Can you help me in analyzing the multiple regression output table
Please include the following:
The regression equation which includes the regression coefficients and variable names
? Interpretation of slope coefficients
? The R2 and the proportion of variation in "y" that is accounted for by the regression model.
? Adjusted R2 and what that means
? Standard Error of the Estimate and what that means
? A discussion of the accuracy of this model? Comment on the F statistic and what it means
? Comment on the individual significance of each variable and what that means ? Identify the key factors and how do they affect Earnings per Share ?
SUMMARY OUTPUT Regression Statistics Multiple R R Square Adjusted R Square Standard Error Observations 0.35117 0.123321 0.122196 4.399641 1562 ANOVA df Regression Residual Total Intercept Operating Margin Profit Margin SS MS F 2 4244.977 2122.488 109.6506 1559 30177.31 19.35684 1561 34422.29 Coefficients Standard Error t Stat 4.838056 0.150275 32.19468 -0.083232 0.010402 -8.001316 0.000655 0.012401 0.052795 P-value 8.77E-175 2.381E-15 0.957902 Significance F 2.782350613E-45 Lower 95% Upper 95% 4.54329355387174 5.132818 -0.103635856544353 -0.062828 -0.023670598424691 0.02498 Lower 95.0% Upper 95.0% 4.543294 5.132818 -0.103636 -0.062828 -0.023671 0.02498 Ticker SymEarnings Per Share Operating Margin Profit Margin AAL -11.25 5 7 AAL -5.6 1 8 AAL 4.02 10 7 AAL 11.39 15 19 AAP 5.29 11 6 AAP 5.36 10 6 AAP 6.45 8 5 AAP 6.75 9 5 AAPL 6.49 29 22 AAPL 8.35 28 21 AAPL 9.28 30 23 AAPL 40.03 29 22 ABBV 1.11 17 9 ABBV 2.58 30 22 ABBV 3.15 33 23 ABC -0.62 0 0 ABC 1.22 1 0 ABC 1.88 1 0 ABC 6.73 1 1 ABT 1.5 13 11 ABT 1.64 11 13 ABT 2.94 14 22 ABT 3.76 7 31 ADBE 0.54 10 6 ADBE 0.58 10 7 ADBE 1.26 19 13 ADI 0.31 24 20 ADI 0.35 26 22 ADI 0.96 30 25 ADI 2.19 29 26 ADM 2.03 2 1 ADM 2.99 3 3 ADM 3.44 3 3 ADS 8.44 27 12 ADS 8.72 21 10 ADS 8.91 20 9 ADS 10.09 25 11 ADSK -1.46 0 13 ADSK 0.36 5 3 ADSK 1.02 13 10 ADSK 1.09 13 11 AEE -4.01 21 17 AEE 1.19 20 5 AEE 2.42 21 10 AEE 2.6 21 10 AEP 2.6 18 8 AEP AEP AFL AFL AFL AFL AIG AIG AIG AIV AIV AIV AIV AIZ AIZ AIZ AJG AJG AJG AKAM AKAM AKAM AKAM ALB ALB ALB ALB ALK ALK ALK ALK ALL ALL ALL ALL ALLE ALLE ALXN ALXN ALXN AMAT AMAT AMAT AMAT AME AME AME 3.04 3.34 5.88 6.14 6.54 6.8 1.69 5.27 6.16 0.61 1.4 1.52 2.06 2.08 6.38 6.52 1.98 2.07 2.08 1.15 1.65 1.8 1.87 1.69 3.01 3.49 4.93 4.47 4.47 6.61 7.26 4.71 4.87 5.12 6.37 1.6 1.82 0.68 1.29 3.32 0.21 0.88 1.13 1.56 1.9 2.12 2.39 19 19 19 17 20 20 6 16 14 19 26 26 27 2 9 7 6 5 9 23 26 21 25 11 12 16 24 11 18 23 16 10 12 9 12 17 15 21 34 39 6 17 18 20 22 23 22 10 10 12 11 13 13 4 12 13 14 21 25 31 1 5 5 7 7 8 15 19 15 17 5 9 12 17 7 11 15 10 7 7 6 8 7 8 6 16 29 3 12 14 16 14 14 15 AME AMG AMG AMG AMG AMGN AMGN AMGN AMP AMP AMP AMP AMT AMT AMT AMT AMZN AMZN AMZN AN AN AN ANTM ANTM ANTM ANTM AON AON AON AON APA APA APA APA APC APC APC APD APD APD APD APH APH APH APH ARNC ARNC 2.46 3.36 6.79 8.22 9.49 6.75 6.8 9.15 4.7 6.56 8.45 8.6 1.4 1.42 1.61 2.02 -0.52 0.6 1.28 3.09 3.57 3.93 8.26 8.34 9.31 9.73 3.03 3.57 4.73 4.93 -61.2 -14.06 4.95 5.53 -13.18 -3.47 1.58 2.92 4.66 4.74 5.95 2.26 2.47 3.44 4 -2.14 -0.31 23 20 25 29 32 31 31 39 15 20 24 21 36 34 39 36 0 1 2 4 4 4 6 5 6 6 14 14 16 16 437 21 30 30 101 29 23 22 13 13 17 19 20 19 19 6 3 15 10 17 19 21 27 26 32 10 12 13 13 16 14 22 20 0 0 1 2 2 2 4 4 3 3 9 9 12 12 369 40 12 15 77 9 5 7 9 10 13 13 14 13 14 10 1 ARNC ARNC ATVI ATVI ATVI ATVI AVB AVB AVB AVB AVY AVY AVY AWK AWK AWK AWK AXP AXP AYI AYI AYI AYI AZO AZO AZO AZO BA BA BA BAC BAC BAC BAX BAX BAX BAX BBBY BBBY BBBY BBBY BBT BBT BBT BBT BBY BBY 0.18 0.21 0.96 1.01 1.14 1.21 2.78 4.34 5.22 5.54 2.19 2.65 3.01 2.03 2.08 2.36 2.66 3.91 4.91 2.97 4.07 5.13 6.67 28.28 32.16 36.76 41.52 6.03 7.47 7.52 0.26 0.36 0.94 1.78 3.7 4.22 4.61 4.62 4.85 5.13 5.15 2.22 2.59 2.74 2.79 -3.36 1.56 2 4 30 30 27 28 21 35 37 38 8 8 9 32 33 33 34 0 0 11 12 14 14 19 19 19 19 8 8 8 0 0 0 5 5 20 6 15 14 13 12 0 0 0 0 5 3 1 1 22 24 19 19 24 42 41 40 3 4 5 13 13 14 15 13 15 6 7 8 9 11 11 11 12 5 6 5 4 5 11 10 21 17 23 10 9 8 7 16 20 18 21 3 1 BBY BBY BCR BCR BCR BDX BDX BDX BDX BHI BHI BHI BIIB BIIB BIIB BK BK BK BK BLL BLL BLL BLL BMY BMY BMY BMY BSX BSX BSX BSX BWA BWA BWA BXP BXP BXP BXP C C C C CAG CAG CAG CAG CAH 2.59 3.53 1.8 3.83 8.54 3.43 4.59 6.13 6.63 -4.49 2.47 3.93 7.86 12.42 15.38 1.75 2.04 2.17 2.73 2.05 2.61 2.79 3.39 0.94 1.17 1.21 1.56 -2.89 -0.18 -0.09 -0.09 2.72 2.73 2.89 1.93 2.83 3.79 4.87 2.21 2.51 4.35 5.41 -1.57 -0.6 0.72 1.88 0.98 3 4 25 24 21 10 11 19 16 15 9 12 36 41 45 24 22 22 28 8 9 9 10 11 13 16 19 53 4 2 4 12 11 12 35 33 34 32 20 8 28 35 8 11 10 10 1 2 3 4 9 23 7 8 14 16 12 5 7 27 30 33 14 17 16 21 4 5 5 5 9 11 13 16 56 3 2 2 8 8 8 16 19 23 35 11 13 20 25 6 2 3 6 0 CAH CAH CAH CAT CAT CAT CB CB CB CB CBG CBG CBG CBG CCI CCI CCI CCI CCL CCL CCL CELG CELG CELG CERN CERN CERN CF CF CF CF CFG CFG CHD CHD CHD CHD CHK CHK CHK CHK CHRW CHRW CHRW CHRW CHTR CHTR 3.42 3.66 4.36 3.54 5.87 5.99 7.96 8.5 8.71 11.02 0.96 0.98 1.47 1.64 0.26 0.64 1.04 4.44 1.39 1.59 2.26 2.02 2.49 3.5 1.16 1.54 1.57 2.97 24.87 27.16 28.94 1.55 1.55 2.5 2.85 3.06 3.13 -22.43 -1.46 0.73 1.93 2.65 3.06 3.52 3.68 -2.43 -1.7 2 2 2 8 10 6 17 18 17 22 9 9 9 8 31 34 27 26 9 11 16 24 33 28 20 22 18 28 44 50 48 0 0 19 19 19 20 148 14 11 15 5 6 6 6 11 11 1 1 1 5 7 4 15 15 15 20 4 5 5 5 3 8 11 42 7 8 11 17 26 22 14 15 12 15 28 46 31 16 16 12 12 13 12 115 6 4 8 3 3 4 5 3 2 CHTR CI CI CI CI CINF CINF CINF CINF CL CL CL CL CLX CLX CLX CLX CMA CMA CMA CME CME CME CME CMG CMG CMG CMI CMI CMI CMS CMS CMS CNC CNC CNC CNC CNP CNP CNP CNP COF COF COF COF COG COG -1.65 5.28 5.7 7.97 8.17 2.59 3.16 3.21 3.87 1.53 2.38 2.41 5.19 4.31 4.37 4.45 5.01 2.92 2.93 3.28 2.71 2.94 3.37 3.71 10.58 14.35 15.3 7.86 7.93 9.04 1.71 1.76 1.9 0.04 2.3 2.98 2.99 -1.61 0.73 0.98 1.42 6.21 7.05 7.15 7.71 -0.28 0.25 11 7 9 9 9 14 16 15 17 17 21 20 23 18 18 18 18 0 0 0 61 53 55 58 17 17 17 11 12 12 17 16 18 1 3 3 3 13 12 14 10 0 0 0 0 7 5 2 5 6 6 6 10 11 11 12 9 13 13 14 10 10 10 11 20 18 23 32 35 38 39 10 11 11 7 9 9 7 7 8 0 2 2 2 9 4 6 7 15 17 16 19 8 5 COG COG COL COL COL COL COO COO COO COST COST COST COST CPB CPB CPB CPB CRM CRM CRM CRM CSCO CSCO CSCO CSCO CSRA CSX CSX CTAS CTAS CTAS CTAS CTL CTL CTL CTL CTSH CTSH CTSH CTSH CTXS CTXS CTXS CVS CVS CVS CVX 0.63 0.67 4.47 4.63 5.19 5.58 5.61 5.65 6.09 4.68 4.69 5.36 5.41 1.46 1.82 2.21 2.61 -1.92 -0.42 -0.39 -0.07 1.5 1.76 1.87 2.13 0.54 1.93 2 2.53 3.08 3.68 6.3 -0.4 1.25 1.36 1.58 2.37 2.67 3.49 4.07 1.48 1.82 2.01 3.77 3.98 4.66 2.46 25 32 18 20 19 19 18 16 19 3 3 3 3 13 12 13 15 4 3 7 2 20 22 23 26 4 29 30 13 14 16 16 8 15 13 15 18 17 19 19 10 13 11 6 6 6 3 11 16 12 14 13 14 16 14 19 2 2 2 2 6 7 8 10 9 5 6 1 17 18 21 22 2 15 17 7 9 10 14 1 4 4 5 14 13 14 14 8 12 10 4 3 3 4 CVX CVX CVX CXO CXO CXO CXO D D D D DAL DAL DAL DD DD DD DE DE DE DFS DFS DFS DFS DG DG DG DG DGX DGX DGX DGX DHI DHI DHI DHI DHR DHR DHR DHR DIS DIS DIS DIS DISCA DISCA DLPH 10.21 11.18 13.42 0.54 2.39 4.18 4.89 0.53 2.25 2.93 3.21 0.79 5.68 12.41 2.17 3.95 5.22 0.91 8.71 9.18 4.47 4.91 4.97 5.14 2.87 3.17 3.5 3.96 3.49 3.83 4.92 5.58 1.44 1.57 2.05 2.39 3.45 3.7 3.87 4.81 3.42 4.31 4.95 5.76 0.38 3.01 3.9 10 12 15 21 27 47 41 22 22 25 30 5 19 9 12 14 10 11 15 16 0 0 0 0 10 10 9 10 16 13 19 21 12 12 12 13 17 17 17 17 21 23 25 26 33 36 11 10 10 11 4 11 24 20 2 11 13 16 2 11 28 8 13 17 6 9 9 26 24 26 23 6 6 6 6 8 7 9 12 7 7 7 7 13 14 15 16 14 15 16 17 18 19 8 DLPH DLPH DLR DLR DLR DLR DLTR DLTR DLTR DLTR DNB DNB DNB DNB DOV DOV DOV DPS DPS DPS DRI DRI DRI DRI DUK DUK DUK DUK DVA DVA DVA DVA DVN DVN DVN EA EA EA EA EBAY EBAY EBAY ECL ECL ECL ECL ED 4.5 5.08 1 1.48 1.56 2.12 1.27 2.7 2.74 2.91 4.68 6.47 6.61 8.06 4.65 5.52 5.86 3.08 3.59 4 2.18 2.94 3.19 5.56 0.21 2.66 3.77 4.05 1.27 3.02 3.41 5.58 -35.55 -0.06 3.93 0.03 0.32 2.81 3.73 0.04 1.43 2.2 2.41 3.23 3.38 4.01 3.62 11 11 16 29 23 26 7 12 12 12 21 26 27 26 16 13 16 17 19 21 5 9 7 5 16 22 21 23 8 13 14 16 158 5 23 1 3 21 20 28 26 30 11 12 12 14 18 9 10 12 16 17 21 2 8 8 7 10 18 17 19 10 13 14 10 11 12 5 5 7 10 10 8 12 12 2 5 6 7 110 0 8 0 3 19 26 1 20 35 6 7 7 8 9 ED ED EFX EFX EFX EFX EIX EIX EIX EIX EL EL EL EL EMN EMN EMN EMN EMR EMR EMR EMR EOG EOG EOG EOG EQIX EQIX EQIX EQIX EQR EQR EQR EQR EQT EQT EQT ES ES ES ES ESS ESS ESS ETFC ETFC ETFC 3.73 4.07 2.27 2.9 3.03 3.61 -0.56 2.81 3.13 4.95 2.63 2.87 3.01 3.12 3 5.03 5.71 7.57 2.53 2.78 3.05 4.01 -8.29 2.13 5.36 8.13 -4.96 1.92 3.01 3.25 1.736 2.37 2.729 5.155 0.56 2.55 2.59 1.9 2.49 2.59 2.77 3.42 3.5 4.06 -0.39 0.3 0.92 17 19 23 27 26 26 19 14 17 18 15 15 14 17 10 12 14 20 17 14 19 18 76 13 29 25 21 21 21 21 35 37 29 21 9 31 34 18 21 21 22 31 28 31 15 13 14 8 10 13 15 15 16 1 8 10 13 10 10 10 11 5 8 9 12 11 8 12 17 52 5 16 15 11 4 7 7 24 32 48 77 4 16 21 8 11 11 11 23 19 26 8 6 19 ETFC ETN ETN ETN ETN ETR ETR ETR ETR EW EW EW EW EXC EXPD EXPD EXPD EXPD EXPE EXPE EXPE EXR EXR EXR EXR F F F FAST FAST FAST FB FB FB FBHS FBHS FBHS FBHS FCX FCX FCX FCX FDX FDX FDX FDX FE 1.02 3.54 3.78 3.93 4.25 -0.99 3.99 4.77 5.24 2.3 2.55 3.51 7.62 0.6 1.58 1.69 1.92 2.42 1.73 3.09 5.87 1.15 1.54 1.54 1.58 0.81 1.82 1.86 1.51 1.67 1.77 0.62 1.12 1.31 0.74 0.98 1.39 1.97 -11.31 -1.26 2.65 3.2 3.7 4.95 6.59 6.82 0.94 31 9 8 10 11 3 12 13 16 25 21 25 50 15 9 9 9 11 8 9 6 38 41 43 38 0 9 5 21 21 21 36 40 35 5 10 9 11 84 0 26 32 4 10 6 8 11 18 7 8 8 9 1 6 8 8 20 15 19 35 7 6 6 6 7 5 7 11 51 60 57 50 1 8 5 13 13 13 19 23 20 4 4 6 7 77 3 13 17 2 6 4 5 3 FE FE FFIV FFIV FFIV FFIV FIS FIS FIS FIS FISV FISV FISV FISV FL FL FL FL FLIR FLIR FLIR FLIR FLR FLR FLR FLS FLS FLS FMC FMC FMC FMC FRT FRT FRT FSLR FSLR FSLR FSLR FTR FTR FTR FTR GD GD GD GILD 1.37 1.85 3.53 4.13 5.07 5.43 1.58 1.7 2.22 2.38 2.47 3.03 3.04 4.5 2.62 2.89 3.61 3.89 1.24 1.42 1.47 1.73 2.85 3.24 4.11 2.01 3.43 3.79 2.16 2.3 3.01 3.66 2.42 2.47 3.04 -1.11 3.77 3.97 5.42 -0.29 0.11 0.13 0.14 6.72 7.56 9.23 1.71 15 14 29 28 29 27 19 18 17 20 22 24 25 24 10 10 11 11 16 17 22 20 4 6 4 12 15 16 17 13 19 2 40 40 40 1 11 12 14 13 21 17 20 12 13 13 41 4 5 19 18 19 18 8 9 10 11 13 15 14 14 6 7 7 7 12 13 16 16 2 2 2 6 10 11 9 9 12 15 24 26 28 3 11 12 15 4 1 3 1 8 8 9 27 GILD GILD GILD GIS GIS GIS GIS GLW GLW GLW GM GM GM GPC GPC GPC GPC GPN GPN GPN GPN GPS GPS GPS GPS GRMN GRMN GRMN GRMN GT GT GT GWW GWW GWW GWW HAL HAL HAL HAS HAS HAS HBAN HBAN HBAN HBAN HBI 2.01 7.95 12.37 2.02 2.83 2.86 2.9 1.02 1.35 1.82 1.75 2.71 6.11 4.17 4.43 4.64 4.65 2.05 2.78 3.4 4.15 2.24 2.35 2.78 2.9 1.89 2.39 2.78 3.13 1.14 2.44 9.13 9.71 11.31 11.59 11.69 -0.79 2.37 4.13 2.2 3.24 3.61 0.71 0.73 0.73 0.82 1.07 40 61 68 12 16 16 17 15 18 20 1 3 3 8 7 7 7 15 15 16 16 10 12 13 13 24 19 22 22 9 7 8 13 14 14 13 1 11 16 11 15 16 0 0 0 0 10 27 49 55 7 10 10 10 15 25 25 3 3 6 5 5 5 5 9 9 10 10 6 7 8 8 13 16 20 23 2 3 14 8 8 8 8 3 7 11 7 10 10 21 22 21 22 7 HBI HBI HCA HCA HCA HCA HCN HCN HCN HCN HCP HCP HCP HD HD HD HD HES HES HES HES HIG HIG HIG HIG HOG HOG HOG HOG HOLX HOLX HOLX HOLX HON HON HON HP HP HP HP HPE HPQ HPQ HPQ HRB HRB HRB 3.31 4.02 3.5 3.65 4.3 5.14 0.28 0.99 1.46 2.35 -1.21 2.01 2.13 3.03 3.78 4.74 5.49 -10.78 5.98 7.63 15.01 -0.18 0.37 1.81 4.05 2.75 3.3 3.71 3.9 -4.36 0.06 0.47 1.18 4.99 5.4 6.11 -0.54 3.9 6.54 6.89 1.84 1.44 2.64 2.66 1.5 1.59 1.72 11 11 14 15 15 15 19 30 26 28 26 40 59 10 12 13 13 58 25 19 24 0 7 9 11 18 20 19 21 36 11 17 19 14 14 18 2 21 28 28 8 7 6 8 21 24 26 7 8 5 5 5 5 5 17 15 22 31 59 48 6 7 8 8 46 17 22 42 0 1 4 9 11 12 13 14 47 1 5 12 10 11 12 3 13 19 22 6 5 5 9 12 15 15 HRB HRL HRL HRL HRS HRS HRS HRS HSIC HSIC HSIC HSIC HST HST HST HST HUM HUM HUM IBM IBM IBM IBM IDXX IDXX IDXX IDXX IFF IFF IFF IFF ILMN ILMN ILMN INTC INTC INTC INTU INTU INTU INTU IP IP IP IP IPG IPG 1.73 0.46 1.99 2.28 1.01 2.61 3.15 5 4.44 5.02 5.53 5.78 0.08 0.16 0.22 0.34 7.44 7.81 8.54 11.97 13.48 14.53 15.06 2.07 3.24 3.53 3.63 3.11 4.32 5.09 5.19 1 2.61 3.19 1.94 2.39 2.41 1.3 2.89 3.18 3.73 1.3 1.82 2.25 3.15 0.62 1.01 27 14 9 10 16 10 14 18 7 7 7 7 7 10 12 13 5 5 4 20 19 22 21 19 20 19 18 17 17 19 19 9 28 28 23 27 25 18 31 31 26 6 8 9 8 8 10 16 9 6 6 2 4 7 11 4 5 4 5 1 6 10 14 2 3 2 13 16 16 17 12 14 14 12 9 12 13 14 9 19 21 18 21 21 9 22 21 21 2 4 4 6 4 6 IPG IPG IRM IRM IRM IRM ISRG ISRG ISRG ITW ITW ITW IVZ IVZ IVZ IVZ JBHT JBHT JBHT JBHT JEC JEC JEC JEC JNPR JNPR JNPR JNPR JPM JPM JPM JPM JWN JWN JWN JWN K K K K KIM KIM KIM KIM KLAC KLAC KLAC 1.11 1.14 0.51 0.58 0.99 1.67 11.35 15.87 17.12 3.76 5.16 7.33 1.5 2.1 2.26 2.27 2.64 2.92 3.2 3.69 1.75 2.42 2.51 3.27 -0.73 0.36 0.88 1.62 4.39 5.22 5.34 6.05 3.22 3.62 3.77 3.79 1.74 1.76 2.68 4.98 0.42 0.43 0.89 2.01 2.26 3.27 3.51 11 10 16 17 18 18 26 31 38 18 21 20 21 24 27 25 10 10 10 12 3 4 4 6 9 7 12 19 27 31 33 34 8 11 11 10 8 7 11 19 29 29 31 29 24 26 26 6 6 3 4 6 10 20 25 30 12 14 20 14 20 19 19 6 6 6 7 2 3 3 4 7 4 9 13 18 23 24 27 4 6 6 5 5 4 7 12 34 27 43 77 13 19 20 KLAC KMB KMB KMB KMI KMX KMX KMX KMX KO KO KO KO KORS KORS KORS KORS KR KR KR KR KSS KSS KSS KSS KSU KSU KSU LB LB LB LB LEG LEG LEG LEG LEN LEN LEN LH LH LKQ LLL LLL LLL LLL LLTC 4.52 2.78 4.07 5.58 0.1 1.9 2.2 2.77 3.07 1.62 1.69 1.94 2 2.02 3.27 4.35 4.5 2.09 2.78 2.93 3.49 3.48 4.08 4.19 4.28 3.19 4.41 4.56 2.6 3.12 3.57 4.3 0.69 1.36 1.72 2.31 2.48 3.12 3.87 6.09 6.36 0.88 -2.97 7.78 8.41 8.7 1.72 32 9 13 15 17 7 7 7 7 21 20 22 22 29 30 29 25 3 3 3 3 8 9 10 9 31 33 31 15 16 17 18 9 8 10 12 12 12 11 18 17 11 5 9 10 10 45 24 5 8 11 2 4 4 4 4 15 17 18 19 18 20 20 18 2 2 2 2 4 5 5 5 15 20 20 7 8 9 10 3 6 7 8 8 8 8 10 10 6 2 6 6 7 32 LLTC LLTC LLTC LLY LLY LLY LLY LMT LMT LMT LNT LNT LNT LNT LOW LOW LOW LOW LRCX LRCX LRCX LRCX LUK LUK LUK LUK LUV LUV LUV LVLT LVLT LVLT LVLT LYB LYB LYB LYB M M M M MA MA MA MAA MAA MAA 1.91 2.02 2.13 2.23 2.27 3.67 4.33 9.29 11.41 11.62 2.89 3.23 3.36 3.46 1.69 2.14 2.71 2.73 0.67 3.84 4.11 5.75 0.54 0.74 1.07 3.49 1.06 1.65 3.3 -1.96 -0.49 1.23 9.71 4.97 6.8 8.03 9.62 3.26 3.29 3.93 4.3 2.57 3.11 3.36 1.97 2.27 2.56 46 44 46 15 14 24 25 10 13 12 17 16 18 16 7 8 9 8 3 15 15 18 4 4 4 2 7 12 21 9 11 15 16 10 12 13 19 8 10 10 10 54 54 53 23 18 26 33 35 35 12 12 18 20 7 9 9 11 11 12 12 4 4 5 4 3 14 12 16 2 2 4 11 4 6 11 7 2 5 42 6 9 9 14 4 5 5 5 37 38 39 16 19 23 MAA MAC MAC MAC MAC MAR MAR MAR MAS MAS MAS MAT MAT MAT MAT MCD MCD MCD MCD MCHP MCHP MCHP MCHP MCK MCK MCK MCK MCO MCO MCO MCO MDLZ MDLZ MDLZ MDLZ MET MET MET MET MHK MHK MHK MHK MJN MJN MJN MJN 4.41 2.51 3.01 3.08 10.46 2.05 2.6 3.22 0.76 1.03 2.4 1.08 1.46 2.25 2.61 4.82 4.85 5.41 5.59 0.65 1.59 1.84 1.99 5.51 5.71 6.37 9.82 3.09 3.67 4.69 4.7 1.29 1.7 2.21 4.49 1.12 2.94 4.61 5.48 2.59 3.63 4.86 7.3 2.96 3.2 3.28 3.55 28 20 21 23 23 8 8 9 9 13 10 9 11 16 18 28 29 31 31 11 16 20 24 2 2 2 2 39 42 43 42 9 10 11 30 2 6 11 12 10 7 7 10 22 24 24 22 34 42 41 38 136 5 5 6 4 5 12 6 8 12 14 18 17 20 20 8 15 17 20 1 1 1 1 25 27 30 27 6 9 11 25 2 5 8 9 8 4 5 7 15 16 16 16 MKC MKC MKC MLM MLM MLM MLM MMC MMC MMC MMC MMM MMM MMM MO MO MO MO MON MON MON MON MOS MOS MOS MPC MPC MPC MPC MRK MRK MRK MRK MRO MRO MRO MRO MSFT MSFT MSFT MSFT MTB MTB MTB MTB MTD MTD 2.94 3.14 3.37 1.83 2.62 2.73 4.31 2.16 2.47 2.69 3.01 6.83 7.63 7.72 2.06 2.26 2.56 2.67 3.02 4.65 4.85 5.28 2.69 2.79 4.44 5.29 6.69 8.84 9.95 1.49 1.58 2.03 4.12 -3.26 2.24 2.49 4.48 1.49 2.12 2.61 2.66 7.22 7.47 7.57 8.26 10.22 11.71 13 13 14 8 10 11 14 15 17 18 19 22 22 23 29 33 31 33 18 24 23 26 14 14 22 6 3 4 6 14 18 19 13 55 23 20 11 19 24 34 32 0 0 0 0 18 19 9 9 10 4 6 5 8 10 11 11 12 15 16 16 17 19 21 21 10 17 15 17 11 11 19 4 2 3 4 10 11 13 28 40 13 15 28 13 20 28 25 22 23 22 24 13 14 MTD MU MU MU MU MUR MUR MUR MUR MYL NAVI NAVI NBL NBL NBL NDAQ NDAQ NDAQ NDAQ NEE NEE NEE NEE NEM NEM NEM NEM NFLX NFLX NFLX NFX NFX NFX NFX NKE NLSN NLSN NLSN NOV NOV NOV NOV NSC NSC NSC NTAP NTAP 12.75 -0.27 1.16 2.71 2.87 -13.03 5.01 5.06 5.98 2.49 2.66 2.74 -6.07 2.72 3.36 2.09 2.3 2.45 2.56 4.5 4.59 5.67 6.11 -4.94 0.43 1.02 3.65 0.29 1.93 4.44 -21.18 -8.8 0.94 6.59 2.21 1.01 1.55 1.97 -1.99 5.46 5.85 5.86 5.13 6.1 6.44 0.78 1.4 20 1 3 19 19 120 30 23 28 18 0 0 78 33 18 20 19 19 18 21 23 26 26 43 15 10 31 5 5 7 325 87 24 25 14 17 18 15 3 17 17 20 27 29 31 6 10 15 2 13 18 19 81 21 17 21 12 19 20 77 20 24 12 12 12 13 13 13 14 16 30 3 7 18 2 3 5 216 76 8 39 12 6 9 13 5 12 12 14 15 17 17 4 8 NTAP NTAP NTRS NTRS NTRS NTRS NUE NUE NUE NUE NVDA NVDA NVDA NVDA NWL NWL NWL NWL NWSA NWSA NWSA O O O O OKE OKE OKE OKE OMC OMC OMC ORLY ORLY ORLY ORLY OXY OXY OXY OXY PAYX PAYX PAYX PAYX PBCT PBCT PBCT 1.77 1.87 2.82 3.01 3.34 4.03 1.11 1.52 1.58 2.22 0.75 0.91 1.13 1.14 1.3 1.37 1.38 1.64 -0.26 0.3 0.41 0.86 1.04 1.06 1.09 1.17 1.29 1.5 1.75 3.73 4.27 4.43 4.83 6.14 7.46 9.32 -10.23 0.79 5.67 7.33 1.56 1.72 1.86 2.1 0.72 0.74 0.84 12 12 0 0 0 0 5 5 5 6 12 15 15 16 10 11 12 11 4 1 4 80 71 70 72 13 7 9 9 13 13 13 16 17 18 19 78 7 31 33 39 39 38 39 0 0 0 9 10 16 17 18 20 2 3 3 3 11 13 12 13 6 7 7 8 2 2 3 33 29 31 28 3 2 3 4 7 7 7 9 10 11 12 63 3 23 29 24 25 25 26 18 17 18 PBCT PBI PBI PBI PBI PCAR PCAR PCAR PCAR PCG PCG PCG PCLN PCLN PCLN PCLN PDCO PDCO PDCO PDCO PEG PEG PEG PEG PEP PEP PEP PFE PFE PFE PFE PFG PFG PFG PGR PGR PGR PGR PH PH PH PH PHM PHM PHM PKI PKI 0.86 0.71 1.65 2.04 2.22 3.13 3.31 3.83 4.52 1.81 1.83 3.07 28.48 37.17 46.3 50.09 1.93 1.99 2.04 2.26 2.46 2.52 3 3.32 3.71 4.31 4.37 1.13 1.44 1.96 3.23 2.99 3.7 4.11 1.5 1.95 2.16 2.17 5.96 6.36 6.98 7.08 1.27 1.38 6.79 0.61 1.4 0 14 15 17 16 8 8 9 11 9 11 14 35 36 36 35 6 8 10 8 23 23 24 28 13 14 15 24 27 28 29 12 14 12 8 9 9 10 10 11 9 12 12 14 11 5 9 18 4 9 11 12 7 7 7 9 5 5 8 27 28 29 28 3 6 6 6 12 13 14 16 9 10 10 14 18 27 43 10 11 10 5 6 6 7 7 7 8 8 8 8 46 3 7 PKI PKI PM PM PM PNC PNC PNC PNC PNR PNR PNR PNR PNW PNW PNW PNW PPG PPG PPG PPL PPL PPL PPL PRU PRU PRU PRU PSX PSX PSX PSX PVH PVH PVH PVH PWR PWR PWR PWR PX PX PX PX PYPL QCOM QCOM 1.49 1.89 4.42 4.76 5.26 5.36 7.44 7.48 7.52 -0.84 -0.42 1.13 2.67 3.48 3.59 3.69 3.94 5.18 15.2 22.53 1.01 1.85 2.61 2.64 -2.69 -1.55 -0.48 12.37 6.07 6.55 7.78 8.4 1.77 5.33 5.98 6.95 1.35 1.44 1.59 1.87 5.39 5.67 5.79 5.94 1 3.26 3.84 11 13 14 15 17 0 0 0 0 0 3 12 11 26 23 24 24 12 10 10 37 35 25 37 3 4 1 14 1 2 4 2 7 7 11 9 6 8 3 7 22 22 21 22 16 23 28 8 9 9 9 11 18 26 25 25 2 1 3 8 13 11 12 13 10 14 23 9 16 13 22 3 2 1 10 2 2 4 3 2 5 7 7 4 5 4 7 14 15 14 15 13 21 24 QCOM QCOM QRVO QRVO R R R RCL RCL RCL RCL REGN REGN REGN RHI RHI RHI RHT RHT RHT RHT RL RL RL RL ROK ROK ROK ROK ROP ROP ROP ROP ROST ROST ROST ROST RRC RRC RRC RRC RSG RSG RSG SBUX SBUX SBUX 3.99 4.73 -0.2 2.17 4.14 4.57 5.75 0.08 2.16 3.03 3.45 3.46 4.33 6.17 1.85 2.28 2.72 0.78 0.94 0.97 1.09 4.65 7.96 8.21 8.55 5.43 5.6 5.98 6.15 4.95 5.43 6.47 6.92 2.53 3.59 3.93 4.47 -4.29 0.08 0.71 3.81 1.54 1.63 2.14 0.01 1.84 1.91 29 29 0 7 5 6 8 5 10 11 12 29 35 31 9 11 11 15 15 14 14 8 14 16 15 16 17 18 19 25 26 28 29 14 13 13 13 74 8 17 27 14 14 17 2 19 20 28 30 1 11 3 4 5 0 6 8 9 12 20 15 6 7 7 11 12 10 10 5 9 11 10 12 12 12 13 16 17 18 19 9 8 8 8 60 1 6 31 6 7 8 0 14 13 SBUX SCG SCG SCG SCG SCHW SCHW SCHW SCHW SE SE SE SE SEE SEE SEE SHW SHW SHW SHW SIG SIG SIG SJM SJM SJM SJM SLG SLG SLG SLG SNA SNA SNI SNI SNI SNI SO SO SO SO SPG SPG SPG SPG SPGI SPGI 2.75 3.2 3.4 3.79 5.22 0.69 0.78 0.96 1.04 0.29 1.44 1.55 1.61 0.64 1.22 1.63 6.15 7.41 8.95 11.38 4.37 4.59 5.89 3.33 5 5.42 5.77 0.39 0.59 1.02 1.75 7.26 8.24 3.43 3.86 4.48 4.68 1.88 2.19 2.6 2.7 4.24 4.52 4.72 5.88 -0.42 4.26 19 21 20 20 30 30 31 35 36 27 31 30 33 8 8 11 10 11 12 14 14 14 11 14 15 16 15 31 32 24 29 20 21 38 37 40 37 19 20 24 27 48 49 47 51 2 36 13 10 10 11 17 19 20 22 23 4 19 19 18 2 2 3 7 7 8 9 9 9 7 6 9 10 9 10 34 17 15 12 13 20 20 30 20 10 11 14 15 34 34 40 41 2 22 SPGI SPLS SPLS SPLS SPLS SRCL SRCL SRCL SRCL SRE SRE SRE SRE STI STI STI STI STT STT STT STX STX STX STX SWK SWK SWKS SWKS SWKS SWKS SWN SWN SWN SYF SYF SYK SYK SYK SYMC SYMC SYMC SYMC SYY SYY SYY SYY T 5.01 -0.31 0.21 0.59 0.95 3.02 3.14 3.62 3.84 3.56 4.1 4.72 5.43 2.43 3.26 3.62 3.62 4.53 4.65 4.71 0.83 4.66 4.97 5.38 3.16 5.96 1.48 2.44 4.21 5.27 -2.03 2.01 2.63 2.66 2.78 1.36 2.66 3.82 1.09 1.27 1.29 3.71 1.16 1.59 1.66 1.68 1.19 29 2 1 3 5 16 25 25 22 16 16 16 19 0 0 0 0 0 0 0 4 13 15 15 7 12 19 25 31 34 40 36 34 0 0 13 14 19 16 4 3 13 3 3 4 4 9 29 1 1 2 3 9 14 15 13 9 10 11 13 16 20 17 23 18 19 20 2 11 13 13 4 8 16 20 24 30 26 21 23 16 17 5 11 14 11 22 21 69 1 2 2 2 5 T T T TAP TAP TAP TDC TDC TDC TDC TDG TDG TDG TDG TEL TEL TEL TEL TGNA TGNA TGNA TGT TGT TGT TGT TIF TIF TIF TIF TJX TJX TJX TJX TMK TMK TMK TMK TMO TMO TMO TMO TRIP TRIP TRIP TRIP TRV TRV 1.25 2.37 3.39 1.94 2.78 3.1 -1.53 2.31 2.36 2.49 -0.2 1.91 2.5 2.77 3.05 4.34 5.49 5.98 1.7 1.83 2.04 -2.58 3.1 4.57 5.35 1.42 3.28 3.61 3.75 2.6 3 3.2 3.38 4.15 4.21 5.48 5.76 3.24 3.53 4.76 4.96 1.38 1.39 1.44 1.58 9.84 10.82 10 17 24 15 18 19 8 20 18 22 39 39 40 40 12 15 16 14 19 15 30 6 7 8 7 8 18 19 21 12 12 12 12 22 20 21 22 12 12 15 14 16 39 31 27 19 19 6 9 14 10 12 13 8 14 13 16 16 13 17 18 11 15 16 20 24 8 15 2 3 4 5 5 11 11 11 7 8 8 7 15 14 15 15 9 10 11 12 13 25 22 18 14 14 TRV TSCO TSCO TSCO TSCO TSO TSO TSO TSO TSS TSS TSS TSS TXN TXN TXN TXN TXT TXT TXT TXT UA UA UA UA UAL UAL UAL UAL UDR UDR UDR UDR UHS UHS UHS UHS ULTA ULTA UNH UNH UNH UNM UNM UNM UNM UNP 10.99 2.35 2.69 3.03 3.89 3.05 5.33 6.56 12.5 1.3 1.3 1.73 1.98 1.53 1.94 2.61 2.86 1.78 2.1 2.15 2.52 0.98 1.08 1.23 1.54 -2.18 1.64 3.05 19.52 0.16 0.6 0.85 1.3 4.57 5.21 5.52 6.89 2.73 4 5.59 5.78 6.1 1.62 3.18 3.24 3.51 5.51 18 10 10 10 9 2 5 4 10 20 19 18 19 15 23 30 33 7 9 8 8 11 10 11 11 0 3 6 14 15 15 9 18 14 14 13 14 13 13 8 8 7 5 12 12 12 37 13 6 6 7 6 1 2 2 5 14 12 13 13 14 18 22 23 4 5 4 5 7 6 7 7 2 1 3 19 6 19 30 38 6 7 7 8 8 8 5 4 4 4 9 8 8 22 UNP UNP UPS UPS UPS UPS URBN URBN URBN URBN UTX UTX UTX VAR VAR VAR VAR VFC VFC VIAB VIAB VIAB VIAB VLO VLO VLO VLO VMC VMC VMC VMC VNO VNO VNO VRSK VRSK VRSK VRSK VRSN VRSN VRSN VRSN VRTX VRTX VRTX VRTX VTR 5.77 9.47 0.84 3.31 4.65 5.38 1.63 1.7 1.79 1.92 6.35 6.92 8.72 3.88 4.04 4.13 4.22 2.42 2.9 3.63 4.78 4.93 5.53 3.77 4.99 6.88 8 -0.41 0.19 1.56 1.66 2.1 3.61 4.18 1.98 2.07 2.41 3.07 2.04 2.8 3.29 3.77 -3.14 -2.31 -1.98 -0.5 1.26 36 34 2 9 13 13 13 11 10 14 15 17 13 19 21 18 17 12 13 20 23 28 30 4 3 5 7 3 7 18 16 29 30 30 41 38 38 36 52 56 57 55 119 45 50 3 22 22 20 1 5 8 8 8 7 7 9 10 11 14 13 15 13 13 9 10 12 14 17 17 2 2 3 5 2 1 7 6 21 30 37 23 22 23 25 37 35 35 56 127 54 37 7 13 VTR VTR VZ VZ VZ VZ WAT WDC WDC WDC WDC WEC WEC WEC WEC WFC WFC WFC WFC WFM WFM WFM WFM WHR WHR WHR WM WM WM WMB WMB WMB WMB WMT WMT WMT WMT WRK WRK WU WU WU WU WY WY WY WY 1.55 1.62 0.31 2.42 4.01 4.38 5.7 1.01 4.07 6.31 6.88 2.36 2.37 2.54 2.61 3.4 3.95 4.17 4.18 1.48 1.49 1.55 1.57 8.3 9.95 10.42 0.21 1.66 2.8 -0.76 0.63 1.39 2.94 4.58 4.9 5.04 5.07 -1.56 2.97 1.43 1.6 1.63 1.7 0.71 0.89 0.95 3.2 24 23 11 15 27 25 28 4 8 11 12 21 24 24 22 0 0 0 0 7 6 5 7 6 6 7 8 16 16 3 20 22 21 5 6 6 6 3 8 20 20 20 23 10 13 9 18 18 17 1 8 10 14 23 2 6 10 11 11 13 13 12 21 25 26 25 4 3 3 4 3 4 4 1 6 9 8 6 11 28 3 3 4 3 3 5 14 15 15 18 6 7 8 25 WYN WYN WYN WYN WYNN WYNN WYNN WYNN XEC XEC XEC XEC XEL XEL XEL XEL XL XL XL XL XLNX XLNX XLNX XLNX XOM XOM XOM XOM XRAY XRAY XRAY XRAY XRX XRX XRX XRX XYL XYL XYL XYL YHOO YHOO YHOO YHOO YUM YUM YUM 2.8 3.25 4.22 5.18 1.93 4.87 7.25 7.25 -25.92 4.08 5.79 6.48 1.86 1.91 1.94 2.03 0.71 2.12 3.68 4.22 1.86 2.14 2.37 2.44 3.85 7.37 7.6 9.7 1.79 2.2 2.22 2.28 0.42 0.82 0.9 0.93 1.23 1.6 1.84 1.88 -4.64 1.3 3.31 7.61 2.37 2.41 2.97 19 18 18 18 16 20 23 23 258 35 34 45 18 17 18 17 4 10 15 10 27 30 31 32 5 10 9 11 14 14 13 15 2 6 6 6 9 12 12 12 96 13 11 3 12 14 15 9 9 10 11 5 10 13 13 166 22 21 28 9 9 9 9 3 9 14 13 22 25 26 27 6 8 8 10 9 11 11 11 3 5 6 6 6 8 9 9 88 29 79 163 8 8 10 YUM ZBH ZBH ZBH ZBH ZION ZION ZION ZION ZTS ZTS ZTS 3.46 0.78 4.26 4.32 4.49 0.97 1.2 1.58 1.68 0.68 1.01 1.16 17 8 22 23 23 0 0 0 0 16 17 20 12 2 15 17 17 14 14 12 17 7 11 12
