updated for S&P changes

fja05680 · Dec 15, 2019 · 9411829 · 9411829
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diff --git a/README.md b/README.md
@@ -3,7 +3,7 @@
 #### Current List of S&P 500 companies retrieved from the Wikipedia  
 #### Historical Lists of S&P 500 components since 1996
 
-- `S&P 500 Historical Components & Changes(20-11-2019).csv`: contains historical S&P 500 index membership from 1996 til 20-11-2019.  Output from 'sp500_historical.ipynb' 
+- `S&P 500 Historical Components & Changes(12-14-2019).csv`: contains historical S&P 500 index membership from 1996 til 12-14-2019.  Output from 'sp500_historical.ipynb' 
 - `S&P 500 Historical Components & Changes.csv`: original historical S&P 500 index membership csv file.  Input to 'sp500_historical.ipynb'
 - `sp500_changes_since_2019.csv`: S&P 500 composition changes since 2019.  Input to 'sp500_historical.ipynb'
 - `sp500.csv`: composition of S&P 500.  Output from 'sp500.ipynb'.  Input to 'sp500_historical.ipynb'

diff --git a/...ical Components & Changes(20-11-2019).csv → ...ical Components & Changes(12-14-2019).csv b/...ical Components & Changes(20-11-2019).csv → ...ical Components & Changes(12-14-2019).csv
@@ -2612,3 +2612,5 @@ date,tickers
 2019-10-18,"A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,ADM,ADP,ADS,ADSK,AEE,AEP,AES,AFL,AGN,AIG,AIV,AIZ,AJG,AKAM,ALB,ALGN,ALK,ALL,ALLE,ALXN,AMAT,AMCR,AMD,AME,AMG,AMGN,AMP,AMT,AMZN,ANET,ANSS,ANTM,AON,AOS,APA,APD,APH,APTV,ARE,ARNC,ATO,ATVI,AVB,AVGO,AVY,AWK,AXP,AZO,BA,BAC,BAX,BBT,BBY,BDX,BEN,BF.B,BIIB,BK,BKNG,BKR,BLK,BLL,BMY,BR,BRK.B,BSX,BWA,BXP,C,CAG,CAH,CAT,CB,CBOE,CBRE,CBS,CCI,CCL,CDNS,CDW,CE,CELG,CERN,CF,CFG,CHD,CHRW,CHTR,CI,CINF,CL,CLX,CMA,CMCSA,CME,CMG,CMI,CMS,CNC,CNP,COF,COG,COO,COP,COST,COTY,CPB,CPRI,CPRT,CRM,CSCO,CSX,CTAS,CTL,CTSH,CTVA,CTXS,CVS,CVX,CXO,D,DAL,DD,DE,DFS,DG,DGX,DHI,DHR,DIS,DISCA,DISCK,DISH,DLR,DLTR,DOV,DOW,DRE,DRI,DTE,DUK,DVA,DVN,DXC,EA,EBAY,ECL,ED,EFX,EIX,EL,EMN,EMR,EOG,EQIX,EQR,ES,ESS,ETFC,ETN,ETR,EVRG,EW,EXC,EXPD,EXPE,EXR,F,FANG,FAST,FB,FBHS,FCX,FDX,FE,FFIV,FIS,FISV,FITB,FLIR,FLS,FLT,FMC,FOX,FOXA,FRC,FRT,FTI,FTNT,FTV,GD,GE,GILD,GIS,GL,GLW,GM,GOOG,GOOGL,GPC,GPN,GPS,GRMN,GS,GWW,HAL,HAS,HBAN,HBI,HCA,HCP,HD,HES,HFC,HIG,HII,HLT,HOG,HOLX,HON,HP,HPE,HPQ,HRB,HRL,HSIC,HST,HSY,HUM,IBM,ICE,IDXX,IEX,IFF,ILMN,INCY,INFO,INTC,INTU,IP,IPG,IPGP,IQV,IR,IRM,ISRG,IT,ITW,IVZ,JBHT,JCI,JEC,JKHY,JNJ,JNPR,JPM,JWN,K,KEY,KEYS,KHC,KIM,KLAC,KMB,KMI,KMX,KO,KR,KSS,KSU,L,LB,LDOS,LEG,LEN,LH,LHX,LIN,LKQ,LLY,LMT,LNC,LNT,LOW,LRCX,LUV,LVS,LW,LYB,M,MA,MAA,MAC,MAR,MAS,MCD,MCHP,MCK,MCO,MDLZ,MDT,MET,MGM,MHK,MKC,MKTX,MLM,MMC,MMM,MNST,MO,MOS,MPC,MRK,MRO,MS,MSCI,MSFT,MSI,MTB,MTD,MU,MXIM,MYL,NBL,NCLH,NDAQ,NEE,NEM,NFLX,NI,NKE,NLSN,NOC,NOV,NRG,NSC,NTAP,NTRS,NUE,NVDA,NVR,NWL,NWS,NWSA,O,OKE,OMC,ORCL,ORLY,OXY,PAYX,PBCT,PCAR,PEG,PEP,PFE,PFG,PG,PGR,PH,PHM,PKG,PKI,PLD,PM,PNC,PNR,PNW,PPG,PPL,PRGO,PRU,PSA,PSX,PVH,PWR,PXD,PYPL,QCOM,QRVO,RCL,RE,REG,REGN,RF,RHI,RJF,RL,RMD,ROK,ROL,ROP,ROST,RSG,RTN,SBAC,SBUX,SCHW,SEE,SHW,SIVB,SJM,SLB,SLG,SNA,SNPS,SO,SPG,SPGI,SRE,STI,STT,STX,STZ,SWK,SWKS,SYF,SYK,SYMC,SYY,T,TAP,TDG,TEL,TFX,TGT,TIF,TJX,TMO,TMUS,TPR,TRIP,TROW,TRV,TSCO,TSN,TTWO,TWTR,TXN,TXT,UA,UAA,UAL,UDR,UHS,ULTA,UNH,UNM,UNP,UPS,URI,USB,UTX,V,VAR,VFC,VIAB,VLO,VMC,VNO,VRSK,VRSN,VRTX,VTR,VZ,WAB,WAT,WBA,WCG,WDC,WEC,WELL,WFC,WHR,WLTW,WM,WMB,WMT,WRK,WU,WY,WYNN,XEC,XEL,XLNX,XOM,XRAY,XRX,XYL,YUM,ZBH,ZION,ZTS"
 2019-11-05,"A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,ADM,ADP,ADS,ADSK,AEE,AEP,AES,AFL,AGN,AIG,AIV,AIZ,AJG,AKAM,ALB,ALGN,ALK,ALL,ALLE,ALXN,AMAT,AMCR,AMD,AME,AMG,AMGN,AMP,AMT,AMZN,ANET,ANSS,ANTM,AON,AOS,APA,APD,APH,APTV,ARE,ARNC,ATO,ATVI,AVB,AVGO,AVY,AWK,AXP,AZO,BA,BAC,BAX,BBT,BBY,BDX,BEN,BF.B,BIIB,BK,BKNG,BKR,BLK,BLL,BMY,BR,BRK.B,BSX,BWA,BXP,C,CAG,CAH,CAT,CB,CBOE,CBRE,CBS,CCI,CCL,CDNS,CDW,CE,CELG,CERN,CF,CFG,CHD,CHRW,CHTR,CI,CINF,CL,CLX,CMA,CMCSA,CME,CMG,CMI,CMS,CNC,CNP,COF,COG,COO,COP,COST,COTY,CPB,CPRI,CPRT,CRM,CSCO,CSX,CTAS,CTL,CTSH,CTVA,CTXS,CVS,CVX,CXO,D,DAL,DD,DE,DFS,DG,DGX,DHI,DHR,DIS,DISCA,DISCK,DISH,DLR,DLTR,DOV,DOW,DRE,DRI,DTE,DUK,DVA,DVN,DXC,EA,EBAY,ECL,ED,EFX,EIX,EL,EMN,EMR,EOG,EQIX,EQR,ES,ESS,ETFC,ETN,ETR,EVRG,EW,EXC,EXPD,EXPE,EXR,F,FANG,FAST,FB,FBHS,FCX,FDX,FE,FFIV,FIS,FISV,FITB,FLIR,FLS,FLT,FMC,FOX,FOXA,FRC,FRT,FTI,FTNT,FTV,GD,GE,GILD,GIS,GL,GLW,GM,GOOG,GOOGL,GPC,GPN,GPS,GRMN,GS,GWW,HAL,HAS,HBAN,HBI,HCA,HD,HES,HFC,HIG,HII,HLT,HOG,HOLX,HON,HP,HPE,HPQ,HRB,HRL,HSIC,HST,HSY,HUM,IBM,ICE,IDXX,IEX,IFF,ILMN,INCY,INFO,INTC,INTU,IP,IPG,IPGP,IQV,IR,IRM,ISRG,IT,ITW,IVZ,JBHT,JCI,JEC,JKHY,JNJ,JNPR,JPM,JWN,K,KEY,KEYS,KHC,KIM,KLAC,KMB,KMI,KMX,KO,KR,KSS,KSU,L,LB,LDOS,LEG,LEN,LH,LHX,LIN,LKQ,LLY,LMT,LNC,LNT,LOW,LRCX,LUV,LVS,LW,LYB,M,MA,MAA,MAC,MAR,MAS,MCD,MCHP,MCK,MCO,MDLZ,MDT,MET,MGM,MHK,MKC,MKTX,MLM,MMC,MMM,MNST,MO,MOS,MPC,MRK,MRO,MS,MSCI,MSFT,MSI,MTB,MTD,MU,MXIM,MYL,NBL,NCLH,NDAQ,NEE,NEM,NFLX,NI,NKE,NLOK,NLSN,NOC,NOV,NRG,NSC,NTAP,NTRS,NUE,NVDA,NVR,NWL,NWS,NWSA,O,OKE,OMC,ORCL,ORLY,OXY,PAYX,PBCT,PCAR,PEAK,PEG,PEP,PFE,PFG,PG,PGR,PH,PHM,PKG,PKI,PLD,PM,PNC,PNR,PNW,PPG,PPL,PRGO,PRU,PSA,PSX,PVH,PWR,PXD,PYPL,QCOM,QRVO,RCL,RE,REG,REGN,RF,RHI,RJF,RL,RMD,ROK,ROL,ROP,ROST,RSG,RTN,SBAC,SBUX,SCHW,SEE,SHW,SIVB,SJM,SLB,SLG,SNA,SNPS,SO,SPG,SPGI,SRE,STI,STT,STX,STZ,SWK,SWKS,SYF,SYK,SYY,T,TAP,TDG,TEL,TFX,TGT,TIF,TJX,TMO,TMUS,TPR,TRIP,TROW,TRV,TSCO,TSN,TTWO,TWTR,TXN,TXT,UA,UAA,UAL,UDR,UHS,ULTA,UNH,UNM,UNP,UPS,URI,USB,UTX,V,VAR,VFC,VIAB,VLO,VMC,VNO,VRSK,VRSN,VRTX,VTR,VZ,WAB,WAT,WBA,WCG,WDC,WEC,WELL,WFC,WHR,WLTW,WM,WMB,WMT,WRK,WU,WY,WYNN,XEC,XEL,XLNX,XOM,XRAY,XRX,XYL,YUM,ZBH,ZION,ZTS"
 2019-11-21,"A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,ADM,ADP,ADS,ADSK,AEE,AEP,AES,AFL,AGN,AIG,AIV,AIZ,AJG,AKAM,ALB,ALGN,ALK,ALL,ALLE,ALXN,AMAT,AMCR,AMD,AME,AMG,AMGN,AMP,AMT,AMZN,ANET,ANSS,ANTM,AON,AOS,APA,APD,APH,APTV,ARE,ARNC,ATO,ATVI,AVB,AVGO,AVY,AWK,AXP,AZO,BA,BAC,BAX,BBT,BBY,BDX,BEN,BF.B,BIIB,BK,BKNG,BKR,BLK,BLL,BMY,BR,BRK.B,BSX,BWA,BXP,C,CAG,CAH,CAT,CB,CBOE,CBRE,CBS,CCI,CCL,CDNS,CDW,CE,CERN,CF,CFG,CHD,CHRW,CHTR,CI,CINF,CL,CLX,CMA,CMCSA,CME,CMG,CMI,CMS,CNC,CNP,COF,COG,COO,COP,COST,COTY,CPB,CPRI,CPRT,CRM,CSCO,CSX,CTAS,CTL,CTSH,CTVA,CTXS,CVS,CVX,CXO,D,DAL,DD,DE,DFS,DG,DGX,DHI,DHR,DIS,DISCA,DISCK,DISH,DLR,DLTR,DOV,DOW,DRE,DRI,DTE,DUK,DVA,DVN,DXC,EA,EBAY,ECL,ED,EFX,EIX,EL,EMN,EMR,EOG,EQIX,EQR,ES,ESS,ETFC,ETN,ETR,EVRG,EW,EXC,EXPD,EXPE,EXR,F,FANG,FAST,FB,FBHS,FCX,FDX,FE,FFIV,FIS,FISV,FITB,FLIR,FLS,FLT,FMC,FOX,FOXA,FRC,FRT,FTI,FTNT,FTV,GD,GE,GILD,GIS,GL,GLW,GM,GOOG,GOOGL,GPC,GPN,GPS,GRMN,GS,GWW,HAL,HAS,HBAN,HBI,HCA,HD,HES,HFC,HIG,HII,HLT,HOG,HOLX,HON,HP,HPE,HPQ,HRB,HRL,HSIC,HST,HSY,HUM,IBM,ICE,IDXX,IEX,IFF,ILMN,INCY,INFO,INTC,INTU,IP,IPG,IPGP,IQV,IR,IRM,ISRG,IT,ITW,IVZ,JBHT,JCI,JEC,JKHY,JNJ,JNPR,JPM,JWN,K,KEY,KEYS,KHC,KIM,KLAC,KMB,KMI,KMX,KO,KR,KSS,KSU,L,LB,LDOS,LEG,LEN,LH,LHX,LIN,LKQ,LLY,LMT,LNC,LNT,LOW,LRCX,LUV,LVS,LW,LYB,M,MA,MAA,MAC,MAR,MAS,MCD,MCHP,MCK,MCO,MDLZ,MDT,MET,MGM,MHK,MKC,MKTX,MLM,MMC,MMM,MNST,MO,MOS,MPC,MRK,MRO,MS,MSCI,MSFT,MSI,MTB,MTD,MU,MXIM,MYL,NBL,NCLH,NDAQ,NEE,NEM,NFLX,NI,NKE,NLOK,NLSN,NOC,NOV,NOW,NRG,NSC,NTAP,NTRS,NUE,NVDA,NVR,NWL,NWS,NWSA,O,OKE,OMC,ORCL,ORLY,OXY,PAYX,PBCT,PCAR,PEAK,PEG,PEP,PFE,PFG,PG,PGR,PH,PHM,PKG,PKI,PLD,PM,PNC,PNR,PNW,PPG,PPL,PRGO,PRU,PSA,PSX,PVH,PWR,PXD,PYPL,QCOM,QRVO,RCL,RE,REG,REGN,RF,RHI,RJF,RL,RMD,ROK,ROL,ROP,ROST,RSG,RTN,SBAC,SBUX,SCHW,SEE,SHW,SIVB,SJM,SLB,SLG,SNA,SNPS,SO,SPG,SPGI,SRE,STI,STT,STX,STZ,SWK,SWKS,SYF,SYK,SYY,T,TAP,TDG,TEL,TFX,TGT,TIF,TJX,TMO,TMUS,TPR,TRIP,TROW,TRV,TSCO,TSN,TTWO,TWTR,TXN,TXT,UA,UAA,UAL,UDR,UHS,ULTA,UNH,UNM,UNP,UPS,URI,USB,UTX,V,VAR,VFC,VIAB,VLO,VMC,VNO,VRSK,VRSN,VRTX,VTR,VZ,WAB,WAT,WBA,WCG,WDC,WEC,WELL,WFC,WHR,WLTW,WM,WMB,WMT,WRK,WU,WY,WYNN,XEC,XEL,XLNX,XOM,XRAY,XRX,XYL,YUM,ZBH,ZION,ZTS"
+2019-12-05,"A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,ADM,ADP,ADS,ADSK,AEE,AEP,AES,AFL,AGN,AIG,AIV,AIZ,AJG,AKAM,ALB,ALGN,ALK,ALL,ALLE,ALXN,AMAT,AMCR,AMD,AME,AMG,AMGN,AMP,AMT,AMZN,ANET,ANSS,ANTM,AON,AOS,APA,APD,APH,APTV,ARE,ARNC,ATO,ATVI,AVB,AVGO,AVY,AWK,AXP,AZO,BA,BAC,BAX,BBT,BBY,BDX,BEN,BF.B,BIIB,BK,BKNG,BKR,BLK,BLL,BMY,BR,BRK.B,BSX,BWA,BXP,C,CAG,CAH,CAT,CB,CBOE,CBRE,CCI,CCL,CDNS,CDW,CE,CERN,CF,CFG,CHD,CHRW,CHTR,CI,CINF,CL,CLX,CMA,CMCSA,CME,CMG,CMI,CMS,CNC,CNP,COF,COG,COO,COP,COST,COTY,CPB,CPRI,CPRT,CRM,CSCO,CSX,CTAS,CTL,CTSH,CTVA,CTXS,CVS,CVX,CXO,D,DAL,DD,DE,DFS,DG,DGX,DHI,DHR,DIS,DISCA,DISCK,DISH,DLR,DLTR,DOV,DOW,DRE,DRI,DTE,DUK,DVA,DVN,DXC,EA,EBAY,ECL,ED,EFX,EIX,EL,EMN,EMR,EOG,EQIX,EQR,ES,ESS,ETFC,ETN,ETR,EVRG,EW,EXC,EXPD,EXPE,EXR,F,FANG,FAST,FB,FBHS,FCX,FDX,FE,FFIV,FIS,FISV,FITB,FLIR,FLS,FLT,FMC,FOX,FOXA,FRC,FRT,FTI,FTNT,FTV,GD,GE,GILD,GIS,GL,GLW,GM,GOOG,GOOGL,GPC,GPN,GPS,GRMN,GS,GWW,HAL,HAS,HBAN,HBI,HCA,HD,HES,HFC,HIG,HII,HLT,HOG,HOLX,HON,HP,HPE,HPQ,HRB,HRL,HSIC,HST,HSY,HUM,IBM,ICE,IDXX,IEX,IFF,ILMN,INCY,INFO,INTC,INTU,IP,IPG,IPGP,IQV,IR,IRM,ISRG,IT,ITW,IVZ,JBHT,JCI,JEC,JKHY,JNJ,JNPR,JPM,JWN,K,KEY,KEYS,KHC,KIM,KLAC,KMB,KMI,KMX,KO,KR,KSS,KSU,L,LB,LDOS,LEG,LEN,LH,LHX,LIN,LKQ,LLY,LMT,LNC,LNT,LOW,LRCX,LUV,LVS,LW,LYB,M,MA,MAA,MAC,MAR,MAS,MCD,MCHP,MCK,MCO,MDLZ,MDT,MET,MGM,MHK,MKC,MKTX,MLM,MMC,MMM,MNST,MO,MOS,MPC,MRK,MRO,MS,MSCI,MSFT,MSI,MTB,MTD,MU,MXIM,MYL,NBL,NCLH,NDAQ,NEE,NEM,NFLX,NI,NKE,NLOK,NLSN,NOC,NOV,NOW,NRG,NSC,NTAP,NTRS,NUE,NVDA,NVR,NWL,NWS,NWSA,O,OKE,OMC,ORCL,ORLY,OXY,PAYX,PBCT,PCAR,PEAK,PEG,PEP,PFE,PFG,PG,PGR,PH,PHM,PKG,PKI,PLD,PM,PNC,PNR,PNW,PPG,PPL,PRGO,PRU,PSA,PSX,PVH,PWR,PXD,PYPL,QCOM,QRVO,RCL,RE,REG,REGN,RF,RHI,RJF,RL,RMD,ROK,ROL,ROP,ROST,RSG,RTN,SBAC,SBUX,SCHW,SEE,SHW,SIVB,SJM,SLB,SLG,SNA,SNPS,SO,SPG,SPGI,SRE,STI,STT,STX,STZ,SWK,SWKS,SYF,SYK,SYY,T,TAP,TDG,TEL,TFX,TGT,TIF,TJX,TMO,TMUS,TPR,TRIP,TROW,TRV,TSCO,TSN,TTWO,TWTR,TXN,TXT,UA,UAA,UAL,UDR,UHS,ULTA,UNH,UNM,UNP,UPS,URI,USB,UTX,V,VAR,VFC,VIAC,VLO,VMC,VNO,VRSK,VRSN,VRTX,VTR,VZ,WAB,WAT,WBA,WCG,WDC,WEC,WELL,WFC,WHR,WLTW,WM,WMB,WMT,WRB,WRK,WU,WY,WYNN,XEC,XEL,XLNX,XOM,XRAY,XRX,XYL,YUM,ZBH,ZION,ZTS"
+2019-12-09,"A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,ADM,ADP,ADS,ADSK,AEE,AEP,AES,AFL,AGN,AIG,AIV,AIZ,AJG,AKAM,ALB,ALGN,ALK,ALL,ALLE,ALXN,AMAT,AMCR,AMD,AME,AMG,AMGN,AMP,AMT,AMZN,ANET,ANSS,ANTM,AON,AOS,APA,APD,APH,APTV,ARE,ARNC,ATO,ATVI,AVB,AVGO,AVY,AWK,AXP,AZO,BA,BAC,BAX,BBY,BDX,BEN,BF.B,BIIB,BK,BKNG,BKR,BLK,BLL,BMY,BR,BRK.B,BSX,BWA,BXP,C,CAG,CAH,CAT,CB,CBOE,CBRE,CCI,CCL,CDNS,CDW,CE,CERN,CF,CFG,CHD,CHRW,CHTR,CI,CINF,CL,CLX,CMA,CMCSA,CME,CMG,CMI,CMS,CNC,CNP,COF,COG,COO,COP,COST,COTY,CPB,CPRI,CPRT,CRM,CSCO,CSX,CTAS,CTL,CTSH,CTVA,CTXS,CVS,CVX,CXO,D,DAL,DD,DE,DFS,DG,DGX,DHI,DHR,DIS,DISCA,DISCK,DISH,DLR,DLTR,DOV,DOW,DRE,DRI,DTE,DUK,DVA,DVN,DXC,EA,EBAY,ECL,ED,EFX,EIX,EL,EMN,EMR,EOG,EQIX,EQR,ES,ESS,ETFC,ETN,ETR,EVRG,EW,EXC,EXPD,EXPE,EXR,F,FANG,FAST,FB,FBHS,FCX,FDX,FE,FFIV,FIS,FISV,FITB,FLIR,FLS,FLT,FMC,FOX,FOXA,FRC,FRT,FTI,FTNT,FTV,GD,GE,GILD,GIS,GL,GLW,GM,GOOG,GOOGL,GPC,GPN,GPS,GRMN,GS,GWW,HAL,HAS,HBAN,HBI,HCA,HD,HES,HFC,HIG,HII,HLT,HOG,HOLX,HON,HP,HPE,HPQ,HRB,HRL,HSIC,HST,HSY,HUM,IBM,ICE,IDXX,IEX,IFF,ILMN,INCY,INFO,INTC,INTU,IP,IPG,IPGP,IQV,IR,IRM,ISRG,IT,ITW,IVZ,JBHT,JCI,JEC,JKHY,JNJ,JNPR,JPM,JWN,K,KEY,KEYS,KHC,KIM,KLAC,KMB,KMI,KMX,KO,KR,KSS,KSU,L,LB,LDOS,LEG,LEN,LH,LHX,LIN,LKQ,LLY,LMT,LNC,LNT,LOW,LRCX,LUV,LVS,LW,LYB,M,MA,MAA,MAC,MAR,MAS,MCD,MCHP,MCK,MCO,MDLZ,MDT,MET,MGM,MHK,MKC,MKTX,MLM,MMC,MMM,MNST,MO,MOS,MPC,MRK,MRO,MS,MSCI,MSFT,MSI,MTB,MTD,MU,MXIM,MYL,NBL,NCLH,NDAQ,NEE,NEM,NFLX,NI,NKE,NLOK,NLSN,NOC,NOV,NOW,NRG,NSC,NTAP,NTRS,NUE,NVDA,NVR,NWL,NWS,NWSA,O,ODFL,OKE,OMC,ORCL,ORLY,OXY,PAYX,PBCT,PCAR,PEAK,PEG,PEP,PFE,PFG,PG,PGR,PH,PHM,PKG,PKI,PLD,PM,PNC,PNR,PNW,PPG,PPL,PRGO,PRU,PSA,PSX,PVH,PWR,PXD,PYPL,QCOM,QRVO,RCL,RE,REG,REGN,RF,RHI,RJF,RL,RMD,ROK,ROL,ROP,ROST,RSG,RTN,SBAC,SBUX,SCHW,SEE,SHW,SIVB,SJM,SLB,SLG,SNA,SNPS,SO,SPG,SPGI,SRE,STT,STX,STZ,SWK,SWKS,SYF,SYK,SYY,T,TAP,TDG,TEL,TFC,TFX,TGT,TIF,TJX,TMO,TMUS,TPR,TRIP,TROW,TRV,TSCO,TSN,TTWO,TWTR,TXN,TXT,UA,UAA,UAL,UDR,UHS,ULTA,UNH,UNM,UNP,UPS,URI,USB,UTX,V,VAR,VFC,VIAC,VLO,VMC,VNO,VRSK,VRSN,VRTX,VTR,VZ,WAB,WAT,WBA,WCG,WDC,WEC,WELL,WFC,WHR,WLTW,WM,WMB,WMT,WRB,WRK,WU,WY,WYNN,XEC,XEL,XLNX,XOM,XRAY,XRX,XYL,YUM,ZBH,ZION,ZTS"