diff --git a/S&P 500 Historical Components & Changes(10-14-2022).csv b/S&P 500 Historical Components & Changes(12-29-2022).csv
similarity index 99%
rename from S&P 500 Historical Components & Changes(10-14-2022).csv
rename to S&P 500 Historical Components & Changes(12-29-2022).csv
index 0ae1123..2a45f78 100644
--- a/S&P 500 Historical Components & Changes(10-14-2022).csv
+++ b/S&P 500 Historical Components & Changes(12-29-2022).csv
@@ -2658,3 +2658,7 @@ date,tickers
2022-09-19,"A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,ADM,ADP,ADSK,AEE,AEP,AES,AFL,AIG,AIZ,AJG,AKAM,ALB,ALGN,ALK,ALL,ALLE,AMAT,AMCR,AMD,AME,AMGN,AMP,AMT,AMZN,ANET,ANSS,AON,AOS,APA,APD,APH,APTV,ARE,ATO,ATVI,AVB,AVGO,AVY,AWK,AXP,AZO,BA,BAC,BALL,BAX,BBWI,BBY,BDX,BEN,BF.B,BIIB,BIO,BK,BKNG,BKR,BLK,BMY,BR,BRK.B,BRO,BSX,BWA,BXP,C,CAG,CAH,CARR,CAT,CB,CBOE,CBRE,CCI,CCL,CDAY,CDNS,CDW,CE,CEG,CF,CFG,CHD,CHRW,CHTR,CI,CINF,CL,CLX,CMA,CMCSA,CME,CMG,CMI,CMS,CNC,CNP,COF,COO,COP,COST,CPB,CPRT,CPT,CRL,CRM,CSCO,CSGP,CSX,CTAS,CTLT,CTRA,CTSH,CTVA,CTXS,CVS,CVX,CZR,D,DAL,DD,DE,DFS,DG,DGX,DHI,DHR,DIS,DISH,DLR,DLTR,DOV,DOW,DPZ,DRE,DRI,DTE,DUK,DVA,DVN,DXC,DXCM,EA,EBAY,ECL,ED,EFX,EIX,EL,ELV,EMN,EMR,ENPH,EOG,EPAM,EQIX,EQR,ES,ESS,ETN,ETR,ETSY,EVRG,EW,EXC,EXPD,EXPE,EXR,F,FANG,FAST,FBHS,FCX,FDS,FDX,FE,FFIV,FIS,FISV,FITB,FLT,FMC,FOX,FOXA,FRC,FRT,FTNT,FTV,GD,GE,GILD,GIS,GL,GLW,GM,GNRC,GOOG,GOOGL,GPC,GPN,GRMN,GS,GWW,HAL,HAS,HBAN,HCA,HD,HES,HIG,HII,HLT,HOLX,HON,HPE,HPQ,HRL,HSIC,HST,HSY,HUM,HWM,IBM,ICE,IDXX,IEX,IFF,ILMN,INCY,INTC,INTU,INVH,IP,IPG,IQV,IR,IRM,ISRG,IT,ITW,IVZ,J,JBHT,JCI,JKHY,JNJ,JNPR,JPM,K,KDP,KEY,KEYS,KHC,KIM,KLAC,KMB,KMI,KMX,KO,KR,L,LDOS,LEN,LH,LHX,LIN,LKQ,LLY,LMT,LNC,LNT,LOW,LRCX,LUMN,LUV,LVS,LW,LYB,LYV,MA,MAA,MAR,MAS,MCD,MCHP,MCK,MCO,MDLZ,MDT,MET,META,MGM,MHK,MKC,MKTX,MLM,MMC,MMM,MNST,MO,MOH,MOS,MPC,MPWR,MRK,MRNA,MRO,MS,MSCI,MSFT,MSI,MTB,MTCH,MTD,MU,NCLH,NDAQ,NDSN,NEE,NEM,NFLX,NI,NKE,NLOK,NLSN,NOC,NOW,NRG,NSC,NTAP,NTRS,NUE,NVDA,NVR,NWL,NWS,NWSA,NXPI,O,ODFL,OGN,OKE,OMC,ON,ORCL,ORLY,OTIS,OXY,PARA,PAYC,PAYX,PCAR,PEAK,PEG,PEP,PFE,PFG,PG,PGR,PH,PHM,PKG,PKI,PLD,PM,PNC,PNR,PNW,POOL,PPG,PPL,PRU,PSA,PSX,PTC,PWR,PXD,PYPL,QCOM,QRVO,RCL,RE,REG,REGN,RF,RHI,RJF,RL,RMD,ROK,ROL,ROP,ROST,RSG,RTX,SBAC,SBNY,SBUX,SCHW,SEDG,SEE,SHW,SIVB,SJM,SLB,SNA,SNPS,SO,SPG,SPGI,SRE,STE,STT,STX,STZ,SWK,SWKS,SYF,SYK,SYY,T,TAP,TDG,TDY,TECH,TEL,TER,TFC,TFX,TGT,TJX,TMO,TMUS,TPR,TRMB,TROW,TRV,TSCO,TSLA,TSN,TT,TTWO,TWTR,TXN,TXT,TYL,UAL,UDR,UHS,ULTA,UNH,UNP,UPS,URI,USB,V,VFC,VICI,VLO,VMC,VNO,VRSK,VRSN,VRTX,VTR,VTRS,VZ,WAB,WAT,WBA,WBD,WDC,WEC,WELL,WFC,WHR,WM,WMB,WMT,WRB,WRK,WST,WTW,WY,WYNN,XEL,XOM,XRAY,XYL,YUM,ZBH,ZBRA,ZION,ZTS"
2022-10-03,"A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,ADM,ADP,ADSK,AEE,AEP,AES,AFL,AIG,AIZ,AJG,AKAM,ALB,ALGN,ALK,ALL,ALLE,AMAT,AMCR,AMD,AME,AMGN,AMP,AMT,AMZN,ANET,ANSS,AON,AOS,APA,APD,APH,APTV,ARE,ATO,ATVI,AVB,AVGO,AVY,AWK,AXP,AZO,BA,BAC,BALL,BAX,BBWI,BBY,BDX,BEN,BF.B,BIIB,BIO,BK,BKNG,BKR,BLK,BMY,BR,BRK.B,BRO,BSX,BWA,BXP,C,CAG,CAH,CARR,CAT,CB,CBOE,CBRE,CCI,CCL,CDAY,CDNS,CDW,CE,CEG,CF,CFG,CHD,CHRW,CHTR,CI,CINF,CL,CLX,CMA,CMCSA,CME,CMG,CMI,CMS,CNC,CNP,COF,COO,COP,COST,CPB,CPRT,CPT,CRL,CRM,CSCO,CSGP,CSX,CTAS,CTLT,CTRA,CTSH,CTVA,CVS,CVX,CZR,D,DAL,DD,DE,DFS,DG,DGX,DHI,DHR,DIS,DISH,DLR,DLTR,DOV,DOW,DPZ,DRI,DTE,DUK,DVA,DVN,DXC,DXCM,EA,EBAY,ECL,ED,EFX,EIX,EL,ELV,EMN,EMR,ENPH,EOG,EPAM,EQIX,EQR,EQT,ES,ESS,ETN,ETR,ETSY,EVRG,EW,EXC,EXPD,EXPE,EXR,F,FANG,FAST,FBHS,FCX,FDS,FDX,FE,FFIV,FIS,FISV,FITB,FLT,FMC,FOX,FOXA,FRC,FRT,FTNT,FTV,GD,GE,GILD,GIS,GL,GLW,GM,GNRC,GOOG,GOOGL,GPC,GPN,GRMN,GS,GWW,HAL,HAS,HBAN,HCA,HD,HES,HIG,HII,HLT,HOLX,HON,HPE,HPQ,HRL,HSIC,HST,HSY,HUM,HWM,IBM,ICE,IDXX,IEX,IFF,ILMN,INCY,INTC,INTU,INVH,IP,IPG,IQV,IR,IRM,ISRG,IT,ITW,IVZ,J,JBHT,JCI,JKHY,JNJ,JNPR,JPM,K,KDP,KEY,KEYS,KHC,KIM,KLAC,KMB,KMI,KMX,KO,KR,L,LDOS,LEN,LH,LHX,LIN,LKQ,LLY,LMT,LNC,LNT,LOW,LRCX,LUMN,LUV,LVS,LW,LYB,LYV,MA,MAA,MAR,MAS,MCD,MCHP,MCK,MCO,MDLZ,MDT,MET,META,MGM,MHK,MKC,MKTX,MLM,MMC,MMM,MNST,MO,MOH,MOS,MPC,MPWR,MRK,MRNA,MRO,MS,MSCI,MSFT,MSI,MTB,MTCH,MTD,MU,NCLH,NDAQ,NDSN,NEE,NEM,NFLX,NI,NKE,NLOK,NLSN,NOC,NOW,NRG,NSC,NTAP,NTRS,NUE,NVDA,NVR,NWL,NWS,NWSA,NXPI,O,ODFL,OGN,OKE,OMC,ON,ORCL,ORLY,OTIS,OXY,PARA,PAYC,PAYX,PCAR,PCG,PEAK,PEG,PEP,PFE,PFG,PG,PGR,PH,PHM,PKG,PKI,PLD,PM,PNC,PNR,PNW,POOL,PPG,PPL,PRU,PSA,PSX,PTC,PWR,PXD,PYPL,QCOM,QRVO,RCL,RE,REG,REGN,RF,RHI,RJF,RL,RMD,ROK,ROL,ROP,ROST,RSG,RTX,SBAC,SBNY,SBUX,SCHW,SEDG,SEE,SHW,SIVB,SJM,SLB,SNA,SNPS,SO,SPG,SPGI,SRE,STE,STT,STX,STZ,SWK,SWKS,SYF,SYK,SYY,T,TAP,TDG,TDY,TECH,TEL,TER,TFC,TFX,TGT,TJX,TMO,TMUS,TPR,TRMB,TROW,TRV,TSCO,TSLA,TSN,TT,TTWO,TWTR,TXN,TXT,TYL,UAL,UDR,UHS,ULTA,UNH,UNP,UPS,URI,USB,V,VFC,VICI,VLO,VMC,VNO,VRSK,VRSN,VRTX,VTR,VTRS,VZ,WAB,WAT,WBA,WBD,WDC,WEC,WELL,WFC,WHR,WM,WMB,WMT,WRB,WRK,WST,WTW,WY,WYNN,XEL,XOM,XRAY,XYL,YUM,ZBH,ZBRA,ZION,ZTS"
2022-10-12,"A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,ADM,ADP,ADSK,AEE,AEP,AES,AFL,AIG,AIZ,AJG,AKAM,ALB,ALGN,ALK,ALL,ALLE,AMAT,AMCR,AMD,AME,AMGN,AMP,AMT,AMZN,ANET,ANSS,AON,AOS,APA,APD,APH,APTV,ARE,ATO,ATVI,AVB,AVGO,AVY,AWK,AXP,AZO,BA,BAC,BALL,BAX,BBWI,BBY,BDX,BEN,BF.B,BIIB,BIO,BK,BKNG,BKR,BLK,BMY,BR,BRK.B,BRO,BSX,BWA,BXP,C,CAG,CAH,CARR,CAT,CB,CBOE,CBRE,CCI,CCL,CDAY,CDNS,CDW,CE,CEG,CF,CFG,CHD,CHRW,CHTR,CI,CINF,CL,CLX,CMA,CMCSA,CME,CMG,CMI,CMS,CNC,CNP,COF,COO,COP,COST,CPB,CPRT,CPT,CRL,CRM,CSCO,CSGP,CSX,CTAS,CTLT,CTRA,CTSH,CTVA,CVS,CVX,CZR,D,DAL,DD,DE,DFS,DG,DGX,DHI,DHR,DIS,DISH,DLR,DLTR,DOV,DOW,DPZ,DRI,DTE,DUK,DVA,DVN,DXC,DXCM,EA,EBAY,ECL,ED,EFX,EIX,EL,ELV,EMN,EMR,ENPH,EOG,EPAM,EQIX,EQR,EQT,ES,ESS,ETN,ETR,ETSY,EVRG,EW,EXC,EXPD,EXPE,EXR,F,FANG,FAST,FBHS,FCX,FDS,FDX,FE,FFIV,FIS,FISV,FITB,FLT,FMC,FOX,FOXA,FRC,FRT,FTNT,FTV,GD,GE,GILD,GIS,GL,GLW,GM,GNRC,GOOG,GOOGL,GPC,GPN,GRMN,GS,GWW,HAL,HAS,HBAN,HCA,HD,HES,HIG,HII,HLT,HOLX,HON,HPE,HPQ,HRL,HSIC,HST,HSY,HUM,HWM,IBM,ICE,IDXX,IEX,IFF,ILMN,INCY,INTC,INTU,INVH,IP,IPG,IQV,IR,IRM,ISRG,IT,ITW,IVZ,J,JBHT,JCI,JKHY,JNJ,JNPR,JPM,K,KDP,KEY,KEYS,KHC,KIM,KLAC,KMB,KMI,KMX,KO,KR,L,LDOS,LEN,LH,LHX,LIN,LKQ,LLY,LMT,LNC,LNT,LOW,LRCX,LUMN,LUV,LVS,LW,LYB,LYV,MA,MAA,MAR,MAS,MCD,MCHP,MCK,MCO,MDLZ,MDT,MET,META,MGM,MHK,MKC,MKTX,MLM,MMC,MMM,MNST,MO,MOH,MOS,MPC,MPWR,MRK,MRNA,MRO,MS,MSCI,MSFT,MSI,MTB,MTCH,MTD,MU,NCLH,NDAQ,NDSN,NEE,NEM,NFLX,NI,NKE,NLOK,NOC,NOW,NRG,NSC,NTAP,NTRS,NUE,NVDA,NVR,NWL,NWS,NWSA,NXPI,O,ODFL,OGN,OKE,OMC,ON,ORCL,ORLY,OTIS,OXY,PARA,PAYC,PAYX,PCAR,PCG,PEAK,PEG,PEP,PFE,PFG,PG,PGR,PH,PHM,PKG,PKI,PLD,PM,PNC,PNR,PNW,POOL,PPG,PPL,PRU,PSA,PSX,PTC,PWR,PXD,PYPL,QCOM,QRVO,RCL,RE,REG,REGN,RF,RHI,RJF,RL,RMD,ROK,ROL,ROP,ROST,RSG,RTX,SBAC,SBNY,SBUX,SCHW,SEDG,SEE,SHW,SIVB,SJM,SLB,SNA,SNPS,SO,SPG,SPGI,SRE,STE,STT,STX,STZ,SWK,SWKS,SYF,SYK,SYY,T,TAP,TDG,TDY,TECH,TEL,TER,TFC,TFX,TGT,TJX,TMO,TMUS,TPR,TRGP,TRMB,TROW,TRV,TSCO,TSLA,TSN,TT,TTWO,TWTR,TXN,TXT,TYL,UAL,UDR,UHS,ULTA,UNH,UNP,UPS,URI,USB,V,VFC,VICI,VLO,VMC,VNO,VRSK,VRSN,VRTX,VTR,VTRS,VZ,WAB,WAT,WBA,WBD,WDC,WEC,WELL,WFC,WHR,WM,WMB,WMT,WRB,WRK,WST,WTW,WY,WYNN,XEL,XOM,XRAY,XYL,YUM,ZBH,ZBRA,ZION,ZTS"
+2022-11-01,"A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACGL,ACN,ADBE,ADI,ADM,ADP,ADSK,AEE,AEP,AES,AFL,AIG,AIZ,AJG,AKAM,ALB,ALGN,ALK,ALL,ALLE,AMAT,AMCR,AMD,AME,AMGN,AMP,AMT,AMZN,ANET,ANSS,AON,AOS,APA,APD,APH,APTV,ARE,ATO,ATVI,AVB,AVGO,AVY,AWK,AXP,AZO,BA,BAC,BALL,BAX,BBWI,BBY,BDX,BEN,BF.B,BIIB,BIO,BK,BKNG,BKR,BLK,BMY,BR,BRK.B,BRO,BSX,BWA,BXP,C,CAG,CAH,CARR,CAT,CB,CBOE,CBRE,CCI,CCL,CDAY,CDNS,CDW,CE,CEG,CF,CFG,CHD,CHRW,CHTR,CI,CINF,CL,CLX,CMA,CMCSA,CME,CMG,CMI,CMS,CNC,CNP,COF,COO,COP,COST,CPB,CPRT,CPT,CRL,CRM,CSCO,CSGP,CSX,CTAS,CTLT,CTRA,CTSH,CTVA,CVS,CVX,CZR,D,DAL,DD,DE,DFS,DG,DGX,DHI,DHR,DIS,DISH,DLR,DLTR,DOV,DOW,DPZ,DRI,DTE,DUK,DVA,DVN,DXC,DXCM,EA,EBAY,ECL,ED,EFX,EIX,EL,ELV,EMN,EMR,ENPH,EOG,EPAM,EQIX,EQR,EQT,ES,ESS,ETN,ETR,ETSY,EVRG,EW,EXC,EXPD,EXPE,EXR,F,FANG,FAST,FBHS,FCX,FDS,FDX,FE,FFIV,FIS,FISV,FITB,FLT,FMC,FOX,FOXA,FRC,FRT,FTNT,FTV,GD,GE,GILD,GIS,GL,GLW,GM,GNRC,GOOG,GOOGL,GPC,GPN,GRMN,GS,GWW,HAL,HAS,HBAN,HCA,HD,HES,HIG,HII,HLT,HOLX,HON,HPE,HPQ,HRL,HSIC,HST,HSY,HUM,HWM,IBM,ICE,IDXX,IEX,IFF,ILMN,INCY,INTC,INTU,INVH,IP,IPG,IQV,IR,IRM,ISRG,IT,ITW,IVZ,J,JBHT,JCI,JKHY,JNJ,JNPR,JPM,K,KDP,KEY,KEYS,KHC,KIM,KLAC,KMB,KMI,KMX,KO,KR,L,LDOS,LEN,LH,LHX,LIN,LKQ,LLY,LMT,LNC,LNT,LOW,LRCX,LUMN,LUV,LVS,LW,LYB,LYV,MA,MAA,MAR,MAS,MCD,MCHP,MCK,MCO,MDLZ,MDT,MET,META,MGM,MHK,MKC,MKTX,MLM,MMC,MMM,MNST,MO,MOH,MOS,MPC,MPWR,MRK,MRNA,MRO,MS,MSCI,MSFT,MSI,MTB,MTCH,MTD,MU,NCLH,NDAQ,NDSN,NEE,NEM,NFLX,NI,NKE,NLOK,NOC,NOW,NRG,NSC,NTAP,NTRS,NUE,NVDA,NVR,NWL,NWS,NWSA,NXPI,O,ODFL,OGN,OKE,OMC,ON,ORCL,ORLY,OTIS,OXY,PARA,PAYC,PAYX,PCAR,PCG,PEAK,PEG,PEP,PFE,PFG,PG,PGR,PH,PHM,PKG,PKI,PLD,PM,PNC,PNR,PNW,POOL,PPG,PPL,PRU,PSA,PSX,PTC,PWR,PXD,PYPL,QCOM,QRVO,RCL,RE,REG,REGN,RF,RHI,RJF,RL,RMD,ROK,ROL,ROP,ROST,RSG,RTX,SBAC,SBNY,SBUX,SCHW,SEDG,SEE,SHW,SIVB,SJM,SLB,SNA,SNPS,SO,SPG,SPGI,SRE,STE,STT,STX,STZ,SWK,SWKS,SYF,SYK,SYY,T,TAP,TDG,TDY,TECH,TEL,TER,TFC,TFX,TGT,TJX,TMO,TMUS,TPR,TRGP,TRMB,TROW,TRV,TSCO,TSLA,TSN,TT,TTWO,TXN,TXT,TYL,UAL,UDR,UHS,ULTA,UNH,UNP,UPS,URI,USB,V,VFC,VICI,VLO,VMC,VNO,VRSK,VRSN,VRTX,VTR,VTRS,VZ,WAB,WAT,WBA,WBD,WDC,WEC,WELL,WFC,WHR,WM,WMB,WMT,WRB,WRK,WST,WTW,WY,WYNN,XEL,XOM,XRAY,XYL,YUM,ZBH,ZBRA,ZION,ZTS"
+2022-11-08,"A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACGL,ACN,ADBE,ADI,ADM,ADP,ADSK,AEE,AEP,AES,AFL,AIG,AIZ,AJG,AKAM,ALB,ALGN,ALK,ALL,ALLE,AMAT,AMCR,AMD,AME,AMGN,AMP,AMT,AMZN,ANET,ANSS,AON,AOS,APA,APD,APH,APTV,ARE,ATO,ATVI,AVB,AVGO,AVY,AWK,AXP,AZO,BA,BAC,BALL,BAX,BBWI,BBY,BDX,BEN,BF.B,BIIB,BIO,BK,BKNG,BKR,BLK,BMY,BR,BRK.B,BRO,BSX,BWA,BXP,C,CAG,CAH,CARR,CAT,CB,CBOE,CBRE,CCI,CCL,CDAY,CDNS,CDW,CE,CEG,CF,CFG,CHD,CHRW,CHTR,CI,CINF,CL,CLX,CMA,CMCSA,CME,CMG,CMI,CMS,CNC,CNP,COF,COO,COP,COST,CPB,CPRT,CPT,CRL,CRM,CSCO,CSGP,CSX,CTAS,CTLT,CTRA,CTSH,CTVA,CVS,CVX,CZR,D,DAL,DD,DE,DFS,DG,DGX,DHI,DHR,DIS,DISH,DLR,DLTR,DOV,DOW,DPZ,DRI,DTE,DUK,DVA,DVN,DXC,DXCM,EA,EBAY,ECL,ED,EFX,EIX,EL,ELV,EMN,EMR,ENPH,EOG,EPAM,EQIX,EQR,EQT,ES,ESS,ETN,ETR,ETSY,EVRG,EW,EXC,EXPD,EXPE,EXR,F,FANG,FAST,FBHS,FCX,FDS,FDX,FE,FFIV,FIS,FISV,FITB,FLT,FMC,FOX,FOXA,FRC,FRT,FTNT,FTV,GD,GE,GEN,GILD,GIS,GL,GLW,GM,GNRC,GOOG,GOOGL,GPC,GPN,GRMN,GS,GWW,HAL,HAS,HBAN,HCA,HD,HES,HIG,HII,HLT,HOLX,HON,HPE,HPQ,HRL,HSIC,HST,HSY,HUM,HWM,IBM,ICE,IDXX,IEX,IFF,ILMN,INCY,INTC,INTU,INVH,IP,IPG,IQV,IR,IRM,ISRG,IT,ITW,IVZ,J,JBHT,JCI,JKHY,JNJ,JNPR,JPM,K,KDP,KEY,KEYS,KHC,KIM,KLAC,KMB,KMI,KMX,KO,KR,L,LDOS,LEN,LH,LHX,LIN,LKQ,LLY,LMT,LNC,LNT,LOW,LRCX,LUMN,LUV,LVS,LW,LYB,LYV,MA,MAA,MAR,MAS,MCD,MCHP,MCK,MCO,MDLZ,MDT,MET,META,MGM,MHK,MKC,MKTX,MLM,MMC,MMM,MNST,MO,MOH,MOS,MPC,MPWR,MRK,MRNA,MRO,MS,MSCI,MSFT,MSI,MTB,MTCH,MTD,MU,NCLH,NDAQ,NDSN,NEE,NEM,NFLX,NI,NKE,NOC,NOW,NRG,NSC,NTAP,NTRS,NUE,NVDA,NVR,NWL,NWS,NWSA,NXPI,O,ODFL,OGN,OKE,OMC,ON,ORCL,ORLY,OTIS,OXY,PARA,PAYC,PAYX,PCAR,PCG,PEAK,PEG,PEP,PFE,PFG,PG,PGR,PH,PHM,PKG,PKI,PLD,PM,PNC,PNR,PNW,POOL,PPG,PPL,PRU,PSA,PSX,PTC,PWR,PXD,PYPL,QCOM,QRVO,RCL,RE,REG,REGN,RF,RHI,RJF,RL,RMD,ROK,ROL,ROP,ROST,RSG,RTX,SBAC,SBNY,SBUX,SCHW,SEDG,SEE,SHW,SIVB,SJM,SLB,SNA,SNPS,SO,SPG,SPGI,SRE,STE,STT,STX,STZ,SWK,SWKS,SYF,SYK,SYY,T,TAP,TDG,TDY,TECH,TEL,TER,TFC,TFX,TGT,TJX,TMO,TMUS,TPR,TRGP,TRMB,TROW,TRV,TSCO,TSLA,TSN,TT,TTWO,TXN,TXT,TYL,UAL,UDR,UHS,ULTA,UNH,UNP,UPS,URI,USB,V,VFC,VICI,VLO,VMC,VNO,VRSK,VRSN,VRTX,VTR,VTRS,VZ,WAB,WAT,WBA,WBD,WDC,WEC,WELL,WFC,WHR,WM,WMB,WMT,WRB,WRK,WST,WTW,WY,WYNN,XEL,XOM,XRAY,XYL,YUM,ZBH,ZBRA,ZION,ZTS"
+2022-12-19,"A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACGL,ACN,ADBE,ADI,ADM,ADP,ADSK,AEE,AEP,AES,AFL,AIG,AIZ,AJG,AKAM,ALB,ALGN,ALK,ALL,ALLE,AMAT,AMCR,AMD,AME,AMGN,AMP,AMT,AMZN,ANET,ANSS,AON,AOS,APA,APD,APH,APTV,ARE,ATO,ATVI,AVB,AVGO,AVY,AWK,AXP,AZO,BA,BAC,BALL,BAX,BBWI,BBY,BDX,BEN,BF.B,BIIB,BIO,BK,BKNG,BKR,BLK,BMY,BR,BRK.B,BRO,BSX,BWA,BXP,C,CAG,CAH,CARR,CAT,CB,CBOE,CBRE,CCI,CCL,CDAY,CDNS,CDW,CE,CEG,CF,CFG,CHD,CHRW,CHTR,CI,CINF,CL,CLX,CMA,CMCSA,CME,CMG,CMI,CMS,CNC,CNP,COF,COO,COP,COST,CPB,CPRT,CPT,CRL,CRM,CSCO,CSGP,CSX,CTAS,CTLT,CTRA,CTSH,CTVA,CVS,CVX,CZR,D,DAL,DD,DE,DFS,DG,DGX,DHI,DHR,DIS,DISH,DLR,DLTR,DOV,DOW,DPZ,DRI,DTE,DUK,DVA,DVN,DXC,DXCM,EA,EBAY,ECL,ED,EFX,EIX,EL,ELV,EMN,EMR,ENPH,EOG,EPAM,EQIX,EQR,EQT,ES,ESS,ETN,ETR,ETSY,EVRG,EW,EXC,EXPD,EXPE,EXR,F,FANG,FAST,FCX,FDS,FDX,FE,FFIV,FIS,FISV,FITB,FLT,FMC,FOX,FOXA,FRC,FRT,FSLR,FTNT,FTV,GD,GE,GEN,GILD,GIS,GL,GLW,GM,GNRC,GOOG,GOOGL,GPC,GPN,GRMN,GS,GWW,HAL,HAS,HBAN,HCA,HD,HES,HIG,HII,HLT,HOLX,HON,HPE,HPQ,HRL,HSIC,HST,HSY,HUM,HWM,IBM,ICE,IDXX,IEX,IFF,ILMN,INCY,INTC,INTU,INVH,IP,IPG,IQV,IR,IRM,ISRG,IT,ITW,IVZ,J,JBHT,JCI,JKHY,JNJ,JNPR,JPM,K,KDP,KEY,KEYS,KHC,KIM,KLAC,KMB,KMI,KMX,KO,KR,L,LDOS,LEN,LH,LHX,LIN,LKQ,LLY,LMT,LNC,LNT,LOW,LRCX,LUMN,LUV,LVS,LW,LYB,LYV,MA,MAA,MAR,MAS,MCD,MCHP,MCK,MCO,MDLZ,MDT,MET,META,MGM,MHK,MKC,MKTX,MLM,MMC,MMM,MNST,MO,MOH,MOS,MPC,MPWR,MRK,MRNA,MRO,MS,MSCI,MSFT,MSI,MTB,MTCH,MTD,MU,NCLH,NDAQ,NDSN,NEE,NEM,NFLX,NI,NKE,NOC,NOW,NRG,NSC,NTAP,NTRS,NUE,NVDA,NVR,NWL,NWS,NWSA,NXPI,O,ODFL,OGN,OKE,OMC,ON,ORCL,ORLY,OTIS,OXY,PARA,PAYC,PAYX,PCAR,PCG,PEAK,PEG,PEP,PFE,PFG,PG,PGR,PH,PHM,PKG,PKI,PLD,PM,PNC,PNR,PNW,POOL,PPG,PPL,PRU,PSA,PSX,PTC,PWR,PXD,PYPL,QCOM,QRVO,RCL,RE,REG,REGN,RF,RHI,RJF,RL,RMD,ROK,ROL,ROP,ROST,RSG,RTX,SBAC,SBNY,SBUX,SCHW,SEDG,SEE,SHW,SIVB,SJM,SLB,SNA,SNPS,SO,SPG,SPGI,SRE,STE,STT,STX,STZ,SWK,SWKS,SYF,SYK,SYY,T,TAP,TDG,TDY,TECH,TEL,TER,TFC,TFX,TGT,TJX,TMO,TMUS,TPR,TRGP,TRMB,TROW,TRV,TSCO,TSLA,TSN,TT,TTWO,TXN,TXT,TYL,UAL,UDR,UHS,ULTA,UNH,UNP,UPS,URI,USB,V,VFC,VICI,VLO,VMC,VNO,VRSK,VRSN,VRTX,VTR,VTRS,VZ,WAB,WAT,WBA,WBD,WDC,WEC,WELL,WFC,WHR,WM,WMB,WMT,WRB,WRK,WST,WTW,WY,WYNN,XEL,XOM,XRAY,XYL,YUM,ZBH,ZBRA,ZION,ZTS"
+2022-12-22,"A,AAL,AAP,AAPL,ABBV,ABC,ABT,ACGL,ACN,ADBE,ADI,ADM,ADP,ADSK,AEE,AEP,AES,AFL,AIG,AIZ,AJG,AKAM,ALB,ALGN,ALK,ALL,ALLE,AMAT,AMCR,AMD,AME,AMGN,AMP,AMT,AMZN,ANET,ANSS,AON,AOS,APA,APD,APH,APTV,ARE,ATO,ATVI,AVB,AVGO,AVY,AWK,AXP,AZO,BA,BAC,BALL,BAX,BBWI,BBY,BDX,BEN,BF.B,BIIB,BIO,BK,BKNG,BKR,BLK,BMY,BR,BRK.B,BRO,BSX,BWA,BXP,C,CAG,CAH,CARR,CAT,CB,CBOE,CBRE,CCI,CCL,CDAY,CDNS,CDW,CE,CEG,CF,CFG,CHD,CHRW,CHTR,CI,CINF,CL,CLX,CMA,CMCSA,CME,CMG,CMI,CMS,CNC,CNP,COF,COO,COP,COST,CPB,CPRT,CPT,CRL,CRM,CSCO,CSGP,CSX,CTAS,CTLT,CTRA,CTSH,CTVA,CVS,CVX,CZR,D,DAL,DD,DE,DFS,DG,DGX,DHI,DHR,DIS,DISH,DLR,DLTR,DOV,DOW,DPZ,DRI,DTE,DUK,DVA,DVN,DXC,DXCM,EA,EBAY,ECL,ED,EFX,EIX,EL,ELV,EMN,EMR,ENPH,EOG,EPAM,EQIX,EQR,EQT,ES,ESS,ETN,ETR,ETSY,EVRG,EW,EXC,EXPD,EXPE,EXR,F,FANG,FAST,FCX,FDS,FDX,FE,FFIV,FIS,FISV,FITB,FLT,FMC,FOX,FOXA,FRC,FRT,FSLR,FTNT,FTV,GD,GE,GEN,GILD,GIS,GL,GLW,GM,GNRC,GOOG,GOOGL,GPC,GPN,GRMN,GS,GWW,HAL,HAS,HBAN,HCA,HD,HES,HIG,HII,HLT,HOLX,HON,HPE,HPQ,HRL,HSIC,HST,HSY,HUM,HWM,IBM,ICE,IDXX,IEX,IFF,ILMN,INCY,INTC,INTU,INVH,IP,IPG,IQV,IR,IRM,ISRG,IT,ITW,IVZ,J,JBHT,JCI,JKHY,JNJ,JNPR,JPM,K,KDP,KEY,KEYS,KHC,KIM,KLAC,KMB,KMI,KMX,KO,KR,L,LDOS,LEN,LH,LHX,LIN,LKQ,LLY,LMT,LNC,LNT,LOW,LRCX,LUMN,LUV,LVS,LW,LYB,LYV,MA,MAA,MAR,MAS,MCD,MCHP,MCK,MCO,MDLZ,MDT,MET,META,MGM,MHK,MKC,MKTX,MLM,MMC,MMM,MNST,MO,MOH,MOS,MPC,MPWR,MRK,MRNA,MRO,MS,MSCI,MSFT,MSI,MTB,MTCH,MTD,MU,NCLH,NDAQ,NDSN,NEE,NEM,NFLX,NI,NKE,NOC,NOW,NRG,NSC,NTAP,NTRS,NUE,NVDA,NVR,NWL,NWS,NWSA,NXPI,O,ODFL,OGN,OKE,OMC,ON,ORCL,ORLY,OTIS,OXY,PARA,PAYC,PAYX,PCAR,PCG,PEAK,PEG,PEP,PFE,PFG,PG,PGR,PH,PHM,PKG,PKI,PLD,PM,PNC,PNR,PNW,POOL,PPG,PPL,PRU,PSA,PSX,PTC,PWR,PXD,PYPL,QCOM,QRVO,RCL,RE,REG,REGN,RF,RHI,RJF,RL,RMD,ROK,ROL,ROP,ROST,RSG,RTX,SBAC,SBNY,SBUX,SCHW,SEDG,SEE,SHW,SIVB,SJM,SLB,SNA,SNPS,SO,SPG,SPGI,SRE,STE,STLD,STT,STX,STZ,SWK,SWKS,SYF,SYK,SYY,T,TAP,TDG,TDY,TECH,TEL,TER,TFC,TFX,TGT,TJX,TMO,TMUS,TPR,TRGP,TRMB,TROW,TRV,TSCO,TSLA,TSN,TT,TTWO,TXN,TXT,TYL,UAL,UDR,UHS,ULTA,UNH,UNP,UPS,URI,USB,V,VFC,VICI,VLO,VMC,VNO,VRSK,VRSN,VRTX,VTR,VTRS,VZ,WAB,WAT,WBA,WBD,WDC,WEC,WELL,WFC,WHR,WM,WMB,WMT,WRB,WRK,WST,WTW,WY,WYNN,XEL,XOM,XRAY,XYL,YUM,ZBH,ZBRA,ZION,ZTS"
diff --git a/sp500.csv b/sp500.csv
index d1275b3..ab55ea8 100644
--- a/sp500.csv
+++ b/sp500.csv
@@ -3,7 +3,6 @@ MMM,3M,reports,Industrials,Industrial Conglomerates,"Saint Paul, Minnesota",1976
AOS,A. O. Smith,reports,Industrials,Building Products,"Milwaukee, Wisconsin",2017-07-26,91142,1916
ABT,Abbott,reports,Health Care,Health Care Equipment,"North Chicago, Illinois",1964-03-31,1800,1888
ABBV,AbbVie,reports,Health Care,Pharmaceuticals,"North Chicago, Illinois",2012-12-31,1551152,2013 (1888)
-ABMD,Abiomed,reports,Health Care,Health Care Equipment,"Danvers, Massachusetts",2018-05-31,815094,1981
ACN,Accenture,reports,Information Technology,IT Consulting & Other Services,"Dublin, Ireland",2011-07-06,1467373,1989
ATVI,Activision Blizzard,reports,Communication Services,Interactive Home Entertainment,"Santa Monica, California",2015-08-31,718877,2008
ADM,ADM,reports,Consumer Staples,Agricultural Products,"Chicago, Illinois",1981-07-29,7084,1902
@@ -36,7 +35,7 @@ AIG,American International Group,reports,Financials,Property & Casualty Insuranc
AMT,American Tower,reports,Real Estate,Specialized REITs,"Boston, Massachusetts",2007-11-19,1053507,1995
AWK,American Water Works,reports,Utilities,Water Utilities,"Camden, New Jersey",2016-03-04,1410636,1886
AMP,Ameriprise Financial,reports,Financials,Asset Management & Custody Banks,"Minneapolis, Minnesota",2005-10-03,820027,1894
-ABC,AmerisourceBergen,reports,Health Care,Health Care Distributors,"Chesterbrook, Pennsylvania",2001-08-30,1140859,1985
+ABC,AmerisourceBergen,reports,Health Care,Health Care Distributors,"Conshohocken, Pennsylvania",2001-08-30,1140859,1985
AME,Ametek,reports,Industrials,Electrical Components & Equipment,"Berwyn, Pennsylvania",2013-09-23,1037868,1930
AMGN,Amgen,reports,Health Care,Biotechnology,"Thousand Oaks, California",1992-01-02,318154,1980
APH,Amphenol,reports,Information Technology,Electronic Components,"Wallingford, Connecticut",2008-09-30,820313,1932
@@ -47,6 +46,7 @@ APA,APA Corporation,reports,Energy,Oil & Gas Exploration & Production,"Houston,
AAPL,Apple Inc.,reports,Information Technology,"Technology Hardware, Storage & Peripherals","Cupertino, California",1982-11-30,320193,1977
AMAT,Applied Materials,reports,Information Technology,Semiconductor Equipment,"Santa Clara, California",1995-03-16,6951,1967
APTV,Aptiv,reports,Consumer Discretionary,Auto Parts & Equipment,"Dublin, Ireland",2012-12-24,1521332,1994
+ACGL,Arch Capital Group,reports,Financials,Reinsurance,"Hamilton, Bermuda",2022-11-01,947484,1995
ANET,Arista Networks,reports,Information Technology,Communications Equipment,"Santa Clara, California",2018-08-28,1596532,2004
AJG,Arthur J. Gallagher & Co.,reports,Financials,Insurance Brokers,"Rolling Meadows, Illinois",2016-05-31,354190,1927
AIZ,Assurant,reports,Financials,Multi-line Insurance,"New York City, New York",2007-04-10,1267238,1892
@@ -197,6 +197,7 @@ FRT,Federal Realty,reports,Real Estate,Retail REITs,"Rockville, Maryland",2016-0
FDX,FedEx,reports,Industrials,Air Freight & Logistics,"Memphis, Tennessee",1980-12-31,1048911,1971
FITB,Fifth Third Bank,reports,Financials,Regional Banks,"Cincinnati, Ohio",,35527,1858
FRC,First Republic Bank,reports,Financials,Regional Banks,"San Francisco, California",2019-01-02,1132979,1985
+FSLR,First Solar,reports,Information Technology,Semiconductors,"Tempe, Arizona",2022-12-19,1274494,1999
FE,FirstEnergy,reports,Utilities,Electric Utilities,"Akron, Ohio",,1031296,1997
FIS,FIS,reports,Information Technology,Data Processing & Outsourced Services,"Jacksonville, Florida",2006-11-10,1136893,1968
FISV,Fiserv,reports,Information Technology,Data Processing & Outsourced Services,"Brookfield, Wisconsin",2001-04-02,798354,1984
@@ -205,13 +206,13 @@ FMC,FMC Corporation,reports,Materials,Fertilizers & Agricultural Chemicals,"Phil
F,Ford Motor Company,reports,Consumer Discretionary,Automobile Manufacturers,"Dearborn, Michigan",1957-03-04,37996,1903
FTNT,Fortinet,reports,Information Technology,Systems Software,"Sunnyvale, California",2018-10-11,1262039,2000
FTV,Fortive,reports,Industrials,Industrial Machinery,"Everett, Washington",2016-07-01,1659166,2016
-FBHS,Fortune Brands Home & Security,reports,Industrials,Building Products,"Deerfield, Illinois",2016-06-22,1519751,2011 (1969)
FOXA,Fox Corporation (Class A),reports,Communication Services,Movies & Entertainment,"New York City, New York",2013-07-01,1754301,2019
FOX,Fox Corporation (Class B),reports,Communication Services,Movies & Entertainment,"New York City, New York",2015-09-18,1754301,2019
BEN,Franklin Templeton,reports,Financials,Asset Management & Custody Banks,"San Mateo, California",,38777,1947
FCX,Freeport-McMoRan,reports,Materials,Copper,"Phoenix, Arizona",,831259,1912
GRMN,Garmin,reports,Consumer Discretionary,Consumer Electronics,"Schaffhausen, Switzerland",2012-12-12,1121788,1989
IT,Gartner,reports,Information Technology,IT Consulting & Other Services,"Stamford, Connecticut",2017-04-05,749251,1979
+GEN,Gen Digital Inc.,reports,Information Technology,Application Software,"Tempe, Arizona",2003-03-25,849399,1982
GNRC,Generac,reports,Industrials,Electrical Components & Equipment,"Waukesha, Wisconsin",2021-03-22,1474735,1959
GD,General Dynamics,reports,Industrials,Aerospace & Defense,"Falls Church, Virginia",1957-03-04,40533,1899
GE,General Electric,reports,Industrials,Industrial Conglomerates,"Boston, Massachusetts",,40545,1892
@@ -270,7 +271,7 @@ JNPR,Juniper Networks,reports,Information Technology,Communications Equipment,"S
K,Kellogg's,reports,Consumer Staples,Packaged Foods & Meats,"Battle Creek, Michigan",1989-09-11,55067,1906
KDP,Keurig Dr Pepper,reports,Consumer Staples,Soft Drinks,"Burlington, Massachusetts",2022-06-21,1418135,1981
KEY,KeyCorp,reports,Financials,Regional Banks,"Cleveland, Ohio",1994-03-01,91576,1825
-KEYS,Keysight,reports,Information Technology,Electronic Equipment & Instruments,"Santa Rosa, California",2018-11-06,1601046,2014
+KEYS,Keysight,reports,Information Technology,Electronic Equipment & Instruments,"Santa Rosa, California",2018-11-06,1601046,2014 (1939)
KMB,Kimberly-Clark,reports,Consumer Staples,Household Products,"Irving, Texas",1957-03-04,55785,1872
KIM,Kimco Realty,reports,Real Estate,Retail REITs,"New Hyde Park, New York",2006-04-04,879101,1958
KMI,Kinder Morgan,reports,Energy,Oil & Gas Storage & Transportation,"Houston, Texas",2012-05-25,1506307,1997
@@ -339,10 +340,9 @@ NEE,NextEra Energy,reports,Utilities,Multi-Utilities,"Juno Beach, Florida",1976-
NKE,"Nike, Inc.",reports,Consumer Discretionary,"Apparel, Accessories & Luxury Goods","Washington County, Oregon",1988-11-30,320187,1964
NI,NiSource,reports,Utilities,Multi-Utilities,"Merrillville, Indiana",,1111711,1912
NDSN,Nordson Corporation,reports,Industrials,Industrial Machinery,"Westlake, Ohio",2022-02-15,72331,1935
-NSC,Norfolk Southern Railway,reports,Industrials,Railroads,"Norfolk, Virginia",1957-03-04,702165,1881/1894 (1980)
+NSC,Norfolk Southern Railway,reports,Industrials,Railroads,"Atlanta, Georgia",1957-03-04,702165,1881/1894 (1980)
NTRS,Northern Trust,reports,Financials,Asset Management & Custody Banks,"Chicago, Illinois",,73124,1889
NOC,Northrop Grumman,reports,Industrials,Aerospace & Defense,"West Falls Church, Virginia",1985-06-30,1133421,"1994 (Northrop 1939, Grumman 1930)"
-NLOK,NortonLifeLock,reports,Information Technology,Application Software,"Tempe, Arizona",2003-03-25,849399,1982
NCLH,Norwegian Cruise Line Holdings,reports,Consumer Discretionary,"Hotels, Resorts & Cruise Lines","Miami, Florida",2017-10-13,1513761,2011 (1966)
NRG,NRG Energy,reports,Utilities,Independent Power Producers & Energy Traders,"Houston, Texas",2010-01-29,1013871,1992
NUE,Nucor,reports,Materials,Steel,"Charlotte, North Carolina",1985-04-30,73309,1940
@@ -354,7 +354,7 @@ OXY,Occidental Petroleum,reports,Energy,Oil & Gas Exploration & Production,"Hous
ODFL,Old Dominion,reports,Industrials,Trucking,"Thomasville, North Carolina",2019-12-09,878927,1934
OMC,Omnicom Group,reports,Communication Services,Advertising,"New York City, New York",,29989,1986
ON,ON Semiconductor,reports,Information Technology,Semiconductors,"Phoenix, Arizona",2022-06-21,1097864,1999
-OKE,Oneok,reports,Energy,Oil & Gas Storage & Transportation,"Tulsa, Oklahoma",2010-03-15,1039684,1906
+OKE,ONEOK,reports,Energy,Oil & Gas Storage & Transportation,"Tulsa, Oklahoma",2010-03-15,1039684,1906
ORCL,Oracle Corporation,reports,Information Technology,Application Software,"Austin, Texas",1989-08-31,1341439,1977
OGN,Organon & Co.,reports,Health Care,Pharmaceuticals,"Jersey City, New Jersey",2021-06-03,1821825,2021
OTIS,Otis Worldwide,reports,Industrials,Industrial Machinery,"Farmington, Connecticut",2020-04-03,1781335,2020 (1853)
@@ -369,7 +369,7 @@ PNR,Pentair,reports,Industrials,Industrial Machinery,"Worsley, United Kingdom",2
PEP,PepsiCo,reports,Consumer Staples,Soft Drinks,"Purchase, New York",1957-03-04,77476,1898
PKI,PerkinElmer,reports,Health Care,Health Care Equipment,"Waltham, Massachusetts",1985-05-31,31791,1937
PFE,Pfizer,reports,Health Care,Pharmaceuticals,"New York City, New York",1957-03-04,78003,1849
-PCG,PG&E,reports,Utilities,Multi-Utilities,"San Francisco, California",2022-10-03,1004980,1905
+PCG,PG&E Corporation,reports,Utilities,Multi-Utilities,"San Francisco, California",2022-10-03,1004980,1905
PM,Philip Morris International,reports,Consumer Staples,Tobacco,"New York City, New York",2008-03-31,1413329,2008 (1847)
PSX,Phillips 66,reports,Energy,Oil & Gas Refining & Marketing,"Houston, Texas",2012-05-01,1534701,2012 (1917)
PNW,Pinnacle West,reports,Utilities,Multi-Utilities,"Phoenix, Arizona",,764622,1985
@@ -426,6 +426,7 @@ LUV,Southwest Airlines,reports,Industrials,Airlines,"Dallas, Texas",1994-07-01,9
SWK,Stanley Black & Decker,reports,Industrials,Industrial Machinery,"New Britain, Connecticut",1982-09-30,93556,1843
SBUX,Starbucks,reports,Consumer Discretionary,Restaurants,"Seattle, Washington",2000-06-07,829224,1971
STT,State Street Corporation,reports,Financials,Asset Management & Custody Banks,"Boston, Massachusetts",,93751,1792
+STLD,Steel Dynamics,reports,Materials,Steel,"Fort Wayne, Indiana",2022-12-22,1022671,1993
STE,Steris,reports,Health Care,Health Care Equipment,"Dublin, Ireland",2019-12-23,1757898,1985
SYK,Stryker Corporation,reports,Health Care,Health Care Equipment,"Kalamazoo, Michigan",2000-12-12,310764,1941
SIVB,SVB Financial,reports,Financials,Regional Banks,"Santa Clara, California",2018-03-19,719739,1983
@@ -451,9 +452,8 @@ TSCO,Tractor Supply,reports,Consumer Discretionary,Specialty Stores,"Brentwood,
TT,Trane Technologies,reports,Industrials,Building Products,"Dublin, Ireland",2010-11-17,1466258,1871
TDG,TransDigm Group,reports,Industrials,Aerospace & Defense,"Cleveland, Ohio",2016-06-03,1260221,1993
TRV,The Travelers Companies,reports,Financials,Property & Casualty Insurance,"New York City, New York",2002-08-21,86312,1853
-TRMB,Trimble Inc.,reports,Information Technology,Electronic Equipment & Instruments,"Sunnyvale, California",2021-01-21,864749,1978
+TRMB,Trimble Inc.,reports,Information Technology,Electronic Equipment & Instruments,"Westminster, Colorado",2021-01-21,864749,1978
TFC,Truist,reports,Financials,Regional Banks,"Charlotte, North Carolina",1997-12-04,92230,1872
-TWTR,Twitter Inc.,reports,Communication Services,Interactive Media & Services,"San Francisco, California",2018-06-07,1418091,2006
TYL,Tyler Technologies,reports,Information Technology,Application Software,"Plano, Texas",2020-06-22,860731,1966
TSN,Tyson Foods,reports,Consumer Staples,Packaged Foods & Meats,"Springdale, Arkansas",2005-08-10,100493,1935
USB,U.S. Bank,reports,Financials,Diversified Banks,"Minneapolis, Minnesota",,36104,1968
diff --git a/sp500.ipynb b/sp500.ipynb
index c78e8c4..4702442 100644
--- a/sp500.ipynb
+++ b/sp500.ipynb
@@ -115,7 +115,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "List of S&P 500 companies (retrieved 10/14/2022 23:29:30)\n"
+ "List of S&P 500 companies (retrieved 12/29/2022 14:40:56)\n"
]
},
{
@@ -201,18 +201,6 @@
" \n",
"
\n",
" 4 | \n",
- " ABMD | \n",
- " Abiomed | \n",
- " reports | \n",
- " Health Care | \n",
- " Health Care Equipment | \n",
- " Danvers, Massachusetts | \n",
- " 2018-05-31 | \n",
- " 815094 | \n",
- " 1981 | \n",
- "
\n",
- " \n",
- " 5 | \n",
" ACN | \n",
" Accenture | \n",
" reports | \n",
@@ -224,7 +212,7 @@
" 1989 | \n",
"
\n",
" \n",
- " 6 | \n",
+ " 5 | \n",
" ATVI | \n",
" Activision Blizzard | \n",
" reports | \n",
@@ -236,7 +224,7 @@
" 2008 | \n",
"
\n",
" \n",
- " 7 | \n",
+ " 6 | \n",
" ADM | \n",
" ADM | \n",
" reports | \n",
@@ -248,7 +236,7 @@
" 1902 | \n",
"
\n",
" \n",
- " 8 | \n",
+ " 7 | \n",
" ADBE | \n",
" Adobe Inc. | \n",
" reports | \n",
@@ -260,7 +248,7 @@
" 1982 | \n",
"
\n",
" \n",
- " 9 | \n",
+ " 8 | \n",
" ADP | \n",
" ADP | \n",
" reports | \n",
@@ -272,7 +260,7 @@
" 1949 | \n",
"
\n",
" \n",
- " 10 | \n",
+ " 9 | \n",
" AAP | \n",
" Advance Auto Parts | \n",
" reports | \n",
@@ -284,7 +272,7 @@
" 1932 | \n",
"
\n",
" \n",
- " 11 | \n",
+ " 10 | \n",
" AES | \n",
" AES Corporation | \n",
" reports | \n",
@@ -296,7 +284,7 @@
" 1981 | \n",
"
\n",
" \n",
- " 12 | \n",
+ " 11 | \n",
" AFL | \n",
" Aflac | \n",
" reports | \n",
@@ -308,7 +296,7 @@
" 1955 | \n",
"
\n",
" \n",
- " 13 | \n",
+ " 12 | \n",
" A | \n",
" Agilent Technologies | \n",
" reports | \n",
@@ -320,7 +308,7 @@
" 1999 | \n",
"
\n",
" \n",
- " 14 | \n",
+ " 13 | \n",
" APD | \n",
" Air Products and Chemicals | \n",
" reports | \n",
@@ -332,7 +320,7 @@
" 1940 | \n",
"
\n",
" \n",
- " 15 | \n",
+ " 14 | \n",
" AKAM | \n",
" Akamai | \n",
" reports | \n",
@@ -344,7 +332,7 @@
" 1998 | \n",
"
\n",
" \n",
- " 16 | \n",
+ " 15 | \n",
" ALK | \n",
" Alaska Air Group | \n",
" reports | \n",
@@ -356,7 +344,7 @@
" 1985 | \n",
"
\n",
" \n",
- " 17 | \n",
+ " 16 | \n",
" ALB | \n",
" Albemarle Corporation | \n",
" reports | \n",
@@ -368,7 +356,7 @@
" 1994 | \n",
"
\n",
" \n",
- " 18 | \n",
+ " 17 | \n",
" ARE | \n",
" Alexandria Real Estate Equities | \n",
" reports | \n",
@@ -380,7 +368,7 @@
" 1994 | \n",
"
\n",
" \n",
- " 19 | \n",
+ " 18 | \n",
" ALGN | \n",
" Align Technology | \n",
" reports | \n",
@@ -392,7 +380,7 @@
" 1997 | \n",
"
\n",
" \n",
- " 20 | \n",
+ " 19 | \n",
" ALLE | \n",
" Allegion | \n",
" reports | \n",
@@ -404,7 +392,7 @@
" 1908 | \n",
"
\n",
" \n",
- " 21 | \n",
+ " 20 | \n",
" LNT | \n",
" Alliant Energy | \n",
" reports | \n",
@@ -416,7 +404,7 @@
" 1917 | \n",
"
\n",
" \n",
- " 22 | \n",
+ " 21 | \n",
" ALL | \n",
" Allstate | \n",
" reports | \n",
@@ -428,7 +416,7 @@
" 1931 | \n",
"
\n",
" \n",
- " 23 | \n",
+ " 22 | \n",
" GOOGL | \n",
" Alphabet Inc. (Class A) | \n",
" reports | \n",
@@ -440,7 +428,7 @@
" 1998 | \n",
"
\n",
" \n",
- " 24 | \n",
+ " 23 | \n",
" GOOG | \n",
" Alphabet Inc. (Class C) | \n",
" reports | \n",
@@ -452,7 +440,7 @@
" 1998 | \n",
"
\n",
" \n",
- " 25 | \n",
+ " 24 | \n",
" MO | \n",
" Altria | \n",
" reports | \n",
@@ -464,7 +452,7 @@
" 1985 | \n",
"
\n",
" \n",
- " 26 | \n",
+ " 25 | \n",
" AMZN | \n",
" Amazon | \n",
" reports | \n",
@@ -476,7 +464,7 @@
" 1994 | \n",
"
\n",
" \n",
- " 27 | \n",
+ " 26 | \n",
" AMCR | \n",
" Amcor | \n",
" reports | \n",
@@ -488,7 +476,7 @@
" 2019 (1860) | \n",
"
\n",
" \n",
- " 28 | \n",
+ " 27 | \n",
" AMD | \n",
" AMD | \n",
" reports | \n",
@@ -500,7 +488,7 @@
" 1969 | \n",
"
\n",
" \n",
- " 29 | \n",
+ " 28 | \n",
" AEE | \n",
" Ameren | \n",
" reports | \n",
@@ -512,7 +500,7 @@
" 1902 | \n",
"
\n",
" \n",
- " 30 | \n",
+ " 29 | \n",
" AAL | \n",
" American Airlines Group | \n",
" reports | \n",
@@ -524,7 +512,7 @@
" 1934 | \n",
"
\n",
" \n",
- " 31 | \n",
+ " 30 | \n",
" AEP | \n",
" American Electric Power | \n",
" reports | \n",
@@ -536,7 +524,7 @@
" 1906 | \n",
"
\n",
" \n",
- " 32 | \n",
+ " 31 | \n",
" AXP | \n",
" American Express | \n",
" reports | \n",
@@ -548,7 +536,7 @@
" 1850 | \n",
"
\n",
" \n",
- " 33 | \n",
+ " 32 | \n",
" AIG | \n",
" American International Group | \n",
" reports | \n",
@@ -560,7 +548,7 @@
" 1919 | \n",
"
\n",
" \n",
- " 34 | \n",
+ " 33 | \n",
" AMT | \n",
" American Tower | \n",
" reports | \n",
@@ -572,7 +560,7 @@
" 1995 | \n",
"
\n",
" \n",
- " 35 | \n",
+ " 34 | \n",
" AWK | \n",
" American Water Works | \n",
" reports | \n",
@@ -584,7 +572,7 @@
" 1886 | \n",
"
\n",
" \n",
- " 36 | \n",
+ " 35 | \n",
" AMP | \n",
" Ameriprise Financial | \n",
" reports | \n",
@@ -596,19 +584,19 @@
" 1894 | \n",
"
\n",
" \n",
- " 37 | \n",
+ " 36 | \n",
" ABC | \n",
" AmerisourceBergen | \n",
" reports | \n",
" Health Care | \n",
" Health Care Distributors | \n",
- " Chesterbrook, Pennsylvania | \n",
+ " Conshohocken, Pennsylvania | \n",
" 2001-08-30 | \n",
" 1140859 | \n",
" 1985 | \n",
"
\n",
" \n",
- " 38 | \n",
+ " 37 | \n",
" AME | \n",
" Ametek | \n",
" reports | \n",
@@ -620,7 +608,7 @@
" 1930 | \n",
"
\n",
" \n",
- " 39 | \n",
+ " 38 | \n",
" AMGN | \n",
" Amgen | \n",
" reports | \n",
@@ -632,7 +620,7 @@
" 1980 | \n",
"
\n",
" \n",
- " 40 | \n",
+ " 39 | \n",
" APH | \n",
" Amphenol | \n",
" reports | \n",
@@ -644,7 +632,7 @@
" 1932 | \n",
"
\n",
" \n",
- " 41 | \n",
+ " 40 | \n",
" ADI | \n",
" Analog Devices | \n",
" reports | \n",
@@ -656,7 +644,7 @@
" 1965 | \n",
"
\n",
" \n",
- " 42 | \n",
+ " 41 | \n",
" ANSS | \n",
" Ansys | \n",
" reports | \n",
@@ -668,7 +656,7 @@
" 1969 | \n",
"
\n",
" \n",
- " 43 | \n",
+ " 42 | \n",
" AON | \n",
" Aon | \n",
" reports | \n",
@@ -680,7 +668,7 @@
" 1982 (1919) | \n",
"
\n",
" \n",
- " 44 | \n",
+ " 43 | \n",
" APA | \n",
" APA Corporation | \n",
" reports | \n",
@@ -692,7 +680,7 @@
" 1954 | \n",
"
\n",
" \n",
- " 45 | \n",
+ " 44 | \n",
" AAPL | \n",
" Apple Inc. | \n",
" reports | \n",
@@ -704,7 +692,7 @@
" 1977 | \n",
"
\n",
" \n",
- " 46 | \n",
+ " 45 | \n",
" AMAT | \n",
" Applied Materials | \n",
" reports | \n",
@@ -716,7 +704,7 @@
" 1967 | \n",
"
\n",
" \n",
- " 47 | \n",
+ " 46 | \n",
" APTV | \n",
" Aptiv | \n",
" reports | \n",
@@ -728,6 +716,18 @@
" 1994 | \n",
"
\n",
" \n",
+ " 47 | \n",
+ " ACGL | \n",
+ " Arch Capital Group | \n",
+ " reports | \n",
+ " Financials | \n",
+ " Reinsurance | \n",
+ " Hamilton, Bermuda | \n",
+ " 2022-11-01 | \n",
+ " 947484 | \n",
+ " 1995 | \n",
+ "
\n",
+ " \n",
" 48 | \n",
" ANET | \n",
" Arista Networks | \n",
@@ -2529,6 +2529,18 @@
"
\n",
" \n",
" 198 | \n",
+ " FSLR | \n",
+ " First Solar | \n",
+ " reports | \n",
+ " Information Technology | \n",
+ " Semiconductors | \n",
+ " Tempe, Arizona | \n",
+ " 2022-12-19 | \n",
+ " 1274494 | \n",
+ " 1999 | \n",
+ "
\n",
+ " \n",
+ " 199 | \n",
" FE | \n",
" FirstEnergy | \n",
" reports | \n",
@@ -2540,7 +2552,7 @@
" 1997 | \n",
"
\n",
" \n",
- " 199 | \n",
+ " 200 | \n",
" FIS | \n",
" FIS | \n",
" reports | \n",
@@ -2552,7 +2564,7 @@
" 1968 | \n",
"
\n",
" \n",
- " 200 | \n",
+ " 201 | \n",
" FISV | \n",
" Fiserv | \n",
" reports | \n",
@@ -2564,7 +2576,7 @@
" 1984 | \n",
"
\n",
" \n",
- " 201 | \n",
+ " 202 | \n",
" FLT | \n",
" Fleetcor | \n",
" reports | \n",
@@ -2576,7 +2588,7 @@
" 2000 | \n",
"
\n",
" \n",
- " 202 | \n",
+ " 203 | \n",
" FMC | \n",
" FMC Corporation | \n",
" reports | \n",
@@ -2588,7 +2600,7 @@
" 1883 | \n",
"
\n",
" \n",
- " 203 | \n",
+ " 204 | \n",
" F | \n",
" Ford Motor Company | \n",
" reports | \n",
@@ -2600,7 +2612,7 @@
" 1903 | \n",
"
\n",
" \n",
- " 204 | \n",
+ " 205 | \n",
" FTNT | \n",
" Fortinet | \n",
" reports | \n",
@@ -2612,7 +2624,7 @@
" 2000 | \n",
"
\n",
" \n",
- " 205 | \n",
+ " 206 | \n",
" FTV | \n",
" Fortive | \n",
" reports | \n",
@@ -2624,18 +2636,6 @@
" 2016 | \n",
"
\n",
" \n",
- " 206 | \n",
- " FBHS | \n",
- " Fortune Brands Home & Security | \n",
- " reports | \n",
- " Industrials | \n",
- " Building Products | \n",
- " Deerfield, Illinois | \n",
- " 2016-06-22 | \n",
- " 1519751 | \n",
- " 2011 (1969) | \n",
- "
\n",
- " \n",
" 207 | \n",
" FOXA | \n",
" Fox Corporation (Class A) | \n",
@@ -2709,6 +2709,18 @@
"
\n",
" \n",
" 213 | \n",
+ " GEN | \n",
+ " Gen Digital Inc. | \n",
+ " reports | \n",
+ " Information Technology | \n",
+ " Application Software | \n",
+ " Tempe, Arizona | \n",
+ " 2003-03-25 | \n",
+ " 849399 | \n",
+ " 1982 | \n",
+ "
\n",
+ " \n",
+ " 214 | \n",
" GNRC | \n",
" Generac | \n",
" reports | \n",
@@ -2720,7 +2732,7 @@
" 1959 | \n",
"
\n",
" \n",
- " 214 | \n",
+ " 215 | \n",
" GD | \n",
" General Dynamics | \n",
" reports | \n",
@@ -2732,7 +2744,7 @@
" 1899 | \n",
"
\n",
" \n",
- " 215 | \n",
+ " 216 | \n",
" GE | \n",
" General Electric | \n",
" reports | \n",
@@ -2744,7 +2756,7 @@
" 1892 | \n",
"
\n",
" \n",
- " 216 | \n",
+ " 217 | \n",
" GIS | \n",
" General Mills | \n",
" reports | \n",
@@ -2756,7 +2768,7 @@
" 1856 | \n",
"
\n",
" \n",
- " 217 | \n",
+ " 218 | \n",
" GM | \n",
" General Motors | \n",
" reports | \n",
@@ -2768,7 +2780,7 @@
" 1908 | \n",
"
\n",
" \n",
- " 218 | \n",
+ " 219 | \n",
" GPC | \n",
" Genuine Parts Company | \n",
" reports | \n",
@@ -2780,7 +2792,7 @@
" 1925 | \n",
"
\n",
" \n",
- " 219 | \n",
+ " 220 | \n",
" GILD | \n",
" Gilead Sciences | \n",
" reports | \n",
@@ -2792,7 +2804,7 @@
" 1987 | \n",
"
\n",
" \n",
- " 220 | \n",
+ " 221 | \n",
" GL | \n",
" Globe Life | \n",
" reports | \n",
@@ -2804,7 +2816,7 @@
" 1900 | \n",
"
\n",
" \n",
- " 221 | \n",
+ " 222 | \n",
" GPN | \n",
" Global Payments | \n",
" reports | \n",
@@ -2816,7 +2828,7 @@
" 2000 | \n",
"
\n",
" \n",
- " 222 | \n",
+ " 223 | \n",
" GS | \n",
" Goldman Sachs | \n",
" reports | \n",
@@ -2828,7 +2840,7 @@
" 1869 | \n",
"
\n",
" \n",
- " 223 | \n",
+ " 224 | \n",
" HAL | \n",
" Halliburton | \n",
" reports | \n",
@@ -2840,7 +2852,7 @@
" 1919 | \n",
"
\n",
" \n",
- " 224 | \n",
+ " 225 | \n",
" HIG | \n",
" Hartford (The) | \n",
" reports | \n",
@@ -2852,7 +2864,7 @@
" 1810 | \n",
"
\n",
" \n",
- " 225 | \n",
+ " 226 | \n",
" HAS | \n",
" Hasbro | \n",
" reports | \n",
@@ -2864,7 +2876,7 @@
" 1923 | \n",
"
\n",
" \n",
- " 226 | \n",
+ " 227 | \n",
" HCA | \n",
" HCA Healthcare | \n",
" reports | \n",
@@ -2876,7 +2888,7 @@
" 1968 | \n",
"
\n",
" \n",
- " 227 | \n",
+ " 228 | \n",
" PEAK | \n",
" Healthpeak | \n",
" reports | \n",
@@ -2888,7 +2900,7 @@
" 1985 | \n",
"
\n",
" \n",
- " 228 | \n",
+ " 229 | \n",
" HSIC | \n",
" Henry Schein | \n",
" reports | \n",
@@ -2900,7 +2912,7 @@
" 1932 | \n",
"
\n",
" \n",
- " 229 | \n",
+ " 230 | \n",
" HSY | \n",
" Hershey's | \n",
" reports | \n",
@@ -2912,7 +2924,7 @@
" 1894 | \n",
"
\n",
" \n",
- " 230 | \n",
+ " 231 | \n",
" HES | \n",
" Hess Corporation | \n",
" reports | \n",
@@ -2924,7 +2936,7 @@
" 1919 | \n",
"
\n",
" \n",
- " 231 | \n",
+ " 232 | \n",
" HPE | \n",
" Hewlett Packard Enterprise | \n",
" reports | \n",
@@ -2936,7 +2948,7 @@
" 2015 | \n",
"
\n",
" \n",
- " 232 | \n",
+ " 233 | \n",
" HLT | \n",
" Hilton Worldwide | \n",
" reports | \n",
@@ -2948,7 +2960,7 @@
" 1919 | \n",
"
\n",
" \n",
- " 233 | \n",
+ " 234 | \n",
" HOLX | \n",
" Hologic | \n",
" reports | \n",
@@ -2960,7 +2972,7 @@
" 1985 | \n",
"
\n",
" \n",
- " 234 | \n",
+ " 235 | \n",
" HD | \n",
" The Home Depot | \n",
" reports | \n",
@@ -2972,7 +2984,7 @@
" 1978 | \n",
"
\n",
" \n",
- " 235 | \n",
+ " 236 | \n",
" HON | \n",
" Honeywell | \n",
" reports | \n",
@@ -2984,7 +2996,7 @@
" 1906 | \n",
"
\n",
" \n",
- " 236 | \n",
+ " 237 | \n",
" HRL | \n",
" Hormel Foods | \n",
" reports | \n",
@@ -2996,7 +3008,7 @@
" 1891 | \n",
"
\n",
" \n",
- " 237 | \n",
+ " 238 | \n",
" HST | \n",
" Host Hotels & Resorts | \n",
" reports | \n",
@@ -3008,7 +3020,7 @@
" 1993 | \n",
"
\n",
" \n",
- " 238 | \n",
+ " 239 | \n",
" HWM | \n",
" Howmet Aerospace | \n",
" reports | \n",
@@ -3020,7 +3032,7 @@
" 2016 | \n",
"
\n",
" \n",
- " 239 | \n",
+ " 240 | \n",
" HPQ | \n",
" HP Inc. | \n",
" reports | \n",
@@ -3032,7 +3044,7 @@
" 1939 (2015) | \n",
"
\n",
" \n",
- " 240 | \n",
+ " 241 | \n",
" HUM | \n",
" Humana | \n",
" reports | \n",
@@ -3044,7 +3056,7 @@
" 1961 | \n",
"
\n",
" \n",
- " 241 | \n",
+ " 242 | \n",
" HBAN | \n",
" Huntington Bancshares | \n",
" reports | \n",
@@ -3056,7 +3068,7 @@
" 1866 | \n",
"
\n",
" \n",
- " 242 | \n",
+ " 243 | \n",
" HII | \n",
" Huntington Ingalls Industries | \n",
" reports | \n",
@@ -3068,7 +3080,7 @@
" 2011 | \n",
"
\n",
" \n",
- " 243 | \n",
+ " 244 | \n",
" IBM | \n",
" IBM | \n",
" reports | \n",
@@ -3080,7 +3092,7 @@
" 1911 | \n",
"
\n",
" \n",
- " 244 | \n",
+ " 245 | \n",
" IEX | \n",
" IDEX Corporation | \n",
" reports | \n",
@@ -3092,7 +3104,7 @@
" 1988 | \n",
"
\n",
" \n",
- " 245 | \n",
+ " 246 | \n",
" IDXX | \n",
" Idexx Laboratories | \n",
" reports | \n",
@@ -3104,7 +3116,7 @@
" 1983 | \n",
"
\n",
" \n",
- " 246 | \n",
+ " 247 | \n",
" ITW | \n",
" Illinois Tool Works | \n",
" reports | \n",
@@ -3116,7 +3128,7 @@
" 1912 | \n",
"
\n",
" \n",
- " 247 | \n",
+ " 248 | \n",
" ILMN | \n",
" Illumina | \n",
" reports | \n",
@@ -3128,7 +3140,7 @@
" 1998 | \n",
"
\n",
" \n",
- " 248 | \n",
+ " 249 | \n",
" INCY | \n",
" Incyte | \n",
" reports | \n",
@@ -3140,7 +3152,7 @@
" 1991 | \n",
"
\n",
" \n",
- " 249 | \n",
+ " 250 | \n",
" IR | \n",
" Ingersoll Rand | \n",
" reports | \n",
@@ -3152,7 +3164,7 @@
" 1859 | \n",
"
\n",
" \n",
- " 250 | \n",
+ " 251 | \n",
" INTC | \n",
" Intel | \n",
" reports | \n",
@@ -3164,7 +3176,7 @@
" 1968 | \n",
"
\n",
" \n",
- " 251 | \n",
+ " 252 | \n",
" ICE | \n",
" Intercontinental Exchange | \n",
" reports | \n",
@@ -3176,7 +3188,7 @@
" 2000 | \n",
"
\n",
" \n",
- " 252 | \n",
+ " 253 | \n",
" IP | \n",
" International Paper | \n",
" reports | \n",
@@ -3188,7 +3200,7 @@
" 1898 | \n",
"
\n",
" \n",
- " 253 | \n",
+ " 254 | \n",
" IPG | \n",
" The Interpublic Group of Companies | \n",
" reports | \n",
@@ -3200,7 +3212,7 @@
" 1961 (1930) | \n",
"
\n",
" \n",
- " 254 | \n",
+ " 255 | \n",
" IFF | \n",
" International Flavors & Fragrances | \n",
" reports | \n",
@@ -3212,7 +3224,7 @@
" 1958 (1889) | \n",
"
\n",
" \n",
- " 255 | \n",
+ " 256 | \n",
" INTU | \n",
" Intuit | \n",
" reports | \n",
@@ -3224,7 +3236,7 @@
" 1983 | \n",
"
\n",
" \n",
- " 256 | \n",
+ " 257 | \n",
" ISRG | \n",
" Intuitive Surgical | \n",
" reports | \n",
@@ -3236,7 +3248,7 @@
" 1995 | \n",
"
\n",
" \n",
- " 257 | \n",
+ " 258 | \n",
" IVZ | \n",
" Invesco | \n",
" reports | \n",
@@ -3248,7 +3260,7 @@
" 1935 | \n",
"
\n",
" \n",
- " 258 | \n",
+ " 259 | \n",
" INVH | \n",
" Invitation Homes | \n",
" reports | \n",
@@ -3260,7 +3272,7 @@
" 2012 | \n",
"
\n",
" \n",
- " 259 | \n",
+ " 260 | \n",
" IQV | \n",
" IQVIA | \n",
" reports | \n",
@@ -3272,7 +3284,7 @@
" 1982 | \n",
"
\n",
" \n",
- " 260 | \n",
+ " 261 | \n",
" IRM | \n",
" Iron Mountain | \n",
" reports | \n",
@@ -3284,7 +3296,7 @@
" 1951 | \n",
"
\n",
" \n",
- " 261 | \n",
+ " 262 | \n",
" JBHT | \n",
" J.B. Hunt | \n",
" reports | \n",
@@ -3296,7 +3308,7 @@
" 1961 | \n",
"
\n",
" \n",
- " 262 | \n",
+ " 263 | \n",
" JKHY | \n",
" Jack Henry & Associates | \n",
" reports | \n",
@@ -3308,7 +3320,7 @@
" 1976 | \n",
"
\n",
" \n",
- " 263 | \n",
+ " 264 | \n",
" J | \n",
" Jacobs Solutions | \n",
" reports | \n",
@@ -3320,7 +3332,7 @@
" 1947 | \n",
"
\n",
" \n",
- " 264 | \n",
+ " 265 | \n",
" JNJ | \n",
" Johnson & Johnson | \n",
" reports | \n",
@@ -3332,7 +3344,7 @@
" 1886 | \n",
"
\n",
" \n",
- " 265 | \n",
+ " 266 | \n",
" JCI | \n",
" Johnson Controls | \n",
" reports | \n",
@@ -3344,7 +3356,7 @@
" 1885 | \n",
"
\n",
" \n",
- " 266 | \n",
+ " 267 | \n",
" JPM | \n",
" JPMorgan Chase | \n",
" reports | \n",
@@ -3356,7 +3368,7 @@
" 2000 (1799 / 1871) | \n",
"
\n",
" \n",
- " 267 | \n",
+ " 268 | \n",
" JNPR | \n",
" Juniper Networks | \n",
" reports | \n",
@@ -3368,7 +3380,7 @@
" 1996 | \n",
"
\n",
" \n",
- " 268 | \n",
+ " 269 | \n",
" K | \n",
" Kellogg's | \n",
" reports | \n",
@@ -3380,7 +3392,7 @@
" 1906 | \n",
"
\n",
" \n",
- " 269 | \n",
+ " 270 | \n",
" KDP | \n",
" Keurig Dr Pepper | \n",
" reports | \n",
@@ -3392,7 +3404,7 @@
" 1981 | \n",
"
\n",
" \n",
- " 270 | \n",
+ " 271 | \n",
" KEY | \n",
" KeyCorp | \n",
" reports | \n",
@@ -3404,7 +3416,7 @@
" 1825 | \n",
"
\n",
" \n",
- " 271 | \n",
+ " 272 | \n",
" KEYS | \n",
" Keysight | \n",
" reports | \n",
@@ -3413,10 +3425,10 @@
" Santa Rosa, California | \n",
" 2018-11-06 | \n",
" 1601046 | \n",
- " 2014 | \n",
+ " 2014 (1939) | \n",
"
\n",
" \n",
- " 272 | \n",
+ " 273 | \n",
" KMB | \n",
" Kimberly-Clark | \n",
" reports | \n",
@@ -3428,7 +3440,7 @@
" 1872 | \n",
"
\n",
" \n",
- " 273 | \n",
+ " 274 | \n",
" KIM | \n",
" Kimco Realty | \n",
" reports | \n",
@@ -3440,7 +3452,7 @@
" 1958 | \n",
"
\n",
" \n",
- " 274 | \n",
+ " 275 | \n",
" KMI | \n",
" Kinder Morgan | \n",
" reports | \n",
@@ -3452,7 +3464,7 @@
" 1997 | \n",
"
\n",
" \n",
- " 275 | \n",
+ " 276 | \n",
" KLAC | \n",
" KLA Corporation | \n",
" reports | \n",
@@ -3464,7 +3476,7 @@
" 1975/1977 (1997) | \n",
"
\n",
" \n",
- " 276 | \n",
+ " 277 | \n",
" KHC | \n",
" Kraft Heinz | \n",
" reports | \n",
@@ -3476,7 +3488,7 @@
" 2015 (1869) | \n",
"
\n",
" \n",
- " 277 | \n",
+ " 278 | \n",
" KR | \n",
" Kroger | \n",
" reports | \n",
@@ -3488,7 +3500,7 @@
" 1883 | \n",
"
\n",
" \n",
- " 278 | \n",
+ " 279 | \n",
" LHX | \n",
" L3Harris | \n",
" reports | \n",
@@ -3500,7 +3512,7 @@
" 2019 (1895) | \n",
"
\n",
" \n",
- " 279 | \n",
+ " 280 | \n",
" LH | \n",
" LabCorp | \n",
" reports | \n",
@@ -3512,7 +3524,7 @@
" 1978 | \n",
"
\n",
" \n",
- " 280 | \n",
+ " 281 | \n",
" LRCX | \n",
" Lam Research | \n",
" reports | \n",
@@ -3524,7 +3536,7 @@
" 1980 | \n",
"
\n",
" \n",
- " 281 | \n",
+ " 282 | \n",
" LW | \n",
" Lamb Weston | \n",
" reports | \n",
@@ -3536,7 +3548,7 @@
" 2016 (1950) | \n",
"
\n",
" \n",
- " 282 | \n",
+ " 283 | \n",
" LVS | \n",
" Las Vegas Sands | \n",
" reports | \n",
@@ -3548,7 +3560,7 @@
" 1988 | \n",
"
\n",
" \n",
- " 283 | \n",
+ " 284 | \n",
" LDOS | \n",
" Leidos | \n",
" reports | \n",
@@ -3560,7 +3572,7 @@
" 1969 | \n",
"
\n",
" \n",
- " 284 | \n",
+ " 285 | \n",
" LEN | \n",
" Lennar | \n",
" reports | \n",
@@ -3572,7 +3584,7 @@
" 1954 | \n",
"
\n",
" \n",
- " 285 | \n",
+ " 286 | \n",
" LNC | \n",
" Lincoln Financial | \n",
" reports | \n",
@@ -3584,7 +3596,7 @@
" 1905 | \n",
"
\n",
" \n",
- " 286 | \n",
+ " 287 | \n",
" LIN | \n",
" Linde plc | \n",
" reports | \n",
@@ -3596,7 +3608,7 @@
" 1879 | \n",
"
\n",
" \n",
- " 287 | \n",
+ " 288 | \n",
" LYV | \n",
" Live Nation Entertainment | \n",
" reports | \n",
@@ -3608,7 +3620,7 @@
" 2010 | \n",
"
\n",
" \n",
- " 288 | \n",
+ " 289 | \n",
" LKQ | \n",
" LKQ Corporation | \n",
" reports | \n",
@@ -3620,7 +3632,7 @@
" 1998 | \n",
"
\n",
" \n",
- " 289 | \n",
+ " 290 | \n",
" LMT | \n",
" Lockheed Martin | \n",
" reports | \n",
@@ -3632,7 +3644,7 @@
" 1995 | \n",
"
\n",
" \n",
- " 290 | \n",
+ " 291 | \n",
" L | \n",
" Loews Corporation | \n",
" reports | \n",
@@ -3644,7 +3656,7 @@
" 1959 | \n",
"
\n",
" \n",
- " 291 | \n",
+ " 292 | \n",
" LOW | \n",
" Lowe's | \n",
" reports | \n",
@@ -3656,7 +3668,7 @@
" 1904/1946/1959 | \n",
"
\n",
" \n",
- " 292 | \n",
+ " 293 | \n",
" LUMN | \n",
" Lumen Technologies | \n",
" reports | \n",
@@ -3668,7 +3680,7 @@
" 1983 (1877) | \n",
"
\n",
" \n",
- " 293 | \n",
+ " 294 | \n",
" LYB | \n",
" LyondellBasell | \n",
" reports | \n",
@@ -3680,7 +3692,7 @@
" 2007 | \n",
"
\n",
" \n",
- " 294 | \n",
+ " 295 | \n",
" MTB | \n",
" M&T Bank | \n",
" reports | \n",
@@ -3692,7 +3704,7 @@
" 1856 | \n",
"
\n",
" \n",
- " 295 | \n",
+ " 296 | \n",
" MRO | \n",
" Marathon Oil | \n",
" reports | \n",
@@ -3704,7 +3716,7 @@
" 1887 | \n",
"
\n",
" \n",
- " 296 | \n",
+ " 297 | \n",
" MPC | \n",
" Marathon Petroleum | \n",
" reports | \n",
@@ -3716,7 +3728,7 @@
" 2009 (1887) | \n",
"
\n",
" \n",
- " 297 | \n",
+ " 298 | \n",
" MKTX | \n",
" MarketAxess | \n",
" reports | \n",
@@ -3728,7 +3740,7 @@
" 2000 | \n",
"
\n",
" \n",
- " 298 | \n",
+ " 299 | \n",
" MAR | \n",
" Marriott International | \n",
" reports | \n",
@@ -3740,7 +3752,7 @@
" 1927 | \n",
"
\n",
" \n",
- " 299 | \n",
+ " 300 | \n",
" MMC | \n",
" Marsh McLennan | \n",
" reports | \n",
@@ -3752,7 +3764,7 @@
" 1905 | \n",
"
\n",
" \n",
- " 300 | \n",
+ " 301 | \n",
" MLM | \n",
" Martin Marietta Materials | \n",
" reports | \n",
@@ -3764,7 +3776,7 @@
" 1993 | \n",
"
\n",
" \n",
- " 301 | \n",
+ " 302 | \n",
" MAS | \n",
" Masco | \n",
" reports | \n",
@@ -3776,7 +3788,7 @@
" 1929 | \n",
"
\n",
" \n",
- " 302 | \n",
+ " 303 | \n",
" MA | \n",
" Mastercard | \n",
" reports | \n",
@@ -3788,7 +3800,7 @@
" 1966 | \n",
"
\n",
" \n",
- " 303 | \n",
+ " 304 | \n",
" MTCH | \n",
" Match Group | \n",
" reports | \n",
@@ -3800,7 +3812,7 @@
" 1986 | \n",
"
\n",
" \n",
- " 304 | \n",
+ " 305 | \n",
" MKC | \n",
" McCormick & Company | \n",
" reports | \n",
@@ -3812,7 +3824,7 @@
" 1889 | \n",
"
\n",
" \n",
- " 305 | \n",
+ " 306 | \n",
" MCD | \n",
" McDonald's | \n",
" reports | \n",
@@ -3824,7 +3836,7 @@
" 1940 | \n",
"
\n",
" \n",
- " 306 | \n",
+ " 307 | \n",
" MCK | \n",
" McKesson | \n",
" reports | \n",
@@ -3836,7 +3848,7 @@
" 1833 | \n",
"
\n",
" \n",
- " 307 | \n",
+ " 308 | \n",
" MDT | \n",
" Medtronic | \n",
" reports | \n",
@@ -3848,7 +3860,7 @@
" 1949 | \n",
"
\n",
" \n",
- " 308 | \n",
+ " 309 | \n",
" MRK | \n",
" Merck & Co. | \n",
" reports | \n",
@@ -3860,7 +3872,7 @@
" 1891 | \n",
"
\n",
" \n",
- " 309 | \n",
+ " 310 | \n",
" META | \n",
" Meta Platforms | \n",
" reports | \n",
@@ -3872,7 +3884,7 @@
" 2004 | \n",
"
\n",
" \n",
- " 310 | \n",
+ " 311 | \n",
" MET | \n",
" MetLife | \n",
" reports | \n",
@@ -3884,7 +3896,7 @@
" 1868 | \n",
"
\n",
" \n",
- " 311 | \n",
+ " 312 | \n",
" MTD | \n",
" Mettler Toledo | \n",
" reports | \n",
@@ -3896,7 +3908,7 @@
" 1945 | \n",
"
\n",
" \n",
- " 312 | \n",
+ " 313 | \n",
" MGM | \n",
" MGM Resorts | \n",
" reports | \n",
@@ -3908,7 +3920,7 @@
" 1986 | \n",
"
\n",
" \n",
- " 313 | \n",
+ " 314 | \n",
" MCHP | \n",
" Microchip Technology | \n",
" reports | \n",
@@ -3920,7 +3932,7 @@
" 1989 | \n",
"
\n",
" \n",
- " 314 | \n",
+ " 315 | \n",
" MU | \n",
" Micron Technology | \n",
" reports | \n",
@@ -3932,7 +3944,7 @@
" 1978 | \n",
"
\n",
" \n",
- " 315 | \n",
+ " 316 | \n",
" MSFT | \n",
" Microsoft | \n",
" reports | \n",
@@ -3944,7 +3956,7 @@
" 1975 | \n",
"
\n",
" \n",
- " 316 | \n",
+ " 317 | \n",
" MAA | \n",
" Mid-America Apartment Communities | \n",
" reports | \n",
@@ -3956,7 +3968,7 @@
" 1977 | \n",
"
\n",
" \n",
- " 317 | \n",
+ " 318 | \n",
" MRNA | \n",
" Moderna | \n",
" reports | \n",
@@ -3968,7 +3980,7 @@
" 2010 | \n",
"
\n",
" \n",
- " 318 | \n",
+ " 319 | \n",
" MHK | \n",
" Mohawk Industries | \n",
" reports | \n",
@@ -3980,7 +3992,7 @@
" 1878 | \n",
"
\n",
" \n",
- " 319 | \n",
+ " 320 | \n",
" MOH | \n",
" Molina Healthcare | \n",
" reports | \n",
@@ -3992,7 +4004,7 @@
" 1980 | \n",
"
\n",
" \n",
- " 320 | \n",
+ " 321 | \n",
" TAP | \n",
" Molson Coors Beverage Company | \n",
" reports | \n",
@@ -4004,7 +4016,7 @@
" 2005 (Molson 1786, Coors 1873) | \n",
"
\n",
" \n",
- " 321 | \n",
+ " 322 | \n",
" MDLZ | \n",
" Mondelez International | \n",
" reports | \n",
@@ -4016,7 +4028,7 @@
" 2012 | \n",
"
\n",
" \n",
- " 322 | \n",
+ " 323 | \n",
" MPWR | \n",
" Monolithic Power Systems | \n",
" reports | \n",
@@ -4028,7 +4040,7 @@
" 1997 | \n",
"
\n",
" \n",
- " 323 | \n",
+ " 324 | \n",
" MNST | \n",
" Monster Beverage | \n",
" reports | \n",
@@ -4040,7 +4052,7 @@
" 2012 (1935) | \n",
"
\n",
" \n",
- " 324 | \n",
+ " 325 | \n",
" MCO | \n",
" Moody's Corporation | \n",
" reports | \n",
@@ -4052,7 +4064,7 @@
" 1909 | \n",
"
\n",
" \n",
- " 325 | \n",
+ " 326 | \n",
" MS | \n",
" Morgan Stanley | \n",
" reports | \n",
@@ -4064,7 +4076,7 @@
" 1935 | \n",
"
\n",
" \n",
- " 326 | \n",
+ " 327 | \n",
" MOS | \n",
" The Mosaic Company | \n",
" reports | \n",
@@ -4076,7 +4088,7 @@
" 2004 (1865 / 1909) | \n",
"
\n",
" \n",
- " 327 | \n",
+ " 328 | \n",
" MSI | \n",
" Motorola Solutions | \n",
" reports | \n",
@@ -4088,7 +4100,7 @@
" 1928 (2011) | \n",
"
\n",
" \n",
- " 328 | \n",
+ " 329 | \n",
" MSCI | \n",
" MSCI | \n",
" reports | \n",
@@ -4100,7 +4112,7 @@
" 1969 | \n",
"
\n",
" \n",
- " 329 | \n",
+ " 330 | \n",
" NDAQ | \n",
" Nasdaq, Inc. | \n",
" reports | \n",
@@ -4112,7 +4124,7 @@
" 1971 | \n",
"
\n",
" \n",
- " 330 | \n",
+ " 331 | \n",
" NTAP | \n",
" NetApp | \n",
" reports | \n",
@@ -4124,7 +4136,7 @@
" 1992 | \n",
"
\n",
" \n",
- " 331 | \n",
+ " 332 | \n",
" NFLX | \n",
" Netflix | \n",
" reports | \n",
@@ -4136,7 +4148,7 @@
" 1997 | \n",
"
\n",
" \n",
- " 332 | \n",
+ " 333 | \n",
" NWL | \n",
" Newell Brands | \n",
" reports | \n",
@@ -4148,7 +4160,7 @@
" 1903 | \n",
"
\n",
" \n",
- " 333 | \n",
+ " 334 | \n",
" NEM | \n",
" Newmont | \n",
" reports | \n",
@@ -4160,7 +4172,7 @@
" 1921 | \n",
"
\n",
" \n",
- " 334 | \n",
+ " 335 | \n",
" NWSA | \n",
" News Corp (Class A) | \n",
" reports | \n",
@@ -4172,7 +4184,7 @@
" 2013 (1980) | \n",
"
\n",
" \n",
- " 335 | \n",
+ " 336 | \n",
" NWS | \n",
" News Corp (Class B) | \n",
" reports | \n",
@@ -4184,7 +4196,7 @@
" 2013 (1980) | \n",
"
\n",
" \n",
- " 336 | \n",
+ " 337 | \n",
" NEE | \n",
" NextEra Energy | \n",
" reports | \n",
@@ -4196,7 +4208,7 @@
" 1984 (1925) | \n",
"
\n",
" \n",
- " 337 | \n",
+ " 338 | \n",
" NKE | \n",
" Nike, Inc. | \n",
" reports | \n",
@@ -4208,7 +4220,7 @@
" 1964 | \n",
"
\n",
" \n",
- " 338 | \n",
+ " 339 | \n",
" NI | \n",
" NiSource | \n",
" reports | \n",
@@ -4220,7 +4232,7 @@
" 1912 | \n",
"
\n",
" \n",
- " 339 | \n",
+ " 340 | \n",
" NDSN | \n",
" Nordson Corporation | \n",
" reports | \n",
@@ -4232,19 +4244,19 @@
" 1935 | \n",
"
\n",
" \n",
- " 340 | \n",
+ " 341 | \n",
" NSC | \n",
" Norfolk Southern Railway | \n",
" reports | \n",
" Industrials | \n",
" Railroads | \n",
- " Norfolk, Virginia | \n",
+ " Atlanta, Georgia | \n",
" 1957-03-04 | \n",
" 702165 | \n",
" 1881/1894 (1980) | \n",
"
\n",
" \n",
- " 341 | \n",
+ " 342 | \n",
" NTRS | \n",
" Northern Trust | \n",
" reports | \n",
@@ -4256,7 +4268,7 @@
" 1889 | \n",
"
\n",
" \n",
- " 342 | \n",
+ " 343 | \n",
" NOC | \n",
" Northrop Grumman | \n",
" reports | \n",
@@ -4268,18 +4280,6 @@
" 1994 (Northrop 1939, Grumman 1930) | \n",
"
\n",
" \n",
- " 343 | \n",
- " NLOK | \n",
- " NortonLifeLock | \n",
- " reports | \n",
- " Information Technology | \n",
- " Application Software | \n",
- " Tempe, Arizona | \n",
- " 2003-03-25 | \n",
- " 849399 | \n",
- " 1982 | \n",
- "
\n",
- " \n",
" 344 | \n",
" NCLH | \n",
" Norwegian Cruise Line Holdings | \n",
@@ -4414,7 +4414,7 @@
"
\n",
" 355 | \n",
" OKE | \n",
- " Oneok | \n",
+ " ONEOK | \n",
" reports | \n",
" Energy | \n",
" Oil & Gas Storage & Transportation | \n",
@@ -4594,7 +4594,7 @@
"
\n",
" 370 | \n",
" PCG | \n",
- " PG&E | \n",
+ " PG&E Corporation | \n",
" reports | \n",
" Utilities | \n",
" Multi-Utilities | \n",
@@ -5277,6 +5277,18 @@
"
\n",
" \n",
" 427 | \n",
+ " STLD | \n",
+ " Steel Dynamics | \n",
+ " reports | \n",
+ " Materials | \n",
+ " Steel | \n",
+ " Fort Wayne, Indiana | \n",
+ " 2022-12-22 | \n",
+ " 1022671 | \n",
+ " 1993 | \n",
+ "
\n",
+ " \n",
+ " 428 | \n",
" STE | \n",
" Steris | \n",
" reports | \n",
@@ -5288,7 +5300,7 @@
" 1985 | \n",
"
\n",
" \n",
- " 428 | \n",
+ " 429 | \n",
" SYK | \n",
" Stryker Corporation | \n",
" reports | \n",
@@ -5300,7 +5312,7 @@
" 1941 | \n",
"
\n",
" \n",
- " 429 | \n",
+ " 430 | \n",
" SIVB | \n",
" SVB Financial | \n",
" reports | \n",
@@ -5312,7 +5324,7 @@
" 1983 | \n",
"
\n",
" \n",
- " 430 | \n",
+ " 431 | \n",
" SYF | \n",
" Synchrony Financial | \n",
" reports | \n",
@@ -5324,7 +5336,7 @@
" 2003 | \n",
"
\n",
" \n",
- " 431 | \n",
+ " 432 | \n",
" SNPS | \n",
" Synopsys | \n",
" reports | \n",
@@ -5336,7 +5348,7 @@
" 1986 | \n",
"
\n",
" \n",
- " 432 | \n",
+ " 433 | \n",
" SYY | \n",
" Sysco | \n",
" reports | \n",
@@ -5348,7 +5360,7 @@
" 1969 | \n",
"
\n",
" \n",
- " 433 | \n",
+ " 434 | \n",
" TMUS | \n",
" T-Mobile US | \n",
" reports | \n",
@@ -5360,7 +5372,7 @@
" 1994 | \n",
"
\n",
" \n",
- " 434 | \n",
+ " 435 | \n",
" TROW | \n",
" T. Rowe Price | \n",
" reports | \n",
@@ -5372,7 +5384,7 @@
" 1937 | \n",
"
\n",
" \n",
- " 435 | \n",
+ " 436 | \n",
" TTWO | \n",
" Take-Two Interactive | \n",
" reports | \n",
@@ -5384,7 +5396,7 @@
" 1993 | \n",
"
\n",
" \n",
- " 436 | \n",
+ " 437 | \n",
" TPR | \n",
" Tapestry, Inc. | \n",
" reports | \n",
@@ -5396,7 +5408,7 @@
" 2017 | \n",
"
\n",
" \n",
- " 437 | \n",
+ " 438 | \n",
" TRGP | \n",
" Targa Resources | \n",
" reports | \n",
@@ -5408,7 +5420,7 @@
" 2005 | \n",
"
\n",
" \n",
- " 438 | \n",
+ " 439 | \n",
" TGT | \n",
" Target Corporation | \n",
" reports | \n",
@@ -5420,7 +5432,7 @@
" 1902 | \n",
"
\n",
" \n",
- " 439 | \n",
+ " 440 | \n",
" TEL | \n",
" TE Connectivity | \n",
" reports | \n",
@@ -5432,7 +5444,7 @@
" 2007 | \n",
"
\n",
" \n",
- " 440 | \n",
+ " 441 | \n",
" TDY | \n",
" Teledyne Technologies | \n",
" reports | \n",
@@ -5444,7 +5456,7 @@
" 1960 | \n",
"
\n",
" \n",
- " 441 | \n",
+ " 442 | \n",
" TFX | \n",
" Teleflex | \n",
" reports | \n",
@@ -5456,7 +5468,7 @@
" 1943 | \n",
"
\n",
" \n",
- " 442 | \n",
+ " 443 | \n",
" TER | \n",
" Teradyne | \n",
" reports | \n",
@@ -5468,7 +5480,7 @@
" 1960 | \n",
"
\n",
" \n",
- " 443 | \n",
+ " 444 | \n",
" TSLA | \n",
" Tesla, Inc. | \n",
" reports | \n",
@@ -5480,7 +5492,7 @@
" 2003 | \n",
"
\n",
" \n",
- " 444 | \n",
+ " 445 | \n",
" TXN | \n",
" Texas Instruments | \n",
" reports | \n",
@@ -5492,7 +5504,7 @@
" 1930 | \n",
"
\n",
" \n",
- " 445 | \n",
+ " 446 | \n",
" TXT | \n",
" Textron | \n",
" reports | \n",
@@ -5504,7 +5516,7 @@
" 1923 | \n",
"
\n",
" \n",
- " 446 | \n",
+ " 447 | \n",
" TMO | \n",
" Thermo Fisher Scientific | \n",
" reports | \n",
@@ -5516,7 +5528,7 @@
" 2006 (1902) | \n",
"
\n",
" \n",
- " 447 | \n",
+ " 448 | \n",
" TJX | \n",
" TJX Companies | \n",
" reports | \n",
@@ -5528,7 +5540,7 @@
" 1987 | \n",
"
\n",
" \n",
- " 448 | \n",
+ " 449 | \n",
" TSCO | \n",
" Tractor Supply | \n",
" reports | \n",
@@ -5540,7 +5552,7 @@
" 1938 | \n",
"
\n",
" \n",
- " 449 | \n",
+ " 450 | \n",
" TT | \n",
" Trane Technologies | \n",
" reports | \n",
@@ -5552,7 +5564,7 @@
" 1871 | \n",
"
\n",
" \n",
- " 450 | \n",
+ " 451 | \n",
" TDG | \n",
" TransDigm Group | \n",
" reports | \n",
@@ -5564,7 +5576,7 @@
" 1993 | \n",
"
\n",
" \n",
- " 451 | \n",
+ " 452 | \n",
" TRV | \n",
" The Travelers Companies | \n",
" reports | \n",
@@ -5576,19 +5588,19 @@
" 1853 | \n",
"
\n",
" \n",
- " 452 | \n",
+ " 453 | \n",
" TRMB | \n",
" Trimble Inc. | \n",
" reports | \n",
" Information Technology | \n",
" Electronic Equipment & Instruments | \n",
- " Sunnyvale, California | \n",
+ " Westminster, Colorado | \n",
" 2021-01-21 | \n",
" 864749 | \n",
" 1978 | \n",
"
\n",
" \n",
- " 453 | \n",
+ " 454 | \n",
" TFC | \n",
" Truist | \n",
" reports | \n",
@@ -5600,18 +5612,6 @@
" 1872 | \n",
"
\n",
" \n",
- " 454 | \n",
- " TWTR | \n",
- " Twitter Inc. | \n",
- " reports | \n",
- " Communication Services | \n",
- " Interactive Media & Services | \n",
- " San Francisco, California | \n",
- " 2018-06-07 | \n",
- " 1418091 | \n",
- " 2006 | \n",
- "
\n",
- " \n",
" 455 | \n",
" TYL | \n",
" Tyler Technologies | \n",
@@ -6197,50 +6197,50 @@
"1 AOS A. O. Smith reports \n",
"2 ABT Abbott reports \n",
"3 ABBV AbbVie reports \n",
- "4 ABMD Abiomed reports \n",
- "5 ACN Accenture reports \n",
- "6 ATVI Activision Blizzard reports \n",
- "7 ADM ADM reports \n",
- "8 ADBE Adobe Inc. reports \n",
- "9 ADP ADP reports \n",
- "10 AAP Advance Auto Parts reports \n",
- "11 AES AES Corporation reports \n",
- "12 AFL Aflac reports \n",
- "13 A Agilent Technologies reports \n",
- "14 APD Air Products and Chemicals reports \n",
- "15 AKAM Akamai reports \n",
- "16 ALK Alaska Air Group reports \n",
- "17 ALB Albemarle Corporation reports \n",
- "18 ARE Alexandria Real Estate Equities reports \n",
- "19 ALGN Align Technology reports \n",
- "20 ALLE Allegion reports \n",
- "21 LNT Alliant Energy reports \n",
- "22 ALL Allstate reports \n",
- "23 GOOGL Alphabet Inc. (Class A) reports \n",
- "24 GOOG Alphabet Inc. (Class C) reports \n",
- "25 MO Altria reports \n",
- "26 AMZN Amazon reports \n",
- "27 AMCR Amcor reports \n",
- "28 AMD AMD reports \n",
- "29 AEE Ameren reports \n",
- "30 AAL American Airlines Group reports \n",
- "31 AEP American Electric Power reports \n",
- "32 AXP American Express reports \n",
- "33 AIG American International Group reports \n",
- "34 AMT American Tower reports \n",
- "35 AWK American Water Works reports \n",
- "36 AMP Ameriprise Financial reports \n",
- "37 ABC AmerisourceBergen reports \n",
- "38 AME Ametek reports \n",
- "39 AMGN Amgen reports \n",
- "40 APH Amphenol reports \n",
- "41 ADI Analog Devices reports \n",
- "42 ANSS Ansys reports \n",
- "43 AON Aon reports \n",
- "44 APA APA Corporation reports \n",
- "45 AAPL Apple Inc. reports \n",
- "46 AMAT Applied Materials reports \n",
- "47 APTV Aptiv reports \n",
+ "4 ACN Accenture reports \n",
+ "5 ATVI Activision Blizzard reports \n",
+ "6 ADM ADM reports \n",
+ "7 ADBE Adobe Inc. reports \n",
+ "8 ADP ADP reports \n",
+ "9 AAP Advance Auto Parts reports \n",
+ "10 AES AES Corporation reports \n",
+ "11 AFL Aflac reports \n",
+ "12 A Agilent Technologies reports \n",
+ "13 APD Air Products and Chemicals reports \n",
+ "14 AKAM Akamai reports \n",
+ "15 ALK Alaska Air Group reports \n",
+ "16 ALB Albemarle Corporation reports \n",
+ "17 ARE Alexandria Real Estate Equities reports \n",
+ "18 ALGN Align Technology reports \n",
+ "19 ALLE Allegion reports \n",
+ "20 LNT Alliant Energy reports \n",
+ "21 ALL Allstate reports \n",
+ "22 GOOGL Alphabet Inc. (Class A) reports \n",
+ "23 GOOG Alphabet Inc. (Class C) reports \n",
+ "24 MO Altria reports \n",
+ "25 AMZN Amazon reports \n",
+ "26 AMCR Amcor reports \n",
+ "27 AMD AMD reports \n",
+ "28 AEE Ameren reports \n",
+ "29 AAL American Airlines Group reports \n",
+ "30 AEP American Electric Power reports \n",
+ "31 AXP American Express reports \n",
+ "32 AIG American International Group reports \n",
+ "33 AMT American Tower reports \n",
+ "34 AWK American Water Works reports \n",
+ "35 AMP Ameriprise Financial reports \n",
+ "36 ABC AmerisourceBergen reports \n",
+ "37 AME Ametek reports \n",
+ "38 AMGN Amgen reports \n",
+ "39 APH Amphenol reports \n",
+ "40 ADI Analog Devices reports \n",
+ "41 ANSS Ansys reports \n",
+ "42 AON Aon reports \n",
+ "43 APA APA Corporation reports \n",
+ "44 AAPL Apple Inc. reports \n",
+ "45 AMAT Applied Materials reports \n",
+ "46 APTV Aptiv reports \n",
+ "47 ACGL Arch Capital Group reports \n",
"48 ANET Arista Networks reports \n",
"49 AJG Arthur J. Gallagher & Co. reports \n",
"50 AIZ Assurant reports \n",
@@ -6391,152 +6391,152 @@
"195 FDX FedEx reports \n",
"196 FITB Fifth Third Bank reports \n",
"197 FRC First Republic Bank reports \n",
- "198 FE FirstEnergy reports \n",
- "199 FIS FIS reports \n",
- "200 FISV Fiserv reports \n",
- "201 FLT Fleetcor reports \n",
- "202 FMC FMC Corporation reports \n",
- "203 F Ford Motor Company reports \n",
- "204 FTNT Fortinet reports \n",
- "205 FTV Fortive reports \n",
- "206 FBHS Fortune Brands Home & Security reports \n",
+ "198 FSLR First Solar reports \n",
+ "199 FE FirstEnergy reports \n",
+ "200 FIS FIS reports \n",
+ "201 FISV Fiserv reports \n",
+ "202 FLT Fleetcor reports \n",
+ "203 FMC FMC Corporation reports \n",
+ "204 F Ford Motor Company reports \n",
+ "205 FTNT Fortinet reports \n",
+ "206 FTV Fortive reports \n",
"207 FOXA Fox Corporation (Class A) reports \n",
"208 FOX Fox Corporation (Class B) reports \n",
"209 BEN Franklin Templeton reports \n",
"210 FCX Freeport-McMoRan reports \n",
"211 GRMN Garmin reports \n",
"212 IT Gartner reports \n",
- "213 GNRC Generac reports \n",
- "214 GD General Dynamics reports \n",
- "215 GE General Electric reports \n",
- "216 GIS General Mills reports \n",
- "217 GM General Motors reports \n",
- "218 GPC Genuine Parts Company reports \n",
- "219 GILD Gilead Sciences reports \n",
- "220 GL Globe Life reports \n",
- "221 GPN Global Payments reports \n",
- "222 GS Goldman Sachs reports \n",
- "223 HAL Halliburton reports \n",
- "224 HIG Hartford (The) reports \n",
- "225 HAS Hasbro reports \n",
- "226 HCA HCA Healthcare reports \n",
- "227 PEAK Healthpeak reports \n",
- "228 HSIC Henry Schein reports \n",
- "229 HSY Hershey's reports \n",
- "230 HES Hess Corporation reports \n",
- "231 HPE Hewlett Packard Enterprise reports \n",
- "232 HLT Hilton Worldwide reports \n",
- "233 HOLX Hologic reports \n",
- "234 HD The Home Depot reports \n",
- "235 HON Honeywell reports \n",
- "236 HRL Hormel Foods reports \n",
- "237 HST Host Hotels & Resorts reports \n",
- "238 HWM Howmet Aerospace reports \n",
- "239 HPQ HP Inc. reports \n",
- "240 HUM Humana reports \n",
- "241 HBAN Huntington Bancshares reports \n",
- "242 HII Huntington Ingalls Industries reports \n",
- "243 IBM IBM reports \n",
- "244 IEX IDEX Corporation reports \n",
- "245 IDXX Idexx Laboratories reports \n",
- "246 ITW Illinois Tool Works reports \n",
- "247 ILMN Illumina reports \n",
- "248 INCY Incyte reports \n",
- "249 IR Ingersoll Rand reports \n",
- "250 INTC Intel reports \n",
- "251 ICE Intercontinental Exchange reports \n",
- "252 IP International Paper reports \n",
- "253 IPG The Interpublic Group of Companies reports \n",
- "254 IFF International Flavors & Fragrances reports \n",
- "255 INTU Intuit reports \n",
- "256 ISRG Intuitive Surgical reports \n",
- "257 IVZ Invesco reports \n",
- "258 INVH Invitation Homes reports \n",
- "259 IQV IQVIA reports \n",
- "260 IRM Iron Mountain reports \n",
- "261 JBHT J.B. Hunt reports \n",
- "262 JKHY Jack Henry & Associates reports \n",
- "263 J Jacobs Solutions reports \n",
- "264 JNJ Johnson & Johnson reports \n",
- "265 JCI Johnson Controls reports \n",
- "266 JPM JPMorgan Chase reports \n",
- "267 JNPR Juniper Networks reports \n",
- "268 K Kellogg's reports \n",
- "269 KDP Keurig Dr Pepper reports \n",
- "270 KEY KeyCorp reports \n",
- "271 KEYS Keysight reports \n",
- "272 KMB Kimberly-Clark reports \n",
- "273 KIM Kimco Realty reports \n",
- "274 KMI Kinder Morgan reports \n",
- "275 KLAC KLA Corporation reports \n",
- "276 KHC Kraft Heinz reports \n",
- "277 KR Kroger reports \n",
- "278 LHX L3Harris reports \n",
- "279 LH LabCorp reports \n",
- "280 LRCX Lam Research reports \n",
- "281 LW Lamb Weston reports \n",
- "282 LVS Las Vegas Sands reports \n",
- "283 LDOS Leidos reports \n",
- "284 LEN Lennar reports \n",
- "285 LNC Lincoln Financial reports \n",
- "286 LIN Linde plc reports \n",
- "287 LYV Live Nation Entertainment reports \n",
- "288 LKQ LKQ Corporation reports \n",
- "289 LMT Lockheed Martin reports \n",
- "290 L Loews Corporation reports \n",
- "291 LOW Lowe's reports \n",
- "292 LUMN Lumen Technologies reports \n",
- "293 LYB LyondellBasell reports \n",
- "294 MTB M&T Bank reports \n",
- "295 MRO Marathon Oil reports \n",
- "296 MPC Marathon Petroleum reports \n",
- "297 MKTX MarketAxess reports \n",
- "298 MAR Marriott International reports \n",
- "299 MMC Marsh McLennan reports \n",
- "300 MLM Martin Marietta Materials reports \n",
- "301 MAS Masco reports \n",
- "302 MA Mastercard reports \n",
- "303 MTCH Match Group reports \n",
- "304 MKC McCormick & Company reports \n",
- "305 MCD McDonald's reports \n",
- "306 MCK McKesson reports \n",
- "307 MDT Medtronic reports \n",
- "308 MRK Merck & Co. reports \n",
- "309 META Meta Platforms reports \n",
- "310 MET MetLife reports \n",
- "311 MTD Mettler Toledo reports \n",
- "312 MGM MGM Resorts reports \n",
- "313 MCHP Microchip Technology reports \n",
- "314 MU Micron Technology reports \n",
- "315 MSFT Microsoft reports \n",
- "316 MAA Mid-America Apartment Communities reports \n",
- "317 MRNA Moderna reports \n",
- "318 MHK Mohawk Industries reports \n",
- "319 MOH Molina Healthcare reports \n",
- "320 TAP Molson Coors Beverage Company reports \n",
- "321 MDLZ Mondelez International reports \n",
- "322 MPWR Monolithic Power Systems reports \n",
- "323 MNST Monster Beverage reports \n",
- "324 MCO Moody's Corporation reports \n",
- "325 MS Morgan Stanley reports \n",
- "326 MOS The Mosaic Company reports \n",
- "327 MSI Motorola Solutions reports \n",
- "328 MSCI MSCI reports \n",
- "329 NDAQ Nasdaq, Inc. reports \n",
- "330 NTAP NetApp reports \n",
- "331 NFLX Netflix reports \n",
- "332 NWL Newell Brands reports \n",
- "333 NEM Newmont reports \n",
- "334 NWSA News Corp (Class A) reports \n",
- "335 NWS News Corp (Class B) reports \n",
- "336 NEE NextEra Energy reports \n",
- "337 NKE Nike, Inc. reports \n",
- "338 NI NiSource reports \n",
- "339 NDSN Nordson Corporation reports \n",
- "340 NSC Norfolk Southern Railway reports \n",
- "341 NTRS Northern Trust reports \n",
- "342 NOC Northrop Grumman reports \n",
- "343 NLOK NortonLifeLock reports \n",
+ "213 GEN Gen Digital Inc. reports \n",
+ "214 GNRC Generac reports \n",
+ "215 GD General Dynamics reports \n",
+ "216 GE General Electric reports \n",
+ "217 GIS General Mills reports \n",
+ "218 GM General Motors reports \n",
+ "219 GPC Genuine Parts Company reports \n",
+ "220 GILD Gilead Sciences reports \n",
+ "221 GL Globe Life reports \n",
+ "222 GPN Global Payments reports \n",
+ "223 GS Goldman Sachs reports \n",
+ "224 HAL Halliburton reports \n",
+ "225 HIG Hartford (The) reports \n",
+ "226 HAS Hasbro reports \n",
+ "227 HCA HCA Healthcare reports \n",
+ "228 PEAK Healthpeak reports \n",
+ "229 HSIC Henry Schein reports \n",
+ "230 HSY Hershey's reports \n",
+ "231 HES Hess Corporation reports \n",
+ "232 HPE Hewlett Packard Enterprise reports \n",
+ "233 HLT Hilton Worldwide reports \n",
+ "234 HOLX Hologic reports \n",
+ "235 HD The Home Depot reports \n",
+ "236 HON Honeywell reports \n",
+ "237 HRL Hormel Foods reports \n",
+ "238 HST Host Hotels & Resorts reports \n",
+ "239 HWM Howmet Aerospace reports \n",
+ "240 HPQ HP Inc. reports \n",
+ "241 HUM Humana reports \n",
+ "242 HBAN Huntington Bancshares reports \n",
+ "243 HII Huntington Ingalls Industries reports \n",
+ "244 IBM IBM reports \n",
+ "245 IEX IDEX Corporation reports \n",
+ "246 IDXX Idexx Laboratories reports \n",
+ "247 ITW Illinois Tool Works reports \n",
+ "248 ILMN Illumina reports \n",
+ "249 INCY Incyte reports \n",
+ "250 IR Ingersoll Rand reports \n",
+ "251 INTC Intel reports \n",
+ "252 ICE Intercontinental Exchange reports \n",
+ "253 IP International Paper reports \n",
+ "254 IPG The Interpublic Group of Companies reports \n",
+ "255 IFF International Flavors & Fragrances reports \n",
+ "256 INTU Intuit reports \n",
+ "257 ISRG Intuitive Surgical reports \n",
+ "258 IVZ Invesco reports \n",
+ "259 INVH Invitation Homes reports \n",
+ "260 IQV IQVIA reports \n",
+ "261 IRM Iron Mountain reports \n",
+ "262 JBHT J.B. Hunt reports \n",
+ "263 JKHY Jack Henry & Associates reports \n",
+ "264 J Jacobs Solutions reports \n",
+ "265 JNJ Johnson & Johnson reports \n",
+ "266 JCI Johnson Controls reports \n",
+ "267 JPM JPMorgan Chase reports \n",
+ "268 JNPR Juniper Networks reports \n",
+ "269 K Kellogg's reports \n",
+ "270 KDP Keurig Dr Pepper reports \n",
+ "271 KEY KeyCorp reports \n",
+ "272 KEYS Keysight reports \n",
+ "273 KMB Kimberly-Clark reports \n",
+ "274 KIM Kimco Realty reports \n",
+ "275 KMI Kinder Morgan reports \n",
+ "276 KLAC KLA Corporation reports \n",
+ "277 KHC Kraft Heinz reports \n",
+ "278 KR Kroger reports \n",
+ "279 LHX L3Harris reports \n",
+ "280 LH LabCorp reports \n",
+ "281 LRCX Lam Research reports \n",
+ "282 LW Lamb Weston reports \n",
+ "283 LVS Las Vegas Sands reports \n",
+ "284 LDOS Leidos reports \n",
+ "285 LEN Lennar reports \n",
+ "286 LNC Lincoln Financial reports \n",
+ "287 LIN Linde plc reports \n",
+ "288 LYV Live Nation Entertainment reports \n",
+ "289 LKQ LKQ Corporation reports \n",
+ "290 LMT Lockheed Martin reports \n",
+ "291 L Loews Corporation reports \n",
+ "292 LOW Lowe's reports \n",
+ "293 LUMN Lumen Technologies reports \n",
+ "294 LYB LyondellBasell reports \n",
+ "295 MTB M&T Bank reports \n",
+ "296 MRO Marathon Oil reports \n",
+ "297 MPC Marathon Petroleum reports \n",
+ "298 MKTX MarketAxess reports \n",
+ "299 MAR Marriott International reports \n",
+ "300 MMC Marsh McLennan reports \n",
+ "301 MLM Martin Marietta Materials reports \n",
+ "302 MAS Masco reports \n",
+ "303 MA Mastercard reports \n",
+ "304 MTCH Match Group reports \n",
+ "305 MKC McCormick & Company reports \n",
+ "306 MCD McDonald's reports \n",
+ "307 MCK McKesson reports \n",
+ "308 MDT Medtronic reports \n",
+ "309 MRK Merck & Co. reports \n",
+ "310 META Meta Platforms reports \n",
+ "311 MET MetLife reports \n",
+ "312 MTD Mettler Toledo reports \n",
+ "313 MGM MGM Resorts reports \n",
+ "314 MCHP Microchip Technology reports \n",
+ "315 MU Micron Technology reports \n",
+ "316 MSFT Microsoft reports \n",
+ "317 MAA Mid-America Apartment Communities reports \n",
+ "318 MRNA Moderna reports \n",
+ "319 MHK Mohawk Industries reports \n",
+ "320 MOH Molina Healthcare reports \n",
+ "321 TAP Molson Coors Beverage Company reports \n",
+ "322 MDLZ Mondelez International reports \n",
+ "323 MPWR Monolithic Power Systems reports \n",
+ "324 MNST Monster Beverage reports \n",
+ "325 MCO Moody's Corporation reports \n",
+ "326 MS Morgan Stanley reports \n",
+ "327 MOS The Mosaic Company reports \n",
+ "328 MSI Motorola Solutions reports \n",
+ "329 MSCI MSCI reports \n",
+ "330 NDAQ Nasdaq, Inc. reports \n",
+ "331 NTAP NetApp reports \n",
+ "332 NFLX Netflix reports \n",
+ "333 NWL Newell Brands reports \n",
+ "334 NEM Newmont reports \n",
+ "335 NWSA News Corp (Class A) reports \n",
+ "336 NWS News Corp (Class B) reports \n",
+ "337 NEE NextEra Energy reports \n",
+ "338 NKE Nike, Inc. reports \n",
+ "339 NI NiSource reports \n",
+ "340 NDSN Nordson Corporation reports \n",
+ "341 NSC Norfolk Southern Railway reports \n",
+ "342 NTRS Northern Trust reports \n",
+ "343 NOC Northrop Grumman reports \n",
"344 NCLH Norwegian Cruise Line Holdings reports \n",
"345 NRG NRG Energy reports \n",
"346 NUE Nucor reports \n",
@@ -6548,7 +6548,7 @@
"352 ODFL Old Dominion reports \n",
"353 OMC Omnicom Group reports \n",
"354 ON ON Semiconductor reports \n",
- "355 OKE Oneok reports \n",
+ "355 OKE ONEOK reports \n",
"356 ORCL Oracle Corporation reports \n",
"357 OGN Organon & Co. reports \n",
"358 OTIS Otis Worldwide reports \n",
@@ -6563,7 +6563,7 @@
"367 PEP PepsiCo reports \n",
"368 PKI PerkinElmer reports \n",
"369 PFE Pfizer reports \n",
- "370 PCG PG&E reports \n",
+ "370 PCG PG&E Corporation reports \n",
"371 PM Philip Morris International reports \n",
"372 PSX Phillips 66 reports \n",
"373 PNW Pinnacle West reports \n",
@@ -6620,34 +6620,34 @@
"424 SWK Stanley Black & Decker reports \n",
"425 SBUX Starbucks reports \n",
"426 STT State Street Corporation reports \n",
- "427 STE Steris reports \n",
- "428 SYK Stryker Corporation reports \n",
- "429 SIVB SVB Financial reports \n",
- "430 SYF Synchrony Financial reports \n",
- "431 SNPS Synopsys reports \n",
- "432 SYY Sysco reports \n",
- "433 TMUS T-Mobile US reports \n",
- "434 TROW T. Rowe Price reports \n",
- "435 TTWO Take-Two Interactive reports \n",
- "436 TPR Tapestry, Inc. reports \n",
- "437 TRGP Targa Resources reports \n",
- "438 TGT Target Corporation reports \n",
- "439 TEL TE Connectivity reports \n",
- "440 TDY Teledyne Technologies reports \n",
- "441 TFX Teleflex reports \n",
- "442 TER Teradyne reports \n",
- "443 TSLA Tesla, Inc. reports \n",
- "444 TXN Texas Instruments reports \n",
- "445 TXT Textron reports \n",
- "446 TMO Thermo Fisher Scientific reports \n",
- "447 TJX TJX Companies reports \n",
- "448 TSCO Tractor Supply reports \n",
- "449 TT Trane Technologies reports \n",
- "450 TDG TransDigm Group reports \n",
- "451 TRV The Travelers Companies reports \n",
- "452 TRMB Trimble Inc. reports \n",
- "453 TFC Truist reports \n",
- "454 TWTR Twitter Inc. reports \n",
+ "427 STLD Steel Dynamics reports \n",
+ "428 STE Steris reports \n",
+ "429 SYK Stryker Corporation reports \n",
+ "430 SIVB SVB Financial reports \n",
+ "431 SYF Synchrony Financial reports \n",
+ "432 SNPS Synopsys reports \n",
+ "433 SYY Sysco reports \n",
+ "434 TMUS T-Mobile US reports \n",
+ "435 TROW T. Rowe Price reports \n",
+ "436 TTWO Take-Two Interactive reports \n",
+ "437 TPR Tapestry, Inc. reports \n",
+ "438 TRGP Targa Resources reports \n",
+ "439 TGT Target Corporation reports \n",
+ "440 TEL TE Connectivity reports \n",
+ "441 TDY Teledyne Technologies reports \n",
+ "442 TFX Teleflex reports \n",
+ "443 TER Teradyne reports \n",
+ "444 TSLA Tesla, Inc. reports \n",
+ "445 TXN Texas Instruments reports \n",
+ "446 TXT Textron reports \n",
+ "447 TMO Thermo Fisher Scientific reports \n",
+ "448 TJX TJX Companies reports \n",
+ "449 TSCO Tractor Supply reports \n",
+ "450 TT Trane Technologies reports \n",
+ "451 TDG TransDigm Group reports \n",
+ "452 TRV The Travelers Companies reports \n",
+ "453 TRMB Trimble Inc. reports \n",
+ "454 TFC Truist reports \n",
"455 TYL Tyler Technologies reports \n",
"456 TSN Tyson Foods reports \n",
"457 USB U.S. Bank reports \n",
@@ -6702,50 +6702,50 @@
"1 Industrials Building Products \n",
"2 Health Care Health Care Equipment \n",
"3 Health Care Pharmaceuticals \n",
- "4 Health Care Health Care Equipment \n",
- "5 Information Technology IT Consulting & Other Services \n",
- "6 Communication Services Interactive Home Entertainment \n",
- "7 Consumer Staples Agricultural Products \n",
- "8 Information Technology Application Software \n",
- "9 Information Technology Data Processing & Outsourced Services \n",
- "10 Consumer Discretionary Automotive Retail \n",
- "11 Utilities Independent Power Producers & Energy Traders \n",
- "12 Financials Life & Health Insurance \n",
- "13 Health Care Health Care Equipment \n",
- "14 Materials Industrial Gases \n",
- "15 Information Technology Internet Services & Infrastructure \n",
- "16 Industrials Airlines \n",
- "17 Materials Specialty Chemicals \n",
- "18 Real Estate Office REITs \n",
- "19 Health Care Health Care Supplies \n",
- "20 Industrials Building Products \n",
- "21 Utilities Electric Utilities \n",
- "22 Financials Property & Casualty Insurance \n",
+ "4 Information Technology IT Consulting & Other Services \n",
+ "5 Communication Services Interactive Home Entertainment \n",
+ "6 Consumer Staples Agricultural Products \n",
+ "7 Information Technology Application Software \n",
+ "8 Information Technology Data Processing & Outsourced Services \n",
+ "9 Consumer Discretionary Automotive Retail \n",
+ "10 Utilities Independent Power Producers & Energy Traders \n",
+ "11 Financials Life & Health Insurance \n",
+ "12 Health Care Health Care Equipment \n",
+ "13 Materials Industrial Gases \n",
+ "14 Information Technology Internet Services & Infrastructure \n",
+ "15 Industrials Airlines \n",
+ "16 Materials Specialty Chemicals \n",
+ "17 Real Estate Office REITs \n",
+ "18 Health Care Health Care Supplies \n",
+ "19 Industrials Building Products \n",
+ "20 Utilities Electric Utilities \n",
+ "21 Financials Property & Casualty Insurance \n",
+ "22 Communication Services Interactive Media & Services \n",
"23 Communication Services Interactive Media & Services \n",
- "24 Communication Services Interactive Media & Services \n",
- "25 Consumer Staples Tobacco \n",
- "26 Consumer Discretionary Internet & Direct Marketing Retail \n",
- "27 Materials Paper Packaging \n",
- "28 Information Technology Semiconductors \n",
- "29 Utilities Multi-Utilities \n",
- "30 Industrials Airlines \n",
- "31 Utilities Electric Utilities \n",
- "32 Financials Consumer Finance \n",
- "33 Financials Property & Casualty Insurance \n",
- "34 Real Estate Specialized REITs \n",
- "35 Utilities Water Utilities \n",
- "36 Financials Asset Management & Custody Banks \n",
- "37 Health Care Health Care Distributors \n",
- "38 Industrials Electrical Components & Equipment \n",
- "39 Health Care Biotechnology \n",
- "40 Information Technology Electronic Components \n",
- "41 Information Technology Semiconductors \n",
- "42 Information Technology Application Software \n",
- "43 Financials Insurance Brokers \n",
- "44 Energy Oil & Gas Exploration & Production \n",
- "45 Information Technology Technology Hardware, Storage & Peripherals \n",
- "46 Information Technology Semiconductor Equipment \n",
- "47 Consumer Discretionary Auto Parts & Equipment \n",
+ "24 Consumer Staples Tobacco \n",
+ "25 Consumer Discretionary Internet & Direct Marketing Retail \n",
+ "26 Materials Paper Packaging \n",
+ "27 Information Technology Semiconductors \n",
+ "28 Utilities Multi-Utilities \n",
+ "29 Industrials Airlines \n",
+ "30 Utilities Electric Utilities \n",
+ "31 Financials Consumer Finance \n",
+ "32 Financials Property & Casualty Insurance \n",
+ "33 Real Estate Specialized REITs \n",
+ "34 Utilities Water Utilities \n",
+ "35 Financials Asset Management & Custody Banks \n",
+ "36 Health Care Health Care Distributors \n",
+ "37 Industrials Electrical Components & Equipment \n",
+ "38 Health Care Biotechnology \n",
+ "39 Information Technology Electronic Components \n",
+ "40 Information Technology Semiconductors \n",
+ "41 Information Technology Application Software \n",
+ "42 Financials Insurance Brokers \n",
+ "43 Energy Oil & Gas Exploration & Production \n",
+ "44 Information Technology Technology Hardware, Storage & Peripherals \n",
+ "45 Information Technology Semiconductor Equipment \n",
+ "46 Consumer Discretionary Auto Parts & Equipment \n",
+ "47 Financials Reinsurance \n",
"48 Information Technology Communications Equipment \n",
"49 Financials Insurance Brokers \n",
"50 Financials Multi-line Insurance \n",
@@ -6896,152 +6896,152 @@
"195 Industrials Air Freight & Logistics \n",
"196 Financials Regional Banks \n",
"197 Financials Regional Banks \n",
- "198 Utilities Electric Utilities \n",
- "199 Information Technology Data Processing & Outsourced Services \n",
+ "198 Information Technology Semiconductors \n",
+ "199 Utilities Electric Utilities \n",
"200 Information Technology Data Processing & Outsourced Services \n",
"201 Information Technology Data Processing & Outsourced Services \n",
- "202 Materials Fertilizers & Agricultural Chemicals \n",
- "203 Consumer Discretionary Automobile Manufacturers \n",
- "204 Information Technology Systems Software \n",
- "205 Industrials Industrial Machinery \n",
- "206 Industrials Building Products \n",
+ "202 Information Technology Data Processing & Outsourced Services \n",
+ "203 Materials Fertilizers & Agricultural Chemicals \n",
+ "204 Consumer Discretionary Automobile Manufacturers \n",
+ "205 Information Technology Systems Software \n",
+ "206 Industrials Industrial Machinery \n",
"207 Communication Services Movies & Entertainment \n",
"208 Communication Services Movies & Entertainment \n",
"209 Financials Asset Management & Custody Banks \n",
"210 Materials Copper \n",
"211 Consumer Discretionary Consumer Electronics \n",
"212 Information Technology IT Consulting & Other Services \n",
- "213 Industrials Electrical Components & Equipment \n",
- "214 Industrials Aerospace & Defense \n",
- "215 Industrials Industrial Conglomerates \n",
- "216 Consumer Staples Packaged Foods & Meats \n",
- "217 Consumer Discretionary Automobile Manufacturers \n",
- "218 Consumer Discretionary Specialty Stores \n",
- "219 Health Care Biotechnology \n",
- "220 Financials Life & Health Insurance \n",
- "221 Information Technology Data Processing & Outsourced Services \n",
- "222 Financials Investment Banking & Brokerage \n",
- "223 Energy Oil & Gas Equipment & Services \n",
- "224 Financials Property & Casualty Insurance \n",
- "225 Consumer Discretionary Leisure Products \n",
- "226 Health Care Health Care Facilities \n",
- "227 Real Estate Health Care REITs \n",
- "228 Health Care Health Care Distributors \n",
- "229 Consumer Staples Packaged Foods & Meats \n",
- "230 Energy Integrated Oil & Gas \n",
- "231 Information Technology Technology Hardware, Storage & Peripherals \n",
- "232 Consumer Discretionary Hotels, Resorts & Cruise Lines \n",
- "233 Health Care Health Care Equipment \n",
- "234 Consumer Discretionary Home Improvement Retail \n",
- "235 Industrials Industrial Conglomerates \n",
- "236 Consumer Staples Packaged Foods & Meats \n",
- "237 Real Estate Hotel & Resort REITs \n",
- "238 Industrials Aerospace & Defense \n",
- "239 Information Technology Technology Hardware, Storage & Peripherals \n",
- "240 Health Care Managed Health Care \n",
- "241 Financials Regional Banks \n",
- "242 Industrials Aerospace & Defense \n",
- "243 Information Technology IT Consulting & Other Services \n",
- "244 Industrials Industrial Machinery \n",
- "245 Health Care Health Care Equipment \n",
- "246 Industrials Industrial Machinery \n",
- "247 Health Care Life Sciences Tools & Services \n",
- "248 Health Care Biotechnology \n",
- "249 Industrials Industrial Machinery \n",
- "250 Information Technology Semiconductors \n",
- "251 Financials Financial Exchanges & Data \n",
- "252 Materials Paper Packaging \n",
- "253 Communication Services Advertising \n",
- "254 Materials Specialty Chemicals \n",
- "255 Information Technology Application Software \n",
- "256 Health Care Health Care Equipment \n",
- "257 Financials Asset Management & Custody Banks \n",
- "258 Real Estate Residential REITs \n",
- "259 Health Care Life Sciences Tools & Services \n",
- "260 Real Estate Specialized REITs \n",
- "261 Industrials Trucking \n",
- "262 Information Technology Data Processing & Outsourced Services \n",
- "263 Industrials Construction & Engineering \n",
- "264 Health Care Pharmaceuticals \n",
- "265 Industrials Building Products \n",
- "266 Financials Diversified Banks \n",
- "267 Information Technology Communications Equipment \n",
- "268 Consumer Staples Packaged Foods & Meats \n",
- "269 Consumer Staples Soft Drinks \n",
- "270 Financials Regional Banks \n",
- "271 Information Technology Electronic Equipment & Instruments \n",
- "272 Consumer Staples Household Products \n",
- "273 Real Estate Retail REITs \n",
- "274 Energy Oil & Gas Storage & Transportation \n",
- "275 Information Technology Semiconductor Equipment \n",
- "276 Consumer Staples Packaged Foods & Meats \n",
- "277 Consumer Staples Food Retail \n",
- "278 Industrials Aerospace & Defense \n",
- "279 Health Care Health Care Services \n",
- "280 Information Technology Semiconductor Equipment \n",
- "281 Consumer Staples Packaged Foods & Meats \n",
- "282 Consumer Discretionary Casinos & Gaming \n",
- "283 Industrials Diversified Support Services \n",
- "284 Consumer Discretionary Homebuilding \n",
- "285 Financials Multi-line Insurance \n",
- "286 Materials Industrial Gases \n",
- "287 Communication Services Movies & Entertainment \n",
- "288 Consumer Discretionary Distributors \n",
- "289 Industrials Aerospace & Defense \n",
- "290 Financials Multi-line Insurance \n",
- "291 Consumer Discretionary Home Improvement Retail \n",
- "292 Communication Services Alternative Carriers \n",
- "293 Materials Specialty Chemicals \n",
- "294 Financials Regional Banks \n",
- "295 Energy Oil & Gas Exploration & Production \n",
- "296 Energy Oil & Gas Refining & Marketing \n",
- "297 Financials Financial Exchanges & Data \n",
- "298 Consumer Discretionary Hotels, Resorts & Cruise Lines \n",
- "299 Financials Insurance Brokers \n",
- "300 Materials Construction Materials \n",
- "301 Industrials Building Products \n",
- "302 Information Technology Data Processing & Outsourced Services \n",
- "303 Communication Services Interactive Media & Services \n",
- "304 Consumer Staples Packaged Foods & Meats \n",
- "305 Consumer Discretionary Restaurants \n",
- "306 Health Care Health Care Distributors \n",
- "307 Health Care Health Care Equipment \n",
- "308 Health Care Pharmaceuticals \n",
- "309 Communication Services Interactive Media & Services \n",
- "310 Financials Life & Health Insurance \n",
- "311 Health Care Life Sciences Tools & Services \n",
- "312 Consumer Discretionary Casinos & Gaming \n",
- "313 Information Technology Semiconductors \n",
+ "213 Information Technology Application Software \n",
+ "214 Industrials Electrical Components & Equipment \n",
+ "215 Industrials Aerospace & Defense \n",
+ "216 Industrials Industrial Conglomerates \n",
+ "217 Consumer Staples Packaged Foods & Meats \n",
+ "218 Consumer Discretionary Automobile Manufacturers \n",
+ "219 Consumer Discretionary Specialty Stores \n",
+ "220 Health Care Biotechnology \n",
+ "221 Financials Life & Health Insurance \n",
+ "222 Information Technology Data Processing & Outsourced Services \n",
+ "223 Financials Investment Banking & Brokerage \n",
+ "224 Energy Oil & Gas Equipment & Services \n",
+ "225 Financials Property & Casualty Insurance \n",
+ "226 Consumer Discretionary Leisure Products \n",
+ "227 Health Care Health Care Facilities \n",
+ "228 Real Estate Health Care REITs \n",
+ "229 Health Care Health Care Distributors \n",
+ "230 Consumer Staples Packaged Foods & Meats \n",
+ "231 Energy Integrated Oil & Gas \n",
+ "232 Information Technology Technology Hardware, Storage & Peripherals \n",
+ "233 Consumer Discretionary Hotels, Resorts & Cruise Lines \n",
+ "234 Health Care Health Care Equipment \n",
+ "235 Consumer Discretionary Home Improvement Retail \n",
+ "236 Industrials Industrial Conglomerates \n",
+ "237 Consumer Staples Packaged Foods & Meats \n",
+ "238 Real Estate Hotel & Resort REITs \n",
+ "239 Industrials Aerospace & Defense \n",
+ "240 Information Technology Technology Hardware, Storage & Peripherals \n",
+ "241 Health Care Managed Health Care \n",
+ "242 Financials Regional Banks \n",
+ "243 Industrials Aerospace & Defense \n",
+ "244 Information Technology IT Consulting & Other Services \n",
+ "245 Industrials Industrial Machinery \n",
+ "246 Health Care Health Care Equipment \n",
+ "247 Industrials Industrial Machinery \n",
+ "248 Health Care Life Sciences Tools & Services \n",
+ "249 Health Care Biotechnology \n",
+ "250 Industrials Industrial Machinery \n",
+ "251 Information Technology Semiconductors \n",
+ "252 Financials Financial Exchanges & Data \n",
+ "253 Materials Paper Packaging \n",
+ "254 Communication Services Advertising \n",
+ "255 Materials Specialty Chemicals \n",
+ "256 Information Technology Application Software \n",
+ "257 Health Care Health Care Equipment \n",
+ "258 Financials Asset Management & Custody Banks \n",
+ "259 Real Estate Residential REITs \n",
+ "260 Health Care Life Sciences Tools & Services \n",
+ "261 Real Estate Specialized REITs \n",
+ "262 Industrials Trucking \n",
+ "263 Information Technology Data Processing & Outsourced Services \n",
+ "264 Industrials Construction & Engineering \n",
+ "265 Health Care Pharmaceuticals \n",
+ "266 Industrials Building Products \n",
+ "267 Financials Diversified Banks \n",
+ "268 Information Technology Communications Equipment \n",
+ "269 Consumer Staples Packaged Foods & Meats \n",
+ "270 Consumer Staples Soft Drinks \n",
+ "271 Financials Regional Banks \n",
+ "272 Information Technology Electronic Equipment & Instruments \n",
+ "273 Consumer Staples Household Products \n",
+ "274 Real Estate Retail REITs \n",
+ "275 Energy Oil & Gas Storage & Transportation \n",
+ "276 Information Technology Semiconductor Equipment \n",
+ "277 Consumer Staples Packaged Foods & Meats \n",
+ "278 Consumer Staples Food Retail \n",
+ "279 Industrials Aerospace & Defense \n",
+ "280 Health Care Health Care Services \n",
+ "281 Information Technology Semiconductor Equipment \n",
+ "282 Consumer Staples Packaged Foods & Meats \n",
+ "283 Consumer Discretionary Casinos & Gaming \n",
+ "284 Industrials Diversified Support Services \n",
+ "285 Consumer Discretionary Homebuilding \n",
+ "286 Financials Multi-line Insurance \n",
+ "287 Materials Industrial Gases \n",
+ "288 Communication Services Movies & Entertainment \n",
+ "289 Consumer Discretionary Distributors \n",
+ "290 Industrials Aerospace & Defense \n",
+ "291 Financials Multi-line Insurance \n",
+ "292 Consumer Discretionary Home Improvement Retail \n",
+ "293 Communication Services Alternative Carriers \n",
+ "294 Materials Specialty Chemicals \n",
+ "295 Financials Regional Banks \n",
+ "296 Energy Oil & Gas Exploration & Production \n",
+ "297 Energy Oil & Gas Refining & Marketing \n",
+ "298 Financials Financial Exchanges & Data \n",
+ "299 Consumer Discretionary Hotels, Resorts & Cruise Lines \n",
+ "300 Financials Insurance Brokers \n",
+ "301 Materials Construction Materials \n",
+ "302 Industrials Building Products \n",
+ "303 Information Technology Data Processing & Outsourced Services \n",
+ "304 Communication Services Interactive Media & Services \n",
+ "305 Consumer Staples Packaged Foods & Meats \n",
+ "306 Consumer Discretionary Restaurants \n",
+ "307 Health Care Health Care Distributors \n",
+ "308 Health Care Health Care Equipment \n",
+ "309 Health Care Pharmaceuticals \n",
+ "310 Communication Services Interactive Media & Services \n",
+ "311 Financials Life & Health Insurance \n",
+ "312 Health Care Life Sciences Tools & Services \n",
+ "313 Consumer Discretionary Casinos & Gaming \n",
"314 Information Technology Semiconductors \n",
- "315 Information Technology Systems Software \n",
- "316 Real Estate Residential REITs \n",
- "317 Health Care Biotechnology \n",
- "318 Consumer Discretionary Home Furnishings \n",
- "319 Health Care Managed Health Care \n",
- "320 Consumer Staples Brewers \n",
- "321 Consumer Staples Packaged Foods & Meats \n",
- "322 Information Technology Semiconductors \n",
- "323 Consumer Staples Soft Drinks \n",
- "324 Financials Financial Exchanges & Data \n",
- "325 Financials Investment Banking & Brokerage \n",
- "326 Materials Fertilizers & Agricultural Chemicals \n",
- "327 Information Technology Communications Equipment \n",
- "328 Financials Financial Exchanges & Data \n",
+ "315 Information Technology Semiconductors \n",
+ "316 Information Technology Systems Software \n",
+ "317 Real Estate Residential REITs \n",
+ "318 Health Care Biotechnology \n",
+ "319 Consumer Discretionary Home Furnishings \n",
+ "320 Health Care Managed Health Care \n",
+ "321 Consumer Staples Brewers \n",
+ "322 Consumer Staples Packaged Foods & Meats \n",
+ "323 Information Technology Semiconductors \n",
+ "324 Consumer Staples Soft Drinks \n",
+ "325 Financials Financial Exchanges & Data \n",
+ "326 Financials Investment Banking & Brokerage \n",
+ "327 Materials Fertilizers & Agricultural Chemicals \n",
+ "328 Information Technology Communications Equipment \n",
"329 Financials Financial Exchanges & Data \n",
- "330 Information Technology Technology Hardware, Storage & Peripherals \n",
- "331 Communication Services Movies & Entertainment \n",
- "332 Consumer Discretionary Housewares & Specialties \n",
- "333 Materials Gold \n",
- "334 Communication Services Publishing \n",
+ "330 Financials Financial Exchanges & Data \n",
+ "331 Information Technology Technology Hardware, Storage & Peripherals \n",
+ "332 Communication Services Movies & Entertainment \n",
+ "333 Consumer Discretionary Housewares & Specialties \n",
+ "334 Materials Gold \n",
"335 Communication Services Publishing \n",
- "336 Utilities Multi-Utilities \n",
- "337 Consumer Discretionary Apparel, Accessories & Luxury Goods \n",
- "338 Utilities Multi-Utilities \n",
- "339 Industrials Industrial Machinery \n",
- "340 Industrials Railroads \n",
- "341 Financials Asset Management & Custody Banks \n",
- "342 Industrials Aerospace & Defense \n",
- "343 Information Technology Application Software \n",
+ "336 Communication Services Publishing \n",
+ "337 Utilities Multi-Utilities \n",
+ "338 Consumer Discretionary Apparel, Accessories & Luxury Goods \n",
+ "339 Utilities Multi-Utilities \n",
+ "340 Industrials Industrial Machinery \n",
+ "341 Industrials Railroads \n",
+ "342 Financials Asset Management & Custody Banks \n",
+ "343 Industrials Aerospace & Defense \n",
"344 Consumer Discretionary Hotels, Resorts & Cruise Lines \n",
"345 Utilities Independent Power Producers & Energy Traders \n",
"346 Materials Steel \n",
@@ -7125,34 +7125,34 @@
"424 Industrials Industrial Machinery \n",
"425 Consumer Discretionary Restaurants \n",
"426 Financials Asset Management & Custody Banks \n",
- "427 Health Care Health Care Equipment \n",
+ "427 Materials Steel \n",
"428 Health Care Health Care Equipment \n",
- "429 Financials Regional Banks \n",
- "430 Financials Consumer Finance \n",
- "431 Information Technology Application Software \n",
- "432 Consumer Staples Food Distributors \n",
- "433 Communication Services Wireless Telecommunication Services \n",
- "434 Financials Asset Management & Custody Banks \n",
- "435 Communication Services Interactive Home Entertainment \n",
- "436 Consumer Discretionary Apparel, Accessories & Luxury Goods \n",
- "437 Energy Oil & Gas Storage & Transportation \n",
- "438 Consumer Discretionary General Merchandise Stores \n",
- "439 Information Technology Electronic Manufacturing Services \n",
- "440 Information Technology Electronic Equipment & Instruments \n",
- "441 Health Care Health Care Equipment \n",
- "442 Information Technology Semiconductor Equipment \n",
- "443 Consumer Discretionary Automobile Manufacturers \n",
- "444 Information Technology Semiconductors \n",
- "445 Industrials Aerospace & Defense \n",
- "446 Health Care Life Sciences Tools & Services \n",
- "447 Consumer Discretionary Apparel Retail \n",
- "448 Consumer Discretionary Specialty Stores \n",
- "449 Industrials Building Products \n",
- "450 Industrials Aerospace & Defense \n",
- "451 Financials Property & Casualty Insurance \n",
- "452 Information Technology Electronic Equipment & Instruments \n",
- "453 Financials Regional Banks \n",
- "454 Communication Services Interactive Media & Services \n",
+ "429 Health Care Health Care Equipment \n",
+ "430 Financials Regional Banks \n",
+ "431 Financials Consumer Finance \n",
+ "432 Information Technology Application Software \n",
+ "433 Consumer Staples Food Distributors \n",
+ "434 Communication Services Wireless Telecommunication Services \n",
+ "435 Financials Asset Management & Custody Banks \n",
+ "436 Communication Services Interactive Home Entertainment \n",
+ "437 Consumer Discretionary Apparel, Accessories & Luxury Goods \n",
+ "438 Energy Oil & Gas Storage & Transportation \n",
+ "439 Consumer Discretionary General Merchandise Stores \n",
+ "440 Information Technology Electronic Manufacturing Services \n",
+ "441 Information Technology Electronic Equipment & Instruments \n",
+ "442 Health Care Health Care Equipment \n",
+ "443 Information Technology Semiconductor Equipment \n",
+ "444 Consumer Discretionary Automobile Manufacturers \n",
+ "445 Information Technology Semiconductors \n",
+ "446 Industrials Aerospace & Defense \n",
+ "447 Health Care Life Sciences Tools & Services \n",
+ "448 Consumer Discretionary Apparel Retail \n",
+ "449 Consumer Discretionary Specialty Stores \n",
+ "450 Industrials Building Products \n",
+ "451 Industrials Aerospace & Defense \n",
+ "452 Financials Property & Casualty Insurance \n",
+ "453 Information Technology Electronic Equipment & Instruments \n",
+ "454 Financials Regional Banks \n",
"455 Information Technology Application Software \n",
"456 Consumer Staples Packaged Foods & Meats \n",
"457 Financials Diversified Banks \n",
@@ -7207,50 +7207,50 @@
"1 Milwaukee, Wisconsin 2017-07-26 \n",
"2 North Chicago, Illinois 1964-03-31 \n",
"3 North Chicago, Illinois 2012-12-31 \n",
- "4 Danvers, Massachusetts 2018-05-31 \n",
- "5 Dublin, Ireland 2011-07-06 \n",
- "6 Santa Monica, California 2015-08-31 \n",
- "7 Chicago, Illinois 1981-07-29 \n",
- "8 San Jose, California 1997-05-05 \n",
- "9 Roseland, New Jersey 1981-03-31 \n",
- "10 Raleigh, North Carolina 2015-07-09 \n",
- "11 Arlington, Virginia 1998-10-02 \n",
- "12 Columbus, Georgia 1999-05-28 \n",
- "13 Santa Clara, California 2000-06-05 \n",
- "14 Allentown, Pennsylvania 1985-04-30 \n",
- "15 Cambridge, Massachusetts 2007-07-12 \n",
- "16 SeaTac, Washington 2016-05-13 \n",
- "17 Charlotte, North Carolina 2016-07-01 \n",
- "18 Pasadena, California 2017-03-20 \n",
- "19 Tempe, Arizona 2017-06-19 \n",
- "20 New York City, New York 2013-12-02 \n",
- "21 Madison, Wisconsin 2016-07-01 \n",
- "22 Northfield Township, Illinois 1995-07-13 \n",
- "23 Mountain View, California 2014-04-03 \n",
- "24 Mountain View, California 2006-04-03 \n",
- "25 Richmond, Virginia 1957-03-04 \n",
- "26 Seattle, Washington 2005-11-18 \n",
- "27 Warmley, Bristol, United Kingdom 2019-06-07 \n",
- "28 Santa Clara, California NaN \n",
- "29 St. Louis, Missouri 1991-09-19 \n",
- "30 Fort Worth, Texas 2015-03-23 \n",
- "31 Columbus, Ohio 1957-03-04 \n",
- "32 New York City, New York 1976-06-30 \n",
- "33 New York City, New York 1980-03-31 \n",
- "34 Boston, Massachusetts 2007-11-19 \n",
- "35 Camden, New Jersey 2016-03-04 \n",
- "36 Minneapolis, Minnesota 2005-10-03 \n",
- "37 Chesterbrook, Pennsylvania 2001-08-30 \n",
- "38 Berwyn, Pennsylvania 2013-09-23 \n",
- "39 Thousand Oaks, California 1992-01-02 \n",
- "40 Wallingford, Connecticut 2008-09-30 \n",
- "41 Wilmington, Massachusetts 1999-10-12 \n",
- "42 Canonsburg, Pennsylvania 2017-06-19 \n",
- "43 London, UK 1996-04-23 \n",
- "44 Houston, Texas 1997-07-28 \n",
- "45 Cupertino, California 1982-11-30 \n",
- "46 Santa Clara, California 1995-03-16 \n",
- "47 Dublin, Ireland 2012-12-24 \n",
+ "4 Dublin, Ireland 2011-07-06 \n",
+ "5 Santa Monica, California 2015-08-31 \n",
+ "6 Chicago, Illinois 1981-07-29 \n",
+ "7 San Jose, California 1997-05-05 \n",
+ "8 Roseland, New Jersey 1981-03-31 \n",
+ "9 Raleigh, North Carolina 2015-07-09 \n",
+ "10 Arlington, Virginia 1998-10-02 \n",
+ "11 Columbus, Georgia 1999-05-28 \n",
+ "12 Santa Clara, California 2000-06-05 \n",
+ "13 Allentown, Pennsylvania 1985-04-30 \n",
+ "14 Cambridge, Massachusetts 2007-07-12 \n",
+ "15 SeaTac, Washington 2016-05-13 \n",
+ "16 Charlotte, North Carolina 2016-07-01 \n",
+ "17 Pasadena, California 2017-03-20 \n",
+ "18 Tempe, Arizona 2017-06-19 \n",
+ "19 New York City, New York 2013-12-02 \n",
+ "20 Madison, Wisconsin 2016-07-01 \n",
+ "21 Northfield Township, Illinois 1995-07-13 \n",
+ "22 Mountain View, California 2014-04-03 \n",
+ "23 Mountain View, California 2006-04-03 \n",
+ "24 Richmond, Virginia 1957-03-04 \n",
+ "25 Seattle, Washington 2005-11-18 \n",
+ "26 Warmley, Bristol, United Kingdom 2019-06-07 \n",
+ "27 Santa Clara, California NaN \n",
+ "28 St. Louis, Missouri 1991-09-19 \n",
+ "29 Fort Worth, Texas 2015-03-23 \n",
+ "30 Columbus, Ohio 1957-03-04 \n",
+ "31 New York City, New York 1976-06-30 \n",
+ "32 New York City, New York 1980-03-31 \n",
+ "33 Boston, Massachusetts 2007-11-19 \n",
+ "34 Camden, New Jersey 2016-03-04 \n",
+ "35 Minneapolis, Minnesota 2005-10-03 \n",
+ "36 Conshohocken, Pennsylvania 2001-08-30 \n",
+ "37 Berwyn, Pennsylvania 2013-09-23 \n",
+ "38 Thousand Oaks, California 1992-01-02 \n",
+ "39 Wallingford, Connecticut 2008-09-30 \n",
+ "40 Wilmington, Massachusetts 1999-10-12 \n",
+ "41 Canonsburg, Pennsylvania 2017-06-19 \n",
+ "42 London, UK 1996-04-23 \n",
+ "43 Houston, Texas 1997-07-28 \n",
+ "44 Cupertino, California 1982-11-30 \n",
+ "45 Santa Clara, California 1995-03-16 \n",
+ "46 Dublin, Ireland 2012-12-24 \n",
+ "47 Hamilton, Bermuda 2022-11-01 \n",
"48 Santa Clara, California 2018-08-28 \n",
"49 Rolling Meadows, Illinois 2016-05-31 \n",
"50 New York City, New York 2007-04-10 \n",
@@ -7401,152 +7401,152 @@
"195 Memphis, Tennessee 1980-12-31 \n",
"196 Cincinnati, Ohio NaN \n",
"197 San Francisco, California 2019-01-02 \n",
- "198 Akron, Ohio NaN \n",
- "199 Jacksonville, Florida 2006-11-10 \n",
- "200 Brookfield, Wisconsin 2001-04-02 \n",
- "201 Atlanta, Georgia 2018-06-20 \n",
- "202 Philadelphia, Pennsylvania 2009-08-19 \n",
- "203 Dearborn, Michigan 1957-03-04 \n",
- "204 Sunnyvale, California 2018-10-11 \n",
- "205 Everett, Washington 2016-07-01 \n",
- "206 Deerfield, Illinois 2016-06-22 \n",
+ "198 Tempe, Arizona 2022-12-19 \n",
+ "199 Akron, Ohio NaN \n",
+ "200 Jacksonville, Florida 2006-11-10 \n",
+ "201 Brookfield, Wisconsin 2001-04-02 \n",
+ "202 Atlanta, Georgia 2018-06-20 \n",
+ "203 Philadelphia, Pennsylvania 2009-08-19 \n",
+ "204 Dearborn, Michigan 1957-03-04 \n",
+ "205 Sunnyvale, California 2018-10-11 \n",
+ "206 Everett, Washington 2016-07-01 \n",
"207 New York City, New York 2013-07-01 \n",
"208 New York City, New York 2015-09-18 \n",
"209 San Mateo, California NaN \n",
"210 Phoenix, Arizona NaN \n",
"211 Schaffhausen, Switzerland 2012-12-12 \n",
"212 Stamford, Connecticut 2017-04-05 \n",
- "213 Waukesha, Wisconsin 2021-03-22 \n",
- "214 Falls Church, Virginia 1957-03-04 \n",
- "215 Boston, Massachusetts NaN \n",
- "216 Golden Valley, Minnesota 1969-03-31 \n",
- "217 Detroit, Michigan 2013-06-06 \n",
- "218 Atlanta, Georgia 1973-12-31 \n",
- "219 Foster City, California 2004-07-01 \n",
- "220 McKinney, Texas 1989-04-30 \n",
- "221 Atlanta, Georgia 2016-04-25 \n",
- "222 New York City, New York 2002-07-22 \n",
- "223 Houston, Texas 1957-03-04 \n",
- "224 Hartford, Connecticut 1957-03-04 \n",
- "225 Pawtucket, Rhode Island 1984-09-30 \n",
- "226 Nashville, Tennessee 2015-01-27 \n",
- "227 Long Beach, California 2008-03-31 \n",
- "228 Melville, New York 2015-03-17 \n",
- "229 Hershey, Pennsylvania 1957-03-04 \n",
- "230 New York City, New York 1984-05-31 \n",
- "231 Houston, Texas 2015-11-02 \n",
- "232 Tysons Corner, Virginia 2017-06-19 \n",
- "233 Marlborough, Massachusetts 2016-03-30 \n",
- "234 Atlanta, Georgia 1988-03-31 \n",
- "235 Charlotte, North Carolina 1964-03-31 \n",
- "236 Austin, Minnesota 2009-03-04 \n",
- "237 Bethesda, Maryland 2007-03-20 \n",
- "238 Pittsburgh, Pennsylvania 1964-03-31 \n",
- "239 Palo Alto, California 1974-12-31 \n",
- "240 Louisville, Kentucky NaN \n",
- "241 Columbus, Ohio; Detroit, Michigan NaN \n",
- "242 Newport News, Virginia 2018-01-03 \n",
- "243 Armonk, New York 1957-03-04 \n",
- "244 Lake Forest, Illinois 2019-08-09 \n",
- "245 Westbrook, Maine 2017-01-05 \n",
- "246 Glenview, Illinois 1986-02-28 \n",
- "247 San Diego, California 2015-11-19 \n",
- "248 Wilmington, Delaware 2017-02-28 \n",
- "249 Davidson, North Carolina 2020-03-03 \n",
- "250 Santa Clara, California 1976-12-31 \n",
- "251 Atlanta, Georgia 2007-09-26 \n",
- "252 Memphis, Tennessee 1957-03-04 \n",
- "253 New York City, New York 1992-10-01 \n",
- "254 New York City, New York 1976-03-31 \n",
- "255 Mountain View, California 2000-12-05 \n",
- "256 Sunnyvale, California 2008-06-02 \n",
- "257 Atlanta, Georgia 2008-08-21 \n",
- "258 Dallas, Texas 2022-09-19 \n",
- "259 Durham, North Carolina 2017-08-29 \n",
- "260 Boston, Massachusetts 2009-01-06 \n",
- "261 Lowell, Arkansas 2015-07-01 \n",
- "262 Monett, Missouri 2018-11-13 \n",
- "263 Dallas, Texas 2007-10-26 \n",
- "264 New Brunswick, New Jersey 1973-06-30 \n",
- "265 Cork, Ireland 2010-08-27 \n",
- "266 New York City, New York 1975-06-30 \n",
- "267 Sunnyvale, California 2006-06-02 \n",
- "268 Battle Creek, Michigan 1989-09-11 \n",
- "269 Burlington, Massachusetts 2022-06-21 \n",
- "270 Cleveland, Ohio 1994-03-01 \n",
- "271 Santa Rosa, California 2018-11-06 \n",
- "272 Irving, Texas 1957-03-04 \n",
- "273 New Hyde Park, New York 2006-04-04 \n",
- "274 Houston, Texas 2012-05-25 \n",
- "275 Milpitas, California NaN \n",
- "276 Chicago, Illinois; Pittsburgh, Pennsylvania 2015-07-06 \n",
- "277 Cincinnati, Ohio 1957-03-04 \n",
- "278 Melbourne, Florida 2008-09-22 \n",
- "279 Burlington, North Carolina 2004-11-01 \n",
- "280 Fremont, California 2012-06-29 \n",
- "281 Eagle, Idaho 2018-12-03 \n",
- "282 Las Vegas, Nevada 2019-10-03 \n",
- "283 Reston, Virginia 2019-08-09 \n",
- "284 Miami, Florida 2005-10-04 \n",
- "285 Radnor, Pennsylvania 1976-06-30 \n",
- "286 Guildford, United Kingdom 1992-07-01 \n",
- "287 Beverly Hills, California 2019-12-23 \n",
- "288 Chicago, Illinois 2016-05-23 \n",
- "289 Bethesda, Maryland 1984-07-31 \n",
- "290 New York City, New York NaN \n",
- "291 Mooresville, North Carolina 1984-02-29 \n",
- "292 Monroe, Louisiana 1999-03-25 \n",
- "293 Rotterdam, Netherlands 2012-09-05 \n",
- "294 Buffalo, New York 2004-02-23 \n",
- "295 Houston, Texas 1991-05-01 \n",
- "296 Findlay, Ohio 2011-07-01 \n",
- "297 New York City, New York 2019-07-01 \n",
- "298 Bethesda, Maryland NaN \n",
- "299 New York City, New York 1987-08-31 \n",
- "300 Raleigh, North Carolina 2014-07-02 \n",
- "301 Livonia, Michigan 1981-06-30 \n",
- "302 Harrison, New York 2008-07-18 \n",
- "303 Dallas, Texas 2021-09-20 \n",
- "304 Hunt Valley, Maryland 2003-03-20 \n",
- "305 Chicago, Illinois 1970-06-30 \n",
- "306 Irving, Texas NaN \n",
- "307 Dublin, Ireland 1986-10-31 \n",
- "308 Kenilworth, New Jersey 1957-03-04 \n",
- "309 Menlo Park, California 2013-12-23 \n",
- "310 New York City, New York NaN \n",
- "311 Columbus, Ohio 2016-09-06 \n",
- "312 Paradise, Nevada 2017-07-26 \n",
- "313 Chandler, Arizona 2007-09-07 \n",
- "314 Boise, Idaho 1994-09-27 \n",
- "315 Redmond, Washington 1994-06-01 \n",
- "316 Memphis, Tennessee 2016-12-02 \n",
- "317 Cambridge, Massachusetts 2021-07-21 \n",
- "318 Calhoun, Georgia 2013-12-23 \n",
- "319 Long Beach, California 2022-03-02 \n",
- "320 Chicago, Illinois 1976-06-30 \n",
- "321 Chicago, Illinois 2012-10-02 \n",
- "322 Kirkland, Washington 2021-02-12 \n",
- "323 Corona, California 2012-06-28 \n",
- "324 New York City, New York NaN \n",
+ "213 Tempe, Arizona 2003-03-25 \n",
+ "214 Waukesha, Wisconsin 2021-03-22 \n",
+ "215 Falls Church, Virginia 1957-03-04 \n",
+ "216 Boston, Massachusetts NaN \n",
+ "217 Golden Valley, Minnesota 1969-03-31 \n",
+ "218 Detroit, Michigan 2013-06-06 \n",
+ "219 Atlanta, Georgia 1973-12-31 \n",
+ "220 Foster City, California 2004-07-01 \n",
+ "221 McKinney, Texas 1989-04-30 \n",
+ "222 Atlanta, Georgia 2016-04-25 \n",
+ "223 New York City, New York 2002-07-22 \n",
+ "224 Houston, Texas 1957-03-04 \n",
+ "225 Hartford, Connecticut 1957-03-04 \n",
+ "226 Pawtucket, Rhode Island 1984-09-30 \n",
+ "227 Nashville, Tennessee 2015-01-27 \n",
+ "228 Long Beach, California 2008-03-31 \n",
+ "229 Melville, New York 2015-03-17 \n",
+ "230 Hershey, Pennsylvania 1957-03-04 \n",
+ "231 New York City, New York 1984-05-31 \n",
+ "232 Houston, Texas 2015-11-02 \n",
+ "233 Tysons Corner, Virginia 2017-06-19 \n",
+ "234 Marlborough, Massachusetts 2016-03-30 \n",
+ "235 Atlanta, Georgia 1988-03-31 \n",
+ "236 Charlotte, North Carolina 1964-03-31 \n",
+ "237 Austin, Minnesota 2009-03-04 \n",
+ "238 Bethesda, Maryland 2007-03-20 \n",
+ "239 Pittsburgh, Pennsylvania 1964-03-31 \n",
+ "240 Palo Alto, California 1974-12-31 \n",
+ "241 Louisville, Kentucky NaN \n",
+ "242 Columbus, Ohio; Detroit, Michigan NaN \n",
+ "243 Newport News, Virginia 2018-01-03 \n",
+ "244 Armonk, New York 1957-03-04 \n",
+ "245 Lake Forest, Illinois 2019-08-09 \n",
+ "246 Westbrook, Maine 2017-01-05 \n",
+ "247 Glenview, Illinois 1986-02-28 \n",
+ "248 San Diego, California 2015-11-19 \n",
+ "249 Wilmington, Delaware 2017-02-28 \n",
+ "250 Davidson, North Carolina 2020-03-03 \n",
+ "251 Santa Clara, California 1976-12-31 \n",
+ "252 Atlanta, Georgia 2007-09-26 \n",
+ "253 Memphis, Tennessee 1957-03-04 \n",
+ "254 New York City, New York 1992-10-01 \n",
+ "255 New York City, New York 1976-03-31 \n",
+ "256 Mountain View, California 2000-12-05 \n",
+ "257 Sunnyvale, California 2008-06-02 \n",
+ "258 Atlanta, Georgia 2008-08-21 \n",
+ "259 Dallas, Texas 2022-09-19 \n",
+ "260 Durham, North Carolina 2017-08-29 \n",
+ "261 Boston, Massachusetts 2009-01-06 \n",
+ "262 Lowell, Arkansas 2015-07-01 \n",
+ "263 Monett, Missouri 2018-11-13 \n",
+ "264 Dallas, Texas 2007-10-26 \n",
+ "265 New Brunswick, New Jersey 1973-06-30 \n",
+ "266 Cork, Ireland 2010-08-27 \n",
+ "267 New York City, New York 1975-06-30 \n",
+ "268 Sunnyvale, California 2006-06-02 \n",
+ "269 Battle Creek, Michigan 1989-09-11 \n",
+ "270 Burlington, Massachusetts 2022-06-21 \n",
+ "271 Cleveland, Ohio 1994-03-01 \n",
+ "272 Santa Rosa, California 2018-11-06 \n",
+ "273 Irving, Texas 1957-03-04 \n",
+ "274 New Hyde Park, New York 2006-04-04 \n",
+ "275 Houston, Texas 2012-05-25 \n",
+ "276 Milpitas, California NaN \n",
+ "277 Chicago, Illinois; Pittsburgh, Pennsylvania 2015-07-06 \n",
+ "278 Cincinnati, Ohio 1957-03-04 \n",
+ "279 Melbourne, Florida 2008-09-22 \n",
+ "280 Burlington, North Carolina 2004-11-01 \n",
+ "281 Fremont, California 2012-06-29 \n",
+ "282 Eagle, Idaho 2018-12-03 \n",
+ "283 Las Vegas, Nevada 2019-10-03 \n",
+ "284 Reston, Virginia 2019-08-09 \n",
+ "285 Miami, Florida 2005-10-04 \n",
+ "286 Radnor, Pennsylvania 1976-06-30 \n",
+ "287 Guildford, United Kingdom 1992-07-01 \n",
+ "288 Beverly Hills, California 2019-12-23 \n",
+ "289 Chicago, Illinois 2016-05-23 \n",
+ "290 Bethesda, Maryland 1984-07-31 \n",
+ "291 New York City, New York NaN \n",
+ "292 Mooresville, North Carolina 1984-02-29 \n",
+ "293 Monroe, Louisiana 1999-03-25 \n",
+ "294 Rotterdam, Netherlands 2012-09-05 \n",
+ "295 Buffalo, New York 2004-02-23 \n",
+ "296 Houston, Texas 1991-05-01 \n",
+ "297 Findlay, Ohio 2011-07-01 \n",
+ "298 New York City, New York 2019-07-01 \n",
+ "299 Bethesda, Maryland NaN \n",
+ "300 New York City, New York 1987-08-31 \n",
+ "301 Raleigh, North Carolina 2014-07-02 \n",
+ "302 Livonia, Michigan 1981-06-30 \n",
+ "303 Harrison, New York 2008-07-18 \n",
+ "304 Dallas, Texas 2021-09-20 \n",
+ "305 Hunt Valley, Maryland 2003-03-20 \n",
+ "306 Chicago, Illinois 1970-06-30 \n",
+ "307 Irving, Texas NaN \n",
+ "308 Dublin, Ireland 1986-10-31 \n",
+ "309 Kenilworth, New Jersey 1957-03-04 \n",
+ "310 Menlo Park, California 2013-12-23 \n",
+ "311 New York City, New York NaN \n",
+ "312 Columbus, Ohio 2016-09-06 \n",
+ "313 Paradise, Nevada 2017-07-26 \n",
+ "314 Chandler, Arizona 2007-09-07 \n",
+ "315 Boise, Idaho 1994-09-27 \n",
+ "316 Redmond, Washington 1994-06-01 \n",
+ "317 Memphis, Tennessee 2016-12-02 \n",
+ "318 Cambridge, Massachusetts 2021-07-21 \n",
+ "319 Calhoun, Georgia 2013-12-23 \n",
+ "320 Long Beach, California 2022-03-02 \n",
+ "321 Chicago, Illinois 1976-06-30 \n",
+ "322 Chicago, Illinois 2012-10-02 \n",
+ "323 Kirkland, Washington 2021-02-12 \n",
+ "324 Corona, California 2012-06-28 \n",
"325 New York City, New York NaN \n",
- "326 Tampa, Florida 2011-09-26 \n",
- "327 Chicago, Illinois NaN \n",
- "328 New York City, New York 2018-04-04 \n",
- "329 New York City, New York 2008-10-22 \n",
- "330 San Jose, California 1999-06-25 \n",
- "331 Los Gatos, California 2010-12-20 \n",
- "332 Atlanta, Georgia 1989-04-30 \n",
- "333 Denver, Colorado 1969-06-30 \n",
- "334 New York City, New York 2013-08-01 \n",
- "335 New York City, New York 2015-09-18 \n",
- "336 Juno Beach, Florida 1976-06-30 \n",
- "337 Washington County, Oregon 1988-11-30 \n",
- "338 Merrillville, Indiana NaN \n",
- "339 Westlake, Ohio 2022-02-15 \n",
- "340 Norfolk, Virginia 1957-03-04 \n",
- "341 Chicago, Illinois NaN \n",
- "342 West Falls Church, Virginia 1985-06-30 \n",
- "343 Tempe, Arizona 2003-03-25 \n",
+ "326 New York City, New York NaN \n",
+ "327 Tampa, Florida 2011-09-26 \n",
+ "328 Chicago, Illinois NaN \n",
+ "329 New York City, New York 2018-04-04 \n",
+ "330 New York City, New York 2008-10-22 \n",
+ "331 San Jose, California 1999-06-25 \n",
+ "332 Los Gatos, California 2010-12-20 \n",
+ "333 Atlanta, Georgia 1989-04-30 \n",
+ "334 Denver, Colorado 1969-06-30 \n",
+ "335 New York City, New York 2013-08-01 \n",
+ "336 New York City, New York 2015-09-18 \n",
+ "337 Juno Beach, Florida 1976-06-30 \n",
+ "338 Washington County, Oregon 1988-11-30 \n",
+ "339 Merrillville, Indiana NaN \n",
+ "340 Westlake, Ohio 2022-02-15 \n",
+ "341 Atlanta, Georgia 1957-03-04 \n",
+ "342 Chicago, Illinois NaN \n",
+ "343 West Falls Church, Virginia 1985-06-30 \n",
"344 Miami, Florida 2017-10-13 \n",
"345 Houston, Texas 2010-01-29 \n",
"346 Charlotte, North Carolina 1985-04-30 \n",
@@ -7630,34 +7630,34 @@
"424 New Britain, Connecticut 1982-09-30 \n",
"425 Seattle, Washington 2000-06-07 \n",
"426 Boston, Massachusetts NaN \n",
- "427 Dublin, Ireland 2019-12-23 \n",
- "428 Kalamazoo, Michigan 2000-12-12 \n",
- "429 Santa Clara, California 2018-03-19 \n",
- "430 Stamford, Connecticut 2015-11-18 \n",
- "431 Mountain View, California 2017-03-16 \n",
- "432 Houston, Texas 1986-12-31 \n",
- "433 Bellevue, Washington 2019-07-15 \n",
- "434 Baltimore, Maryland NaN \n",
- "435 New York City, New York 2018-03-19 \n",
- "436 New York City, New York NaN \n",
- "437 Houston, Texas 2022-10-12 \n",
- "438 Minneapolis, Minnesota 1976-12-31 \n",
- "439 Schaffhausen, Switzerland 2011-10-17 \n",
- "440 Thousand Oaks, California 2020-06-22 \n",
- "441 Wayne, Pennsylvania 2019-01-18 \n",
- "442 North Reading, Massachusetts 2020-09-21 \n",
- "443 Austin, Texas 2020-12-21 \n",
- "444 Dallas, Texas NaN \n",
- "445 Providence, Rhode Island 1978-12-31 \n",
- "446 Waltham, Massachusetts 2004-08-03 \n",
- "447 Framingham, Massachusetts 1985-09-30 \n",
- "448 Brentwood, Tennessee 2014-01-24 \n",
- "449 Dublin, Ireland 2010-11-17 \n",
- "450 Cleveland, Ohio 2016-06-03 \n",
- "451 New York City, New York 2002-08-21 \n",
- "452 Sunnyvale, California 2021-01-21 \n",
- "453 Charlotte, North Carolina 1997-12-04 \n",
- "454 San Francisco, California 2018-06-07 \n",
+ "427 Fort Wayne, Indiana 2022-12-22 \n",
+ "428 Dublin, Ireland 2019-12-23 \n",
+ "429 Kalamazoo, Michigan 2000-12-12 \n",
+ "430 Santa Clara, California 2018-03-19 \n",
+ "431 Stamford, Connecticut 2015-11-18 \n",
+ "432 Mountain View, California 2017-03-16 \n",
+ "433 Houston, Texas 1986-12-31 \n",
+ "434 Bellevue, Washington 2019-07-15 \n",
+ "435 Baltimore, Maryland NaN \n",
+ "436 New York City, New York 2018-03-19 \n",
+ "437 New York City, New York NaN \n",
+ "438 Houston, Texas 2022-10-12 \n",
+ "439 Minneapolis, Minnesota 1976-12-31 \n",
+ "440 Schaffhausen, Switzerland 2011-10-17 \n",
+ "441 Thousand Oaks, California 2020-06-22 \n",
+ "442 Wayne, Pennsylvania 2019-01-18 \n",
+ "443 North Reading, Massachusetts 2020-09-21 \n",
+ "444 Austin, Texas 2020-12-21 \n",
+ "445 Dallas, Texas NaN \n",
+ "446 Providence, Rhode Island 1978-12-31 \n",
+ "447 Waltham, Massachusetts 2004-08-03 \n",
+ "448 Framingham, Massachusetts 1985-09-30 \n",
+ "449 Brentwood, Tennessee 2014-01-24 \n",
+ "450 Dublin, Ireland 2010-11-17 \n",
+ "451 Cleveland, Ohio 2016-06-03 \n",
+ "452 New York City, New York 2002-08-21 \n",
+ "453 Westminster, Colorado 2021-01-21 \n",
+ "454 Charlotte, North Carolina 1997-12-04 \n",
"455 Plano, Texas 2020-06-22 \n",
"456 Springdale, Arkansas 2005-08-10 \n",
"457 Minneapolis, Minnesota NaN \n",
@@ -7712,50 +7712,50 @@
"1 91142 1916 \n",
"2 1800 1888 \n",
"3 1551152 2013 (1888) \n",
- "4 815094 1981 \n",
- "5 1467373 1989 \n",
- "6 718877 2008 \n",
- "7 7084 1902 \n",
- "8 796343 1982 \n",
- "9 8670 1949 \n",
- "10 1158449 1932 \n",
- "11 874761 1981 \n",
- "12 4977 1955 \n",
- "13 1090872 1999 \n",
- "14 2969 1940 \n",
- "15 1086222 1998 \n",
- "16 766421 1985 \n",
- "17 915913 1994 \n",
- "18 1035443 1994 \n",
- "19 1097149 1997 \n",
- "20 1579241 1908 \n",
- "21 352541 1917 \n",
- "22 899051 1931 \n",
+ "4 1467373 1989 \n",
+ "5 718877 2008 \n",
+ "6 7084 1902 \n",
+ "7 796343 1982 \n",
+ "8 8670 1949 \n",
+ "9 1158449 1932 \n",
+ "10 874761 1981 \n",
+ "11 4977 1955 \n",
+ "12 1090872 1999 \n",
+ "13 2969 1940 \n",
+ "14 1086222 1998 \n",
+ "15 766421 1985 \n",
+ "16 915913 1994 \n",
+ "17 1035443 1994 \n",
+ "18 1097149 1997 \n",
+ "19 1579241 1908 \n",
+ "20 352541 1917 \n",
+ "21 899051 1931 \n",
+ "22 1652044 1998 \n",
"23 1652044 1998 \n",
- "24 1652044 1998 \n",
- "25 764180 1985 \n",
- "26 1018724 1994 \n",
- "27 1748790 2019 (1860) \n",
- "28 2488 1969 \n",
- "29 1002910 1902 \n",
- "30 6201 1934 \n",
- "31 4904 1906 \n",
- "32 4962 1850 \n",
- "33 5272 1919 \n",
- "34 1053507 1995 \n",
- "35 1410636 1886 \n",
- "36 820027 1894 \n",
- "37 1140859 1985 \n",
- "38 1037868 1930 \n",
- "39 318154 1980 \n",
- "40 820313 1932 \n",
- "41 6281 1965 \n",
- "42 1013462 1969 \n",
- "43 315293 1982 (1919) \n",
- "44 1841666 1954 \n",
- "45 320193 1977 \n",
- "46 6951 1967 \n",
- "47 1521332 1994 \n",
+ "24 764180 1985 \n",
+ "25 1018724 1994 \n",
+ "26 1748790 2019 (1860) \n",
+ "27 2488 1969 \n",
+ "28 1002910 1902 \n",
+ "29 6201 1934 \n",
+ "30 4904 1906 \n",
+ "31 4962 1850 \n",
+ "32 5272 1919 \n",
+ "33 1053507 1995 \n",
+ "34 1410636 1886 \n",
+ "35 820027 1894 \n",
+ "36 1140859 1985 \n",
+ "37 1037868 1930 \n",
+ "38 318154 1980 \n",
+ "39 820313 1932 \n",
+ "40 6281 1965 \n",
+ "41 1013462 1969 \n",
+ "42 315293 1982 (1919) \n",
+ "43 1841666 1954 \n",
+ "44 320193 1977 \n",
+ "45 6951 1967 \n",
+ "46 1521332 1994 \n",
+ "47 947484 1995 \n",
"48 1596532 2004 \n",
"49 354190 1927 \n",
"50 1267238 1892 \n",
@@ -7906,152 +7906,152 @@
"195 1048911 1971 \n",
"196 35527 1858 \n",
"197 1132979 1985 \n",
- "198 1031296 1997 \n",
- "199 1136893 1968 \n",
- "200 798354 1984 \n",
- "201 1175454 2000 \n",
- "202 37785 1883 \n",
- "203 37996 1903 \n",
- "204 1262039 2000 \n",
- "205 1659166 2016 \n",
- "206 1519751 2011 (1969) \n",
+ "198 1274494 1999 \n",
+ "199 1031296 1997 \n",
+ "200 1136893 1968 \n",
+ "201 798354 1984 \n",
+ "202 1175454 2000 \n",
+ "203 37785 1883 \n",
+ "204 37996 1903 \n",
+ "205 1262039 2000 \n",
+ "206 1659166 2016 \n",
"207 1754301 2019 \n",
"208 1754301 2019 \n",
"209 38777 1947 \n",
"210 831259 1912 \n",
"211 1121788 1989 \n",
"212 749251 1979 \n",
- "213 1474735 1959 \n",
- "214 40533 1899 \n",
- "215 40545 1892 \n",
- "216 40704 1856 \n",
- "217 1467858 1908 \n",
- "218 40987 1925 \n",
- "219 882095 1987 \n",
- "220 320335 1900 \n",
- "221 1123360 2000 \n",
- "222 886982 1869 \n",
- "223 45012 1919 \n",
- "224 874766 1810 \n",
- "225 46080 1923 \n",
- "226 860730 1968 \n",
- "227 765880 1985 \n",
- "228 1000228 1932 \n",
- "229 47111 1894 \n",
- "230 4447 1919 \n",
- "231 1645590 2015 \n",
- "232 1585689 1919 \n",
- "233 859737 1985 \n",
- "234 354950 1978 \n",
- "235 773840 1906 \n",
- "236 48465 1891 \n",
- "237 1070750 1993 \n",
- "238 4281 2016 \n",
- "239 47217 1939 (2015) \n",
- "240 49071 1961 \n",
- "241 49196 1866 \n",
- "242 1501585 2011 \n",
- "243 51143 1911 \n",
- "244 832101 1988 \n",
- "245 874716 1983 \n",
- "246 49826 1912 \n",
- "247 1110803 1998 \n",
- "248 879169 1991 \n",
- "249 1699150 1859 \n",
- "250 50863 1968 \n",
- "251 1571949 2000 \n",
- "252 51434 1898 \n",
- "253 51644 1961 (1930) \n",
- "254 51253 1958 (1889) \n",
- "255 896878 1983 \n",
- "256 1035267 1995 \n",
- "257 914208 1935 \n",
- "258 1687229 2012 \n",
- "259 1478242 1982 \n",
- "260 1020569 1951 \n",
- "261 728535 1961 \n",
- "262 779152 1976 \n",
- "263 52988 1947 \n",
- "264 200406 1886 \n",
- "265 833444 1885 \n",
- "266 19617 2000 (1799 / 1871) \n",
- "267 1043604 1996 \n",
- "268 55067 1906 \n",
- "269 1418135 1981 \n",
- "270 91576 1825 \n",
- "271 1601046 2014 \n",
- "272 55785 1872 \n",
- "273 879101 1958 \n",
- "274 1506307 1997 \n",
- "275 319201 1975/1977 (1997) \n",
- "276 1637459 2015 (1869) \n",
- "277 56873 1883 \n",
- "278 202058 2019 (1895) \n",
- "279 920148 1978 \n",
- "280 707549 1980 \n",
- "281 1679273 2016 (1950) \n",
- "282 1300514 1988 \n",
- "283 1336920 1969 \n",
- "284 920760 1954 \n",
- "285 59558 1905 \n",
- "286 1707925 1879 \n",
- "287 1335258 2010 \n",
- "288 1065696 1998 \n",
- "289 936468 1995 \n",
- "290 60086 1959 \n",
- "291 60667 1904/1946/1959 \n",
- "292 18926 1983 (1877) \n",
- "293 1489393 2007 \n",
- "294 36270 1856 \n",
- "295 101778 1887 \n",
- "296 1510295 2009 (1887) \n",
- "297 1278021 2000 \n",
- "298 1048286 1927 \n",
- "299 62709 1905 \n",
- "300 916076 1993 \n",
- "301 62996 1929 \n",
- "302 1141391 1966 \n",
- "303 891103 1986 \n",
- "304 63754 1889 \n",
- "305 63908 1940 \n",
- "306 927653 1833 \n",
- "307 1613103 1949 \n",
- "308 310158 1891 \n",
- "309 1326801 2004 \n",
- "310 1099219 1868 \n",
- "311 1037646 1945 \n",
- "312 789570 1986 \n",
- "313 827054 1989 \n",
- "314 723125 1978 \n",
- "315 789019 1975 \n",
- "316 912595 1977 \n",
- "317 1682852 2010 \n",
- "318 851968 1878 \n",
- "319 1179929 1980 \n",
- "320 24545 2005 (Molson 1786, Coors 1873) \n",
- "321 1103982 2012 \n",
- "322 1280452 1997 \n",
- "323 865752 2012 (1935) \n",
- "324 1059556 1909 \n",
- "325 895421 1935 \n",
- "326 1285785 2004 (1865 / 1909) \n",
- "327 68505 1928 (2011) \n",
- "328 1408198 1969 \n",
- "329 1120193 1971 \n",
- "330 1002047 1992 \n",
- "331 1065280 1997 \n",
- "332 814453 1903 \n",
- "333 1164727 1921 \n",
- "334 1564708 2013 (1980) \n",
+ "213 849399 1982 \n",
+ "214 1474735 1959 \n",
+ "215 40533 1899 \n",
+ "216 40545 1892 \n",
+ "217 40704 1856 \n",
+ "218 1467858 1908 \n",
+ "219 40987 1925 \n",
+ "220 882095 1987 \n",
+ "221 320335 1900 \n",
+ "222 1123360 2000 \n",
+ "223 886982 1869 \n",
+ "224 45012 1919 \n",
+ "225 874766 1810 \n",
+ "226 46080 1923 \n",
+ "227 860730 1968 \n",
+ "228 765880 1985 \n",
+ "229 1000228 1932 \n",
+ "230 47111 1894 \n",
+ "231 4447 1919 \n",
+ "232 1645590 2015 \n",
+ "233 1585689 1919 \n",
+ "234 859737 1985 \n",
+ "235 354950 1978 \n",
+ "236 773840 1906 \n",
+ "237 48465 1891 \n",
+ "238 1070750 1993 \n",
+ "239 4281 2016 \n",
+ "240 47217 1939 (2015) \n",
+ "241 49071 1961 \n",
+ "242 49196 1866 \n",
+ "243 1501585 2011 \n",
+ "244 51143 1911 \n",
+ "245 832101 1988 \n",
+ "246 874716 1983 \n",
+ "247 49826 1912 \n",
+ "248 1110803 1998 \n",
+ "249 879169 1991 \n",
+ "250 1699150 1859 \n",
+ "251 50863 1968 \n",
+ "252 1571949 2000 \n",
+ "253 51434 1898 \n",
+ "254 51644 1961 (1930) \n",
+ "255 51253 1958 (1889) \n",
+ "256 896878 1983 \n",
+ "257 1035267 1995 \n",
+ "258 914208 1935 \n",
+ "259 1687229 2012 \n",
+ "260 1478242 1982 \n",
+ "261 1020569 1951 \n",
+ "262 728535 1961 \n",
+ "263 779152 1976 \n",
+ "264 52988 1947 \n",
+ "265 200406 1886 \n",
+ "266 833444 1885 \n",
+ "267 19617 2000 (1799 / 1871) \n",
+ "268 1043604 1996 \n",
+ "269 55067 1906 \n",
+ "270 1418135 1981 \n",
+ "271 91576 1825 \n",
+ "272 1601046 2014 (1939) \n",
+ "273 55785 1872 \n",
+ "274 879101 1958 \n",
+ "275 1506307 1997 \n",
+ "276 319201 1975/1977 (1997) \n",
+ "277 1637459 2015 (1869) \n",
+ "278 56873 1883 \n",
+ "279 202058 2019 (1895) \n",
+ "280 920148 1978 \n",
+ "281 707549 1980 \n",
+ "282 1679273 2016 (1950) \n",
+ "283 1300514 1988 \n",
+ "284 1336920 1969 \n",
+ "285 920760 1954 \n",
+ "286 59558 1905 \n",
+ "287 1707925 1879 \n",
+ "288 1335258 2010 \n",
+ "289 1065696 1998 \n",
+ "290 936468 1995 \n",
+ "291 60086 1959 \n",
+ "292 60667 1904/1946/1959 \n",
+ "293 18926 1983 (1877) \n",
+ "294 1489393 2007 \n",
+ "295 36270 1856 \n",
+ "296 101778 1887 \n",
+ "297 1510295 2009 (1887) \n",
+ "298 1278021 2000 \n",
+ "299 1048286 1927 \n",
+ "300 62709 1905 \n",
+ "301 916076 1993 \n",
+ "302 62996 1929 \n",
+ "303 1141391 1966 \n",
+ "304 891103 1986 \n",
+ "305 63754 1889 \n",
+ "306 63908 1940 \n",
+ "307 927653 1833 \n",
+ "308 1613103 1949 \n",
+ "309 310158 1891 \n",
+ "310 1326801 2004 \n",
+ "311 1099219 1868 \n",
+ "312 1037646 1945 \n",
+ "313 789570 1986 \n",
+ "314 827054 1989 \n",
+ "315 723125 1978 \n",
+ "316 789019 1975 \n",
+ "317 912595 1977 \n",
+ "318 1682852 2010 \n",
+ "319 851968 1878 \n",
+ "320 1179929 1980 \n",
+ "321 24545 2005 (Molson 1786, Coors 1873) \n",
+ "322 1103982 2012 \n",
+ "323 1280452 1997 \n",
+ "324 865752 2012 (1935) \n",
+ "325 1059556 1909 \n",
+ "326 895421 1935 \n",
+ "327 1285785 2004 (1865 / 1909) \n",
+ "328 68505 1928 (2011) \n",
+ "329 1408198 1969 \n",
+ "330 1120193 1971 \n",
+ "331 1002047 1992 \n",
+ "332 1065280 1997 \n",
+ "333 814453 1903 \n",
+ "334 1164727 1921 \n",
"335 1564708 2013 (1980) \n",
- "336 753308 1984 (1925) \n",
- "337 320187 1964 \n",
- "338 1111711 1912 \n",
- "339 72331 1935 \n",
- "340 702165 1881/1894 (1980) \n",
- "341 73124 1889 \n",
- "342 1133421 1994 (Northrop 1939, Grumman 1930) \n",
- "343 849399 1982 \n",
+ "336 1564708 2013 (1980) \n",
+ "337 753308 1984 (1925) \n",
+ "338 320187 1964 \n",
+ "339 1111711 1912 \n",
+ "340 72331 1935 \n",
+ "341 702165 1881/1894 (1980) \n",
+ "342 73124 1889 \n",
+ "343 1133421 1994 (Northrop 1939, Grumman 1930) \n",
"344 1513761 2011 (1966) \n",
"345 1013871 1992 \n",
"346 73309 1940 \n",
@@ -8135,34 +8135,34 @@
"424 93556 1843 \n",
"425 829224 1971 \n",
"426 93751 1792 \n",
- "427 1757898 1985 \n",
- "428 310764 1941 \n",
- "429 719739 1983 \n",
- "430 1601712 2003 \n",
- "431 883241 1986 \n",
- "432 96021 1969 \n",
- "433 1283699 1994 \n",
- "434 1113169 1937 \n",
- "435 946581 1993 \n",
- "436 1116132 2017 \n",
- "437 1389170 2005 \n",
- "438 27419 1902 \n",
- "439 1385157 2007 \n",
- "440 1094285 1960 \n",
- "441 96943 1943 \n",
- "442 97210 1960 \n",
- "443 1318605 2003 \n",
- "444 97476 1930 \n",
- "445 217346 1923 \n",
- "446 97745 2006 (1902) \n",
- "447 109198 1987 \n",
- "448 916365 1938 \n",
- "449 1466258 1871 \n",
- "450 1260221 1993 \n",
- "451 86312 1853 \n",
- "452 864749 1978 \n",
- "453 92230 1872 \n",
- "454 1418091 2006 \n",
+ "427 1022671 1993 \n",
+ "428 1757898 1985 \n",
+ "429 310764 1941 \n",
+ "430 719739 1983 \n",
+ "431 1601712 2003 \n",
+ "432 883241 1986 \n",
+ "433 96021 1969 \n",
+ "434 1283699 1994 \n",
+ "435 1113169 1937 \n",
+ "436 946581 1993 \n",
+ "437 1116132 2017 \n",
+ "438 1389170 2005 \n",
+ "439 27419 1902 \n",
+ "440 1385157 2007 \n",
+ "441 1094285 1960 \n",
+ "442 96943 1943 \n",
+ "443 97210 1960 \n",
+ "444 1318605 2003 \n",
+ "445 97476 1930 \n",
+ "446 217346 1923 \n",
+ "447 97745 2006 (1902) \n",
+ "448 109198 1987 \n",
+ "449 916365 1938 \n",
+ "450 1466258 1871 \n",
+ "451 1260221 1993 \n",
+ "452 86312 1853 \n",
+ "453 864749 1978 \n",
+ "454 92230 1872 \n",
"455 860731 1966 \n",
"456 100493 1935 \n",
"457 36104 1968 \n",
diff --git a/sp500_by_date.ipynb b/sp500_by_date.ipynb
index 3d52c25..4ce14d9 100644
--- a/sp500_by_date.ipynb
+++ b/sp500_by_date.ipynb
@@ -143,24 +143,24 @@
" \n",
"
\n",
" \n",
- " 2022-06-21 | \n",
+ " 2022-10-12 | \n",
" A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,... | \n",
"
\n",
" \n",
- " 2022-06-28 | \n",
- " A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,... | \n",
+ " 2022-11-01 | \n",
+ " A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACGL,ACN,ADBE... | \n",
"
\n",
" \n",
- " 2022-09-19 | \n",
- " A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,... | \n",
+ " 2022-11-08 | \n",
+ " A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACGL,ACN,ADBE... | \n",
"
\n",
" \n",
- " 2022-10-03 | \n",
- " A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,... | \n",
+ " 2022-12-19 | \n",
+ " A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACGL,ACN,ADBE... | \n",
"
\n",
" \n",
- " 2022-10-12 | \n",
- " A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,... | \n",
+ " 2022-12-22 | \n",
+ " A,AAL,AAP,AAPL,ABBV,ABC,ABT,ACGL,ACN,ADBE,ADI,... | \n",
"
\n",
" \n",
"\n",
@@ -169,11 +169,11 @@
"text/plain": [
" tickers\n",
"date \n",
- "2022-06-21 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n",
- "2022-06-28 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n",
- "2022-09-19 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n",
- "2022-10-03 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n",
- "2022-10-12 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,..."
+ "2022-10-12 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n",
+ "2022-11-01 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACGL,ACN,ADBE...\n",
+ "2022-11-08 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACGL,ACN,ADBE...\n",
+ "2022-12-19 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACGL,ACN,ADBE...\n",
+ "2022-12-22 A,AAL,AAP,AAPL,ABBV,ABC,ABT,ACGL,ACN,ADBE,ADI,..."
]
},
"execution_count": 5,
@@ -182,7 +182,7 @@
}
],
"source": [
- "filename = 'S&P 500 Historical Components & Changes(10-14-2022).csv'\n",
+ "filename = 'S&P 500 Historical Components & Changes(12-29-2022).csv'\n",
"df = get_table(filename)\n",
"df.tail()"
]
@@ -227,24 +227,24 @@
" \n",
" \n",
" \n",
- " 2022-06-21 | \n",
+ " 2022-10-12 | \n",
" [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,... | \n",
"
\n",
" \n",
- " 2022-06-28 | \n",
- " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,... | \n",
+ " 2022-11-01 | \n",
+ " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACGL... | \n",
"
\n",
" \n",
- " 2022-09-19 | \n",
- " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,... | \n",
+ " 2022-11-08 | \n",
+ " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACGL... | \n",
"
\n",
" \n",
- " 2022-10-03 | \n",
- " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,... | \n",
+ " 2022-12-19 | \n",
+ " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACGL... | \n",
"
\n",
" \n",
- " 2022-10-12 | \n",
- " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,... | \n",
+ " 2022-12-22 | \n",
+ " [A, AAL, AAP, AAPL, ABBV, ABC, ABT, ACGL, ACN,... | \n",
"
\n",
" \n",
"\n",
@@ -253,11 +253,11 @@
"text/plain": [
" tickers\n",
"date \n",
- "2022-06-21 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n",
- "2022-06-28 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n",
- "2022-09-19 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n",
- "2022-10-03 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n",
- "2022-10-12 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,..."
+ "2022-10-12 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n",
+ "2022-11-01 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACGL...\n",
+ "2022-11-08 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACGL...\n",
+ "2022-12-19 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACGL...\n",
+ "2022-12-22 [A, AAL, AAP, AAPL, ABBV, ABC, ABT, ACGL, ACN,..."
]
},
"execution_count": 6,
@@ -417,10 +417,10 @@
"output_type": "stream",
"text": [
"**************************************** ADDED since 2018-10-23 ****************************************\n",
- "['POOL', 'LIN', 'EPAM', 'ZBRA', 'MTCH', 'INVH', 'BRO', 'BIO', 'NDSN', 'CE', 'PTC', 'TER', 'CDAY', 'DPZ', 'J', 'OTIS', 'BALL', 'NXPI', 'CPT', 'FRC', 'ATO', 'MKTX', 'TMUS', 'DOW', 'LYV', 'TYL', 'LDOS', 'DD', 'ON', 'CARR', 'MPWR', 'CZR', 'GL', 'BKR', 'DXCM', 'TRMB', 'TFC', 'WBD', 'IEX', 'KEYS', 'TRGP', 'TDY', 'TFX', 'WAB', 'OGN', 'MRNA', 'CDW', 'VICI', 'CTRA', 'FDS', 'WRB', 'VTRS', 'WTW', 'NOW', 'LVS', 'KDP', 'GNRC', 'CSGP', 'HWM', 'META', 'CRL', 'TECH', 'TSLA', 'PEAK', 'LUMN', 'SEDG', 'ODFL', 'STE', 'PARA', 'JKHY', 'LW', 'WST', 'ELV', 'SBNY', 'CTVA', 'TT', 'CEG', 'NVR', 'FANG', 'ENPH', 'ETSY', 'AMCR', 'NLOK', 'BBWI', 'RTX', 'LHX', 'CTLT', 'PAYC', 'MOH']\n",
+ "['J', 'ZBRA', 'TDY', 'PTC', 'TRMB', 'VICI', 'ENPH', 'MRNA', 'STE', 'CSGP', 'PEAK', 'LYV', 'EPAM', 'CEG', 'BBWI', 'CTVA', 'SBNY', 'FANG', 'CDAY', 'AMCR', 'NOW', 'ACGL', 'STLD', 'ODFL', 'GL', 'PARA', 'RTX', 'WAB', 'TFC', 'LDOS', 'TSLA', 'WRB', 'IEX', 'GEN', 'HWM', 'GNRC', 'TT', 'JKHY', 'NXPI', 'WTW', 'LVS', 'TRGP', 'PAYC', 'ETSY', 'BALL', 'MPWR', 'WST', 'TECH', 'MTCH', 'SEDG', 'DPZ', 'LUMN', 'WBD', 'KEYS', 'CZR', 'CARR', 'CPT', 'TFX', 'ELV', 'VTRS', 'ATO', 'POOL', 'DD', 'LIN', 'OTIS', 'BIO', 'TYL', 'MOH', 'FDS', 'CTRA', 'MKTX', 'DOW', 'FSLR', 'CE', 'FRC', 'INVH', 'CTLT', 'NVR', 'CRL', 'META', 'KDP', 'ON', 'LW', 'DXCM', 'BKR', 'OGN', 'NDSN', 'TMUS', 'LHX', 'TER', 'CDW', 'BRO']\n",
"\n",
"**************************************** REMOVED since 2018-10-23 ****************************************\n",
- "['VIAB', 'HP', 'ESRX', 'SCG', 'INFO', 'NFX', 'STI', 'GT', 'HRB', 'FTI', 'MYL', 'BHGE', 'LLL', 'WCG', 'ALXN', 'CTL', 'TSS', 'MAT', 'AIV', 'RTN', 'NOV', 'PBCT', 'COTY', 'FLR', 'HOG', 'LEG', 'SYMC', 'ETFC', 'PVH', 'XRX', 'AET', 'JEC', 'ARNC', 'WU', 'SLG', 'KSU', 'MAC', 'JWN', 'FB', 'AGN', 'APC', 'UTX', 'NKTR', 'COG', 'XLNX', 'KSS', 'AMG', 'UAA', 'LB', 'DISCA', 'FLIR', 'ADS', 'HRS', 'CA', 'UA', 'FL', 'RHT', 'CTXS', 'HFC', 'VAR', 'NBL', 'TRIP', 'BLL', 'CELG', 'FLS', 'TIF', 'SRCL', 'XEC', 'BBT', 'CXO', 'WLTW', 'DRE', 'GPS', 'NLSN', 'HCP', 'BHF', 'ANTM', 'PRGO', 'HBI', 'IPGP', 'TMK', 'CPRI', 'UNM', 'CBS', 'DWDP', 'M', 'PX', 'CERN', 'JEF', 'COL', 'DISCK']\n"
+ "['ESRX', 'FLR', 'ALXN', 'FB', 'APC', 'KSU', 'INFO', 'COTY', 'CELG', 'HFC', 'TIF', 'UAA', 'SCG', 'BBT', 'VIAB', 'UA', 'PX', 'NLSN', 'NBL', 'XLNX', 'MYL', 'XEC', 'BLL', 'NFX', 'TSS', 'ARNC', 'STI', 'COG', 'HRS', 'HOG', 'COL', 'MAT', 'CERN', 'KSS', 'ANTM', 'TRIP', 'CA', 'IPGP', 'HP', 'WCG', 'RHT', 'M', 'NOV', 'HBI', 'DISCA', 'AGN', 'BHGE', 'CBS', 'UNM', 'WU', 'FLIR', 'LB', 'CTL', 'TMK', 'FBHS', 'UTX', 'NKTR', 'SYMC', 'JEC', 'FTI', 'AIV', 'TWTR', 'WLTW', 'FLS', 'JEF', 'LLL', 'DISCK', 'VAR', 'SLG', 'XRX', 'GT', 'ABMD', 'GPS', 'BHF', 'HRB', 'ETFC', 'CPRI', 'DWDP', 'MAC', 'CXO', 'PBCT', 'HCP', 'LEG', 'CTXS', 'RTN', 'SRCL', 'ADS', 'AET', 'JWN', 'FL', 'PRGO', 'DRE', 'PVH', 'AMG']\n"
]
}
],
diff --git a/sp500_changes_since_2019.csv b/sp500_changes_since_2019.csv
index fd86514..bf59cd0 100644
--- a/sp500_changes_since_2019.csv
+++ b/sp500_changes_since_2019.csv
@@ -62,4 +62,8 @@ date,add,remove
2022-06-28,"ELV","ANTM"
2022-09-19,"INVH,CSGP","PENN,PVH"
2022-10-03,"EQT,PCG","DRE,CTXS"
-2022-10-12,"TRGP","NLSN"
\ No newline at end of file
+2022-10-12,"TRGP","NLSN"
+2022-11-01,"ACGL","TWTR"
+2022-11-08,"GEN","NLOK"
+2022-12-19,"FSLR","FBHS"
+2022-12-22,"STLD","ABMD"
diff --git a/sp500_historical.ipynb b/sp500_historical.ipynb
index 4e1a03c..bf87f30 100644
--- a/sp500_historical.ipynb
+++ b/sp500_historical.ipynb
@@ -22,7 +22,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 52,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:48.983781Z",
@@ -44,7 +44,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 53,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:49.012882Z",
@@ -76,7 +76,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 54,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:49.036298Z",
@@ -94,7 +94,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 55,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:49.348506Z",
@@ -166,7 +166,7 @@
"1996-01-11 FLMIQ-200408,FLTWQ-200907,FMC,FMCC,FNMA,FTL.A-..."
]
},
- "execution_count": 4,
+ "execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
@@ -179,7 +179,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 56,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:49.732737Z",
@@ -251,7 +251,7 @@
"2019-01-11 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,..."
]
},
- "execution_count": 5,
+ "execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
@@ -264,7 +264,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
@@ -274,7 +274,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 58,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:50.681807Z",
@@ -345,7 +345,7 @@
"1996-01-11 [AAL, AAMRQ, AAPL, ABI, ABS, ABT, ABX, ACKH, A..."
]
},
- "execution_count": 7,
+ "execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
@@ -358,7 +358,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 59,
"metadata": {},
"outputs": [
{
@@ -367,7 +367,7 @@
"504"
]
},
- "execution_count": 8,
+ "execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
@@ -379,7 +379,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 60,
"metadata": {},
"outputs": [
{
@@ -388,7 +388,7 @@
"True"
]
},
- "execution_count": 9,
+ "execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
@@ -401,7 +401,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 61,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:51.690181Z",
@@ -473,7 +473,7 @@
"2019-01-11 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,..."
]
},
- "execution_count": 10,
+ "execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
@@ -492,7 +492,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 62,
"metadata": {},
"outputs": [
{
@@ -501,7 +501,7 @@
"498"
]
},
- "execution_count": 11,
+ "execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
@@ -521,7 +521,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 63,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:51.780372Z",
@@ -880,6 +880,26 @@
" [TRGP] | \n",
" [NLSN] | \n",
" \n",
+ " \n",
+ " 2022-11-01 | \n",
+ " [ACGL] | \n",
+ " [TWTR] | \n",
+ "
\n",
+ " \n",
+ " 2022-11-08 | \n",
+ " [GEN] | \n",
+ " [NLOK] | \n",
+ "
\n",
+ " \n",
+ " 2022-12-19 | \n",
+ " [FSLR] | \n",
+ " [FBHS] | \n",
+ "
\n",
+ " \n",
+ " 2022-12-22 | \n",
+ " [STLD] | \n",
+ " [ABMD] | \n",
+ "
\n",
" \n",
"\n",
""
@@ -950,10 +970,14 @@
"2022-06-28 [ELV] [ANTM]\n",
"2022-09-19 [CSGP, INVH] [PENN, PVH]\n",
"2022-10-03 [EQT, PCG] [CTXS, DRE]\n",
- "2022-10-12 [TRGP] [NLSN]"
+ "2022-10-12 [TRGP] [NLSN]\n",
+ "2022-11-01 [ACGL] [TWTR]\n",
+ "2022-11-08 [GEN] [NLOK]\n",
+ "2022-12-19 [FSLR] [FBHS]\n",
+ "2022-12-22 [STLD] [ABMD]"
]
},
- "execution_count": 12,
+ "execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
@@ -971,7 +995,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 64,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:52.045224Z",
@@ -998,7 +1022,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 65,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:52.098965Z",
@@ -1037,24 +1061,24 @@
" \n",
" \n",
" \n",
- " 2022-06-21 | \n",
+ " 2022-10-12 | \n",
" [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,... | \n",
"
\n",
" \n",
- " 2022-06-28 | \n",
- " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,... | \n",
+ " 2022-11-01 | \n",
+ " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACGL... | \n",
"
\n",
" \n",
- " 2022-09-19 | \n",
- " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,... | \n",
+ " 2022-11-08 | \n",
+ " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACGL... | \n",
"
\n",
" \n",
- " 2022-10-03 | \n",
- " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,... | \n",
+ " 2022-12-19 | \n",
+ " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACGL... | \n",
"
\n",
" \n",
- " 2022-10-12 | \n",
- " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,... | \n",
+ " 2022-12-22 | \n",
+ " [A, AAL, AAP, AAPL, ABBV, ABC, ABT, ACGL, ACN,... | \n",
"
\n",
" \n",
"\n",
@@ -1063,14 +1087,14 @@
"text/plain": [
" tickers\n",
"date \n",
- "2022-06-21 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n",
- "2022-06-28 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n",
- "2022-09-19 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n",
- "2022-10-03 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n",
- "2022-10-12 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,..."
+ "2022-10-12 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n",
+ "2022-11-01 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACGL...\n",
+ "2022-11-08 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACGL...\n",
+ "2022-12-19 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACGL...\n",
+ "2022-12-22 [A, AAL, AAP, AAPL, ABBV, ABC, ABT, ACGL, ACN,..."
]
},
- "execution_count": 14,
+ "execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
@@ -1081,7 +1105,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 66,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:52.144923Z",
@@ -1095,7 +1119,7 @@
"[]"
]
},
- "execution_count": 15,
+ "execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
@@ -1113,7 +1137,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 67,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:52.235860Z",
@@ -1185,7 +1209,7 @@
"1996-01-11 AAL,AAMRQ,AAPL,ABI,ABS,ABT,ABX,ACKH,ACV,ADM,AD..."
]
},
- "execution_count": 16,
+ "execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
@@ -1198,7 +1222,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 68,
"metadata": {
"ExecuteTime": {
"end_time": "2020-04-21T03:37:52.430487Z",