLMOREPENLAB
## 1.629e+00 -4.574e-02 -4.452e-01
## SYMBOLMOSERBAER SYMBOLMOTHERSUMI SYMBOLMOTILALOFS
## -5.670e-01 6.561e-01 1.683e+00
## SYMBOLMOTOGENFIN SYMBOLMPHASIS SYMBOLMPSLTD
## -1.268e+00 9.280e-01 3.866e+00
## SYMBOLMPTODAY SYMBOLMRF SYMBOLMRO-TEK
## -2.550e+00 2.596e+02 -4.392e-01
## SYMBOLMRPL SYMBOLMSPL SYMBOLMTEDUCARE
## 4.243e-01 -4.771e-01 -4.667e-01
## SYMBOLMTNL SYMBOLMUKANDENGG SYMBOLMUKANDLTD
## -3.624e-01 1.517e-02 1.004e-01
## SYMBOLMUKTAARTS SYMBOLMUNJALAU SYMBOLMUNJALSHOW
## 1.034e+00 1.784e-01 1.722e+00
## SYMBOLMURUDCERA SYMBOLMUTHOOTCAP SYMBOLMUTHOOTFIN
## -3.433e-01 1.774e+00 7.658e+00
## SYMBOLMVL SYMBOLMYSOREBANK SYMBOLN100
## -2.433e-01 1.828e+00 4.162e-01
## SYMBOLNABARD SYMBOLNACLIND SYMBOLNAGAAGRI
## -2.582e+00 -1.162e+00 -1.861e-01
## SYMBOLNAGAFERT SYMBOLNAGAROIL SYMBOLNAGREEKCAP
## -3.831e-01 -5.342e-01 -2.751e-01
## SYMBOLNAGREEKEXP SYMBOLNAHARCAP SYMBOLNAHARINDUS
## -3.806e-01 -2.198e-01 1.198e-01
## SYMBOLNAHARPOLY SYMBOLNAHARSPING SYMBOLNAKODA
## -2.590e-01 -3.202e-02 -5.105e-01
## SYMBOLNANDANI SYMBOLNATCOPHARM SYMBOLNATHBIOGEN
## -3.050e+00 3.491e+00 1.747e+00
## SYMBOLNATIONALUM SYMBOLNATNLSTEEL SYMBOLNAUKRI
## -8.179e-01 2.043e-01 -2.502e+00
## SYMBOLNAVINFLUOR SYMBOLNAVKARCORP SYMBOLNAVNETEDUL
## 8.070e+00 -1.409e-01 1.206e-01
## SYMBOLNBCC SYMBOLNBIFIN SYMBOLNBVENTURES
## 5.820e-01 4.681e+01 8.637e-02
## SYMBOLNCC SYMBOLNCLIND SYMBOLNDGL
## -3.036e-01 -1.953e-01 1.575e+01
## SYMBOLNDL SYMBOLNDTV SYMBOLNECCLTD
## 7.795e-01 -3.493e-01 -6.884e-01
## SYMBOLNECLIFE SYMBOLNELCAST SYMBOLNELCO
## -3.718e-01 4.767e-01 3.435e-01
## SYMBOLNEPCMICON SYMBOLNESCO SYMBOLNESTLEIND
## 3.442e-01 8.247e+00 2.281e+01
## SYMBOLNETWORK18 SYMBOLNEULANDLAB SYMBOLNEXTMEDIA
## -4.875e-01 2.227e+00 -2.209e-01
## SYMBOLNFL SYMBOLNH SYMBOLNHAI
## -3.754e-01 1.766e-01 -4.035e+00
## SYMBOLNHBTF2014 SYMBOLNHBTF2023 SYMBOLNHPC
## -2.395e+00 1.639e+01 1.522e+00
## SYMBOLNIACL SYMBOLNIBL SYMBOLNICCO
## 1.501e+00 -5.320e-01 -1.369e-01
## SYMBOLNIF100IWIN SYMBOLNIFTYBEES SYMBOLNIFTYEES
## -2.100e-01 1.681e+00 1.497e+02
## SYMBOLNIFTYIWIN SYMBOLNIITLTD SYMBOLNIITTECH
## -2.823e-01 1.532e-01 3.594e+00
## SYMBOLNILAINFRA SYMBOLNILKAMAL SYMBOLNIPPOBATRY
## -3.182e-01 1.500e+01 1.936e+00
## SYMBOLNITCO SYMBOLNITESHEST SYMBOLNITINFIRE
## 5.050e-01 -5.466e-01 -4.571e-01
## SYMBOLNITINSPIN SYMBOLNITIRAJ SYMBOLNKIND
## -3.099e-01 -3.314e+00 -1.035e+00
## SYMBOLNLCINDIA SYMBOLNMDC SYMBOLNOCIL
## -3.148e-01 -3.007e-01 2.423e-01
## SYMBOLNOESISIND SYMBOLNOIDATOLL SYMBOLNORBTEAEXP
## -1.628e-01 -5.579e-01 -4.721e-01
## SYMBOLNRAIL SYMBOLNRBBEARING SYMBOLNSIL
## 1.516e-01 3.523e-01 8.199e+00
## SYMBOLNTL SYMBOLNTPC SYMBOLNUCLEUS
## -5.533e-01 2.641e+00 1.936e+00
## SYMBOLNUTEK SYMBOLNV20IWIN SYMBOLOBEROIRLTY
## -5.875e-01 -6.017e-01 -8.963e-01
## SYMBOLOCCL SYMBOLOCL SYMBOLOFSS
## 4.192e+00 2.708e+00 4.327e+00
## SYMBOLOIL SYMBOLOILCOUNTUB SYMBOLOISL
## -5.254e-01 -2.637e-01 -4.437e-01
## SYMBOLOMAXAUTO SYMBOLOMAXE SYMBOLOMFURN
## -3.774e-01 -5.225e-02 -3.222e+00
## SYMBOLOMKARCHEM SYMBOLOMMETALS SYMBOLONELIFECAP
## 1.289e-01 -3.763e-01 -4.414e-01
## SYMBOLONGC SYMBOLONMOBILE SYMBOLONWARDTEC
## -2.374e-01 1.989e-01 7.547e-01
## SYMBOLOPTIEMUS SYMBOLOPTOCIRCUI SYMBOLORBITCORP
## -7.149e-01 -5.157e-01 7.503e-02
## SYMBOLORBTEXP SYMBOLORCHIDPHAR SYMBOLORICONENT
## 6.417e-02 -3.949e-01 -1.349e-01
## SYMBOLORIENTABRA SYMBOLORIENTALTL SYMBOLORIENTBANK
## -4.113e-01 -4.259e-01 -3.660e-01
## SYMBOLORIENTBELL SYMBOLORIENTCEM SYMBOLORIENTHOT
## 7.230e-01 8.204e-02 -5.220e-01
## SYMBOLORIENTLTD SYMBOLORIENTPPR SYMBOLORIENTREF
## 7.926e-01 -1.082e-01 3.640e-01
## SYMBOLORISSAMINE SYMBOLORTEL SYMBOLORTINLABSS
## 6.921e+00 1.284e-01 -5.326e-01
## SYMBOLOUDHSUG SYMBOLPAEL SYMBOLPAGEIND
## 1.470e+00 -1.990e-01 6.154e+01
## SYMBOLPALASHSECU SYMBOLPALREDTEC SYMBOLPANACEABIO
## -1.921e-01 -3.431e-01 1.325e+00
## SYMBOLPANACHE SYMBOLPANAMAPET SYMBOLPANORAMUNI
## -2.393e+00 4.557e-02 -5.491e-01
## SYMBOLPANSARI SYMBOLPAPERPROD SYMBOLPARABDRUGS
## -3.203e+00 -7.032e-01 -5.737e-01
## SYMBOLPARACABLES SYMBOLPARAGMILK SYMBOLPARRYSUGAR
## -4.136e-01 -7.811e-01 -4.606e-01
## SYMBOLPARSVNATH SYMBOLPASHUPATI SYMBOLPATELENG
## -3.894e-01 -2.911e+00 2.092e-01
## SYMBOLPATINTLOG SYMBOLPATSPINLTD SYMBOLPBAINFRA
## 3.104e-01 -3.154e-01 -3.092e-01
## SYMBOLPCJEWELLER SYMBOLPDMJEPAPER SYMBOLPDPL
## -8.900e-01 -4.374e-01 -5.859e-01
## SYMBOLPDSMFL SYMBOLPDUMJEIND SYMBOLPDUMJEPULP
## 7.434e-01 -5.192e-01 -5.573e-01
## SYMBOLPEARLPOLY SYMBOLPEL SYMBOLPENIND
## -2.778e-01 2.465e+00 -3.019e-01
## SYMBOLPENINLAND SYMBOLPENPEBS SYMBOLPERFECT
## -5.307e-01 7.264e-02 -2.789e+00
## SYMBOLPERSISTENT SYMBOLPETRONENGG SYMBOLPETRONET
## 3.251e+00 6.629e-01 4.557e-01
## SYMBOLPFC SYMBOLPFIZER SYMBOLPFOCUS
## 2.491e+00 7.592e-01 -1.952e-02
## SYMBOLPFS SYMBOLPGEL SYMBOLPGHH
## -4.534e-01 5.189e-01 3.115e+01
## SYMBOLPGIL SYMBOLPHILIPCARB SYMBOLPHOENIXLL
## 7.704e-01 -1.475e-01 -4.587e-01
## SYMBOLPHOENIXLTD SYMBOLPIDILITIND SYMBOLPIIND
## 1.943e+00 1.060e+00 -2.034e+00
## SYMBOLPILANIINVS SYMBOLPILITA SYMBOLPINCON
## 9.180e+00 -4.012e-01 -6.482e-01
## SYMBOLPIONDIST SYMBOLPIONEEREMB SYMBOLPIRPHYTO
## -8.313e-02 -3.864e-01 -1.929e-01
## SYMBOLPITTILAM SYMBOLPKTEA SYMBOLPLASTIBLEN
## -8.028e-02 1.471e+00 -5.912e-01
## SYMBOLPNB SYMBOLPNBGILTS SYMBOLPNBHOUSING
## 4.976e-02 -3.288e-01 6.022e-01
## SYMBOLPNC SYMBOLPNCINFRA SYMBOLPNEUMATIC
## -4.361e-01 2.017e-01 -3.333e+00
## SYMBOLPOCHIRAJU SYMBOLPODDARHOUS SYMBOLPODDARMENT
## -5.412e-01 -1.471e+00 -1.720e-01
## SYMBOLPOKARNA SYMBOLPOLARIS SYMBOLPOLYMED
## 4.466e+00 9.898e-01 5.124e-01
## SYMBOLPOLYPLEX SYMBOLPONNIERODE SYMBOLPOWERGRID
## -1.342e-01 -7.478e-01 -3.098e-01
## SYMBOLPOWERMECH SYMBOLPPAP SYMBOLPRABHAT
## -3.451e-01 -2.483e-01 4.228e-01
## SYMBOLPRADIP SYMBOLPRAENG SYMBOLPRAJIND
## -5.538e-01 -6.185e-01 1.589e-01
## SYMBOLPRAKASH SYMBOLPRAKASHCON SYMBOLPRAKASHSTL
## -1.182e-01 -5.683e-01 -3.132e-01
## SYMBOLPRATIBHA SYMBOLPRECAM SYMBOLPRECOT
## -4.997e-01 2.284e-01 3.732e-01
## SYMBOLPRECWIRE SYMBOLPREMEXPLN SYMBOLPREMIER
## -5.312e-01 1.423e+00 -5.579e-01
## SYMBOLPREMIERPOL SYMBOLPRESSMN SYMBOLPRESTIGE
## -4.270e-01 -5.287e-02 -3.934e-01
## SYMBOLPRICOLLTD SYMBOLPRIMESECU SYMBOLPRISMCEM
## 5.048e-02 -3.482e-01 8.890e-01
## SYMBOLPROLIFE SYMBOLPROVOGE SYMBOLPROZONINTU
## -2.398e+00 -5.640e-01 -6.487e-02
## SYMBOLPSB SYMBOLPSL SYMBOLPSPPROJECT
## -4.293e-01 -6.038e-01 2.190e+00
## SYMBOLPSUBNKBEES SYMBOLPTC SYMBOLPTL
## 6.632e-01 -4.375e-01 -5.598e-01
## SYMBOLPULZ SYMBOLPUNJABCHEM SYMBOLPUNJLLOYD
## -3.603e+00 1.078e+00 -4.354e-01
## SYMBOLPURVA SYMBOLPUSHPREALM SYMBOLPVP
## -2.662e-01 -3.728e+00 -5.375e-01
## SYMBOLPVR SYMBOLQGOLDHALF SYMBOLQNIFTY
## 1.400e+00 2.999e+00 1.385e+00
## SYMBOLQUESS SYMBOLQUICKHEAL SYMBOLQUINTEGRA
## 1.575e+00 1.598e+00 -1.470e+00
## SYMBOLRADAAN SYMBOLRADICO SYMBOLRADIOCITY
## -6.513e-01 3.752e-01 1.103e-01
## SYMBOLRAIN SYMBOLRAINBOWPAP SYMBOLRAIREKMOH
## 1.266e+00 -5.181e-01 -3.307e-01
## SYMBOLRAJESHEXPO SYMBOLRAJOIL SYMBOLRAJRAYON
## 1.044e+00 -5.148e-01 -8.604e-01
## SYMBOLRAJSREESUG SYMBOLRAJTV SYMBOLRAJVIR
## -3.085e-01 -3.394e-01 -9.272e-02
## SYMBOLRALLIS SYMBOLRAMANEWS SYMBOLRAMASTEEL
## 1.242e+00 -3.927e-01 1.410e-02
## SYMBOLRAMCOCEM SYMBOLRAMCOIND SYMBOLRAMCOSYS
## 6.753e-02 1.261e+00 2.135e+00
## SYMBOLRAMKY SYMBOLRAMSARUP SYMBOLRANASUG
## 7.663e-01 -3.689e-01 -5.164e-01
## SYMBOLRANEENGINE SYMBOLRANEHOLDIN SYMBOLRASOYPR
## 4.254e+00 1.015e+01 -1.971e-01
## SYMBOLRATNAMANI SYMBOLRAYMOND SYMBOLRBL
## 6.063e-01 3.982e+00 8.244e+00
## SYMBOLRBLBANK SYMBOLRCF SYMBOLRCOM
## 1.495e+00 -2.880e-01 -4.463e-01
## SYMBOLRDEL SYMBOLRECLTD SYMBOLREDINGTON
## -1.210e-02 1.722e+00 9.167e-02
## SYMBOLREFEX SYMBOLREGENCERAM SYMBOLREIAGROLTD
## -5.864e-01 -3.734e-01 -2.942e-01
## SYMBOLREISIXTEN SYMBOLRELAXO SYMBOLRELCAPITAL
## -1.733e-01 3.022e+00 1.471e+00
## SYMBOLRELCNX100 SYMBOLRELCONS SYMBOLRELDIVOPP
## -6.280e-01 -2.027e-01 -5.921e-01
## SYMBOLRELIANCE SYMBOLRELIFIN SYMBOLRELIGARE
## 3.465e+00 1.052e+00 1.131e-01
## SYMBOLRELINFRA SYMBOLRELNV20 SYMBOLREMSONSIND
## 9.431e-01 -3.802e-01 5.982e-01
## SYMBOLRENUKA SYMBOLREPCOHOME SYMBOLREPRO
## -4.496e-01 1.748e+00 1.011e+00
## SYMBOLRESPONIND SYMBOLREVATHI SYMBOLRHFL
## -1.943e-01 3.429e+00 2.484e+00
## SYMBOLRICOAUTO SYMBOLRIIL SYMBOLRJL
## -3.228e-01 2.266e+00 -8.140e-01
## SYMBOLRKDL SYMBOLRKEC SYMBOLRKFORGE
## -3.237e-01 -3.650e+00 1.150e+00
## SYMBOLRMCL SYMBOLRMDRIP SYMBOLRML
## -9.414e-01 -3.543e+00 3.011e+00
## SYMBOLRNAM SYMBOLRNAVAL SYMBOLROHITFERRO
## -8.912e-01 -1.582e+00 -2.405e-01
## SYMBOLROHLTD SYMBOLROLLT SYMBOLROLTA
## 1.029e+00 -5.338e-01 -1.186e-01
## SYMBOLROSSELLIND SYMBOLRPGLIFE SYMBOLRPOWER
## 8.807e-01 2.045e+00 -4.869e-01
## SYMBOLRPPINFRA SYMBOLRRSLGETF SYMBOLRSSOFTWARE
## 9.428e-01 -4.447e-01 -2.272e-01
## SYMBOLRSWM SYMBOLRSYSTEMS SYMBOLRTNINFRA
## -5.037e-01 -1.886e-01 -5.523e-01
## SYMBOLRTNPOWER SYMBOLRUBYMILLS SYMBOLRUCHINFRA
## -5.578e-01 3.049e+00 -3.761e-01
## SYMBOLRUCHIRA SYMBOLRUCHISOYA SYMBOLRUPA
## 1.487e+00 -5.186e-01 8.903e-01
## SYMBOLRUSHIL SYMBOLSABEVENTS SYMBOLSABTN
## 1.561e+00 -1.194e-01 9.662e-02
## SYMBOLSADBHAV SYMBOLSADBHIN SYMBOLSAGARDEEP
## -2.438e-01 -2.068e-01 -2.222e+00
## SYMBOLSAGCEM SYMBOLSAIL SYMBOLSAKAR
## 1.633e+00 -1.389e-01 -5.523e+00
## SYMBOLSAKHTISUG SYMBOLSAKSOFT SYMBOLSAKUMA
## -3.430e-01 -6.885e-01 5.093e-01
## SYMBOLSALASAR SYMBOLSALONA SYMBOLSALORAINTL
## 1.311e+00 -7.202e-01 2.586e-02
## SYMBOLSALSTEEL SYMBOLSALZERELEC SYMBOLSAMBHAAV
## -4.748e-01 3.000e-01 -3.670e-01
## SYMBOLSAMTEL SYMBOLSANCO SYMBOLSANDESH
## -1.252e+00 1.159e-01 3.064e+00
## SYMBOLSANGAMIND SYMBOLSANGHIIND SYMBOLSANGHVIFOR
## 1.921e+00 1.241e-01 -2.962e-01
## SYMBOLSANGHVIMOV SYMBOLSANGINITA SYMBOLSANOFI
## 5.968e-01 -2.000e+00 2.945e+01
## SYMBOLSANWARIA SYMBOLSARDAEN SYMBOLSAREGAMA
## -4.767e-01 1.294e+00 6.729e+00
## SYMBOLSARLAPOLY SYMBOLSASKEN SYMBOLSASTASUNDR
## -3.170e-01 2.266e+00 9.379e-01
## SYMBOLSATHAISPAT SYMBOLSATIN SYMBOLSBBJ
## -3.810e-01 2.843e-01 2.511e+00
## SYMBOLSBILIFE SYMBOLSBIN SYMBOLSBT
## 3.925e+00 5.034e+00 1.194e+00
## SYMBOLSCAPDVR SYMBOLSCHAEFFLER SYMBOLSCHAND
## -1.442e+00 8.203e+01 -5.774e-01
## SYMBOLSCHNEIDER SYMBOLSCI SYMBOLSDBL
## 3.175e-01 3.299e-02 2.234e-02
## SYMBOLSEAMECLTD SYMBOLSECURCRED SYMBOLSEINV
## 1.122e+00 -2.638e+00 2.408e-01
## SYMBOLSELAN SYMBOLSELMCL SYMBOLSENSEXIWIN
## 1.204e-01 -5.709e-01 2.573e+00
## SYMBOLSEPOWER SYMBOLSEQUENT SYMBOLSERVALL
## -5.287e-01 -9.267e-02 -4.708e-01
## SYMBOLSERVOTECH SYMBOLSESHAPAPER SYMBOLSETCO
## -3.050e+00 4.967e+00 -2.960e-01
## SYMBOLSETF10GILT SYMBOLSETFGOLD SYMBOLSETFNIF50
## -1.901e+00 7.295e+00 -4.294e-01
## SYMBOLSETFNIFBK SYMBOLSETFNN50 SYMBOLSEZAL
## -1.840e-01 3.825e-02 -5.871e-01
## SYMBOLSFCL SYMBOLSFL SYMBOLSGBAUG24
## 1.929e-01 7.774e+00 -3.960e+00
## SYMBOLSGBFEB24 SYMBOLSGBJUL25 SYMBOLSGBMAR24
## 6.259e+00 -4.183e+00 -1.763e+01
## SYMBOLSGBMAR25 SYMBOLSGBMAY25 SYMBOLSGBNOV23
## -7.046e-01 2.930e+00 6.898e+00
## SYMBOLSGBNOV24 SYMBOLSGBOCT25 SYMBOLSGBOCT25IV
## 5.699e+00 -1.180e+01 1.434e+01
## SYMBOLSGBOCT25V SYMBOLSGBSEP24 SYMBOLSGFL
## -2.306e+01 6.910e-02 -4.448e-01
## SYMBOLSGJHL SYMBOLSGL SYMBOLSHAHALLOYS
## 2.876e-01 -6.329e-01 -5.691e-01
## SYMBOLSHAKTIPUMP SYMBOLSHALPAINTS SYMBOLSHANKARA
## 1.422e+00 1.096e+00 2.533e+00
## SYMBOLSHANTI SYMBOLSHANTIGEAR SYMBOLSHARDACROP
## -3.157e+00 -2.789e-01 9.163e-01
## SYMBOLSHARDAMOTR SYMBOLSHARIABEES SYMBOLSHARONBIO
## 1.006e+01 3.168e-01 -4.286e-01
## SYMBOLSHEMAROO SYMBOLSHILPAMED SYMBOLSHILPI
## 7.388e-01 1.764e+01 -1.418e+00
## SYMBOLSHIRPUR-G SYMBOLSHIVAMAUTO SYMBOLSHIVTEX
## 5.189e-02 -4.205e-01 6.275e-01
## SYMBOLSHK SYMBOLSHOPERSTOP SYMBOLSHREECEM
## 1.854e+00 1.272e+00 5.753e+01
## SYMBOLSHREEPUSHK SYMBOLSHREERAMA SYMBOLSHRENIK
## -2.253e-01 -5.305e-01 3.249e-01
## SYMBOLSHRENUJ SYMBOLSHREYANIND SYMBOLSHREYAS
## 3.234e-01 1.040e+00 2.312e+00
## SYMBOLSHRIPISTON SYMBOLSHRIRAMCIT SYMBOLSHRIRAMEPC
## 5.160e+00 4.519e+00 -3.432e-01
## SYMBOLSHYAMCENT SYMBOLSHYAMTEL SYMBOLSICAGEN
## -5.886e-01 -7.453e-01 -5.478e-03
## SYMBOLSICAL SYMBOLSIEMENS SYMBOLSIGNET
## 1.552e+00 2.037e+00 -3.446e-01
## SYMBOLSIIL SYMBOLSIKKO SYMBOLSIL
## -2.644e+00 -3.019e+00 -4.669e-01
## SYMBOLSILINV SYMBOLSIMBHALS SYMBOLSIMPLEX
## 5.077e+00 -3.569e-01 -4.155e-01
## SYMBOLSIMPLEXINF SYMBOLSINTEX SYMBOLSIS
## 3.648e-01 -4.995e-01 6.706e+00
## SYMBOLSITASHREE SYMBOLSITINET SYMBOLSIYSIL
## -5.315e-01 -6.206e-01 9.919e-01
## SYMBOLSJVN SYMBOLSKFINDIA SYMBOLSKIL
## -5.030e-01 4.426e+00 -5.625e-01
## SYMBOLSKIPPER SYMBOLSKMEGGPROD SYMBOLSMARTLINK
## -2.814e-01 5.668e-02 -1.166e-01
## SYMBOLSMCSRVIRG SYMBOLSMCSRVRD SYMBOLSMCSRVRG
## -2.241e+00 -3.303e+00 -2.186e+00
## SYMBOLSMLISUZU SYMBOLSMPL SYMBOLSMSLIFE
## 2.790e+00 -5.350e-01 -4.516e+00
## SYMBOLSMSPHARMA SYMBOLSNOWMAN SYMBOLSOBHA
## -2.026e-01 -2.890e-01 8.730e-01
## SYMBOLSOLARINDS SYMBOLSOMANYCERA SYMBOLSOMATEX
## 1.839e+00 -7.991e-01 -3.278e-01
## SYMBOLSOMICONVEY SYMBOLSONASTEER SYMBOLSONATSOFTW
## -7.931e-02 -1.264e-01 -2.234e-02
## SYMBOLSORILHOLD SYMBOLSORILINFRA SYMBOLSOTL
## -6.477e-01 3.290e-01 6.046e+00
## SYMBOLSOUTHBANK SYMBOLSPAL SYMBOLSPARC
## -5.565e-01 1.434e+00 2.521e+00
## SYMBOLSPCENET SYMBOLSPECIALITY SYMBOLSPENTEX
## -3.098e-01 1.276e-01 -5.296e-01
## SYMBOLSPHEREGSL SYMBOLSPIC SYMBOLSPICEMOBI
## -3.759e-01 -2.520e-01 -6.690e-01
## SYMBOLSPLIL SYMBOLSPMLINFRA SYMBOLSPTL
## -5.008e-01 1.296e+00 -1.312e+00
## SYMBOLSPYL SYMBOLSQSBFSI SYMBOLSREEL
## -5.843e-01 7.927e-01 9.414e-01
## SYMBOLSREIBNPNCD SYMBOLSREINFRA SYMBOLSRF
## 4.057e-01 -2.884e+00 1.147e+01
## SYMBOLSRGINFOTEC SYMBOLSRHHYPOLTD SYMBOLSRIPIPES
## -3.808e-01 1.766e-01 -2.344e-01
## SYMBOLSRIRAM SYMBOLSRSLTD SYMBOLSRTRANSFIN
## -2.685e+00 -4.492e-01 -3.645e-02
## SYMBOLSSWL SYMBOLSTAMPEDE SYMBOLSTAN
## 8.176e+00 -4.915e-01 -2.366e+00
## SYMBOLSTAR SYMBOLSTARCEMENT SYMBOLSTARPAPER
## 1.697e+00 -1.267e+00 1.210e+00
## SYMBOLSTCINDIA SYMBOLSTEELCITY SYMBOLSTEELXIND
## 9.211e-01 -1.375e+00 -6.739e-01
## SYMBOLSTEL SYMBOLSTERLINBIO SYMBOLSTERTOOLS
## 2.436e-02 -5.793e-01 2.857e+00
## SYMBOLSTINDIA SYMBOLSTRTECH SYMBOLSUBEX
## -7.617e-01 4.416e-01 -5.737e-01
## SYMBOLSUBROS SYMBOLSUDARSCHEM SYMBOLSUJANAUNI
## 1.892e+00 6.891e-01 -5.376e-01
## SYMBOLSUMEETINDS SYMBOLSUMMITSEC SYMBOLSUNCLAYLTD
## -4.529e-01 3.193e+00 6.873e+00
## SYMBOLSUNDARAM SYMBOLSUNDARMFIN SYMBOLSUNDRMBRAK
## -5.621e-01 5.893e+00 -2.150e+00
## SYMBOLSUNDRMFAST SYMBOLSUNFLAG SYMBOLSUNILHITEC
## 1.233e+00 -7.272e-02 -4.158e-01
## SYMBOLSUNPHARMA SYMBOLSUNTECK SYMBOLSUNTV
## 1.544e+00 -2.086e+00 3.216e+00
## SYMBOLSUPERHOUSE SYMBOLSUPERSPIN SYMBOLSUPPETRO
## 5.890e-01 -4.325e-01 7.593e-01
## SYMBOLSUPRAJIT SYMBOLSUPREMEIND SYMBOLSUPREMEINF
## -1.897e+00 3.460e+00 -1.009e-01
## SYMBOLSUPREMETEX SYMBOLSURANACORP SYMBOLSURANAIND
## -5.839e-01 -7.504e-01 -5.636e-01
## SYMBOLSURANASOL SYMBOLSURANAT&P SYMBOLSUREVIN
## -4.485e-01 -5.336e-01 -1.615e+00
## SYMBOLSURYALAXMI SYMBOLSURYAROSNI SYMBOLSUTLEJTEX
## 6.678e-02 2.840e+00 1.525e+00
## SYMBOLSUVEN SYMBOLSUZLON SYMBOLSWANENERGY
## 3.027e-01 -5.119e-01 5.708e-01
## SYMBOLSWARAJENG SYMBOLSWELECTES SYMBOLSYMPHONY
## 8.255e+00 2.365e+00 5.422e+00
## SYMBOLSYNCOM SYMBOLSYNDIBANK SYMBOLSYNGENE
## -5.647e-01 -4.876e-01 -5.187e-01
## SYMBOLTAINWALCHM SYMBOLTAJGVK SYMBOLTAKE
## -5.753e-02 3.498e-01 -2.296e-01
## SYMBOLTALBROAUTO SYMBOLTALWALKARS SYMBOLTANLA
## 6.982e-01 -1.296e+00 -2.846e-01
## SYMBOLTANTIACONS SYMBOLTARAJEWELS SYMBOLTARAPUR
## -4.621e-01 -3.508e-01 -4.443e-01
## SYMBOLTARMAT SYMBOLTASTYBITE SYMBOLTATACHEM
## -4.859e-01 5.561e+01 7.883e-01
## SYMBOLTATACOFFEE SYMBOLTATACOMM SYMBOLTATAELXSI
## -3.703e-01 4.037e+00 4.374e+00
## SYMBOLTATAGLOBAL SYMBOLTATAINVEST SYMBOLTATAMETALI
## 1.177e-01 6.241e+00 5.682e+00
## SYMBOLTATAMOTORS SYMBOLTATAMTRDVR SYMBOLTATAPOWER
## 8.093e-01 5.378e-01 -2.952e-01
## SYMBOLTATASPONGE SYMBOLTATASTEEL SYMBOLTBZ
## 4.260e+00 2.900e+00 5.525e-01
## SYMBOLTCFSL SYMBOLTCI SYMBOLTCIDEVELOP
## 1.079e+01 1.494e+00 -1.279e+00
## SYMBOLTCIEXP SYMBOLTCIFINANCE SYMBOLTCPLPACK
## 2.772e+00 -3.473e-01 4.416e+00
## SYMBOLTCS SYMBOLTDPOWERSYS SYMBOLTEAMLEASE
## 8.876e-01 8.827e-01 1.325e+01
## SYMBOLTECHIN SYMBOLTECHM SYMBOLTECHNO
## -5.145e-01 9.595e-01 -7.366e-03
## SYMBOLTECHNOFAB SYMBOLTEJASNET SYMBOLTERASOFT
## 2.738e-01 2.313e+00 -1.718e-01
## SYMBOLTEXINFRA SYMBOLTEXMOPIPES SYMBOLTEXRAIL
## -3.199e-01 -6.640e-01 -3.936e-01
## SYMBOLTFCILTD SYMBOLTFL SYMBOLTGBHOTELS
## 2.288e-02 -5.955e-01 -1.969e-01
## SYMBOLTHANGAMAYL SYMBOLTHEJO SYMBOLTHEMISMED
## 3.170e-01 -6.347e+00 1.300e-01
## SYMBOLTHERMAX SYMBOLTHIRUSUGAR SYMBOLTHOMASCOOK
## 1.850e+00 -2.287e-01 1.258e+00
## SYMBOLTHOMASCOTT SYMBOLTHYROCARE SYMBOLTI
## -5.088e-01 1.238e+00 -5.165e-01
## SYMBOLTIDEWATER SYMBOLTIFIN SYMBOLTIIL
## 2.290e+01 5.816e+00 4.953e-01
## SYMBOLTIINDIA SYMBOLTIJARIA SYMBOLTIL
## -6.566e-01 -5.110e-01 9.053e-01
## SYMBOLTIMESGTY SYMBOLTIMETECHNO SYMBOLTIMKEN
## -8.704e-01 1.473e+00 3.774e-01
## SYMBOLTINPLATE SYMBOLTIPSINDLTD SYMBOLTIRUMALCHM
## 3.733e-01 3.050e-02 7.056e+00
## SYMBOLTIRUPATI SYMBOLTITAN SYMBOLTMRVL
## -3.390e+00 -6.834e-03 3.916e-01
## SYMBOLTNPETRO SYMBOLTNPL SYMBOLTNTELE
## -1.146e-01 3.248e+00 -3.572e-01
## SYMBOLTOKYOPLAST SYMBOLTORNTPHARM SYMBOLTORNTPOWER
## 5.058e-01 3.708e-01 7.489e-03
## SYMBOLTOTAL SYMBOLTPLPLASTEH SYMBOLTRANSWIND
## -2.940e+00 -5.391e-02 -3.488e+00
## SYMBOLTREEHOUSE SYMBOLTRENT SYMBOLTRF
## -5.077e-01 1.590e+00 2.293e+00
## SYMBOLTRICOM SYMBOLTRIDENT SYMBOLTRIGYN
## -3.258e-01 -1.203e-01 4.364e-01
## SYMBOLTRIL SYMBOLTRITURBINE SYMBOLTRIVENI
## 3.680e+00 4.534e-01 -2.412e-01
## SYMBOLTTKHLTCARE SYMBOLTTKPRESTIG SYMBOLTTL
## 1.227e+00 1.072e+01 -2.613e-01
## SYMBOLTTML SYMBOLTUBEINVEST SYMBOLTULSI
## -4.410e-01 -2.338e-01 -5.329e-01
## SYMBOLTV18BRDCST SYMBOLTVSELECT SYMBOLTVSMOTOR
## -4.311e-01 1.180e+00 3.590e-01
## SYMBOLTVSSRICHAK SYMBOLTVTODAY SYMBOLTVVISION
## 3.022e+01 1.154e+00 -3.877e-02
## SYMBOLTWL SYMBOLUBHOLDINGS SYMBOLUBL
## 1.338e-02 -1.032e-01 5.650e-01
## SYMBOLUCALFUEL SYMBOLUCOBANK SYMBOLUFLEX
## 5.770e-01 -4.455e-01 -5.700e-02
## SYMBOLUFO SYMBOLUGARSUGAR SYMBOLUJAAS
## 2.514e+00 -4.445e-01 -4.328e-01
## SYMBOLUJJIVAN SYMBOLULTRACEMCO SYMBOLUMANGDAIRY
## 1.288e+00 1.143e+01 1.450e-01
## SYMBOLUMESLTD SYMBOLUNICHEMLAB SYMBOLUNIENTER
## -5.976e-01 3.673e-01 2.374e-02
## SYMBOLUNIONBANK SYMBOLUNIPLY SYMBOLUNITECH
## -7.412e-02 -5.006e-01 -5.401e-01
## SYMBOLUNITEDBNK SYMBOLUNITEDPOLY SYMBOLUNITEDTEA
## -4.705e-01 -1.457e+00 -3.111e+00
## SYMBOLUNITY SYMBOLUNIVCABLES SYMBOLUPERGANGES
## -5.089e-01 4.901e-01 2.440e+00
## SYMBOLUPL SYMBOLURJA SYMBOLUSHAMART
## 1.876e+00 -5.455e-01 -4.301e-01
## SYMBOLUSHERAGRO SYMBOLUTINEXT50 SYMBOLUTINIFTETF
## -3.902e-01 -7.852e-01 -2.759e+00
## SYMBOLUTISENSETF SYMBOLUTTAMSTL SYMBOLUTTAMSUGAR
## 3.073e-01 -2.197e-01 -1.439e-01
## SYMBOLUVSL SYMBOLV2RETAIL SYMBOLVADILALIND
## -5.061e-01 -3.691e-01 4.279e+00
## SYMBOLVAIBHAVGBL SYMBOLVAKRANGEE SYMBOLVALUEIND
## -4.585e-01 1.709e+00 -5.093e-01
## SYMBOLVARDHACRLC SYMBOLVARDMNPOLY SYMBOLVASCONEQ
## -4.594e-01 -3.946e-01 -5.514e-02
## SYMBOLVASWANI SYMBOLVBL SYMBOLVEDL
## -5.339e-01 3.063e+00 5.819e-01
## SYMBOLVENKEYS SYMBOLVENUSREM SYMBOLVERTOZ
## 6.391e+00 -8.391e-02 -3.070e+00
## SYMBOLVESUVIUS SYMBOLVETO SYMBOLVGUARD
## 1.688e+00 8.072e-01 1.759e-01
## SYMBOLVHL SYMBOLVICEROY SYMBOLVIDEOIND
## 9.001e+00 -5.405e-01 -3.741e-01
## SYMBOLVIDHIDYE SYMBOLVIDHIING SYMBOLVIJAYABANK
## -3.151e-01 -5.353e-01 -1.174e-01
## SYMBOLVIJIFIN SYMBOLVIJSHAN SYMBOLVIKASECO
## -6.707e-01 -7.894e-02 -3.655e-01
## SYMBOLVIMALOIL SYMBOLVIMTALABS SYMBOLVINATIORGA
## -4.133e-01 3.279e-01 3.128e+00
## SYMBOLVINDHYATEL SYMBOLVINYLINDIA SYMBOLVIPCLOTHNG
## -4.887e-01 -2.829e-01 -2.466e-01
## SYMBOLVIPIND SYMBOLVIPULLTD SYMBOLVISAKAIND
## 2.468e+00 -4.965e-01 4.967e+00
## SYMBOLVISASTEEL SYMBOLVISESHINFO SYMBOLVISHNU
## -4.293e-01 -1.874e-01 1.891e+00
## SYMBOLVISUINTL SYMBOLVIVIDHA SYMBOLVIVIMEDLAB
## -5.894e-01 -5.834e-01 -8.020e-02
## SYMBOLVKSPL SYMBOLVLSFINANCE SYMBOLVMART
## -1.573e-01 2.443e-01 8.489e-01
## SYMBOLVOLTAMP SYMBOLVOLTAS SYMBOLVRLLOG
## 2.651e+00 -4.107e-02 6.902e-01
## SYMBOLVSCL SYMBOLVSSL SYMBOLVSTIND
## -1.781e+00 -2.438e-01 -9.146e-01
## SYMBOLVSTTILLERS SYMBOLVTL SYMBOLWABAG
## 5.682e+00 3.984e+00 -2.929e-02
## SYMBOLWABCOINDIA SYMBOLWALCHANNAG SYMBOLWANBURY
## 1.027e+01 1.799e+00 -5.104e-01
## SYMBOLWEBELSOLAR SYMBOLWEIZFOREX SYMBOLWEIZMANIND
## -1.544e-01 -1.519e+00 -6.044e-01
## SYMBOLWELCORP SYMBOLWELENT SYMBOLWELINV
## -4.928e-02 1.025e+00 -6.997e-01
## SYMBOLWELSPUNIND SYMBOLWENDT SYMBOLWHEELS
## -2.916e-01 1.062e+01 2.468e+00
## SYMBOLWHIRLPOOL SYMBOLWILLAMAGOR SYMBOLWINDMACHIN
## 9.437e-01 -2.818e-01 -2.674e-01
## SYMBOLWINSOME SYMBOLWIPL SYMBOLWIPRO
## -6.030e-01 -7.043e-01 -5.296e-01
## SYMBOLWOCKPHARMA SYMBOLWONDERLA SYMBOLWORTH
## 3.120e+00 1.198e+00 -2.958e+00
## SYMBOLWSI SYMBOLWSTCSTPAPR SYMBOLXCHANGING
## -5.328e-01 1.712e+00 -4.827e-01
## SYMBOLXLENERGY SYMBOLXPROINDIA SYMBOLYESBANK
## -7.972e-01 -2.968e-01 4.428e-01
## SYMBOLZANDUREALT SYMBOLZEEL SYMBOLZEELEARN
## 1.051e+01 -5.926e-01 -4.757e-01
## SYMBOLZEEMEDIA SYMBOLZENITHBIR SYMBOLZENITHEXPO
## -2.604e-01 -4.804e-01 -6.777e-01
## SYMBOLZENSARTECH SYMBOLZENTEC SYMBOLZICOM
## 1.429e+00 -1.614e-01 -3.341e-01
## SYMBOLZODIACLOTH SYMBOLZODJRDMKJ SYMBOLZOTA
## -3.502e-01 -7.606e-01 -1.957e+00
## SYMBOLZUARI SYMBOLZUARIGLOB SYMBOLZYDUSWELL
## 1.249e+00 -2.282e-01 1.577e+00
## SYMBOLZYLOG SERIESBE SERIESBL
## -5.604e-01 -2.029e+00 3.569e+01
## SERIESBZ SERIESD1 SERIESDR
## -2.518e+00 9.001e+02 NA
## SERIESEQ SERIESGB SERIESIL
## -1.848e+00 NA 8.145e-01
## SERIESIT SERIESIV SERIESMF
## NA NA NA
## SERIESN1 SERIESN2 SERIESN3
## -1.623e+00 1.317e+00 -5.688e+00
## SERIESN4 SERIESN5 SERIESN6
## -4.566e+00 -2.357e+00 -6.048e+00
## SERIESN7 SERIESN8 SERIESN9
## -2.349e+00 -2.071e+00 2.164e+00
## SERIESNB SERIESNC SERIESND
## -4.197e+00 3.526e-02 -2.405e+01
## SERIESNE SERIESNF SERIESNG
## 1.397e+00 -1.798e+00 1.103e+00
## SERIESNH SERIESNI SERIESNJ
## 3.656e+00 -2.330e+00 7.144e-01
## SERIESNK SERIESNL SERIESNM
## 4.099e+00 -5.704e-01 1.061e+01
## SERIESNN SERIESNO SERIESNP
## 7.200e-02 4.338e+00 -1.128e+00
## SERIESNR SERIESNS SERIESNU
## 5.726e+01 7.841e-01 1.523e-01
## SERIESNW SERIESNX SERIESNZ
## 7.255e-02 1.129e+00 2.513e+00
## SERIESP1 SERIESP2 SERIESQ1
## -3.142e+00 -2.373e+00 -4.570e+00
## SERIESSM SERIESW2 SERIESY1
## NA -6.467e+00 -2.066e+00
## SERIESY2 SERIESY3 SERIESY5
## -3.906e+00 -2.006e+01 -4.451e+00
## SERIESY6 SERIESY8 SERIESY9
## -2.077e+01 1.357e+00 -1.623e+01
## SERIESYA SERIESYB SERIESYC
## 2.637e+00 -1.737e+01 2.288e-01
## CLOSE PREVCLOSE TIMESTAMP28-02-2017
## 7.321e-01 2.657e-01 5.382e-01
## TIMESTAMP28-04-2017 TIMESTAMP28-06-2017 TIMESTAMP28-11-2017
## 9.338e-01 -9.056e-03 1.628e+00Acknowledgements
All data is fetched from NSE official site. https://www.nseindia.com/
Inspiration
This dataset is compiled to felicitate Machine learning on Stocks.
Run T-Tests appropriate, to test your Hypotheses
t.test(stock$CLOSE,stock$PREVCLOSE)##
## Welch Two Sample t-test
##
## data: stock$CLOSE and stock$PREVCLOSE
## t = 0.027675, df = 15922, p-value = 0.9779
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -74.24248 76.36899
## sample estimates:
## mean of x mean of y
## 617.0675 616.0042boxplot(CLOSE ~TIMESTAMP,data = stock,width=NULL,log="x",names, main="Close price comparision month wise. ", xlab="CLOSE", horizontal = TRUE)
Insights based on your Regression Analysis
From above box plot we can decipher below
1.From February to November the mean of close price of the stocks are almost same.
2.The close price of the stocks is the highest in month of November.
3.The variance for all the stocks is almost same for a specific period of time.