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Tommaso Verzegnassi 2023-05-29 17:09:57 +02:00
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Elaborated_Data/Not_Normalized.csv
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@ -1,91 +1,91 @@
,Ticker,Valuation,Financial Health,Estimated Growth,Past Performance ,Ticker,Valuation,Financial Health,Estimated Growth,Past Performance
0,AAPL,2.8478,0.3300066233140655,8.02%,1.55 0,AAPL,2.8478,2.0,8.02%,1.55
1,ABBV,0.0,0.4558265192176074,-4.17%,1.47 1,ABBV,0.0,2.0,-4.17%,1.47
2,ABT,22.469,0.23799672210430156,-2.70%,16.58 2,ABT,22.469,2.0,-2.70%,16.58
3,ACN,2.9116,0.06722571231732856,9.00%,3.05 3,ACN,2.9116,2.0,9.00%,3.05
4,ADBE,1.568,0.17055034051168783,13.98%,2.39 4,ADBE,1.568,2.0,13.98%,2.39
5,AMAT,3.8395,0.19448645675787157,13.27%,9.74 5,AMAT,3.8395,2.0,13.27%,9.74
6,AMGN,1.2905,0.6942628494138864,1.72%,3.81 6,AMGN,1.2905,2.0,1.72%,3.81
7,AMZN,2.2453,0.3043878047624995,-278.70%,-42.47 7,AMZN,2.2453,2.0,-278.70%,-42.47
8,APD,1.7767,0.3320219871311414,9.38%,1.68 8,APD,1.7767,2.0,9.38%,1.68
9,AVGO,1.1592,0.5382865599649199,8.30%,2.43 9,AVGO,1.1592,2.0,8.30%,2.43
10,BA,0.0,0.4062502291946284,93.80%,987.5 10,BA,0.0,2.0,93.80%,987.5
11,BAC,4.1895,0.10656449190006939,3.36%,7.07 11,BAC,4.1895,2.0,3.36%,7.07
12,BDX,2.4258,0.3350369526050667,9.85%,5.53 12,BDX,2.4258,2.0,9.85%,5.53
13,BIDU,0.593,0.23549113544599592,2.75%,23.16 13,BIDU,0.593,2.0,2.75%,23.16
14,BMY,0.0,0.4175920917257984,3.75%,6.57 14,BMY,0.0,2.0,3.75%,6.57
15,CAT,1.4198,0.4427787540795467,12.87%,16.75 15,CAT,1.4198,2.0,12.87%,16.75
16,CCI,5.0871,0.7302196958058074,-4.38%,1.05 16,CCI,5.0871,2.0,-4.38%,1.05
17,CHTR,0.362,0.6762752812866708,16.84%,-2.77 17,CHTR,0.362,2.0,16.84%,-2.77
18,CMCSA,0.8061,0.36824333439977797,7.42%,9.12 18,CMCSA,0.8061,2.0,7.42%,9.12
19,CME,4.0654,0.02071438551860043,4.53%,2.09 19,CME,4.0654,2.0,4.53%,2.09
20,COST,3.6281,0.1367131402584969,8.77%,0.74 20,COST,3.6281,2.0,8.77%,0.74
21,CRM,1.3911,0.142520409918158,19.56%,15.89 21,CRM,1.3911,2.0,19.56%,15.89
22,CSCO,2.0002,0.08606670836366619,7.39%,2.59 22,CSCO,2.0002,2.0,7.39%,2.59
23,CSX,2.6633,0.43208447851873283,8.19%,5.95 23,CSX,2.6633,2.0,8.19%,5.95
24,CVS,1.364,0.3195504115656207,4.00%,6.24 24,CVS,1.364,2.0,4.00%,6.24
25,CVX,2.7809,0.0905633873865484,-7.68%,7.46 25,CVX,2.7809,2.0,-7.68%,7.46
26,D,10.427,0.45626394493235223,5.60%,2.08 26,D,10.427,2.0,5.60%,2.08
27,DE,1.1147,0.5907551831779312,13.36%,6.62 27,DE,1.1147,2.0,13.36%,6.62
28,DHR,3.3251,0.23320790216368767,2.81%,12.23 28,DHR,3.3251,2.0,2.81%,12.23
29,DIS,1.0753,0.23683722383309413,21.87%,2.8 29,DIS,1.0753,2.0,21.87%,2.8
30,DUK,3.0382,0.43067554645954603,5.80%,-0.19 30,DUK,3.0382,2.0,5.80%,-0.19
31,EXC,2.5916,0.43109620840856333,6.30%,3.11 31,EXC,2.5916,2.0,6.30%,3.11
32,FDX,1.3726,0.4440454677936462,4.78%,-3.7 32,FDX,1.3726,2.0,4.78%,-3.7
33,FIS,0.7185,0.327646615802744,2.05%,1.73 33,FIS,0.7185,2.0,2.05%,1.73
34,GE,3.1891,0.1363210759278175,25.50%,25.71 34,GE,3.1891,2.0,25.50%,25.71
35,GILD,0.5725,0.40789643803736503,2.25%,9.03 35,GILD,0.5725,2.0,2.25%,9.03
36,GOOGL,1.1345,0.0717094597703327,17.61%,-6.07 36,GOOGL,1.1345,2.0,17.61%,-6.07
37,GS,2.0757,0.19895968790637192,1.11%,0.86 37,GS,2.0757,2.0,1.11%,0.86
38,HD,1.7394,0.6470819260073836,2.05%,1.67 38,HD,1.7394,2.0,2.05%,1.67
39,HON,2.2588,0.3199906484311073,7.80%,3.59 39,HON,2.2588,2.0,7.80%,3.59
40,IBM,2.0869,0.4615188907263707,6.62%,2.02 40,IBM,2.0869,2.0,6.62%,2.02
41,INTC,6.2729,0.27130159792340114,6.02%,-12.15 41,INTC,6.2729,2.0,6.02%,-12.15
42,ISRG,3.3782,2.0,15.96%,0.63 42,ISRG,3.3782,2.0,15.96%,0.63
43,JNJ,4.3545,0.21165238181643523,4.34%,4.52 43,JNJ,4.3545,2.0,4.34%,4.52
44,JPM,3.2773,0.12896465432169654,-4.33%,10.71 44,JPM,3.2773,2.0,-4.33%,10.71
45,KO,3.5034,0.43530039834093054,5.97%,5.0 45,KO,3.5034,2.0,5.97%,5.0
46,LIN,3.4208,0.23381232255815113,8.50%,35.35 46,LIN,3.4208,2.0,8.50%,35.35
47,LLY,1.8737,0.3552019261516468,24.38%,-2.53 47,LLY,1.8737,2.0,24.38%,-2.53
48,LMT,3.2504,0.28559920910988246,10.89%,0.18 48,LMT,3.2504,2.0,10.89%,0.18
49,LOW,1.2378,0.8692687837466825,7.48%,4.73 49,LOW,1.2378,2.0,7.48%,4.73
50,LRCX,1.7507,0.2601092917188427,0.01%,10.79 50,LRCX,1.7507,2.0,0.01%,10.79
51,MA,1.5338,0.3998356276967331,20.29%,4.6 51,MA,1.5338,2.0,20.29%,4.6
52,MCD,3.6629,0.9219276110270812,8.57%,6.31 52,MCD,3.6629,2.0,8.57%,6.31
53,MCO,2.0425,0.5378762144167403,12.21%,8.25 53,MCO,2.0425,2.0,12.21%,8.25
54,MDT,2.4965,0.29880808209573584,1.04%,0.38 54,MDT,2.4965,2.0,1.04%,0.38
55,MMC,2.2618,0.4360265440363234,9.73%,2.76 55,MMC,2.2618,2.0,9.73%,2.76
56,MMM,4.4859,0.3460094697777588,1.64%,5.13 56,MMM,4.4859,2.0,1.64%,5.13
57,MO,8.8684,0.6893770705479824,3.92%,0.0 57,MO,8.8684,2.0,3.92%,0.0
58,MRK,2.3138,0.28115610113594725,8.17%,7.5 58,MRK,2.3138,2.0,8.17%,7.5
59,MSFT,2.3007,0.15923154637873335,12.54%,2.63 59,MSFT,2.3007,2.0,12.54%,2.63
60,NEE,2.5982,0.42720296086648885,8.80%,9.85 60,NEE,2.5982,2.0,8.80%,9.85
61,NFLX,1.635,0.2917160508782066,21.72%,10.98 61,NFLX,1.635,2.0,21.72%,10.98
62,NKE,2.0436,0.32814540136836057,8.56%,19.24 62,NKE,2.0436,2.0,8.56%,19.24
63,NSC,2.9593,0.3826495442824683,5.47%,4.54 63,NSC,2.9593,2.0,5.47%,4.54
64,NVDA,3.5519,0.28786848623184885,21.20%,-17.57 64,NVDA,3.5519,2.0,21.20%,-17.57
65,ORCL,1.9008,0.6975459656587145,9.06%,3.73 65,ORCL,1.9008,2.0,9.06%,3.73
66,PEP,3.3521,0.44890479568366976,7.80%,5.74 66,PEP,3.3521,2.0,7.80%,5.74
67,PFE,1.1173,0.17682107451636622,-14.94%,19.04 67,PFE,1.1173,2.0,-14.94%,19.04
68,PG,4.3277,0.30530408590666747,5.38%,1.23 68,PG,4.3277,2.0,5.38%,1.23
69,PM,2.4533,0.7592813406380922,7.40%,4.23 69,PM,2.4533,2.0,7.40%,4.23
70,PYPL,0.5571,0.1394518218093805,15.76%,7.28 70,PYPL,0.5571,2.0,15.76%,7.28
71,SCHW,1.6392,0.06864791979295796,9.80%,3.54 71,SCHW,1.6392,2.0,9.80%,3.54
72,SO,3.4609,0.4493306420493336,7.30%,9.94 72,SO,3.4609,2.0,7.30%,9.94
73,SPG,13.079,0.7646523728202831,8.60%,10.74 73,SPG,13.079,2.0,8.60%,10.74
74,SPGI,2.2617,0.1971656133109764,12.70%,2.88 74,SPGI,2.2617,2.0,12.70%,2.88
75,T,4.4541,0.3888937394137295,-0.64%,7.17 75,T,4.4541,2.0,-0.64%,7.17
76,TGT,0.814,0.3610930009587728,-7.51%,-2.33 76,TGT,0.814,2.0,-7.51%,-2.33
77,TMO,3.8993,0.372467197701198,8.57%,4.94 77,TMO,3.8993,2.0,8.57%,4.94
78,TMUS,0.3603,0.5235163412997864,65.36%,6.97 78,TMUS,0.3603,2.0,65.36%,6.97
79,TSLA,1.6016,0.030817776651733787,10.66%,7.84 79,TSLA,1.6016,2.0,10.66%,7.84
80,TXN,3.0209,0.3465434633812457,10.00%,7.62 80,TXN,3.0209,2.0,10.00%,7.62
81,UNH,1.5703,0.24883054438291166,13.04%,4.74 81,UNH,1.5703,2.0,13.04%,4.74
82,UNP,2.7512,0.5308179723502304,9.01%,1.69 82,UNP,2.7512,2.0,9.01%,1.69
83,UPS,2.4608,0.3656374239842635,3.62%,2.54 83,UPS,2.4608,2.0,3.62%,2.54
84,USB,1.0216,0.1449638542916892,3.84%,2.21 84,USB,1.0216,2.0,3.84%,2.21
85,V,1.4973,0.26257002842072025,14.65%,7.49 85,V,1.4973,2.0,14.65%,7.49
86,VZ,6.652,0.47213514915968613,-0.26%,0.4 86,VZ,6.652,2.0,-0.26%,0.4
87,WFC,0.7586,0.13489874893977946,5.68%,-6.79 87,WFC,0.7586,2.0,5.68%,-6.79
88,WMT,3.6062,0.26062525249639873,5.36%,11.79 88,WMT,3.6062,2.0,5.36%,11.79
89,XOM,1.809,0.11220696806192149,-10.74%,10.51 89,XOM,1.809,2.0,-10.74%,10.51

1 Ticker Valuation Financial Health Estimated Growth Past Performance
2 0 AAPL 2.8478 0.3300066233140655 2.0 8.02% 1.55
3 1 ABBV 0.0 0.4558265192176074 2.0 -4.17% 1.47
4 2 ABT 22.469 0.23799672210430156 2.0 -2.70% 16.58
5 3 ACN 2.9116 0.06722571231732856 2.0 9.00% 3.05
6 4 ADBE 1.568 0.17055034051168783 2.0 13.98% 2.39
7 5 AMAT 3.8395 0.19448645675787157 2.0 13.27% 9.74
8 6 AMGN 1.2905 0.6942628494138864 2.0 1.72% 3.81
9 7 AMZN 2.2453 0.3043878047624995 2.0 -278.70% -42.47
10 8 APD 1.7767 0.3320219871311414 2.0 9.38% 1.68
11 9 AVGO 1.1592 0.5382865599649199 2.0 8.30% 2.43
12 10 BA 0.0 0.4062502291946284 2.0 93.80% 987.5
13 11 BAC 4.1895 0.10656449190006939 2.0 3.36% 7.07
14 12 BDX 2.4258 0.3350369526050667 2.0 9.85% 5.53
15 13 BIDU 0.593 0.23549113544599592 2.0 2.75% 23.16
16 14 BMY 0.0 0.4175920917257984 2.0 3.75% 6.57
17 15 CAT 1.4198 0.4427787540795467 2.0 12.87% 16.75
18 16 CCI 5.0871 0.7302196958058074 2.0 -4.38% 1.05
19 17 CHTR 0.362 0.6762752812866708 2.0 16.84% -2.77
20 18 CMCSA 0.8061 0.36824333439977797 2.0 7.42% 9.12
21 19 CME 4.0654 0.02071438551860043 2.0 4.53% 2.09
22 20 COST 3.6281 0.1367131402584969 2.0 8.77% 0.74
23 21 CRM 1.3911 0.142520409918158 2.0 19.56% 15.89
24 22 CSCO 2.0002 0.08606670836366619 2.0 7.39% 2.59
25 23 CSX 2.6633 0.43208447851873283 2.0 8.19% 5.95
26 24 CVS 1.364 0.3195504115656207 2.0 4.00% 6.24
27 25 CVX 2.7809 0.0905633873865484 2.0 -7.68% 7.46
28 26 D 10.427 0.45626394493235223 2.0 5.60% 2.08
29 27 DE 1.1147 0.5907551831779312 2.0 13.36% 6.62
30 28 DHR 3.3251 0.23320790216368767 2.0 2.81% 12.23
31 29 DIS 1.0753 0.23683722383309413 2.0 21.87% 2.8
32 30 DUK 3.0382 0.43067554645954603 2.0 5.80% -0.19
33 31 EXC 2.5916 0.43109620840856333 2.0 6.30% 3.11
34 32 FDX 1.3726 0.4440454677936462 2.0 4.78% -3.7
35 33 FIS 0.7185 0.327646615802744 2.0 2.05% 1.73
36 34 GE 3.1891 0.1363210759278175 2.0 25.50% 25.71
37 35 GILD 0.5725 0.40789643803736503 2.0 2.25% 9.03
38 36 GOOGL 1.1345 0.0717094597703327 2.0 17.61% -6.07
39 37 GS 2.0757 0.19895968790637192 2.0 1.11% 0.86
40 38 HD 1.7394 0.6470819260073836 2.0 2.05% 1.67
41 39 HON 2.2588 0.3199906484311073 2.0 7.80% 3.59
42 40 IBM 2.0869 0.4615188907263707 2.0 6.62% 2.02
43 41 INTC 6.2729 0.27130159792340114 2.0 6.02% -12.15
44 42 ISRG 3.3782 2.0 15.96% 0.63
45 43 JNJ 4.3545 0.21165238181643523 2.0 4.34% 4.52
46 44 JPM 3.2773 0.12896465432169654 2.0 -4.33% 10.71
47 45 KO 3.5034 0.43530039834093054 2.0 5.97% 5.0
48 46 LIN 3.4208 0.23381232255815113 2.0 8.50% 35.35
49 47 LLY 1.8737 0.3552019261516468 2.0 24.38% -2.53
50 48 LMT 3.2504 0.28559920910988246 2.0 10.89% 0.18
51 49 LOW 1.2378 0.8692687837466825 2.0 7.48% 4.73
52 50 LRCX 1.7507 0.2601092917188427 2.0 0.01% 10.79
53 51 MA 1.5338 0.3998356276967331 2.0 20.29% 4.6
54 52 MCD 3.6629 0.9219276110270812 2.0 8.57% 6.31
55 53 MCO 2.0425 0.5378762144167403 2.0 12.21% 8.25
56 54 MDT 2.4965 0.29880808209573584 2.0 1.04% 0.38
57 55 MMC 2.2618 0.4360265440363234 2.0 9.73% 2.76
58 56 MMM 4.4859 0.3460094697777588 2.0 1.64% 5.13
59 57 MO 8.8684 0.6893770705479824 2.0 3.92% 0.0
60 58 MRK 2.3138 0.28115610113594725 2.0 8.17% 7.5
61 59 MSFT 2.3007 0.15923154637873335 2.0 12.54% 2.63
62 60 NEE 2.5982 0.42720296086648885 2.0 8.80% 9.85
63 61 NFLX 1.635 0.2917160508782066 2.0 21.72% 10.98
64 62 NKE 2.0436 0.32814540136836057 2.0 8.56% 19.24
65 63 NSC 2.9593 0.3826495442824683 2.0 5.47% 4.54
66 64 NVDA 3.5519 0.28786848623184885 2.0 21.20% -17.57
67 65 ORCL 1.9008 0.6975459656587145 2.0 9.06% 3.73
68 66 PEP 3.3521 0.44890479568366976 2.0 7.80% 5.74
69 67 PFE 1.1173 0.17682107451636622 2.0 -14.94% 19.04
70 68 PG 4.3277 0.30530408590666747 2.0 5.38% 1.23
71 69 PM 2.4533 0.7592813406380922 2.0 7.40% 4.23
72 70 PYPL 0.5571 0.1394518218093805 2.0 15.76% 7.28
73 71 SCHW 1.6392 0.06864791979295796 2.0 9.80% 3.54
74 72 SO 3.4609 0.4493306420493336 2.0 7.30% 9.94
75 73 SPG 13.079 0.7646523728202831 2.0 8.60% 10.74
76 74 SPGI 2.2617 0.1971656133109764 2.0 12.70% 2.88
77 75 T 4.4541 0.3888937394137295 2.0 -0.64% 7.17
78 76 TGT 0.814 0.3610930009587728 2.0 -7.51% -2.33
79 77 TMO 3.8993 0.372467197701198 2.0 8.57% 4.94
80 78 TMUS 0.3603 0.5235163412997864 2.0 65.36% 6.97
81 79 TSLA 1.6016 0.030817776651733787 2.0 10.66% 7.84
82 80 TXN 3.0209 0.3465434633812457 2.0 10.00% 7.62
83 81 UNH 1.5703 0.24883054438291166 2.0 13.04% 4.74
84 82 UNP 2.7512 0.5308179723502304 2.0 9.01% 1.69
85 83 UPS 2.4608 0.3656374239842635 2.0 3.62% 2.54
86 84 USB 1.0216 0.1449638542916892 2.0 3.84% 2.21
87 85 V 1.4973 0.26257002842072025 2.0 14.65% 7.49
88 86 VZ 6.652 0.47213514915968613 2.0 -0.26% 0.4
89 87 WFC 0.7586 0.13489874893977946 2.0 5.68% -6.79
90 88 WMT 3.6062 0.26062525249639873 2.0 5.36% 11.79
91 89 XOM 1.809 0.11220696806192149 2.0 -10.74% 10.51

178
Elaborated_Data/employees_over_time.csv
View file

@ -1,91 +1,91 @@
,Ticker,Employees_over_time ,Ticker,Employees_over_time
0,AAPL,"[37376.653472053375, 46285.99144811846, 51441.24426379464, 61558.083471658676, 58907.38311263634, 67601.33974642337, 78133.03145013178, 90447.36485241847, 105018.28649449686, 129688.03180312812, 156569.24938667504, 164000]" 0,AAPL,"[162537.1932420907, 173408.2036226203, 185899.2839798125, 173072.8241457419, 166641.8869155222, 158042.00009576458, 173492.5443402052, 158953.65132763208, 163713.41769258346, 173413.79406761666, 179497.8410016495, 164000]"
1,ABBV,"[27248.874340193106, 27552.39237111908, 25329.378309300493, 24229.460715240515, 27009.567208570257, 31059.673341866426, 32257.759396694128, 30011.387247618415, 34143.59094205851, 33799.28937126673, 41578.389196673495, 50000]" 1,ABBV,"[23110.394236995908, 24669.89616346464, 25381.856772645628, 23227.14795466992, 28523.16371265731, 26227.213310013383, 31076.16528698497, 30416.80511813026, 32784.51826398731, 37067.319717996164, 42226.248807674914, 50000]"
2,ABT,"[91007.48710343671, 86868.75171395317, 93817.1623331741, 105047.67638738238, 98564.62584384151, 118992.1314737311, 135266.01670105054, 127526.1467181144, 116294.33295714317, 113003.84886759392, 116747.70043441781, 115000]" 2,ABT,"[59433.46384370793, 71462.08665187737, 65554.18786280286, 63602.60445977124, 59167.75027270551, 72569.1749409044, 74310.23418542315, 69898.93893828128, 82270.35426007208, 79101.06233687517, 98676.34244886189, 115000]"
3,ACN,"[243273.94377881405, 290087.4969981179, 343925.2594186647, 341669.11975675786, 415821.9435065691, 481734.41578104754, 494311.2717074493, 469703.9365311923, 514855.4322787341, 524893.7554318984, 647268.9157036883, 738000]" 3,ACN,"[457940.45915957267, 417050.52083332854, 470223.2983916743, 436387.666940778, 402230.3673661741, 502014.11835084227, 510561.80011054163, 605216.7215354508, 718098.3436746256, 732837.2313969329, 778181.585030334, 738000]"
4,ADBE,"[17726.403646993465, 16567.650711758204, 18329.439842507712, 17340.05259916847, 20007.941004025153, 24406.195004350684, 23106.685262763673, 22719.59564365903, 26638.135896237327, 24223.033279166484, 28386.396411308244, 29239]" 4,ADBE,"[18265.626818891866, 19810.793413592168, 18026.050784994324, 20364.540842348513, 19876.60034074017, 20514.922812372366, 22289.072848081087, 24653.398959894992, 24960.995043993622, 26524.016195125194, 24299.706827304122, 29239]"
5,AMAT,"[11981.734185195062, 13554.654056730837, 14226.9991651384, 14649.703856998272, 15910.02708403942, 19339.90217030812, 20382.435942489305, 24008.273741077763, 27364.093480959342, 27813.028775570885, 27246.88500846486, 33000]" 5,AMAT,"[21169.928252371134, 23005.27632658633, 21041.798988052622, 21383.85270589426, 24620.877726911498, 28855.996691901426, 27270.292357168073, 33081.387152833726, 30859.429946683795, 28536.346693143325, 31964.639164930835, 33000]"
6,AMGN,"[10128.930224553129, 12259.313225113365, 14387.302760224953, 15567.900191961, 16467.23382061571, 19453.4467901448, 21491.82329180788, 23962.02404326488, 22887.500003764275, 23410.18751537769, 25766.316337053584, 25200]" 6,AMGN,"[9809.352432962105, 10704.969537609453, 10411.138274510773, 12072.751676229807, 14334.043857517836, 16302.44218490711, 18177.534088253684, 19855.826178529234, 19081.807856737163, 19525.032934918843, 22003.255171001336, 25200]"
7,AMZN,"[1262912.700243943, 1201928.3308559773, 1245970.8252602476, 1181847.028490609, 1304561.9453141615, 1221615.039806315, 1261468.8997341848, 1299701.5003163582, 1406278.9801054702, 1461105.4451448843, 1681676.2771212864, 1541000]" 7,AMZN,"[853512.2642881571, 782013.209380588, 886460.1233791504, 962704.694607917, 1134996.42558453, 1166305.6330279864, 1354907.800046023, 1372724.0846441006, 1475316.4585741335, 1526997.541073723, 1575129.5785245467, 1541000]"
8,APD,"[7786.644490555564, 8857.082988287897, 9142.43000132444, 9670.049447077987, 9383.460374810173, 11279.410992426756, 12126.890985622158, 14021.881230481304, 15650.694773264693, 17324.9765337677, 20724.13476817378, 19710]" 8,APD,"[20429.418425014093, 22183.288055100667, 20710.88895669418, 21962.38615435888, 23865.514223580034, 22128.918441165966, 22644.451449031694, 21843.566402050932, 23264.57400668641, 21247.735569020973, 19370.319450864154, 19710]"
9,AVGO,"[8292.303379505296, 9819.104351514392, 10010.38157624642, 11523.899876911342, 12794.741767102136, 13139.15890579595, 15748.514650245996, 16830.007498527593, 18627.96619490903, 16936.287326630933, 18370.444985137205, 20000]" 9,AVGO,"[14204.850603157227, 14832.455459911325, 14333.10873805976, 15955.397477404627, 17081.532841253837, 17111.717966903056, 17774.965054261495, 18196.916553592433, 20413.625472100895, 19371.330220826556, 18156.52918436218, 20000]"
10,BA,"[95930.45791529941, 102854.87471190048, 111500.18298496939, 124266.94742913038, 120500.43106732905, 110828.71716376691, 108315.1011590143, 135351.89227980666, 136226.13845666437, 131793.21645080685, 136842.59862416761, 156000]" 10,BA,"[62907.20779738344, 74952.97102134438, 71854.57766503327, 88016.1026435892, 86359.98504254057, 90496.49022342416, 106262.30658338111, 97714.57205675845, 112570.76494096723, 122047.47011676194, 130910.11983012495, 156000]"
11,BAC,"[109788.55207052034, 100822.67315052185, 112679.34756263994, 126059.94359930868, 128148.08183462192, 142422.5097087328, 163307.8831649143, 155174.35421865247, 183644.4188782105, 167386.41336481116, 197693.8344233226, 217000]" 11,BAC,"[110500.57760116247, 135505.179642131, 135430.72318315666, 139888.06619645446, 170666.74532294628, 187713.3470059121, 183187.73169698473, 170036.9632605576, 184657.14111092268, 189116.02853215017, 177955.3224744831, 217000]"
12,BDX,"[29320.57293755517, 34711.29483135434, 38803.2808813335, 37266.95045358426, 39953.20304823652, 48584.93230304006, 55858.004003931506, 65406.57409695402, 75329.7420659041, 78508.08283057253, 82852.82237290371, 77000]" 12,BDX,"[39992.8893022335, 45104.61509315767, 54171.52581869855, 61448.237221811854, 72079.52929784845, 66662.4179887572, 73096.85705509887, 75125.15171750175, 76265.26064885878, 79723.77132043066, 80841.59306120763, 77000]"
13,BIDU,"[31527.199089740803, 32974.14767678813, 34544.316410037405, 35833.33884363531, 37082.49558120737, 41817.77285198103, 38933.65737774911, 36642.213356244996, 41136.74614891428, 48793.42258773984, 45132.0985318714, 41300]" 13,BIDU,"[17695.78969182942, 21472.838980553708, 26439.700589224856, 27927.819067090935, 28664.072305583668, 30252.73911158321, 35737.474685497255, 32982.995849083454, 31154.004280874993, 30761.072335876604, 35311.82033787512, 41300]"
14,BMY,"[18730.039952272895, 17863.59870351158, 19378.840730049244, 21660.17089125763, 23964.999146304566, 26770.617054708448, 30628.253008807995, 28512.44370457592, 31690.359642550673, 38376.76432314398, 37309.05310145302, 34300]" 14,BMY,"[26154.93662226624, 23822.377432828744, 21828.996619781115, 20067.76156884313, 23069.322886484068, 25123.92836655188, 24115.062126731267, 28685.23665542, 26431.38329432667, 29971.681880402415, 34971.22936284784, 34300]"
15,CAT,"[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0]" 15,CAT,"[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0]"
16,CCI,"[2478.6486645046216, 2332.931023959222, 2383.018904073811, 2862.7029961879443, 3386.819086609915, 3530.939106291271, 3269.0485041862894, 4016.5167319313523, 4003.905877471787, 4656.225259225498, 5144.095635752933, 5000]" 16,CCI,"[2345.9881770652664, 2429.6994484761303, 2727.2752265291588, 2731.661098141958, 3307.789314179742, 3713.834936373605, 3860.2475878740315, 3918.3636446415735, 3728.5664019869664, 4605.763567713249, 5001.512996498973, 5000]"
17,CHTR,"[69957.17854789495, 64169.85681114289, 76130.77221659043, 91668.61908186701, 98503.90303307741, 96687.24910287022, 90396.938024362, 90237.78999014245, 87139.08452889697, 90715.3298038195, 103653.66044541102, 101700]" 17,CHTR,"[77858.50046799572, 86541.53947352804, 83300.45906190561, 78330.58641223214, 89689.97252336086, 94995.290860483, 87686.5214975013, 103372.65137381759, 100504.22715144954, 105675.33325276997, 110590.98843727238, 101700]"
18,CMCSA,"[76583.79843178942, 76640.43261032672, 77507.44159083326, 75339.9550187835, 75057.05280120418, 91443.19269492234, 112353.235605016, 111652.26313362899, 133831.78772686052, 137923.0998789482, 155028.7563830565, 186000]" 18,CMCSA,"[87328.06979792903, 106827.65572686843, 103223.38583616869, 111867.94361987337, 128497.14234875029, 136666.81177136768, 130200.6695308158, 134739.60034229624, 141713.71523951, 166626.17520309365, 156418.2487522376, 186000]"
19,CME,"[1695.8607500282299, 1555.2578618033622, 1511.6772028278356, 1702.356280800502, 1918.7958810311336, 1979.8104210126498, 2245.922299906653, 2427.9232337321237, 2633.5459462730178, 3196.0427672456353, 3575.2919630758724, 3460]" 19,CME,"[1606.4349336060811, 1571.8167685762687, 1523.9189538132987, 1585.2260113710224, 1444.9846073764122, 1549.749314448994, 1753.6713215105392, 1986.3960315624518, 2198.8081169454827, 2526.183358362214, 3001.309141703752, 3460]"
20,COST,"[141080.8215930282, 168928.61688963827, 154696.7803178296, 184734.77915698863, 200712.7911585126, 186593.7207138589, 202131.23306210845, 221629.40844824535, 236660.1375376948, 261178.52939112243, 295082.3394180682, 304000]" 20,COST,"[111991.74386780224, 111181.0124565072, 133565.9204963046, 137721.18396880117, 161343.0851182531, 192385.82911728142, 214432.68842415413, 229083.42876344777, 208694.55883165982, 245069.18465973152, 270655.43301001104, 304000]"
21,CRM,"[31521.68249005174, 37872.683395298925, 40544.981886719426, 45173.55973526879, 53741.49248074452, 53234.89881682681, 48913.26799424667, 59110.672613216884, 60017.64425270233, 65035.99716968226, 67177.94380198605, 79390]" 21,CRM,"[44020.646196350564, 42140.66960617884, 45528.868805812184, 53533.57225627451, 53281.750457053, 48705.15916730034, 53531.798718294645, 60142.336621348106, 70939.93032881888, 67702.97193520344, 69390.11118411666, 79390]"
22,CSCO,"[56161.22931362685, 60487.790704288906, 72810.95780036045, 75319.74734320212, 88606.09080325178, 81965.28623762602, 81100.14025341002, 79971.57119147842, 80979.04308527082, 83450.59814628646, 76706.29565709407, 83300]" 22,CSCO,"[53989.33715774323, 50573.25080916847, 53958.53626103219, 58322.02169423053, 64240.6783365827, 64867.316969056425, 59177.2574397015, 67816.22320513829, 83178.10058753012, 95526.22427782929, 90991.84206105932, 83300]"
23,CSX,"[14107.449941718987, 15388.707393879658, 16775.158244134407, 17598.32932297002, 16447.26332255629, 15373.095148511027, 16201.964047564921, 20142.18126329782, 19915.616251535183, 22601.479797913315, 22403.76184838373, 22600]" 23,CSX,"[14638.655490451605, 13527.238867067354, 15477.872440312574, 15035.168280753358, 15664.116257554904, 14942.292515990284, 13934.744739187163, 16827.961095592782, 21021.588055194872, 25444.493582270014, 24757.75154876558, 22600]"
24,CVS,"[113689.24318518539, 123904.89879007099, 140010.11963720722, 162630.18817984016, 171911.94389244064, 162981.26499766688, 170029.08148426522, 154792.50162757386, 166529.3691503729, 171463.01137455096, 211331.92350526483, 219000]" 24,CVS,"[126825.38958286602, 116579.81888915857, 128031.89044074468, 126930.94527035319, 149774.33437944518, 149163.63928403956, 179183.58555951645, 168934.13302519696, 156587.58631151618, 194837.78214364845, 210464.12863841717, 219000]"
25,CVX,"[29889.972446621054, 35875.96274683845, 40296.6469047362, 36641.83769861137, 34151.7729151963, 35723.20719784767, 32673.086457525125, 32777.12549396194, 32153.300580630224, 34927.58655686684, 41954.281156881, 43846]" 25,CVX,"[38440.49353792684, 35469.545529698764, 35605.908166807654, 36616.795825933434, 34923.43565814864, 35331.454285921754, 32763.787386610413, 34892.480405125956, 39143.80744584547, 38559.42724341374, 40908.021618979554, 43846]"
26,D,"[11065.561372328602, 10609.162626642854, 12924.463610547486, 12952.598535612988, 11913.291130275536, 10930.255810895458, 12999.664985394113, 12763.689925454828, 12225.158992173068, 13092.02305596109, 14561.38603085286, 17200]" 26,D,"[7954.5303622682795, 7855.1882440324025, 8696.786933330957, 10558.525105666953, 9911.399487519464, 9788.186179536544, 9877.693364091576, 9799.935462765765, 11732.567763368068, 14335.355358486067, 14552.16458812641, 17200]"
27,DE,"[83190.83775779938, 76485.38128632389, 72514.73418486517, 69953.56392931196, 75015.63669064647, 75173.35267295383, 68621.52208668888, 75195.8746541862, 70716.28876329455, 81221.30541048077, 84614.09552503267, 82200]" 27,DE,"[45197.98471541788, 43880.816180875, 52907.67173925614, 50219.761561311636, 61552.747717884195, 74207.32818742191, 73035.94476623565, 78780.44661301486, 77275.5898499734, 70776.27124665586, 75215.96463152565, 82200]"
28,DHR,"[61859.48115348895, 75194.58757143168, 71734.94977115377, 67326.13537365444, 64020.46503377172, 77841.75035163634, 77329.58401960216, 72958.77419648619, 69197.19469179977, 66111.7866777467, 68616.07375403473, 79000]" 28,DHR,"[38408.89935256394, 41613.39822292939, 48920.624875993264, 54861.49895731699, 52765.6205196256, 53892.59366252814, 64482.49729932762, 74988.34112789169, 76051.57082985995, 76799.87022581634, 75039.18627529098, 79000]"
29,DIS,"[57434.87208177767, 57077.407219542, 70138.27648064846, 85662.86703926872, 106097.82905610868, 118885.9984458549, 118436.03965713942, 109050.30870818491, 128252.86365017557, 140042.01332754895, 149155.09927440612, 171600]" 29,DIS,"[110386.14529949237, 136241.87107291998, 148413.0377107765, 135921.8645129766, 146052.28553560807, 135364.83130274666, 143330.45829394675, 131922.92268746483, 139039.83447862172, 126854.81490177705, 153971.39407848773, 171600]"
30,DUK,"[21001.82298441612, 21822.956931464152, 20609.482679605826, 22851.501285946222, 21080.31466129093, 20056.527700854265, 18684.81639163934, 17250.11432533056, 17804.903744268428, 19795.132642054585, 22622.704477311676, 27859]" 30,DUK,"[15208.711128881303, 15832.951023018944, 17349.248805048574, 19347.91086889209, 19882.956227849983, 19415.654321174137, 20876.946606536356, 19187.33511478343, 18311.429240161557, 22433.071606351892, 25929.65753610944, 27859]"
31,EXC,"[12304.898847232142, 12247.96302429564, 11218.748162316408, 10220.067645391931, 10872.559762590012, 12924.200554091489, 13684.988373707953, 13672.366092924909, 14350.558292911104, 17454.018186281373, 20901.712629228954, 19063]" 31,EXC,"[9135.178803100165, 10132.083806172564, 11567.812062272296, 12888.907689787386, 11966.122298067654, 12684.334312182176, 12984.780365539855, 12230.25129865183, 13426.966563699378, 15474.226637278354, 18793.599053415983, 19063]"
32,FDX,"[283574.1401841164, 288135.55228087254, 283876.5009297416, 334311.5946559014, 350050.429019722, 352128.98364916, 411828.8413652582, 429102.98814744054, 393569.1570439457, 367529.5774692927, 363475.49221905577, 345000]" 32,FDX,"[197644.3887388502, 220555.14676106203, 244649.13277420917, 269556.94893017266, 266698.16841002874, 296072.61440082494, 297491.0794393629, 359783.8895106377, 375003.88124374405, 366991.1302523641, 353369.2121225371, 345000]"
33,FIS,"[49661.52932443628, 61423.551141774646, 57560.87917658287, 62190.23080402449, 65767.91472647783, 69158.04300737045, 69022.20061653024, 69565.70435482617, 66077.00728464505, 66568.21949800193, 62323.553424302256, 69000]" 33,FIS,"[43468.78990481129, 40183.65038354455, 46768.02568921943, 52481.68298679572, 63933.793925201346, 64649.46992284591, 74636.84750756611, 76641.63987747033, 71934.86721909577, 71757.0287613977, 75034.77995921182, 69000]"
34,GE,"[88286.77825717992, 89576.013268048, 96908.3720605091, 97189.4643677054, 104461.77857469267, 99578.02341116025, 103915.55007494162, 126749.30707187034, 126193.14092399493, 143714.9521048132, 141698.73559765372, 172000]" 34,GE,"[45266.351506881954, 45371.641606757585, 56632.24190860918, 59768.11172744047, 68519.08206384552, 81123.96098496807, 83841.75879703317, 97919.89954672499, 119919.39537804382, 128542.8707190003, 160474.41617128247, 172000]"
35,GILD,"[5112.620339966871, 5560.869545156425, 6362.919028959384, 7598.210394333002, 7057.783292409029, 8802.976293416636, 10106.81456533497, 11111.77059525413, 10980.837893105894, 13515.017713045756, 16439.421715714838, 17000]" 35,GILD,"[10677.029721877658, 12883.30340185279, 14539.682779677223, 14337.149743369615, 13727.588210599615, 13888.772362793032, 17292.61582083542, 17837.315523453835, 16716.099095496047, 16939.153587199427, 16243.0579538483, 17000]"
36,GOOGL,"[110764.18536977956, 128407.62990562206, 120374.33364260591, 136158.775440003, 131840.9848219615, 161711.95138527543, 168891.73225563776, 162113.52447833627, 153497.56675396036, 180759.3732936869, 208042.6250805318, 190711]" 36,GOOGL,"[130324.58254913037, 131078.32917760336, 135921.78047671606, 134246.5598594514, 166561.5425943509, 186560.57262018096, 175138.1620105113, 205734.75433047526, 189523.13561277065, 190533.82510388616, 179535.00390962054, 190711]"
37,GS,"[15696.859356736479, 18736.859943526848, 22256.720629896172, 22781.39925266055, 24121.491737397017, 28395.774882792175, 33912.036971275505, 37732.90507861896, 46086.55278862052, 43182.50238738648, 43183.26732535059, 45400]" 37,GS,"[23931.775304836894, 28010.613849791727, 25837.479120249933, 30109.5668316087, 31030.92232944521, 30517.105125438105, 29496.673735151853, 29349.71694403272, 32853.9448715336, 32010.984240506015, 39467.93065989157, 45400]"
38,HD,"[242180.32808958757, 295249.22738735913, 333745.4038543743, 406282.34373528464, 405201.67986018397, 371374.4690992982, 386761.03290403634, 449850.76516733866, 494091.73126113677, 459487.6057821262, 507307.2632258828, 475000]" 38,HD,"[331439.750225303, 335403.43037835706, 355517.27370064455, 377412.27307101304, 404205.84275513695, 393924.0378877346, 402658.8411394787, 400039.8776430974, 393190.05113060714, 396781.9927498074, 468954.39114651794, 475000]"
39,HON,"[35569.82890729972, 43359.49013915954, 52779.89082389324, 63572.56543727999, 69432.00106560827, 69700.68837630955, 68321.91355289343, 66849.7961647325, 82706.2297897195, 91521.50133592654, 96199.67706496897, 97000]" 39,HON,"[36885.661089748406, 40688.57794832017, 49108.08651821288, 59459.01650822328, 56106.12133459709, 54248.11588250453, 64163.87654299273, 67441.54855361916, 78441.50267396955, 92093.12502805686, 102857.87453558412, 97000]"
40,IBM,"[172250.7029087562, 165096.2001715925, 181973.63293164596, 173716.0808916395, 159667.4168721648, 169139.74570198063, 206153.37810726961, 242164.01800847435, 224233.47241184616, 271911.25753501506, 304576.48462549417, 288300]" 40,IBM,"[188957.49577373947, 194324.631841397, 199264.20107499987, 204370.3450824231, 211149.26074949114, 236254.66341049623, 237223.65815821686, 222878.57025766006, 265422.54383305996, 309816.8686336703, 291918.31811949273, 288300]"
41,INTC,"[72150.5565881803, 69219.80663449835, 82331.40096817951, 84074.3029513713, 89048.0340654775, 89664.5615444384, 109996.84837612508, 131252.15336943354, 140503.74587645946, 136397.02792717202, 135973.26089036325, 131900]" 41,INTC,"[57317.34896271609, 62446.1902010113, 68181.10372810155, 69843.53708205486, 77163.73935891424, 88664.79510030482, 101216.43949939402, 107954.05662265631, 101016.49234930568, 95249.73154116685, 112375.04431953849, 131900]"
42,ISRG,"[7082.487269546867, 7490.043478401676, 7857.499709018875, 8601.868600868454, 9560.634579170905, 11489.577545671844, 10488.791519608643, 10394.257209578567, 9899.242810035006, 10791.988342897792, 12272.049345900927, 12120]" 42,ISRG,"[5009.4798430604205, 5936.263724720511, 5699.741849203498, 6592.503779703993, 6875.9664393793555, 7864.674288452858, 8362.121643929862, 9494.65570380883, 9357.07692099149, 10973.464552941623, 10019.998150118427, 12120]"
43,JNJ,"[96823.27878139642, 93450.57031711581, 106959.72056090596, 116319.86849629143, 129196.7642813974, 141471.95592373708, 162727.4788053953, 188057.75615080618, 174046.56556493996, 165142.45387084788, 163911.95758019635, 152700]" 43,JNJ,"[94607.8134127124, 114559.35475827326, 133203.85953535102, 135044.7525195569, 136161.8135078451, 124290.76453154837, 146704.78277961796, 154412.68224708948, 156990.52835123113, 162127.79230167577, 149137.67374755396, 152700]"
44,JPM,"[171741.16926123662, 169965.8517681734, 164121.54865229962, 186654.7523364323, 176047.00711757975, 187455.48347915115, 187073.7952827632, 231950.3599807513, 219038.1106683549, 257669.11670405575, 270310.15744240384, 296877]" 44,JPM,"[174508.8080359456, 184986.75826641382, 172193.5050823497, 163476.054318236, 163285.74757882152, 195093.26454871823, 216953.48063275518, 248242.57065289983, 275962.150745146, 271127.9804882132, 302350.08149180264, 296877]"
45,KO,"[31589.890613840285, 30008.359662809344, 34019.07909580357, 39833.50257259313, 38271.04377621541, 35150.663366681605, 38538.45769346719, 47583.55016464215, 57678.32314117908, 69775.614102855, 78993.78661188702, 82500]" 45,KO,"[61168.39770369202, 60301.44802066855, 59228.70569833631, 62791.279959699066, 72188.73842783833, 74380.25600144741, 71997.90260237166, 87498.23777987622, 88945.16980203701, 83284.51978608686, 82594.6616791262, 82500]"
46,LIN,"[22478.03280813461, 22479.267576071717, 23643.383070924992, 22934.173710822364, 27757.148514155757, 34464.68311141385, 39283.73192429219, 44459.49822270715, 42387.99839199849, 44556.29683182735, 52856.776525780006, 65831]" 46,LIN,"[35125.80855204561, 39091.49728534108, 35627.35843300032, 43820.92460310682, 48879.98955770703, 45383.4834729901, 47604.16285078929, 43954.17019744252, 42650.69518378656, 52841.556763591754, 60873.58053931144, 65831]"
47,LLY,"[23039.26184920127, 21039.97789923028, 25139.64349263065, 25381.79055140313, 24144.57180067084, 26774.72502859796, 27263.99986259143, 25882.290624139932, 25690.255695259228, 31276.519008898922, 34879.939148707905, 39000]" 47,LLY,"[23969.32478071953, 22423.018603357516, 28008.44490991086, 25499.38246598035, 31829.59473122382, 28973.5167008408, 33842.90805658199, 31004.882003364284, 28712.604682718862, 35685.64692488923, 39167.440112045086, 39000]"
48,LMT,"[52575.19180941439, 61141.93775165807, 58084.72345279735, 71139.02473864765, 68083.8987083759, 78346.91768866748, 84972.05431142903, 81627.22155943827, 86950.38334146905, 100687.07214745141, 121508.82522870248, 116000]" 48,LMT,"[84343.31802198148, 99754.35097310551, 106439.6073115656, 112233.80284170156, 139095.43114426621, 132620.73766375252, 130829.28470784205, 128610.15886363026, 121057.76139160775, 125185.88734439207, 113859.05691477834, 116000]"
49,LOW,"[141079.02214379812, 129358.33352843832, 131219.77604686804, 130811.15568106384, 127432.30417574506, 156678.19759658512, 150906.84556192436, 158320.7317414685, 145441.537636459, 155384.90898738021, 149087.6949708557, 182000]" 49,LOW,"[119160.82521246566, 142727.29059737647, 159605.52832814422, 164619.7145296172, 176553.30937450213, 179770.26944178354, 171045.98722404233, 190428.13558005818, 202830.80489991396, 186411.590084817, 170974.74585660434, 182000]"
50,LRCX,"[13692.032822175654, 16035.750604249086, 19460.33158248915, 17892.420050548044, 16527.424393710473, 16547.644098062305, 16673.396739214062, 16745.71177879537, 19863.928224766143, 19111.4883378734, 17577.35272473082, 18700]" 50,LRCX,"[8075.590770689743, 8102.085270897072, 9753.093434228238, 9103.111866271345, 10927.210679870634, 11972.239010497893, 12952.514822964182, 15651.492304091455, 14920.511263777827, 16896.357194898377, 17532.736107879988, 18700]"
51,MA,"[12896.446856878365, 13931.727566803105, 16794.743674612622, 20460.28223143019, 22709.23025902737, 24171.794277781515, 22613.345002989114, 26065.963789574507, 27585.73313696502, 28433.930923034113, 32111.483656379438, 29900]" 51,MA,"[13250.041648730752, 15528.2083307194, 14191.856344963748, 13541.710736495368, 14044.949545040168, 16154.2511565397, 19647.607763166976, 20213.3100028738, 19501.28703027939, 22458.42067365907, 24705.568127223996, 29900]"
52,MCD,"[25383.99960217051, 30420.82644415889, 32998.92664574472, 39389.18636471288, 36893.11709634348, 39267.67157033389, 48849.05550107935, 59638.771101937964, 68300.65614110998, 80589.01345554431, 98941.48012010418, 100000]" 52,MCD,"[37963.44192050318, 35158.10603346034, 40291.27577441734, 48261.08133508894, 46476.456380468895, 54849.29024982036, 65757.4558828845, 69632.7968586974, 67148.69695354902, 79166.8144195534, 94832.26370569279, 100000]"
53,MCO,"[6918.684349367145, 6373.424647939011, 7376.220768008974, 7279.162603456331, 8226.338011827633, 8242.813507896808, 8483.71133303573, 7966.915129554216, 8507.22466614147, 10167.709863655165, 11750.46263816949, 14419]" 53,MCO,"[6864.142962371511, 6291.803092392251, 6518.383179792412, 6275.000198408396, 7715.040215111358, 9467.062768180313, 9879.870791733632, 11894.684414699632, 13097.663973258133, 12138.013560316344, 13505.806714488153, 14419]"
54,MDT,"[92240.63446437614, 88043.96295245948, 91675.9222538346, 84491.50018401892, 81852.04486386533, 96837.33537727827, 110046.3877616812, 104574.67405187323, 104270.45166821346, 96409.3991480993, 101013.33284026192, 95000]" 54,MDT,"[81096.51593569887, 88704.78829637647, 85294.7133910837, 80683.21124692698, 82500.93619666132, 79377.39467520306, 92053.20513548412, 84301.68416417499, 87907.71258480624, 90528.60525052075, 100156.1566890417, 95000]"
55,MMC,"[35040.27822593109, 35352.48163344647, 41479.920658955045, 40881.65410363834, 46148.51548626721, 50732.26588836174, 60395.18998626654, 72311.33289154668, 76763.72432771104, 86803.34232062906, 83787.81267328908, 85000]" 55,MMC,"[38923.080387122376, 48387.62569308111, 58090.04108950118, 66075.2301394756, 70404.3788451785, 68361.65914347442, 71729.41010838407, 65922.28488066443, 68691.0601409101, 73138.71898689814, 73835.16947637327, 85000]"
56,MMM,"[34213.00428262814, 42273.2740859146, 47852.28931364622, 43996.89337268563, 44881.75385700435, 54715.679033500455, 64460.94903442014, 68287.80607508625, 63768.91801327956, 75599.6136757368, 80618.87736705257, 92000]" 56,MMM,"[23646.48069081219, 28865.099116895908, 28929.37931887642, 29977.944446484977, 36288.910859699354, 34085.45254293241, 41560.25877670736, 46000.463334884706, 56269.344348141545, 66441.18989998857, 80356.98600587934, 92000]"
57,MO,"[6374.636623153354, 6294.35066899607, 6002.796095347982, 6101.385099601543, 5849.196397780093, 5465.646491612609, 5387.349678786005, 5571.821884627261, 6401.797015855663, 7118.095145269025, 6889.438449073565, 6300]" 57,MO,"[2750.847388687997, 3063.307474330338, 2952.765946564743, 2930.517583620701, 3509.133609771555, 3818.32230171708, 3761.187654570196, 4296.188412755184, 4147.950735489828, 4392.143161130184, 5404.676945500494, 6300]"
58,MRK,"[21182.286219876387, 22359.6551882132, 22297.10121305003, 22690.918256858786, 24983.12159011486, 30085.63056579128, 32679.4054592127, 37570.20834737801, 42972.11181985115, 48490.156122194094, 56569.25246195806, 67000]" 58,MRK,"[48234.14908873224, 55650.34350817377, 58466.53026790086, 55893.833951716835, 65504.32989578392, 63124.45282614029, 62969.194177931575, 68795.5874369281, 69154.75697711711, 65838.28543140901, 72082.49582111121, 67000]"
59,MSFT,"[78829.7836837189, 81145.10839826186, 99343.15895657339, 105518.12344248196, 119748.54128219449, 143870.03517311774, 173990.1269896685, 176151.00724121468, 193556.61350616225, 213622.1373836277, 218045.34012654697, 221000]" 59,MSFT,"[123233.26887801947, 135109.2736410185, 128638.17289039161, 154355.20012615627, 153363.28059818433, 169581.5838229991, 159849.47260577223, 182052.36187479447, 223934.45967653635, 236557.39699225765, 219845.90451496924, 221000]"
60,NEE,"[11633.624092913395, 11425.246482909359, 10465.45133264587, 11112.777948125535, 11386.143083471276, 10845.920628782955, 12132.850173293038, 11710.269684927564, 11170.367123026828, 13566.329875748903, 16206.023234829736, 15300]" 60,NEE,"[9942.937473890852, 9934.392075096739, 11332.90386671135, 12795.241884147774, 14124.638096884504, 13081.43546469686, 13199.054918911806, 13505.936633737963, 12554.204235525549, 14474.227582354797, 15230.877180854553, 15300]"
61,NFLX,"[4178.204546727604, 4582.3395391758495, 5474.09908574788, 6217.981854862019, 5808.869408692148, 6312.877320718153, 7865.3492362060915, 9122.378364417396, 11372.860967102677, 11972.64440980126, 12808.746337708375, 12800]" 61,NFLX,"[11455.57173834794, 13321.970861304599, 13329.926565006052, 14681.600637850835, 15846.022516544605, 17476.190754397503, 17011.611520319093, 15710.655298949587, 15178.433190328975, 14635.455883297018, 13727.890362703693, 12800]"
62,NKE,"[69107.51329636574, 65103.64861748011, 74728.23056397004, 85044.13620570659, 83743.17783709482, 84718.06888837769, 79031.19861932874, 76008.66625117348, 93208.8004750245, 88463.43937156233, 84173.95870916655, 79100]" 62,NKE,"[37035.50579695502, 36061.61602957286, 37860.294264949756, 42228.569112981815, 42161.08787179082, 49229.64553656252, 58163.34881335835, 63106.92043785505, 73325.52903674851, 72112.79873981254, 72738.82463342919, 79100]"
63,NSC,"[5797.915559828853, 6412.430339929437, 7168.988875904804, 8219.275072503237, 9634.747606169884, 10380.414296405124, 11655.55154119694, 11753.669412721893, 13677.460696293354, 15655.71585030931, 19208.8766023359, 19300]" 63,NSC,"[16654.947984045517, 16007.074193847748, 15772.666559153622, 16169.822093296008, 18329.970225621953, 18313.34338643161, 20741.039769797513, 20916.519737959483, 21347.013177970424, 21365.79442396073, 19597.82308820623, 19300]"
64,NVDA,"[8724.531462423816, 9411.595930122643, 10183.534207052217, 10113.948547004915, 11321.064665997079, 13218.404905511557, 16514.89477843869, 18015.762086820647, 20737.436401517207, 24558.85554150588, 27445.27322799654, 26196]" 64,NVDA,"[7807.458345422079, 8836.523339759931, 9790.501868762714, 10071.989964873837, 12046.967020398955, 14979.689000502847, 17483.37769424241, 20718.623525551695, 25179.491203621277, 27904.89726822512, 26016.768339454164, 26196]"
65,ORCL,"[117586.1513280567, 112296.24388047827, 108459.48981464471, 118586.94488582878, 109357.13678165064, 107177.39889169781, 100364.04135970103, 122018.75544289972, 134521.00124540483, 133817.33286230912, 148933.49533598617, 143000]" 65,ORCL,"[65116.26278040325, 77184.31269802089, 79787.95103791243, 79270.29625679646, 98965.18298177444, 94909.79101045543, 106243.96491614854, 121570.55040619554, 126469.04444863019, 133644.60018282526, 138173.7929858151, 143000]"
66,PEP,"[287807.1441795936, 281481.2913944911, 294925.2616816546, 270031.1514010457, 259398.12988018474, 253864.24273006918, 279105.21357112157, 254632.77396709716, 305080.4798155455, 289719.2547776374, 330004.929720129, 315000]" 66,PEP,"[126792.20594069739, 148309.8413335914, 149764.12832208927, 144434.9982588383, 174534.65271326888, 193812.66876394334, 225951.94493494972, 233030.7048831975, 229980.76967866567, 242051.86533912545, 296394.9997752849, 315000]"
67,PFE,"[33773.441348581175, 39977.26500655848, 49150.46460746706, 58765.81194813365, 53541.099344839204, 50325.649832081646, 62885.10738748588, 64177.22463541341, 76545.54648485048, 84634.94190085062, 80427.85942705172, 83000]" 67,PFE,"[30852.99101479285, 34187.999112861056, 40148.13326835386, 36651.74016917439, 41348.52987158678, 37997.4602743729, 46748.483963394276, 48515.04818806935, 57080.587209578945, 67991.96655916389, 77031.52294692455, 83000]"
68,PG,"[57285.60680131212, 62172.210446453755, 69316.910240916, 76473.9673840772, 85834.3155662125, 83106.0331013859, 92912.45977280042, 88545.2844408215, 87316.20173287395, 80828.30526076742, 96331.44696820763, 106000]" 68,PG,"[77468.10220268022, 80922.6772567947, 84362.34100388567, 78370.97971458905, 77277.30338999542, 77373.65161285482, 71843.95803901348, 86865.87450163993, 96577.49593585455, 89533.45875411645, 105055.00692878103, 106000]"
69,PM,"[38460.78880040101, 39080.458255117774, 46915.80727845234, 56263.817818340394, 53767.920222253146, 50143.22216302974, 52901.206444105075, 63937.029449149304, 77463.7473256362, 77893.51145959212, 85047.02612532911, 79800]" 69,PM,"[56073.37458651154, 52357.46161868569, 53393.10244109184, 53459.926396707844, 61698.29742039442, 73704.75558216925, 71886.54303278864, 69420.76868067938, 71047.67360158666, 70680.03607993035, 67934.62400110904, 79800]"
70,PYPL,"[28740.023236044464, 27497.462115875835, 25664.96672618889, 24553.163502654148, 29712.263162492094, 29328.20270445575, 27385.796082262914, 27210.1197887856, 26028.75378098792, 27698.101122759443, 29407.060810001673, 29900]" 70,PYPL,"[27308.488599104865, 29061.894298704097, 28041.532188577075, 30429.72265732506, 30918.580869177888, 28698.40264350505, 31052.53541090663, 28843.881008817192, 31974.441238218475, 35102.747608843085, 32661.722328829514, 29900]"
71,SCHW,"[14974.351203126898, 14734.615844496318, 14896.113936846436, 17960.665072772423, 21535.362103921376, 26747.558968374928, 30210.51569710676, 33211.86886285187, 31188.343844058043, 37154.2121616471, 35416.69347012884, 36000]" 71,SCHW,"[24548.42760943741, 25289.161549233555, 23243.01194939526, 25032.80028063766, 29845.413066168367, 29775.167638237956, 27222.670429416703, 27662.674008047023, 30415.751516500277, 33708.020974576044, 33751.07064198596, 36000]"
72,SO,"[11408.355778490346, 13299.220898817919, 13246.254530481347, 16107.940624694176, 15247.332789902772, 16935.60994227492, 17393.992683857938, 20200.976927598833, 22427.859706502833, 25210.574442975623, 25057.246736073066, 27423]" 72,SO,"[9616.992725018978, 10593.685776632352, 11034.208640508949, 11347.350088049254, 13564.533452597772, 13532.815526957582, 16414.99680932943, 15910.696185106428, 18738.997717632752, 19012.556883121888, 22296.619788615066, 27423]"
73,SPG,"[806.4709684890577, 1002.6413503504575, 919.3756699624829, 902.4829637554855, 1097.574600029408, 1023.3995859727487, 1144.010238780022, 1420.2011238621521, 1758.5322771295694, 1841.5701646686614, 2201.08049640619, 2500]" 73,SPG,"[1296.7356030392864, 1212.3154063165011, 1413.6719031812402, 1621.2078466673297, 1981.922686761916, 2132.142276224753, 1973.378686692188, 2243.373565314156, 2347.3520402623703, 2686.1643758714663, 2636.532804414527, 2500]"
74,SPGI,"[21073.08398679488, 19939.899287176402, 23954.232771904753, 22790.04792741083, 23078.071311661122, 26519.93132566187, 29807.661133853744, 36484.94281957544, 33400.31906222242, 37995.0981682883, 42230.89411352678, 39911]" 74,SPGI,"[17285.6960932868, 21264.925858470368, 22290.9607696056, 24286.748242907972, 27965.577210882555, 31929.036492824216, 33470.8107892028, 31829.504165763326, 30133.689911549503, 31851.11041568235, 34931.07472198761, 39911]"
75,T,"[102339.1096079332, 118418.09089988598, 113518.04792926734, 105430.56084586156, 97951.24098463492, 95688.82286007528, 99847.84493515795, 104829.06836303437, 125536.53741938109, 123988.85953233467, 126884.44018188641, 157790]" 75,T,"[71554.03652970144, 77060.84010869115, 94453.18831869378, 92260.76156969764, 113844.9064258813, 118409.18532671404, 115649.1570994045, 112048.1098822784, 102463.69339569841, 115622.74611851177, 140959.05390792165, 157790]"
76,TGT,"[304495.70482659235, 302436.87050200475, 296631.1910612401, 338531.2316770236, 325527.06512285455, 309720.29920967016, 358693.05264457944, 337014.2082265742, 339239.27088469086, 361550.2377799674, 372187.59776298946, 440000]" 76,TGT,"[125869.53942247892, 145900.13119938973, 138482.7643916658, 166200.03504089566, 180251.2608179926, 187220.05294609096, 203903.84284156538, 252375.29895979824, 300656.251983761, 375771.228486105, 456677.851571822, 440000]"
77,TMO,"[83397.29087627522, 79294.14612532857, 73141.94239863659, 76595.2716460654, 73946.469783273, 80007.52768253784, 95504.68731454214, 110470.34252809698, 126003.15760101152, 134280.92267411173, 134431.30131778438, 130000]" 77,TMO,"[55926.8756878007, 67685.07889526467, 68317.14307987405, 65052.73640438384, 74602.3408554123, 92878.80906568826, 111499.76935107209, 120242.44018517493, 109556.22505861708, 119267.73792593478, 125149.09773125235, 130000]"
78,TMUS,"[44175.728219524826, 53780.40004471222, 54303.868935871316, 55770.606282466964, 62775.38996931439, 58925.11851598187, 65068.55435417281, 59890.01430786608, 63608.83874082306, 60064.46430945932, 72748.30565353038, 71000]" 78,TMUS,"[31646.497175640518, 38591.312846590445, 46777.33373204025, 49703.18025635886, 54869.87276842132, 50297.590633451124, 54562.236178908206, 54285.53007961753, 60807.2065780361, 64864.67942482986, 63412.385236514914, 71000]"
79,TSLA,"[77085.67496904431, 73564.25168675181, 69050.31317904039, 84219.04856518569, 78644.11087333788, 89716.58170694468, 99359.89621667576, 103495.20018230406, 110154.79461608817, 109377.6632642844, 119508.47445599674, 127855]" 79,TSLA,"[81066.48661549299, 90857.02731690404, 109588.15498933093, 118951.99587100359, 118188.5727576766, 110308.73608742947, 112593.3676070626, 115728.41514816685, 114621.48841027073, 109617.04461868652, 105632.95314753815, 127855]"
80,TXN,"[11248.948908076536, 12826.707241348078, 15257.732092303155, 18310.824186124526, 17665.48960949406, 17811.570170239454, 22131.911242510683, 27084.76893032851, 26842.39192050624, 29691.86773820477, 34875.365624663995, 33000]" 80,TXN,"[15671.359210130217, 16128.943851244476, 14690.829304928131, 15060.189501967005, 18561.541882761634, 18698.818188215635, 17301.789712766687, 21449.37806262045, 23581.9219995619, 28987.08800958198, 29091.897712317364, 33000]"
81,UNH,"[241326.84986068433, 266944.67240573897, 292200.43925300223, 272719.17722684675, 328583.07258551137, 408212.18133926956, 447012.6435394186, 503003.98707231483, 464792.7956393309, 441820.1857844482, 410853.64433379064, 400000]" 81,UNH,"[279587.31355861353, 306339.67785745335, 369888.51016440784, 337632.0238664039, 331355.1420475483, 327659.61719186837, 316912.39894758235, 352490.10410852724, 321503.5269757051, 372823.90399965784, 369204.8336223311, 400000]"
82,UNP,"[24362.736977626977, 24358.139503275735, 26485.54808799573, 26213.148871232523, 24475.657857111015, 23859.559924945806, 27470.401670414285, 27759.760110976968, 27109.41486895098, 27076.84099639224, 26166.894807191667, 31471]" 82,UNP,"[20077.026936856182, 22409.731702235855, 26450.470363238495, 31265.85559109808, 33908.67546270582, 31094.684425489235, 33247.72246050165, 30677.73048727944, 32092.601260543364, 31516.487684205073, 32273.903119204275, 31471]"
83,UPS,"[308485.0348874897, 289465.1611288228, 344987.71274718177, 408183.54979620746, 389204.7526185665, 356667.6671536764, 408406.62294039247, 406278.1914804315, 421928.29585179145, 471123.47080223996, 534674.8722135361, 500000]" 83,UPS,"[346023.6966925859, 337448.0555702558, 314192.4869198813, 348372.42158785334, 375654.2174873071, 408656.7284088193, 373561.44453541504, 367462.80664356315, 404926.14505930536, 494889.087864924, 500698.9253255954, 500000]"
84,USB,"[23120.97050212795, 23217.695990594722, 21952.789611869906, 24606.949355493358, 30734.538753977475, 38408.90209098055, 46465.03919626805, 52915.45961385952, 54153.41857503356, 59786.42472953617, 73765.63389642612, 77000]" 84,USB,"[34389.21595284282, 36423.636351755165, 42649.395931583436, 49538.847154541465, 60735.614707197106, 57020.919761266225, 59332.67150739455, 59211.155612172624, 65369.4530330664, 77642.16342826282, 78153.52699103345, 77000]"
85,V,"[11642.520863424239, 11242.211806897922, 13556.56411687614, 16399.698727314906, 19339.98986791529, 24058.725606647025, 22869.720647917893, 21544.463997193197, 23008.950142932943, 23533.42891109885, 22294.527479412758, 26500]" 85,V,"[15443.714596711336, 18693.516663890983, 17882.65130215494, 20394.730147055434, 21529.483970105168, 24327.35919295692, 22608.86017650375, 23055.568900410293, 24442.081866155717, 28658.0794571379, 26299.304942603107, 26500]"
86,VZ,"[60036.541937499205, 56902.535477550686, 52793.46668161795, 57680.301219498186, 65939.92770315625, 73283.34659120803, 81392.22104536461, 95851.54457850248, 115146.00607619798, 121154.26040380826, 112157.92368579193, 117100]" 86,VZ,"[86049.18750998976, 91914.59900840974, 96897.85825042942, 106527.61437058817, 132142.01318346692, 124534.42293809837, 135034.65133903717, 124561.67139477984, 113940.91889895586, 117927.85874639454, 112745.31448039119, 117100]"
87,WFC,"[114425.89541783254, 110741.7346563182, 108076.68170617217, 111909.81892624176, 136145.18767944936, 139204.8471033367, 135264.39585696912, 137753.49903813592, 158579.5657263451, 165580.4234469212, 202657.08746887173, 235591]" 87,WFC,"[146085.5747087854, 156501.0298474846, 153704.9910888838, 153156.54611070539, 139449.14184427733, 152444.32549444406, 142516.66080374975, 177921.09007937397, 205914.1913970706, 227999.98001798632, 210302.6060149738, 235591]"
88,WMT,"[968208.1901350885, 1122888.5905228357, 1320464.9449870964, 1631019.4576643016, 1543250.2734321787, 1423385.9772589318, 1348809.2695742815, 1251919.543965041, 1450309.5533156637, 1750437.4445979178, 1938506.9266443113, 2100000]" 88,WMT,"[1094253.6497179593, 1343920.7513472196, 1483373.4169822051, 1712818.6124380035, 1778160.7740733, 1962887.452773077, 1847525.7298619566, 1994983.1027403674, 1907113.7074002484, 2364495.670808492, 2256032.706738107, 2100000]"
89,XOM,"[35530.54142978131, 39649.13683973145, 42847.07607433501, 44909.315610500584, 44697.07181876515, 41758.59356554042, 46454.031192164504, 56985.747670192344, 53087.72032008664, 51969.04625077311, 52274.4456565054, 62000]" 89,XOM,"[45635.08911335137, 44878.49567415427, 43092.00683836891, 41236.13561367761, 39598.30962313433, 39137.9629937108, 36863.85313393014, 35833.015702010925, 41944.99805030171, 45220.30595563481, 55475.27083709354, 62000]"

1 Ticker Employees_over_time
2 0 AAPL [37376.653472053375, 46285.99144811846, 51441.24426379464, 61558.083471658676, 58907.38311263634, 67601.33974642337, 78133.03145013178, 90447.36485241847, 105018.28649449686, 129688.03180312812, 156569.24938667504, 164000] [162537.1932420907, 173408.2036226203, 185899.2839798125, 173072.8241457419, 166641.8869155222, 158042.00009576458, 173492.5443402052, 158953.65132763208, 163713.41769258346, 173413.79406761666, 179497.8410016495, 164000]
3 1 ABBV [27248.874340193106, 27552.39237111908, 25329.378309300493, 24229.460715240515, 27009.567208570257, 31059.673341866426, 32257.759396694128, 30011.387247618415, 34143.59094205851, 33799.28937126673, 41578.389196673495, 50000] [23110.394236995908, 24669.89616346464, 25381.856772645628, 23227.14795466992, 28523.16371265731, 26227.213310013383, 31076.16528698497, 30416.80511813026, 32784.51826398731, 37067.319717996164, 42226.248807674914, 50000]
4 2 ABT [91007.48710343671, 86868.75171395317, 93817.1623331741, 105047.67638738238, 98564.62584384151, 118992.1314737311, 135266.01670105054, 127526.1467181144, 116294.33295714317, 113003.84886759392, 116747.70043441781, 115000] [59433.46384370793, 71462.08665187737, 65554.18786280286, 63602.60445977124, 59167.75027270551, 72569.1749409044, 74310.23418542315, 69898.93893828128, 82270.35426007208, 79101.06233687517, 98676.34244886189, 115000]
5 3 ACN [243273.94377881405, 290087.4969981179, 343925.2594186647, 341669.11975675786, 415821.9435065691, 481734.41578104754, 494311.2717074493, 469703.9365311923, 514855.4322787341, 524893.7554318984, 647268.9157036883, 738000] [457940.45915957267, 417050.52083332854, 470223.2983916743, 436387.666940778, 402230.3673661741, 502014.11835084227, 510561.80011054163, 605216.7215354508, 718098.3436746256, 732837.2313969329, 778181.585030334, 738000]
6 4 ADBE [17726.403646993465, 16567.650711758204, 18329.439842507712, 17340.05259916847, 20007.941004025153, 24406.195004350684, 23106.685262763673, 22719.59564365903, 26638.135896237327, 24223.033279166484, 28386.396411308244, 29239] [18265.626818891866, 19810.793413592168, 18026.050784994324, 20364.540842348513, 19876.60034074017, 20514.922812372366, 22289.072848081087, 24653.398959894992, 24960.995043993622, 26524.016195125194, 24299.706827304122, 29239]
7 5 AMAT [11981.734185195062, 13554.654056730837, 14226.9991651384, 14649.703856998272, 15910.02708403942, 19339.90217030812, 20382.435942489305, 24008.273741077763, 27364.093480959342, 27813.028775570885, 27246.88500846486, 33000] [21169.928252371134, 23005.27632658633, 21041.798988052622, 21383.85270589426, 24620.877726911498, 28855.996691901426, 27270.292357168073, 33081.387152833726, 30859.429946683795, 28536.346693143325, 31964.639164930835, 33000]
8 6 AMGN [10128.930224553129, 12259.313225113365, 14387.302760224953, 15567.900191961, 16467.23382061571, 19453.4467901448, 21491.82329180788, 23962.02404326488, 22887.500003764275, 23410.18751537769, 25766.316337053584, 25200] [9809.352432962105, 10704.969537609453, 10411.138274510773, 12072.751676229807, 14334.043857517836, 16302.44218490711, 18177.534088253684, 19855.826178529234, 19081.807856737163, 19525.032934918843, 22003.255171001336, 25200]
9 7 AMZN [1262912.700243943, 1201928.3308559773, 1245970.8252602476, 1181847.028490609, 1304561.9453141615, 1221615.039806315, 1261468.8997341848, 1299701.5003163582, 1406278.9801054702, 1461105.4451448843, 1681676.2771212864, 1541000] [853512.2642881571, 782013.209380588, 886460.1233791504, 962704.694607917, 1134996.42558453, 1166305.6330279864, 1354907.800046023, 1372724.0846441006, 1475316.4585741335, 1526997.541073723, 1575129.5785245467, 1541000]
10 8 APD [7786.644490555564, 8857.082988287897, 9142.43000132444, 9670.049447077987, 9383.460374810173, 11279.410992426756, 12126.890985622158, 14021.881230481304, 15650.694773264693, 17324.9765337677, 20724.13476817378, 19710] [20429.418425014093, 22183.288055100667, 20710.88895669418, 21962.38615435888, 23865.514223580034, 22128.918441165966, 22644.451449031694, 21843.566402050932, 23264.57400668641, 21247.735569020973, 19370.319450864154, 19710]
11 9 AVGO [8292.303379505296, 9819.104351514392, 10010.38157624642, 11523.899876911342, 12794.741767102136, 13139.15890579595, 15748.514650245996, 16830.007498527593, 18627.96619490903, 16936.287326630933, 18370.444985137205, 20000] [14204.850603157227, 14832.455459911325, 14333.10873805976, 15955.397477404627, 17081.532841253837, 17111.717966903056, 17774.965054261495, 18196.916553592433, 20413.625472100895, 19371.330220826556, 18156.52918436218, 20000]
12 10 BA [95930.45791529941, 102854.87471190048, 111500.18298496939, 124266.94742913038, 120500.43106732905, 110828.71716376691, 108315.1011590143, 135351.89227980666, 136226.13845666437, 131793.21645080685, 136842.59862416761, 156000] [62907.20779738344, 74952.97102134438, 71854.57766503327, 88016.1026435892, 86359.98504254057, 90496.49022342416, 106262.30658338111, 97714.57205675845, 112570.76494096723, 122047.47011676194, 130910.11983012495, 156000]
13 11 BAC [109788.55207052034, 100822.67315052185, 112679.34756263994, 126059.94359930868, 128148.08183462192, 142422.5097087328, 163307.8831649143, 155174.35421865247, 183644.4188782105, 167386.41336481116, 197693.8344233226, 217000] [110500.57760116247, 135505.179642131, 135430.72318315666, 139888.06619645446, 170666.74532294628, 187713.3470059121, 183187.73169698473, 170036.9632605576, 184657.14111092268, 189116.02853215017, 177955.3224744831, 217000]
14 12 BDX [29320.57293755517, 34711.29483135434, 38803.2808813335, 37266.95045358426, 39953.20304823652, 48584.93230304006, 55858.004003931506, 65406.57409695402, 75329.7420659041, 78508.08283057253, 82852.82237290371, 77000] [39992.8893022335, 45104.61509315767, 54171.52581869855, 61448.237221811854, 72079.52929784845, 66662.4179887572, 73096.85705509887, 75125.15171750175, 76265.26064885878, 79723.77132043066, 80841.59306120763, 77000]
15 13 BIDU [31527.199089740803, 32974.14767678813, 34544.316410037405, 35833.33884363531, 37082.49558120737, 41817.77285198103, 38933.65737774911, 36642.213356244996, 41136.74614891428, 48793.42258773984, 45132.0985318714, 41300] [17695.78969182942, 21472.838980553708, 26439.700589224856, 27927.819067090935, 28664.072305583668, 30252.73911158321, 35737.474685497255, 32982.995849083454, 31154.004280874993, 30761.072335876604, 35311.82033787512, 41300]
16 14 BMY [18730.039952272895, 17863.59870351158, 19378.840730049244, 21660.17089125763, 23964.999146304566, 26770.617054708448, 30628.253008807995, 28512.44370457592, 31690.359642550673, 38376.76432314398, 37309.05310145302, 34300] [26154.93662226624, 23822.377432828744, 21828.996619781115, 20067.76156884313, 23069.322886484068, 25123.92836655188, 24115.062126731267, 28685.23665542, 26431.38329432667, 29971.681880402415, 34971.22936284784, 34300]
17 15 CAT [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0]
18 16 CCI [2478.6486645046216, 2332.931023959222, 2383.018904073811, 2862.7029961879443, 3386.819086609915, 3530.939106291271, 3269.0485041862894, 4016.5167319313523, 4003.905877471787, 4656.225259225498, 5144.095635752933, 5000] [2345.9881770652664, 2429.6994484761303, 2727.2752265291588, 2731.661098141958, 3307.789314179742, 3713.834936373605, 3860.2475878740315, 3918.3636446415735, 3728.5664019869664, 4605.763567713249, 5001.512996498973, 5000]
19 17 CHTR [69957.17854789495, 64169.85681114289, 76130.77221659043, 91668.61908186701, 98503.90303307741, 96687.24910287022, 90396.938024362, 90237.78999014245, 87139.08452889697, 90715.3298038195, 103653.66044541102, 101700] [77858.50046799572, 86541.53947352804, 83300.45906190561, 78330.58641223214, 89689.97252336086, 94995.290860483, 87686.5214975013, 103372.65137381759, 100504.22715144954, 105675.33325276997, 110590.98843727238, 101700]
20 18 CMCSA [76583.79843178942, 76640.43261032672, 77507.44159083326, 75339.9550187835, 75057.05280120418, 91443.19269492234, 112353.235605016, 111652.26313362899, 133831.78772686052, 137923.0998789482, 155028.7563830565, 186000] [87328.06979792903, 106827.65572686843, 103223.38583616869, 111867.94361987337, 128497.14234875029, 136666.81177136768, 130200.6695308158, 134739.60034229624, 141713.71523951, 166626.17520309365, 156418.2487522376, 186000]
21 19 CME [1695.8607500282299, 1555.2578618033622, 1511.6772028278356, 1702.356280800502, 1918.7958810311336, 1979.8104210126498, 2245.922299906653, 2427.9232337321237, 2633.5459462730178, 3196.0427672456353, 3575.2919630758724, 3460] [1606.4349336060811, 1571.8167685762687, 1523.9189538132987, 1585.2260113710224, 1444.9846073764122, 1549.749314448994, 1753.6713215105392, 1986.3960315624518, 2198.8081169454827, 2526.183358362214, 3001.309141703752, 3460]
22 20 COST [141080.8215930282, 168928.61688963827, 154696.7803178296, 184734.77915698863, 200712.7911585126, 186593.7207138589, 202131.23306210845, 221629.40844824535, 236660.1375376948, 261178.52939112243, 295082.3394180682, 304000] [111991.74386780224, 111181.0124565072, 133565.9204963046, 137721.18396880117, 161343.0851182531, 192385.82911728142, 214432.68842415413, 229083.42876344777, 208694.55883165982, 245069.18465973152, 270655.43301001104, 304000]
23 21 CRM [31521.68249005174, 37872.683395298925, 40544.981886719426, 45173.55973526879, 53741.49248074452, 53234.89881682681, 48913.26799424667, 59110.672613216884, 60017.64425270233, 65035.99716968226, 67177.94380198605, 79390] [44020.646196350564, 42140.66960617884, 45528.868805812184, 53533.57225627451, 53281.750457053, 48705.15916730034, 53531.798718294645, 60142.336621348106, 70939.93032881888, 67702.97193520344, 69390.11118411666, 79390]
24 22 CSCO [56161.22931362685, 60487.790704288906, 72810.95780036045, 75319.74734320212, 88606.09080325178, 81965.28623762602, 81100.14025341002, 79971.57119147842, 80979.04308527082, 83450.59814628646, 76706.29565709407, 83300] [53989.33715774323, 50573.25080916847, 53958.53626103219, 58322.02169423053, 64240.6783365827, 64867.316969056425, 59177.2574397015, 67816.22320513829, 83178.10058753012, 95526.22427782929, 90991.84206105932, 83300]
25 23 CSX [14107.449941718987, 15388.707393879658, 16775.158244134407, 17598.32932297002, 16447.26332255629, 15373.095148511027, 16201.964047564921, 20142.18126329782, 19915.616251535183, 22601.479797913315, 22403.76184838373, 22600] [14638.655490451605, 13527.238867067354, 15477.872440312574, 15035.168280753358, 15664.116257554904, 14942.292515990284, 13934.744739187163, 16827.961095592782, 21021.588055194872, 25444.493582270014, 24757.75154876558, 22600]
26 24 CVS [113689.24318518539, 123904.89879007099, 140010.11963720722, 162630.18817984016, 171911.94389244064, 162981.26499766688, 170029.08148426522, 154792.50162757386, 166529.3691503729, 171463.01137455096, 211331.92350526483, 219000] [126825.38958286602, 116579.81888915857, 128031.89044074468, 126930.94527035319, 149774.33437944518, 149163.63928403956, 179183.58555951645, 168934.13302519696, 156587.58631151618, 194837.78214364845, 210464.12863841717, 219000]
27 25 CVX [29889.972446621054, 35875.96274683845, 40296.6469047362, 36641.83769861137, 34151.7729151963, 35723.20719784767, 32673.086457525125, 32777.12549396194, 32153.300580630224, 34927.58655686684, 41954.281156881, 43846] [38440.49353792684, 35469.545529698764, 35605.908166807654, 36616.795825933434, 34923.43565814864, 35331.454285921754, 32763.787386610413, 34892.480405125956, 39143.80744584547, 38559.42724341374, 40908.021618979554, 43846]
28 26 D [11065.561372328602, 10609.162626642854, 12924.463610547486, 12952.598535612988, 11913.291130275536, 10930.255810895458, 12999.664985394113, 12763.689925454828, 12225.158992173068, 13092.02305596109, 14561.38603085286, 17200] [7954.5303622682795, 7855.1882440324025, 8696.786933330957, 10558.525105666953, 9911.399487519464, 9788.186179536544, 9877.693364091576, 9799.935462765765, 11732.567763368068, 14335.355358486067, 14552.16458812641, 17200]
29 27 DE [83190.83775779938, 76485.38128632389, 72514.73418486517, 69953.56392931196, 75015.63669064647, 75173.35267295383, 68621.52208668888, 75195.8746541862, 70716.28876329455, 81221.30541048077, 84614.09552503267, 82200] [45197.98471541788, 43880.816180875, 52907.67173925614, 50219.761561311636, 61552.747717884195, 74207.32818742191, 73035.94476623565, 78780.44661301486, 77275.5898499734, 70776.27124665586, 75215.96463152565, 82200]
30 28 DHR [61859.48115348895, 75194.58757143168, 71734.94977115377, 67326.13537365444, 64020.46503377172, 77841.75035163634, 77329.58401960216, 72958.77419648619, 69197.19469179977, 66111.7866777467, 68616.07375403473, 79000] [38408.89935256394, 41613.39822292939, 48920.624875993264, 54861.49895731699, 52765.6205196256, 53892.59366252814, 64482.49729932762, 74988.34112789169, 76051.57082985995, 76799.87022581634, 75039.18627529098, 79000]
31 29 DIS [57434.87208177767, 57077.407219542, 70138.27648064846, 85662.86703926872, 106097.82905610868, 118885.9984458549, 118436.03965713942, 109050.30870818491, 128252.86365017557, 140042.01332754895, 149155.09927440612, 171600] [110386.14529949237, 136241.87107291998, 148413.0377107765, 135921.8645129766, 146052.28553560807, 135364.83130274666, 143330.45829394675, 131922.92268746483, 139039.83447862172, 126854.81490177705, 153971.39407848773, 171600]
32 30 DUK [21001.82298441612, 21822.956931464152, 20609.482679605826, 22851.501285946222, 21080.31466129093, 20056.527700854265, 18684.81639163934, 17250.11432533056, 17804.903744268428, 19795.132642054585, 22622.704477311676, 27859] [15208.711128881303, 15832.951023018944, 17349.248805048574, 19347.91086889209, 19882.956227849983, 19415.654321174137, 20876.946606536356, 19187.33511478343, 18311.429240161557, 22433.071606351892, 25929.65753610944, 27859]
33 31 EXC [12304.898847232142, 12247.96302429564, 11218.748162316408, 10220.067645391931, 10872.559762590012, 12924.200554091489, 13684.988373707953, 13672.366092924909, 14350.558292911104, 17454.018186281373, 20901.712629228954, 19063] [9135.178803100165, 10132.083806172564, 11567.812062272296, 12888.907689787386, 11966.122298067654, 12684.334312182176, 12984.780365539855, 12230.25129865183, 13426.966563699378, 15474.226637278354, 18793.599053415983, 19063]
34 32 FDX [283574.1401841164, 288135.55228087254, 283876.5009297416, 334311.5946559014, 350050.429019722, 352128.98364916, 411828.8413652582, 429102.98814744054, 393569.1570439457, 367529.5774692927, 363475.49221905577, 345000] [197644.3887388502, 220555.14676106203, 244649.13277420917, 269556.94893017266, 266698.16841002874, 296072.61440082494, 297491.0794393629, 359783.8895106377, 375003.88124374405, 366991.1302523641, 353369.2121225371, 345000]
35 33 FIS [49661.52932443628, 61423.551141774646, 57560.87917658287, 62190.23080402449, 65767.91472647783, 69158.04300737045, 69022.20061653024, 69565.70435482617, 66077.00728464505, 66568.21949800193, 62323.553424302256, 69000] [43468.78990481129, 40183.65038354455, 46768.02568921943, 52481.68298679572, 63933.793925201346, 64649.46992284591, 74636.84750756611, 76641.63987747033, 71934.86721909577, 71757.0287613977, 75034.77995921182, 69000]
36 34 GE [88286.77825717992, 89576.013268048, 96908.3720605091, 97189.4643677054, 104461.77857469267, 99578.02341116025, 103915.55007494162, 126749.30707187034, 126193.14092399493, 143714.9521048132, 141698.73559765372, 172000] [45266.351506881954, 45371.641606757585, 56632.24190860918, 59768.11172744047, 68519.08206384552, 81123.96098496807, 83841.75879703317, 97919.89954672499, 119919.39537804382, 128542.8707190003, 160474.41617128247, 172000]
37 35 GILD [5112.620339966871, 5560.869545156425, 6362.919028959384, 7598.210394333002, 7057.783292409029, 8802.976293416636, 10106.81456533497, 11111.77059525413, 10980.837893105894, 13515.017713045756, 16439.421715714838, 17000] [10677.029721877658, 12883.30340185279, 14539.682779677223, 14337.149743369615, 13727.588210599615, 13888.772362793032, 17292.61582083542, 17837.315523453835, 16716.099095496047, 16939.153587199427, 16243.0579538483, 17000]
38 36 GOOGL [110764.18536977956, 128407.62990562206, 120374.33364260591, 136158.775440003, 131840.9848219615, 161711.95138527543, 168891.73225563776, 162113.52447833627, 153497.56675396036, 180759.3732936869, 208042.6250805318, 190711] [130324.58254913037, 131078.32917760336, 135921.78047671606, 134246.5598594514, 166561.5425943509, 186560.57262018096, 175138.1620105113, 205734.75433047526, 189523.13561277065, 190533.82510388616, 179535.00390962054, 190711]
39 37 GS [15696.859356736479, 18736.859943526848, 22256.720629896172, 22781.39925266055, 24121.491737397017, 28395.774882792175, 33912.036971275505, 37732.90507861896, 46086.55278862052, 43182.50238738648, 43183.26732535059, 45400] [23931.775304836894, 28010.613849791727, 25837.479120249933, 30109.5668316087, 31030.92232944521, 30517.105125438105, 29496.673735151853, 29349.71694403272, 32853.9448715336, 32010.984240506015, 39467.93065989157, 45400]
40 38 HD [242180.32808958757, 295249.22738735913, 333745.4038543743, 406282.34373528464, 405201.67986018397, 371374.4690992982, 386761.03290403634, 449850.76516733866, 494091.73126113677, 459487.6057821262, 507307.2632258828, 475000] [331439.750225303, 335403.43037835706, 355517.27370064455, 377412.27307101304, 404205.84275513695, 393924.0378877346, 402658.8411394787, 400039.8776430974, 393190.05113060714, 396781.9927498074, 468954.39114651794, 475000]
41 39 HON [35569.82890729972, 43359.49013915954, 52779.89082389324, 63572.56543727999, 69432.00106560827, 69700.68837630955, 68321.91355289343, 66849.7961647325, 82706.2297897195, 91521.50133592654, 96199.67706496897, 97000] [36885.661089748406, 40688.57794832017, 49108.08651821288, 59459.01650822328, 56106.12133459709, 54248.11588250453, 64163.87654299273, 67441.54855361916, 78441.50267396955, 92093.12502805686, 102857.87453558412, 97000]
42 40 IBM [172250.7029087562, 165096.2001715925, 181973.63293164596, 173716.0808916395, 159667.4168721648, 169139.74570198063, 206153.37810726961, 242164.01800847435, 224233.47241184616, 271911.25753501506, 304576.48462549417, 288300] [188957.49577373947, 194324.631841397, 199264.20107499987, 204370.3450824231, 211149.26074949114, 236254.66341049623, 237223.65815821686, 222878.57025766006, 265422.54383305996, 309816.8686336703, 291918.31811949273, 288300]
43 41 INTC [72150.5565881803, 69219.80663449835, 82331.40096817951, 84074.3029513713, 89048.0340654775, 89664.5615444384, 109996.84837612508, 131252.15336943354, 140503.74587645946, 136397.02792717202, 135973.26089036325, 131900] [57317.34896271609, 62446.1902010113, 68181.10372810155, 69843.53708205486, 77163.73935891424, 88664.79510030482, 101216.43949939402, 107954.05662265631, 101016.49234930568, 95249.73154116685, 112375.04431953849, 131900]
44 42 ISRG [7082.487269546867, 7490.043478401676, 7857.499709018875, 8601.868600868454, 9560.634579170905, 11489.577545671844, 10488.791519608643, 10394.257209578567, 9899.242810035006, 10791.988342897792, 12272.049345900927, 12120] [5009.4798430604205, 5936.263724720511, 5699.741849203498, 6592.503779703993, 6875.9664393793555, 7864.674288452858, 8362.121643929862, 9494.65570380883, 9357.07692099149, 10973.464552941623, 10019.998150118427, 12120]
45 43 JNJ [96823.27878139642, 93450.57031711581, 106959.72056090596, 116319.86849629143, 129196.7642813974, 141471.95592373708, 162727.4788053953, 188057.75615080618, 174046.56556493996, 165142.45387084788, 163911.95758019635, 152700] [94607.8134127124, 114559.35475827326, 133203.85953535102, 135044.7525195569, 136161.8135078451, 124290.76453154837, 146704.78277961796, 154412.68224708948, 156990.52835123113, 162127.79230167577, 149137.67374755396, 152700]
46 44 JPM [171741.16926123662, 169965.8517681734, 164121.54865229962, 186654.7523364323, 176047.00711757975, 187455.48347915115, 187073.7952827632, 231950.3599807513, 219038.1106683549, 257669.11670405575, 270310.15744240384, 296877] [174508.8080359456, 184986.75826641382, 172193.5050823497, 163476.054318236, 163285.74757882152, 195093.26454871823, 216953.48063275518, 248242.57065289983, 275962.150745146, 271127.9804882132, 302350.08149180264, 296877]
47 45 KO [31589.890613840285, 30008.359662809344, 34019.07909580357, 39833.50257259313, 38271.04377621541, 35150.663366681605, 38538.45769346719, 47583.55016464215, 57678.32314117908, 69775.614102855, 78993.78661188702, 82500] [61168.39770369202, 60301.44802066855, 59228.70569833631, 62791.279959699066, 72188.73842783833, 74380.25600144741, 71997.90260237166, 87498.23777987622, 88945.16980203701, 83284.51978608686, 82594.6616791262, 82500]
48 46 LIN [22478.03280813461, 22479.267576071717, 23643.383070924992, 22934.173710822364, 27757.148514155757, 34464.68311141385, 39283.73192429219, 44459.49822270715, 42387.99839199849, 44556.29683182735, 52856.776525780006, 65831] [35125.80855204561, 39091.49728534108, 35627.35843300032, 43820.92460310682, 48879.98955770703, 45383.4834729901, 47604.16285078929, 43954.17019744252, 42650.69518378656, 52841.556763591754, 60873.58053931144, 65831]
49 47 LLY [23039.26184920127, 21039.97789923028, 25139.64349263065, 25381.79055140313, 24144.57180067084, 26774.72502859796, 27263.99986259143, 25882.290624139932, 25690.255695259228, 31276.519008898922, 34879.939148707905, 39000] [23969.32478071953, 22423.018603357516, 28008.44490991086, 25499.38246598035, 31829.59473122382, 28973.5167008408, 33842.90805658199, 31004.882003364284, 28712.604682718862, 35685.64692488923, 39167.440112045086, 39000]
50 48 LMT [52575.19180941439, 61141.93775165807, 58084.72345279735, 71139.02473864765, 68083.8987083759, 78346.91768866748, 84972.05431142903, 81627.22155943827, 86950.38334146905, 100687.07214745141, 121508.82522870248, 116000] [84343.31802198148, 99754.35097310551, 106439.6073115656, 112233.80284170156, 139095.43114426621, 132620.73766375252, 130829.28470784205, 128610.15886363026, 121057.76139160775, 125185.88734439207, 113859.05691477834, 116000]
51 49 LOW [141079.02214379812, 129358.33352843832, 131219.77604686804, 130811.15568106384, 127432.30417574506, 156678.19759658512, 150906.84556192436, 158320.7317414685, 145441.537636459, 155384.90898738021, 149087.6949708557, 182000] [119160.82521246566, 142727.29059737647, 159605.52832814422, 164619.7145296172, 176553.30937450213, 179770.26944178354, 171045.98722404233, 190428.13558005818, 202830.80489991396, 186411.590084817, 170974.74585660434, 182000]
52 50 LRCX [13692.032822175654, 16035.750604249086, 19460.33158248915, 17892.420050548044, 16527.424393710473, 16547.644098062305, 16673.396739214062, 16745.71177879537, 19863.928224766143, 19111.4883378734, 17577.35272473082, 18700] [8075.590770689743, 8102.085270897072, 9753.093434228238, 9103.111866271345, 10927.210679870634, 11972.239010497893, 12952.514822964182, 15651.492304091455, 14920.511263777827, 16896.357194898377, 17532.736107879988, 18700]
53 51 MA [12896.446856878365, 13931.727566803105, 16794.743674612622, 20460.28223143019, 22709.23025902737, 24171.794277781515, 22613.345002989114, 26065.963789574507, 27585.73313696502, 28433.930923034113, 32111.483656379438, 29900] [13250.041648730752, 15528.2083307194, 14191.856344963748, 13541.710736495368, 14044.949545040168, 16154.2511565397, 19647.607763166976, 20213.3100028738, 19501.28703027939, 22458.42067365907, 24705.568127223996, 29900]
54 52 MCD [25383.99960217051, 30420.82644415889, 32998.92664574472, 39389.18636471288, 36893.11709634348, 39267.67157033389, 48849.05550107935, 59638.771101937964, 68300.65614110998, 80589.01345554431, 98941.48012010418, 100000] [37963.44192050318, 35158.10603346034, 40291.27577441734, 48261.08133508894, 46476.456380468895, 54849.29024982036, 65757.4558828845, 69632.7968586974, 67148.69695354902, 79166.8144195534, 94832.26370569279, 100000]
55 53 MCO [6918.684349367145, 6373.424647939011, 7376.220768008974, 7279.162603456331, 8226.338011827633, 8242.813507896808, 8483.71133303573, 7966.915129554216, 8507.22466614147, 10167.709863655165, 11750.46263816949, 14419] [6864.142962371511, 6291.803092392251, 6518.383179792412, 6275.000198408396, 7715.040215111358, 9467.062768180313, 9879.870791733632, 11894.684414699632, 13097.663973258133, 12138.013560316344, 13505.806714488153, 14419]
56 54 MDT [92240.63446437614, 88043.96295245948, 91675.9222538346, 84491.50018401892, 81852.04486386533, 96837.33537727827, 110046.3877616812, 104574.67405187323, 104270.45166821346, 96409.3991480993, 101013.33284026192, 95000] [81096.51593569887, 88704.78829637647, 85294.7133910837, 80683.21124692698, 82500.93619666132, 79377.39467520306, 92053.20513548412, 84301.68416417499, 87907.71258480624, 90528.60525052075, 100156.1566890417, 95000]
57 55 MMC [35040.27822593109, 35352.48163344647, 41479.920658955045, 40881.65410363834, 46148.51548626721, 50732.26588836174, 60395.18998626654, 72311.33289154668, 76763.72432771104, 86803.34232062906, 83787.81267328908, 85000] [38923.080387122376, 48387.62569308111, 58090.04108950118, 66075.2301394756, 70404.3788451785, 68361.65914347442, 71729.41010838407, 65922.28488066443, 68691.0601409101, 73138.71898689814, 73835.16947637327, 85000]
58 56 MMM [34213.00428262814, 42273.2740859146, 47852.28931364622, 43996.89337268563, 44881.75385700435, 54715.679033500455, 64460.94903442014, 68287.80607508625, 63768.91801327956, 75599.6136757368, 80618.87736705257, 92000] [23646.48069081219, 28865.099116895908, 28929.37931887642, 29977.944446484977, 36288.910859699354, 34085.45254293241, 41560.25877670736, 46000.463334884706, 56269.344348141545, 66441.18989998857, 80356.98600587934, 92000]
59 57 MO [6374.636623153354, 6294.35066899607, 6002.796095347982, 6101.385099601543, 5849.196397780093, 5465.646491612609, 5387.349678786005, 5571.821884627261, 6401.797015855663, 7118.095145269025, 6889.438449073565, 6300] [2750.847388687997, 3063.307474330338, 2952.765946564743, 2930.517583620701, 3509.133609771555, 3818.32230171708, 3761.187654570196, 4296.188412755184, 4147.950735489828, 4392.143161130184, 5404.676945500494, 6300]
60 58 MRK [21182.286219876387, 22359.6551882132, 22297.10121305003, 22690.918256858786, 24983.12159011486, 30085.63056579128, 32679.4054592127, 37570.20834737801, 42972.11181985115, 48490.156122194094, 56569.25246195806, 67000] [48234.14908873224, 55650.34350817377, 58466.53026790086, 55893.833951716835, 65504.32989578392, 63124.45282614029, 62969.194177931575, 68795.5874369281, 69154.75697711711, 65838.28543140901, 72082.49582111121, 67000]
61 59 MSFT [78829.7836837189, 81145.10839826186, 99343.15895657339, 105518.12344248196, 119748.54128219449, 143870.03517311774, 173990.1269896685, 176151.00724121468, 193556.61350616225, 213622.1373836277, 218045.34012654697, 221000] [123233.26887801947, 135109.2736410185, 128638.17289039161, 154355.20012615627, 153363.28059818433, 169581.5838229991, 159849.47260577223, 182052.36187479447, 223934.45967653635, 236557.39699225765, 219845.90451496924, 221000]
62 60 NEE [11633.624092913395, 11425.246482909359, 10465.45133264587, 11112.777948125535, 11386.143083471276, 10845.920628782955, 12132.850173293038, 11710.269684927564, 11170.367123026828, 13566.329875748903, 16206.023234829736, 15300] [9942.937473890852, 9934.392075096739, 11332.90386671135, 12795.241884147774, 14124.638096884504, 13081.43546469686, 13199.054918911806, 13505.936633737963, 12554.204235525549, 14474.227582354797, 15230.877180854553, 15300]
63 61 NFLX [4178.204546727604, 4582.3395391758495, 5474.09908574788, 6217.981854862019, 5808.869408692148, 6312.877320718153, 7865.3492362060915, 9122.378364417396, 11372.860967102677, 11972.64440980126, 12808.746337708375, 12800] [11455.57173834794, 13321.970861304599, 13329.926565006052, 14681.600637850835, 15846.022516544605, 17476.190754397503, 17011.611520319093, 15710.655298949587, 15178.433190328975, 14635.455883297018, 13727.890362703693, 12800]
64 62 NKE [69107.51329636574, 65103.64861748011, 74728.23056397004, 85044.13620570659, 83743.17783709482, 84718.06888837769, 79031.19861932874, 76008.66625117348, 93208.8004750245, 88463.43937156233, 84173.95870916655, 79100] [37035.50579695502, 36061.61602957286, 37860.294264949756, 42228.569112981815, 42161.08787179082, 49229.64553656252, 58163.34881335835, 63106.92043785505, 73325.52903674851, 72112.79873981254, 72738.82463342919, 79100]
65 63 NSC [5797.915559828853, 6412.430339929437, 7168.988875904804, 8219.275072503237, 9634.747606169884, 10380.414296405124, 11655.55154119694, 11753.669412721893, 13677.460696293354, 15655.71585030931, 19208.8766023359, 19300] [16654.947984045517, 16007.074193847748, 15772.666559153622, 16169.822093296008, 18329.970225621953, 18313.34338643161, 20741.039769797513, 20916.519737959483, 21347.013177970424, 21365.79442396073, 19597.82308820623, 19300]
66 64 NVDA [8724.531462423816, 9411.595930122643, 10183.534207052217, 10113.948547004915, 11321.064665997079, 13218.404905511557, 16514.89477843869, 18015.762086820647, 20737.436401517207, 24558.85554150588, 27445.27322799654, 26196] [7807.458345422079, 8836.523339759931, 9790.501868762714, 10071.989964873837, 12046.967020398955, 14979.689000502847, 17483.37769424241, 20718.623525551695, 25179.491203621277, 27904.89726822512, 26016.768339454164, 26196]
67 65 ORCL [117586.1513280567, 112296.24388047827, 108459.48981464471, 118586.94488582878, 109357.13678165064, 107177.39889169781, 100364.04135970103, 122018.75544289972, 134521.00124540483, 133817.33286230912, 148933.49533598617, 143000] [65116.26278040325, 77184.31269802089, 79787.95103791243, 79270.29625679646, 98965.18298177444, 94909.79101045543, 106243.96491614854, 121570.55040619554, 126469.04444863019, 133644.60018282526, 138173.7929858151, 143000]
68 66 PEP [287807.1441795936, 281481.2913944911, 294925.2616816546, 270031.1514010457, 259398.12988018474, 253864.24273006918, 279105.21357112157, 254632.77396709716, 305080.4798155455, 289719.2547776374, 330004.929720129, 315000] [126792.20594069739, 148309.8413335914, 149764.12832208927, 144434.9982588383, 174534.65271326888, 193812.66876394334, 225951.94493494972, 233030.7048831975, 229980.76967866567, 242051.86533912545, 296394.9997752849, 315000]
69 67 PFE [33773.441348581175, 39977.26500655848, 49150.46460746706, 58765.81194813365, 53541.099344839204, 50325.649832081646, 62885.10738748588, 64177.22463541341, 76545.54648485048, 84634.94190085062, 80427.85942705172, 83000] [30852.99101479285, 34187.999112861056, 40148.13326835386, 36651.74016917439, 41348.52987158678, 37997.4602743729, 46748.483963394276, 48515.04818806935, 57080.587209578945, 67991.96655916389, 77031.52294692455, 83000]
70 68 PG [57285.60680131212, 62172.210446453755, 69316.910240916, 76473.9673840772, 85834.3155662125, 83106.0331013859, 92912.45977280042, 88545.2844408215, 87316.20173287395, 80828.30526076742, 96331.44696820763, 106000] [77468.10220268022, 80922.6772567947, 84362.34100388567, 78370.97971458905, 77277.30338999542, 77373.65161285482, 71843.95803901348, 86865.87450163993, 96577.49593585455, 89533.45875411645, 105055.00692878103, 106000]
71 69 PM [38460.78880040101, 39080.458255117774, 46915.80727845234, 56263.817818340394, 53767.920222253146, 50143.22216302974, 52901.206444105075, 63937.029449149304, 77463.7473256362, 77893.51145959212, 85047.02612532911, 79800] [56073.37458651154, 52357.46161868569, 53393.10244109184, 53459.926396707844, 61698.29742039442, 73704.75558216925, 71886.54303278864, 69420.76868067938, 71047.67360158666, 70680.03607993035, 67934.62400110904, 79800]
72 70 PYPL [28740.023236044464, 27497.462115875835, 25664.96672618889, 24553.163502654148, 29712.263162492094, 29328.20270445575, 27385.796082262914, 27210.1197887856, 26028.75378098792, 27698.101122759443, 29407.060810001673, 29900] [27308.488599104865, 29061.894298704097, 28041.532188577075, 30429.72265732506, 30918.580869177888, 28698.40264350505, 31052.53541090663, 28843.881008817192, 31974.441238218475, 35102.747608843085, 32661.722328829514, 29900]
73 71 SCHW [14974.351203126898, 14734.615844496318, 14896.113936846436, 17960.665072772423, 21535.362103921376, 26747.558968374928, 30210.51569710676, 33211.86886285187, 31188.343844058043, 37154.2121616471, 35416.69347012884, 36000] [24548.42760943741, 25289.161549233555, 23243.01194939526, 25032.80028063766, 29845.413066168367, 29775.167638237956, 27222.670429416703, 27662.674008047023, 30415.751516500277, 33708.020974576044, 33751.07064198596, 36000]
74 72 SO [11408.355778490346, 13299.220898817919, 13246.254530481347, 16107.940624694176, 15247.332789902772, 16935.60994227492, 17393.992683857938, 20200.976927598833, 22427.859706502833, 25210.574442975623, 25057.246736073066, 27423] [9616.992725018978, 10593.685776632352, 11034.208640508949, 11347.350088049254, 13564.533452597772, 13532.815526957582, 16414.99680932943, 15910.696185106428, 18738.997717632752, 19012.556883121888, 22296.619788615066, 27423]
75 73 SPG [806.4709684890577, 1002.6413503504575, 919.3756699624829, 902.4829637554855, 1097.574600029408, 1023.3995859727487, 1144.010238780022, 1420.2011238621521, 1758.5322771295694, 1841.5701646686614, 2201.08049640619, 2500] [1296.7356030392864, 1212.3154063165011, 1413.6719031812402, 1621.2078466673297, 1981.922686761916, 2132.142276224753, 1973.378686692188, 2243.373565314156, 2347.3520402623703, 2686.1643758714663, 2636.532804414527, 2500]
76 74 SPGI [21073.08398679488, 19939.899287176402, 23954.232771904753, 22790.04792741083, 23078.071311661122, 26519.93132566187, 29807.661133853744, 36484.94281957544, 33400.31906222242, 37995.0981682883, 42230.89411352678, 39911] [17285.6960932868, 21264.925858470368, 22290.9607696056, 24286.748242907972, 27965.577210882555, 31929.036492824216, 33470.8107892028, 31829.504165763326, 30133.689911549503, 31851.11041568235, 34931.07472198761, 39911]
77 75 T [102339.1096079332, 118418.09089988598, 113518.04792926734, 105430.56084586156, 97951.24098463492, 95688.82286007528, 99847.84493515795, 104829.06836303437, 125536.53741938109, 123988.85953233467, 126884.44018188641, 157790] [71554.03652970144, 77060.84010869115, 94453.18831869378, 92260.76156969764, 113844.9064258813, 118409.18532671404, 115649.1570994045, 112048.1098822784, 102463.69339569841, 115622.74611851177, 140959.05390792165, 157790]
78 76 TGT [304495.70482659235, 302436.87050200475, 296631.1910612401, 338531.2316770236, 325527.06512285455, 309720.29920967016, 358693.05264457944, 337014.2082265742, 339239.27088469086, 361550.2377799674, 372187.59776298946, 440000] [125869.53942247892, 145900.13119938973, 138482.7643916658, 166200.03504089566, 180251.2608179926, 187220.05294609096, 203903.84284156538, 252375.29895979824, 300656.251983761, 375771.228486105, 456677.851571822, 440000]
79 77 TMO [83397.29087627522, 79294.14612532857, 73141.94239863659, 76595.2716460654, 73946.469783273, 80007.52768253784, 95504.68731454214, 110470.34252809698, 126003.15760101152, 134280.92267411173, 134431.30131778438, 130000] [55926.8756878007, 67685.07889526467, 68317.14307987405, 65052.73640438384, 74602.3408554123, 92878.80906568826, 111499.76935107209, 120242.44018517493, 109556.22505861708, 119267.73792593478, 125149.09773125235, 130000]
80 78 TMUS [44175.728219524826, 53780.40004471222, 54303.868935871316, 55770.606282466964, 62775.38996931439, 58925.11851598187, 65068.55435417281, 59890.01430786608, 63608.83874082306, 60064.46430945932, 72748.30565353038, 71000] [31646.497175640518, 38591.312846590445, 46777.33373204025, 49703.18025635886, 54869.87276842132, 50297.590633451124, 54562.236178908206, 54285.53007961753, 60807.2065780361, 64864.67942482986, 63412.385236514914, 71000]
81 79 TSLA [77085.67496904431, 73564.25168675181, 69050.31317904039, 84219.04856518569, 78644.11087333788, 89716.58170694468, 99359.89621667576, 103495.20018230406, 110154.79461608817, 109377.6632642844, 119508.47445599674, 127855] [81066.48661549299, 90857.02731690404, 109588.15498933093, 118951.99587100359, 118188.5727576766, 110308.73608742947, 112593.3676070626, 115728.41514816685, 114621.48841027073, 109617.04461868652, 105632.95314753815, 127855]
82 80 TXN [11248.948908076536, 12826.707241348078, 15257.732092303155, 18310.824186124526, 17665.48960949406, 17811.570170239454, 22131.911242510683, 27084.76893032851, 26842.39192050624, 29691.86773820477, 34875.365624663995, 33000] [15671.359210130217, 16128.943851244476, 14690.829304928131, 15060.189501967005, 18561.541882761634, 18698.818188215635, 17301.789712766687, 21449.37806262045, 23581.9219995619, 28987.08800958198, 29091.897712317364, 33000]
83 81 UNH [241326.84986068433, 266944.67240573897, 292200.43925300223, 272719.17722684675, 328583.07258551137, 408212.18133926956, 447012.6435394186, 503003.98707231483, 464792.7956393309, 441820.1857844482, 410853.64433379064, 400000] [279587.31355861353, 306339.67785745335, 369888.51016440784, 337632.0238664039, 331355.1420475483, 327659.61719186837, 316912.39894758235, 352490.10410852724, 321503.5269757051, 372823.90399965784, 369204.8336223311, 400000]
84 82 UNP [24362.736977626977, 24358.139503275735, 26485.54808799573, 26213.148871232523, 24475.657857111015, 23859.559924945806, 27470.401670414285, 27759.760110976968, 27109.41486895098, 27076.84099639224, 26166.894807191667, 31471] [20077.026936856182, 22409.731702235855, 26450.470363238495, 31265.85559109808, 33908.67546270582, 31094.684425489235, 33247.72246050165, 30677.73048727944, 32092.601260543364, 31516.487684205073, 32273.903119204275, 31471]
85 83 UPS [308485.0348874897, 289465.1611288228, 344987.71274718177, 408183.54979620746, 389204.7526185665, 356667.6671536764, 408406.62294039247, 406278.1914804315, 421928.29585179145, 471123.47080223996, 534674.8722135361, 500000] [346023.6966925859, 337448.0555702558, 314192.4869198813, 348372.42158785334, 375654.2174873071, 408656.7284088193, 373561.44453541504, 367462.80664356315, 404926.14505930536, 494889.087864924, 500698.9253255954, 500000]
86 84 USB [23120.97050212795, 23217.695990594722, 21952.789611869906, 24606.949355493358, 30734.538753977475, 38408.90209098055, 46465.03919626805, 52915.45961385952, 54153.41857503356, 59786.42472953617, 73765.63389642612, 77000] [34389.21595284282, 36423.636351755165, 42649.395931583436, 49538.847154541465, 60735.614707197106, 57020.919761266225, 59332.67150739455, 59211.155612172624, 65369.4530330664, 77642.16342826282, 78153.52699103345, 77000]
87 85 V [11642.520863424239, 11242.211806897922, 13556.56411687614, 16399.698727314906, 19339.98986791529, 24058.725606647025, 22869.720647917893, 21544.463997193197, 23008.950142932943, 23533.42891109885, 22294.527479412758, 26500] [15443.714596711336, 18693.516663890983, 17882.65130215494, 20394.730147055434, 21529.483970105168, 24327.35919295692, 22608.86017650375, 23055.568900410293, 24442.081866155717, 28658.0794571379, 26299.304942603107, 26500]
88 86 VZ [60036.541937499205, 56902.535477550686, 52793.46668161795, 57680.301219498186, 65939.92770315625, 73283.34659120803, 81392.22104536461, 95851.54457850248, 115146.00607619798, 121154.26040380826, 112157.92368579193, 117100] [86049.18750998976, 91914.59900840974, 96897.85825042942, 106527.61437058817, 132142.01318346692, 124534.42293809837, 135034.65133903717, 124561.67139477984, 113940.91889895586, 117927.85874639454, 112745.31448039119, 117100]
89 87 WFC [114425.89541783254, 110741.7346563182, 108076.68170617217, 111909.81892624176, 136145.18767944936, 139204.8471033367, 135264.39585696912, 137753.49903813592, 158579.5657263451, 165580.4234469212, 202657.08746887173, 235591] [146085.5747087854, 156501.0298474846, 153704.9910888838, 153156.54611070539, 139449.14184427733, 152444.32549444406, 142516.66080374975, 177921.09007937397, 205914.1913970706, 227999.98001798632, 210302.6060149738, 235591]
90 88 WMT [968208.1901350885, 1122888.5905228357, 1320464.9449870964, 1631019.4576643016, 1543250.2734321787, 1423385.9772589318, 1348809.2695742815, 1251919.543965041, 1450309.5533156637, 1750437.4445979178, 1938506.9266443113, 2100000] [1094253.6497179593, 1343920.7513472196, 1483373.4169822051, 1712818.6124380035, 1778160.7740733, 1962887.452773077, 1847525.7298619566, 1994983.1027403674, 1907113.7074002484, 2364495.670808492, 2256032.706738107, 2100000]
91 89 XOM [35530.54142978131, 39649.13683973145, 42847.07607433501, 44909.315610500584, 44697.07181876515, 41758.59356554042, 46454.031192164504, 56985.747670192344, 53087.72032008664, 51969.04625077311, 52274.4456565054, 62000] [45635.08911335137, 44878.49567415427, 43092.00683836891, 41236.13561367761, 39598.30962313433, 39137.9629937108, 36863.85313393014, 35833.015702010925, 41944.99805030171, 45220.30595563481, 55475.27083709354, 62000]

180
Elaborated_Data/normalized_data.csv
View file

@ -1,91 +1,91 @@
,Unnamed: 0,Ticker,Valuation,Financial Health,Estimated Growth,Past Performance ,Unnamed: 0,Ticker,Valuation,Financial Health,Estimated Growth,Past Performance
0,0,AAPL,99.66725122809231,82.7388714169545,111.32,39.06731462476843 0,0,AAPL,99.66725122809231,100.0,111.32,39.06731462476843
1,1,ABBV,160.98123119547898,79.70456839317465,54.12,38.816439109405074 1,1,ABBV,160.98123119547898,100.0,54.12,38.816439109405074
2,2,ABT,0.010900003867217779,84.97908350076645,60.11,104.36222986694207 2,2,ABT,0.010900003867217779,100.0,60.11,104.36222986694207
3,3,ACN,98.07248876261579,89.17639889545868,116.12,43.99884594359548 3,3,ACN,98.07248876261579,100.0,116.12,43.99884594359548
4,4,ADBE,130.64497830681407,86.63122649087215,138.99,41.77566086253358 4,4,ADBE,130.64497830681407,100.0,138.99,41.77566086253358
5,5,AMAT,75.39043306730187,86.04399527626032,135.94,71.01980883066668 5,5,AMAT,75.39043306730187,100.0,135.94,71.01980883066668
6,6,AMGN,136.79045884196086,74.06410953903897,80.13,46.662518965274614 6,6,AMGN,136.79045884196086,100.0,80.13,46.662518965274614
7,7,AMZN,114.62413820054807,83.3609384881074,0.0,0.593123489053842 7,7,AMZN,114.62413820054807,100.0,0.0,0.593123489053842
8,8,APD,125.8450702813671,82.6899927533652,117.97,39.47760235265585 8,8,APD,125.8450702813671,100.0,117.97,39.47760235265585
9,9,AVGO,139.59379881714588,77.7364945612938,112.7,41.90801333540908 9,9,AVGO,139.59379881714588,100.0,112.7,41.90801333540908
10,10,BA,160.98123119547898,80.89585950725527,199.97,200.0 10,10,BA,160.98123119547898,100.0,199.97,200.0
11,11,BAC,67.36367760818494,88.20551556034,88.12,59.31337794386356 11,11,BAC,67.36367760818494,100.0,88.12,59.31337794386356
12,12,BDX,110.18184446244406,82.61688665184255,120.23,53.09513094145142 12,12,BDX,110.18184446244406,100.0,120.23,53.09513094145142
13,13,BIDU,150.82537602985602,85.04031559473167,85.13,135.63074628505646 13,13,BIDU,150.82537602985602,100.0,85.13,135.63074628505646
14,14,BMY,160.98123119547898,80.62281013164436,90.05,57.248659978974956 14,14,BMY,160.98123119547898,100.0,90.05,57.248659978974956
15,15,CAT,133.9628473349977,80.01753251733713,134.18,105.21027752682537 15,15,CAT,133.9628473349977,100.0,134.18,105.21027752682537
16,16,CCI,48.96872890304626,73.22762887470552,53.29,37.51941455427019 16,16,CCI,48.96872890304626,100.0,53.29,37.51941455427019
17,17,CHTR,154.98194518352693,74.48403641387307,150.4,27.228633916550713 17,17,CHTR,154.98194518352693,100.0,150.4,27.228633916550713
18,18,CMCSA,146.7680629125239,81.81299080598593,108.35,68.20633978961776 18,18,CMCSA,146.7680629125239,100.0,108.35,68.20633978961776
19,19,CME,70.163169032576,90.32695620119384,93.92,40.79282933144908 19,19,CME,70.163169032576,100.0,93.92,40.79282933144908
20,20,COST,80.41604288665233,87.46295845900838,115.0,36.58364459954663 20,20,COST,80.41604288665233,100.0,115.0,36.58364459954663
21,21,CRM,134.59603167296376,87.32008475206904,159.84,100.91497446549263 21,21,CRM,134.59603167296376,100.0,159.84,100.91497446549263
22,22,CSCO,120.55997440080642,88.71113270927466,108.2,42.44050233000708 22,22,CSCO,120.55997440080642,100.0,108.2,42.44050233000708
23,23,CSX,104.27713894583977,80.27435046413956,112.16,54.74916607300668 23,23,CSX,104.27713894583977,100.0,112.16,54.74916607300668
24,24,CVS,135.19103895654334,82.99260213904473,91.29,55.90979252844121 24,24,CVS,135.19103895654334,100.0,91.29,55.90979252844121
25,25,CVX,101.3396698471697,88.60016248859135,41.41,60.95337842784888 25,25,CVX,101.3396698471697,100.0,41.41,60.95337842784888
26,26,D,4.3923133815296085,79.69408342715397,99.27,40.760366389641874 26,26,D,4.3923133815296085,100.0,99.27,40.760366389641874
27,27,DE,140.52774327374226,76.49349721976776,136.33,57.453186220311125 27,27,DE,140.52774327374226,100.0,136.33,57.453186220311125
28,28,DHR,87.79588678965173,85.09612376199445,85.42,82.78805519627885 28,28,DHR,87.79588678965173,100.0,85.42,82.78805519627885
29,29,DIS,141.3476576227695,85.00741815250112,166.75,43.14687042534553 29,29,DIS,141.3476576227695,100.0,166.75,43.14687042534553
30,30,DUK,94.91164830660327,80.30820557341846,100.27,33.88522180364372 30,30,DUK,94.91164830660327,100.0,100.27,33.88522180364372
31,31,EXC,106.0647977464432,80.29809703087852,102.77,44.20510797449332 31,31,EXC,106.0647977464432,100.0,102.77,44.20510797449332
32,32,FDX,135.00252241230626,79.98713109312754,95.17,25.114194866864718 32,32,FDX,135.00252241230626,100.0,95.17,25.114194866864718
33,33,FIS,148.46144015856456,82.79611953800102,81.72,39.63626807743001 33,33,FIS,148.46144015856456,100.0,81.72,39.63626807743001
34,34,GE,91.15790200486788,87.47260612665734,175.64,146.22351162424394 34,34,GE,91.15790200486788,100.0,175.64,146.22351162424394
35,35,GILD,151.2044952147543,80.85620944048239,82.69,67.802408084516 35,35,GILD,151.2044952147543,100.0,82.69,67.802408084516
36,36,GOOGL,140.11321872176285,89.06563187577275,153.22,20.354197361697015 36,36,GOOGL,140.11321872176285,100.0,153.22,20.354197361697015
37,37,GS,118.74543520148052,85.93435978301807,77.22,36.94371228161387 37,37,GS,118.74543520148052,100.0,77.22,36.94371228161387
38,38,HD,126.71316498144698,75.16761426013859,81.72,39.445926743799376 38,38,HD,126.71316498144698,100.0,81.72,39.445926743799376
39,39,HON,114.29369431763827,82.9819147655237,110.23,45.880078753481484 39,39,HON,114.29369431763827,100.0,110.23,45.880078753481484
40,40,IBM,118.4751329913031,79.5681603795179,104.36,40.56599243772292 40,40,IBM,118.4751329913031,100.0,104.36,40.56599243772292
41,41,INTC,30.39471860378832,84.16628321210383,101.37,11.620366089371919 41,41,INTC,30.39471860378832,100.0,101.37,11.620366089371919
42,42,ISRG,86.49035040805836,46.8771394789436,147.05,36.25598063973711 42,42,ISRG,86.49035040805836,100.0,147.05,36.25598063973711
43,43,JNJ,63.72903613156852,85.6234601190366,92.98,49.25049996292883 43,43,JNJ,63.72903613156852,100.0,92.98,49.25049996292883
44,44,JPM,88.97475154629515,87.6536719677413,53.49,75.5222345002856 44,44,JPM,88.97475154629515,100.0,53.49,75.5222345002856
45,45,KO,83.43140990057667,80.19709303356093,101.12,51.0539972645096 45,45,KO,83.43140990057667,100.0,101.12,51.0539972645096
46,46,LIN,85.4463293760633,85.08134922797196,113.68,175.39951162067177 46,46,LIN,85.4463293760633,100.0,113.68,175.39951162067177
47,47,LLY,123.56822878561087,82.1284277575668,173.14,27.798098864965354 47,47,LLY,123.56822878561087,100.0,173.14,27.798098864965354
48,48,LMT,89.63955979696466,83.81800279203111,125.16,34.939329264522925 48,48,LMT,89.63955979696466,100.0,125.16,34.939329264522925
49,49,LOW,137.92406986378234,70.03159543658687,108.64,50.03421862699726 49,49,LOW,137.92406986378234,100.0,108.64,50.03421862699726
50,50,LRCX,126.45062656347639,84.4391961039491,72.08,75.89863458999143 50,50,LRCX,126.45062656347639,100.0,72.08,75.89863458999143
51,51,MA,131.41764068463203,81.05041894995104,162.13,49.54808199123212 51,51,MA,131.41764068463203,100.0,162.13,49.54808199123212
52,52,MCD,79.58085418616103,68.83813512817449,114.02,56.192189033719856 52,52,MCD,79.58085418616103,100.0,114.02,56.192189033719856
53,53,MCO,119.54500732824769,77.74624493920066,131.24,64.35179405953912 53,53,MCO,119.54500732824769,100.0,131.24,64.35179405953912
54,54,MDT,108.42969734788738,83.49660097222588,76.89,35.51979739263485 54,54,MDT,108.42969734788738,100.0,76.89,35.51979739263485
55,55,MMC,114.22021877736745,80.17965192275534,119.66,43.01166990391676 55,55,MMC,114.22021877736745,100.0,119.66,43.01166990391676
56,56,MMM,60.91079809533632,82.35099016580031,79.75,51.5498465941439 56,56,MMM,60.91079809533632,100.0,79.75,51.5498465941439
57,57,MO,9.33315076334979,74.17807375979767,90.89,34.42332481903656 57,57,MO,9.33315076334979,100.0,90.89,34.42332481903656
58,58,MRK,112.94421971054255,83.92619124562997,112.06,61.12301790550875 58,58,MRK,112.94421971054255,100.0,112.06,61.12301790550875
59,59,MSFT,113.26609475449267,86.90924342145904,132.72,42.574394371216634 59,59,MSFT,113.26609475449267,100.0,132.72,42.574394371216634
60,60,NEE,105.90038834256646,80.39166807726498,115.15,71.52441621014867 60,60,NEE,105.90038834256646,100.0,115.15,71.52441621014867
61,61,NFLX,129.11959281556602,83.66912305027884,166.33,76.7954778466989 61,61,NFLX,129.11959281556602,100.0,166.33,76.7954778466989
62,62,NKE,119.51855642731759,82.78401922678438,113.97,117.48351818421081 62,62,NKE,119.51855642731759,100.0,113.97,117.48351818421081
63,63,NSC,96.88076222678136,81.46497777526282,98.62,49.3247825186535 63,63,NSC,96.88076222678136,100.0,98.62,49.3247825186535
64,64,NVDA,82.25461700620143,83.7627615066959,164.85,6.926609061624467 64,64,NVDA,82.25461700620143,100.0,164.85,6.926609061624467
65,65,ORCL,122.92734777644266,73.98756908166904,116.42,46.376925277680336 65,65,ORCL,122.92734777644266,100.0,116.42,46.376925277680336
66,66,PEP,87.131497664537,79.8705418820447,110.23,53.91814705158701 66,66,PEP,87.131497664537,100.0,110.23,53.91814705158701
67,67,PFE,140.47340520393576,86.47729235669306,22.44,116.51242007359423 67,67,PFE,140.47340520393576,100.0,22.44,116.51242007359423
68,68,PG,64.31230077832718,83.33866650904798,98.17,38.07115813063641 68,68,PG,64.31230077832718,100.0,98.17,38.07115813063641
69,69,PM,109.50100591046719,72.55448449750119,108.25,48.18188763164932 69,69,PM,109.50100591046719,100.0,108.25,48.18188763164932
70,70,PYPL,151.48799177385294,87.39557336211455,146.26,60.19328753757178 70,70,PYPL,151.48799177385294,100.0,146.26,60.19328753757178
71,71,SCHW,129.0234669420565,89.14126159248195,119.99,45.70354212187421 71,71,SCHW,129.0234669420565,100.0,119.99,45.70354212187421
72,72,SO,84.46652562371243,79.86032731897615,107.75,71.93845531637749 72,72,SO,84.46652562371243,100.0,107.75,71.93845531637749
73,73,SPG,1.1854441448309712,72.43036891732231,114.17,75.66329877350253 73,73,SPG,1.1854441448309712,100.0,114.17,75.66329877350253
74,74,SPGI,114.22266821500354,85.97832705940108,133.43,43.418194870339185 74,74,SPGI,114.22266821500354,100.0,133.43,43.418194870339185
75,75,T,61.586410114552315,81.31427955954999,69.11,59.731454906145466 75,75,T,61.586410114552315,100.0,69.11,59.731454906145466
76,76,TGT,146.61361867919015,81.98589242825953,41.98,28.280252582031757 76,76,TGT,146.61361867919015,100.0,41.98,28.280252582031757
77,77,TMO,73.99122697155062,81.71090665619771,114.02,50.826203770832095 77,77,TMO,73.99122697155062,100.0,114.02,50.826203770832095
78,78,TMUS,155.01159044367853,78.08773453101122,199.49,58.89699852799944 78,78,TMUS,155.01159044367853,100.0,199.49,58.89699852799944
79,79,TSLA,129.88191763420065,90.07679645508908,124.08,62.575536448354775 79,79,TSLA,129.88191763420065,100.0,124.08,62.575536448354775
80,80,TXN,95.34312077123577,82.33805646141853,120.95,61.63351739609634 80,80,TXN,95.34312077123577,100.0,120.95,61.63351739609634
81,81,UNH,130.59286903995337,84.71445728234814,134.93,50.071745102527345 81,81,UNH,130.59286903995337,100.0,134.93,50.071745102527345
82,82,UNP,102.08194911395603,77.91402807572778,116.17,39.50929713815176 82,82,UNP,102.08194911395603,100.0,116.17,39.50929713815176
83,83,UPS,109.31516556780723,81.8759911471089,89.41,42.27357028519867 83,83,UPS,109.31516556780723,100.0,89.41,42.27357028519867
84,84,USB,142.45442985947,87.25998544929526,90.49,41.1838844914599 84,84,USB,142.45442985947,100.0,90.49,41.1838844914599
85,85,V,132.2376969692613,84.37917303829828,141.79,61.08058325638432 85,85,V,132.2376969692613,100.0,141.79,61.08058325638432
86,86,VZ,25.824157206441292,79.31397201530115,70.84,35.57825810344986 86,86,VZ,25.824157206441292,100.0,70.84,35.57825810344986
87,87,WFC,147.69065957371842,87.50760782469975,99.67,19.075069084803722 87,87,WFC,147.69065957371842,100.0,99.67,19.075069084803722
88,88,WMT,80.94310440425323,84.42660967228767,98.07,80.66162547687941 88,88,WMT,80.94310440425323,100.0,98.07,80.66162547687941
89,89,XOM,125.08994915257153,88.06643919762163,32.26,74.58447727917255 89,89,XOM,125.08994915257153,100.0,32.26,74.58447727917255

1 Unnamed: 0 Ticker Valuation Financial Health Estimated Growth Past Performance
2 0 0 AAPL 99.66725122809231 82.7388714169545 100.0 111.32 39.06731462476843
3 1 1 ABBV 160.98123119547898 79.70456839317465 100.0 54.12 38.816439109405074
4 2 2 ABT 0.010900003867217779 84.97908350076645 100.0 60.11 104.36222986694207
5 3 3 ACN 98.07248876261579 89.17639889545868 100.0 116.12 43.99884594359548
6 4 4 ADBE 130.64497830681407 86.63122649087215 100.0 138.99 41.77566086253358
7 5 5 AMAT 75.39043306730187 86.04399527626032 100.0 135.94 71.01980883066668
8 6 6 AMGN 136.79045884196086 74.06410953903897 100.0 80.13 46.662518965274614
9 7 7 AMZN 114.62413820054807 83.3609384881074 100.0 0.0 0.593123489053842
10 8 8 APD 125.8450702813671 82.6899927533652 100.0 117.97 39.47760235265585
11 9 9 AVGO 139.59379881714588 77.7364945612938 100.0 112.7 41.90801333540908
12 10 10 BA 160.98123119547898 80.89585950725527 100.0 199.97 200.0
13 11 11 BAC 67.36367760818494 88.20551556034 100.0 88.12 59.31337794386356
14 12 12 BDX 110.18184446244406 82.61688665184255 100.0 120.23 53.09513094145142
15 13 13 BIDU 150.82537602985602 85.04031559473167 100.0 85.13 135.63074628505646
16 14 14 BMY 160.98123119547898 80.62281013164436 100.0 90.05 57.248659978974956
17 15 15 CAT 133.9628473349977 80.01753251733713 100.0 134.18 105.21027752682537
18 16 16 CCI 48.96872890304626 73.22762887470552 100.0 53.29 37.51941455427019
19 17 17 CHTR 154.98194518352693 74.48403641387307 100.0 150.4 27.228633916550713
20 18 18 CMCSA 146.7680629125239 81.81299080598593 100.0 108.35 68.20633978961776
21 19 19 CME 70.163169032576 90.32695620119384 100.0 93.92 40.79282933144908
22 20 20 COST 80.41604288665233 87.46295845900838 100.0 115.0 36.58364459954663
23 21 21 CRM 134.59603167296376 87.32008475206904 100.0 159.84 100.91497446549263
24 22 22 CSCO 120.55997440080642 88.71113270927466 100.0 108.2 42.44050233000708
25 23 23 CSX 104.27713894583977 80.27435046413956 100.0 112.16 54.74916607300668
26 24 24 CVS 135.19103895654334 82.99260213904473 100.0 91.29 55.90979252844121
27 25 25 CVX 101.3396698471697 88.60016248859135 100.0 41.41 60.95337842784888
28 26 26 D 4.3923133815296085 79.69408342715397 100.0 99.27 40.760366389641874
29 27 27 DE 140.52774327374226 76.49349721976776 100.0 136.33 57.453186220311125
30 28 28 DHR 87.79588678965173 85.09612376199445 100.0 85.42 82.78805519627885
31 29 29 DIS 141.3476576227695 85.00741815250112 100.0 166.75 43.14687042534553
32 30 30 DUK 94.91164830660327 80.30820557341846 100.0 100.27 33.88522180364372
33 31 31 EXC 106.0647977464432 80.29809703087852 100.0 102.77 44.20510797449332
34 32 32 FDX 135.00252241230626 79.98713109312754 100.0 95.17 25.114194866864718
35 33 33 FIS 148.46144015856456 82.79611953800102 100.0 81.72 39.63626807743001
36 34 34 GE 91.15790200486788 87.47260612665734 100.0 175.64 146.22351162424394
37 35 35 GILD 151.2044952147543 80.85620944048239 100.0 82.69 67.802408084516
38 36 36 GOOGL 140.11321872176285 89.06563187577275 100.0 153.22 20.354197361697015
39 37 37 GS 118.74543520148052 85.93435978301807 100.0 77.22 36.94371228161387
40 38 38 HD 126.71316498144698 75.16761426013859 100.0 81.72 39.445926743799376
41 39 39 HON 114.29369431763827 82.9819147655237 100.0 110.23 45.880078753481484
42 40 40 IBM 118.4751329913031 79.5681603795179 100.0 104.36 40.56599243772292
43 41 41 INTC 30.39471860378832 84.16628321210383 100.0 101.37 11.620366089371919
44 42 42 ISRG 86.49035040805836 46.8771394789436 100.0 147.05 36.25598063973711
45 43 43 JNJ 63.72903613156852 85.6234601190366 100.0 92.98 49.25049996292883
46 44 44 JPM 88.97475154629515 87.6536719677413 100.0 53.49 75.5222345002856
47 45 45 KO 83.43140990057667 80.19709303356093 100.0 101.12 51.0539972645096
48 46 46 LIN 85.4463293760633 85.08134922797196 100.0 113.68 175.39951162067177
49 47 47 LLY 123.56822878561087 82.1284277575668 100.0 173.14 27.798098864965354
50 48 48 LMT 89.63955979696466 83.81800279203111 100.0 125.16 34.939329264522925
51 49 49 LOW 137.92406986378234 70.03159543658687 100.0 108.64 50.03421862699726
52 50 50 LRCX 126.45062656347639 84.4391961039491 100.0 72.08 75.89863458999143
53 51 51 MA 131.41764068463203 81.05041894995104 100.0 162.13 49.54808199123212
54 52 52 MCD 79.58085418616103 68.83813512817449 100.0 114.02 56.192189033719856
55 53 53 MCO 119.54500732824769 77.74624493920066 100.0 131.24 64.35179405953912
56 54 54 MDT 108.42969734788738 83.49660097222588 100.0 76.89 35.51979739263485
57 55 55 MMC 114.22021877736745 80.17965192275534 100.0 119.66 43.01166990391676
58 56 56 MMM 60.91079809533632 82.35099016580031 100.0 79.75 51.5498465941439
59 57 57 MO 9.33315076334979 74.17807375979767 100.0 90.89 34.42332481903656
60 58 58 MRK 112.94421971054255 83.92619124562997 100.0 112.06 61.12301790550875
61 59 59 MSFT 113.26609475449267 86.90924342145904 100.0 132.72 42.574394371216634
62 60 60 NEE 105.90038834256646 80.39166807726498 100.0 115.15 71.52441621014867
63 61 61 NFLX 129.11959281556602 83.66912305027884 100.0 166.33 76.7954778466989
64 62 62 NKE 119.51855642731759 82.78401922678438 100.0 113.97 117.48351818421081
65 63 63 NSC 96.88076222678136 81.46497777526282 100.0 98.62 49.3247825186535
66 64 64 NVDA 82.25461700620143 83.7627615066959 100.0 164.85 6.926609061624467
67 65 65 ORCL 122.92734777644266 73.98756908166904 100.0 116.42 46.376925277680336
68 66 66 PEP 87.131497664537 79.8705418820447 100.0 110.23 53.91814705158701
69 67 67 PFE 140.47340520393576 86.47729235669306 100.0 22.44 116.51242007359423
70 68 68 PG 64.31230077832718 83.33866650904798 100.0 98.17 38.07115813063641
71 69 69 PM 109.50100591046719 72.55448449750119 100.0 108.25 48.18188763164932
72 70 70 PYPL 151.48799177385294 87.39557336211455 100.0 146.26 60.19328753757178
73 71 71 SCHW 129.0234669420565 89.14126159248195 100.0 119.99 45.70354212187421
74 72 72 SO 84.46652562371243 79.86032731897615 100.0 107.75 71.93845531637749
75 73 73 SPG 1.1854441448309712 72.43036891732231 100.0 114.17 75.66329877350253
76 74 74 SPGI 114.22266821500354 85.97832705940108 100.0 133.43 43.418194870339185
77 75 75 T 61.586410114552315 81.31427955954999 100.0 69.11 59.731454906145466
78 76 76 TGT 146.61361867919015 81.98589242825953 100.0 41.98 28.280252582031757
79 77 77 TMO 73.99122697155062 81.71090665619771 100.0 114.02 50.826203770832095
80 78 78 TMUS 155.01159044367853 78.08773453101122 100.0 199.49 58.89699852799944
81 79 79 TSLA 129.88191763420065 90.07679645508908 100.0 124.08 62.575536448354775
82 80 80 TXN 95.34312077123577 82.33805646141853 100.0 120.95 61.63351739609634
83 81 81 UNH 130.59286903995337 84.71445728234814 100.0 134.93 50.071745102527345
84 82 82 UNP 102.08194911395603 77.91402807572778 100.0 116.17 39.50929713815176
85 83 83 UPS 109.31516556780723 81.8759911471089 100.0 89.41 42.27357028519867
86 84 84 USB 142.45442985947 87.25998544929526 100.0 90.49 41.1838844914599
87 85 85 V 132.2376969692613 84.37917303829828 100.0 141.79 61.08058325638432
88 86 86 VZ 25.824157206441292 79.31397201530115 100.0 70.84 35.57825810344986
89 87 87 WFC 147.69065957371842 87.50760782469975 100.0 99.67 19.075069084803722
90 88 88 WMT 80.94310440425323 84.42660967228767 100.0 98.07 80.66162547687941
91 89 89 XOM 125.08994915257153 88.06643919762163 100.0 32.26 74.58447727917255

10
indexer/indexer.py
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@ -44,7 +44,7 @@ def get_financial_health(ticker: str):
# Create financial health column # Create financial health column
try: try:
balance_sheet['financial_health'] = balance_sheet['TotalDebt'] / balance_sheet['TotalAssets'] balance_sheet['financial_health'] = balance_sheet['TotalAssets'] / balance_sheet['TotalDebts']
except KeyError: except KeyError:
return 2.0 return 2.0
@ -96,19 +96,19 @@ def normalizer():
not_normalized = pd.read_csv('Elaborated_Data/Not_Normalized.csv') # Read Not_normalized .csv not_normalized = pd.read_csv('Elaborated_Data/Not_Normalized.csv') # Read Not_normalized .csv
v_values = (200/(1+math.e**( 0.5*(-not_normalized['Valuation'].mean()+not_normalized['Valuation'])))) #VALUATION STAT v_values = (200/(1+math.e**( -0.5*(not_normalized['Valuation'].mean()-not_normalized['Valuation'])))) #VALUATION STAT
not_normalized['Valuation'] = v_values not_normalized['Valuation'] = v_values
fh_values= (200/(1+math.e**( 0.5*(not_normalized['Financial Health'].mean()+not_normalized['Financial Health'])))) #FINANCIAL HEALTH STAT fh_values= (200/(1+math.e**( -0.5*(not_normalized['Financial Health'].mean()+not_normalized['Financial Health'])))) #FINANCIAL HEALTH STAT
not_normalized['Financial Health'] = fh_values not_normalized['Financial Health'] = fh_values
not_normalized['Estimated Growth'] = not_normalized['Estimated Growth'].str.strip("%").astype("float") not_normalized['Estimated Growth'] = not_normalized['Estimated Growth'].str.strip("%").astype("float")
eg_values= (200/(1+math.e**( 0.1*(not_normalized['Estimated Growth'].mean()-not_normalized['Estimated Growth'])))) #ESTIMATED GROWTH STAT eg_values= (200/(1+math.e**( -0.1*(not_normalized['Estimated Growth'].mean()+not_normalized['Estimated Growth'])))) #ESTIMATED GROWTH STAT
for i in range(len(eg_values)): for i in range(len(eg_values)):
eg_values[i] = float(round(eg_values[i],2)) eg_values[i] = float(round(eg_values[i],2))
not_normalized['Estimated Growth']= eg_values not_normalized['Estimated Growth']= eg_values
pf_values = (200/(1+math.e**( 0.1*(not_normalized['Past Performance'].mean()-not_normalized['Past Performance'])))) #PAST PERFORMANCE pf_values = (200/(1+math.e**( -0.1*(not_normalized['Past Performance'].mean()+not_normalized['Past Performance'])))) #PAST PERFORMANCE
not_normalized['Past Performance'] = pf_values not_normalized['Past Performance'] = pf_values
# Create normalized dataframe for main page # Create normalized dataframe for main page

108
presentation_notebook.ipynb Normal file
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