maggicl/va-project
Archived
1
0
Fork 0
Code Issues Pull requests Projects Releases Packages Wiki Activity

Merge branch 'master' of https://gitlab.com/usi-si-teaching/msde/2022-2023/visual-analytics-atelier/group-projects/group-1

Browse source
This commit is contained in:
Pietro Rodolfo Masera 2023-05-29 17:53:22 +02:00
commit 86c11913dc
7 changed files with 915237 additions and 914501 deletions
Show stats Download patch file Download diff file Expand all files Collapse all files

178
Elaborated_Data/Not_Normalized.csv
View file

@ -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,2.8478,3.0302422113761804,8.02%,1.55
1,ABBV,0.0,0.4558265192176074,-4.17%,1.47 1,ABBV,0.0,2.193817072592499,-4.17%,1.47
2,ABT,22.469,0.23799672210430156,-2.70%,16.58 2,ABT,22.469,4.2017385414314745,-2.70%,16.58
3,ACN,2.9116,0.06722571231732856,9.00%,3.05 3,ACN,2.9116,14.875260752606902,9.00%,3.05
4,ADBE,1.568,0.17055034051168783,13.98%,2.39 4,ADBE,1.568,5.863371465573063,13.98%,2.39
5,AMAT,3.8395,0.19448645675787157,13.27%,9.74 5,AMAT,3.8395,5.141746200070696,13.27%,9.74
6,AMGN,1.2905,0.6942628494138864,1.72%,3.81 6,AMGN,1.2905,1.4403766539491842,1.72%,3.81
7,AMZN,2.2453,0.3043878047624995,-278.70%,-42.47 7,AMZN,2.2453,3.2852827358844294,-278.70%,-42.47
8,APD,1.7767,0.3320219871311414,9.38%,1.68 8,APD,1.7767,3.0118487291777516,9.38%,1.68
9,AVGO,1.1592,0.5382865599649199,8.30%,2.43 9,AVGO,1.1592,1.8577465505829642,8.30%,2.43
10,BA,0.0,0.4062502291946284,93.80%,987.5 10,BA,0.0,2.461537072809662,93.80%,987.5
11,BAC,4.1895,0.10656449190006939,3.36%,7.07 11,BAC,4.1895,9.383988814376815,3.36%,7.07
12,BDX,2.4258,0.3350369526050667,9.85%,5.53 12,BDX,2.4258,2.984745390693591,9.85%,5.53
13,BIDU,0.593,0.23549113544599592,2.75%,23.16 13,BIDU,0.593,4.246444343249283,2.75%,23.16
14,BMY,0.0,0.4175920917257984,3.75%,6.57 14,BMY,0.0,2.394681364456072,3.75%,6.57
15,CAT,1.4198,0.4427787540795467,12.87%,16.75 15,CAT,1.4198,2.258464279928722,12.87%,16.75
16,CCI,5.0871,0.7302196958058074,-4.38%,1.05 16,CCI,5.0871,1.3694508731327582,-4.38%,1.05
17,CHTR,0.362,0.6762752812866708,16.84%,-2.77 17,CHTR,0.362,1.4786877883476912,16.84%,-2.77
18,CMCSA,0.8061,0.36824333439977797,7.42%,9.12 18,CMCSA,0.8061,2.715595658044864,7.42%,9.12
19,CME,4.0654,0.02071438551860043,4.53%,2.09 19,CME,4.0654,48.27562947025644,4.53%,2.09
20,COST,3.6281,0.1367131402584969,8.77%,0.74 20,COST,3.6281,7.31458584090163,8.77%,0.74
21,CRM,1.3911,0.142520409918158,19.56%,15.89 21,CRM,1.3911,7.016538898353208,19.56%,15.89
22,CSCO,2.0002,0.08606670836366619,7.39%,2.59 22,CSCO,2.0002,11.618894448415535,7.39%,2.59
23,CSX,2.6633,0.43208447851873283,8.19%,5.95 23,CSX,2.6633,2.3143622363575496,8.19%,5.95
24,CVS,1.364,0.3195504115656207,4.00%,6.24 24,CVS,1.364,3.1293966892439657,4.00%,6.24
25,CVX,2.7809,0.0905633873865484,-7.68%,7.46 25,CVX,2.7809,11.041989802476541,-7.68%,7.46
26,D,10.427,0.45626394493235223,5.60%,2.08 26,D,10.427,2.1917138338604962,5.60%,2.08
27,DE,1.1147,0.5907551831779312,13.36%,6.62 27,DE,1.1147,1.692748584312983,13.36%,6.62
28,DHR,3.3251,0.23320790216368767,2.81%,12.23 28,DHR,3.3251,4.288019362646228,2.81%,12.23
29,DIS,1.0753,0.23683722383309413,21.87%,2.8 29,DIS,1.0753,4.222309246053011,21.87%,2.8
30,DUK,3.0382,0.43067554645954603,5.80%,-0.19 30,DUK,3.0382,2.321933548864566,5.80%,-0.19
31,EXC,2.5916,0.43109620840856333,6.30%,3.11 31,EXC,2.5916,2.3196678154317443,6.30%,3.11
32,FDX,1.3726,0.4440454677936462,4.78%,-3.7 32,FDX,1.3726,2.252021634110481,4.78%,-3.7
33,FIS,0.7185,0.327646615802744,2.05%,1.73 33,FIS,0.7185,3.052068758744753,2.05%,1.73
34,GE,3.1891,0.1363210759278175,25.50%,25.71 34,GE,3.1891,7.335622853574773,25.50%,25.71
35,GILD,0.5725,0.40789643803736503,2.25%,9.03 35,GILD,0.5725,2.451602678394548,2.25%,9.03
36,GOOGL,1.1345,0.0717094597703327,17.61%,-6.07 36,GOOGL,1.1345,13.945161533816425,17.61%,-6.07
37,GS,2.0757,0.19895968790637192,1.11%,0.86 37,GS,2.0757,5.026143790849673,1.11%,0.86
38,HD,1.7394,0.6470819260073836,2.05%,1.67 38,HD,1.7394,1.5453993687788299,2.05%,1.67
39,HON,2.2588,0.3199906484311073,7.80%,3.59 39,HON,2.2588,3.125091326583864,7.80%,3.59
40,IBM,2.0869,0.4615188907263707,6.62%,2.02 40,IBM,2.0869,2.1667585446527013,6.62%,2.02
41,INTC,6.2729,0.27130159792340114,6.02%,-12.15 41,INTC,6.2729,3.6859347960137647,6.02%,-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,4.3545,4.7247283088328,4.34%,4.52
44,JPM,3.2773,0.12896465432169654,-4.33%,10.71 44,JPM,3.2773,7.754062578305718,-4.33%,10.71
45,KO,3.5034,0.43530039834093054,5.97%,5.0 45,KO,3.5034,2.297264150943396,5.97%,5.0
46,LIN,3.4208,0.23381232255815113,8.50%,35.35 46,LIN,3.4208,4.276934547584811,8.50%,35.35
47,LLY,1.8737,0.3552019261516468,24.38%,-2.53 47,LLY,1.8737,2.8153000487195237,24.38%,-2.53
48,LMT,3.2504,0.28559920910988246,10.89%,0.18 48,LMT,3.2504,3.5014102564102565,10.89%,0.18
49,LOW,1.2378,0.8692687837466825,7.48%,4.73 49,LOW,1.2378,1.1503921671842923,7.48%,4.73
50,LRCX,1.7507,0.2601092917188427,0.01%,10.79 50,LRCX,1.7507,3.8445377840670143,0.01%,10.79
51,MA,1.5338,0.3998356276967331,20.29%,4.6 51,MA,1.5338,2.501027749229188,20.29%,4.6
52,MCD,3.6629,0.9219276110270812,8.57%,6.31 52,MCD,3.6629,1.0846838602500923,8.57%,6.31
53,MCO,2.0425,0.5378762144167403,12.21%,8.25 53,MCO,2.0425,1.859163824681066,12.21%,8.25
54,MDT,2.4965,0.29880808209573584,1.04%,0.38 54,MDT,2.4965,3.3466296928327646,1.04%,0.38
55,MMC,2.2618,0.4360265440363234,9.73%,2.76 55,MMC,2.2618,2.2934383552499833,9.73%,2.76
56,MMM,4.4859,0.3460094697777588,1.64%,5.13 56,MMM,4.4859,2.8900943105467545,1.64%,5.13
57,MO,8.8684,0.6893770705479824,3.92%,0.0 57,MO,8.8684,1.4505849450506165,3.92%,0.0
58,MRK,2.3138,0.28115610113594725,8.17%,7.5 58,MRK,2.3138,3.5567430191261282,8.17%,7.5
59,MSFT,2.3007,0.15923154637873335,12.54%,2.63 59,MSFT,2.3007,6.280162585506097,12.54%,2.63
60,NEE,2.5982,0.42720296086648885,8.80%,9.85 60,NEE,2.5982,2.340807746209708,8.80%,9.85
61,NFLX,1.635,0.2917160508782066,21.72%,10.98 61,NFLX,1.635,3.4279910104004063,21.72%,10.98
62,NKE,2.0436,0.32814540136836057,8.56%,19.24 62,NKE,2.0436,3.047429571860576,8.56%,19.24
63,NSC,2.9593,0.3826495442824683,5.47%,4.54 63,NSC,2.9593,2.6133573525487055,5.47%,4.54
64,NVDA,3.5519,0.28786848623184885,21.20%,-17.57 64,NVDA,3.5519,3.473808519611978,21.20%,-17.57
65,ORCL,1.9008,0.6975459656587145,9.06%,3.73 65,ORCL,1.9008,1.4335972813715132,9.06%,3.73
66,PEP,3.3521,0.44890479568366976,7.80%,5.74 66,PEP,3.3521,2.227643833648574,7.80%,5.74
67,PFE,1.1173,0.17682107451636622,-14.94%,19.04 67,PFE,1.1173,5.655434470891884,-14.94%,19.04
68,PG,4.3277,0.30530408590666747,5.38%,1.23 68,PG,4.3277,3.27542291820393,5.38%,1.23
69,PM,2.4533,0.7592813406380922,7.40%,4.23 69,PM,2.4533,1.3170348676810764,7.40%,4.23
70,PYPL,0.5571,0.1394518218093805,15.76%,7.28 70,PYPL,0.5571,7.170935359789849,15.76%,7.28
71,SCHW,1.6392,0.06864791979295796,9.80%,3.54 71,SCHW,1.6392,14.567083795342944,9.80%,3.54
72,SO,3.4609,0.4493306420493336,7.30%,9.94 72,SO,3.4609,2.225532617671346,7.30%,9.94
73,SPG,13.079,0.7646523728202831,8.60%,10.74 73,SPG,13.079,1.3077838185627797,8.60%,10.74
74,SPGI,2.2617,0.1971656133109764,12.70%,2.88 74,SPGI,2.2617,5.0718783220214245,12.70%,2.88
75,T,4.4541,0.3888937394137295,-0.64%,7.17 75,T,4.4541,2.5713964989704743,-0.64%,7.17
76,TGT,0.814,0.3610930009587728,-7.51%,-2.33 76,TGT,0.814,2.7693696564176093,-7.51%,-2.33
77,TMO,3.8993,0.372467197701198,8.57%,4.94 77,TMO,3.8993,2.684800181524236,8.57%,4.94
78,TMUS,0.3603,0.5235163412997864,65.36%,6.97 78,TMUS,0.3603,1.91016004871443,65.36%,6.97
79,TSLA,1.6016,0.030817776651733787,10.66%,7.84 79,TSLA,1.6016,32.44880418535127,10.66%,7.84
80,TXN,3.0209,0.3465434633812457,10.00%,7.62 80,TXN,3.0209,2.8856409243531504,10.00%,7.62
81,UNH,1.5703,0.24883054438291166,13.04%,4.74 81,UNH,1.5703,4.018799229330765,13.04%,4.74
82,UNP,2.7512,0.5308179723502304,9.01%,1.69 82,UNP,2.7512,1.8838849701573521,9.01%,1.69
83,UPS,2.4608,0.3656374239842635,3.62%,2.54 83,UPS,2.4608,2.734949801098693,3.62%,2.54
84,USB,1.0216,0.1449638542916892,3.84%,2.21 84,USB,1.0216,6.898271330367974,3.84%,2.21
85,V,1.4973,0.26257002842072025,14.65%,7.49 85,V,1.4973,3.8085077951002226,14.65%,7.49
86,VZ,6.652,0.47213514915968613,-0.26%,0.4 86,VZ,6.652,2.118037603808605,-0.26%,0.4
87,WFC,0.7586,0.13489874893977946,5.68%,-6.79 87,WFC,0.7586,7.412967191018301,5.68%,-6.79
88,WMT,3.6062,0.26062525249639873,5.36%,11.79 88,WMT,3.6062,3.836926738378192,5.36%,11.79
89,XOM,1.809,0.11220696806192149,-10.74%,10.51 89,XOM,1.809,8.912102494812528,-10.74%,10.51

1 Ticker Valuation Financial Health Estimated Growth Past Performance
2 0 AAPL 2.8478 0.3300066233140655 3.0302422113761804 8.02% 1.55
3 1 ABBV 0.0 0.4558265192176074 2.193817072592499 -4.17% 1.47
4 2 ABT 22.469 0.23799672210430156 4.2017385414314745 -2.70% 16.58
5 3 ACN 2.9116 0.06722571231732856 14.875260752606902 9.00% 3.05
6 4 ADBE 1.568 0.17055034051168783 5.863371465573063 13.98% 2.39
7 5 AMAT 3.8395 0.19448645675787157 5.141746200070696 13.27% 9.74
8 6 AMGN 1.2905 0.6942628494138864 1.4403766539491842 1.72% 3.81
9 7 AMZN 2.2453 0.3043878047624995 3.2852827358844294 -278.70% -42.47
10 8 APD 1.7767 0.3320219871311414 3.0118487291777516 9.38% 1.68
11 9 AVGO 1.1592 0.5382865599649199 1.8577465505829642 8.30% 2.43
12 10 BA 0.0 0.4062502291946284 2.461537072809662 93.80% 987.5
13 11 BAC 4.1895 0.10656449190006939 9.383988814376815 3.36% 7.07
14 12 BDX 2.4258 0.3350369526050667 2.984745390693591 9.85% 5.53
15 13 BIDU 0.593 0.23549113544599592 4.246444343249283 2.75% 23.16
16 14 BMY 0.0 0.4175920917257984 2.394681364456072 3.75% 6.57
17 15 CAT 1.4198 0.4427787540795467 2.258464279928722 12.87% 16.75
18 16 CCI 5.0871 0.7302196958058074 1.3694508731327582 -4.38% 1.05
19 17 CHTR 0.362 0.6762752812866708 1.4786877883476912 16.84% -2.77
20 18 CMCSA 0.8061 0.36824333439977797 2.715595658044864 7.42% 9.12
21 19 CME 4.0654 0.02071438551860043 48.27562947025644 4.53% 2.09
22 20 COST 3.6281 0.1367131402584969 7.31458584090163 8.77% 0.74
23 21 CRM 1.3911 0.142520409918158 7.016538898353208 19.56% 15.89
24 22 CSCO 2.0002 0.08606670836366619 11.618894448415535 7.39% 2.59
25 23 CSX 2.6633 0.43208447851873283 2.3143622363575496 8.19% 5.95
26 24 CVS 1.364 0.3195504115656207 3.1293966892439657 4.00% 6.24
27 25 CVX 2.7809 0.0905633873865484 11.041989802476541 -7.68% 7.46
28 26 D 10.427 0.45626394493235223 2.1917138338604962 5.60% 2.08
29 27 DE 1.1147 0.5907551831779312 1.692748584312983 13.36% 6.62
30 28 DHR 3.3251 0.23320790216368767 4.288019362646228 2.81% 12.23
31 29 DIS 1.0753 0.23683722383309413 4.222309246053011 21.87% 2.8
32 30 DUK 3.0382 0.43067554645954603 2.321933548864566 5.80% -0.19
33 31 EXC 2.5916 0.43109620840856333 2.3196678154317443 6.30% 3.11
34 32 FDX 1.3726 0.4440454677936462 2.252021634110481 4.78% -3.7
35 33 FIS 0.7185 0.327646615802744 3.052068758744753 2.05% 1.73
36 34 GE 3.1891 0.1363210759278175 7.335622853574773 25.50% 25.71
37 35 GILD 0.5725 0.40789643803736503 2.451602678394548 2.25% 9.03
38 36 GOOGL 1.1345 0.0717094597703327 13.945161533816425 17.61% -6.07
39 37 GS 2.0757 0.19895968790637192 5.026143790849673 1.11% 0.86
40 38 HD 1.7394 0.6470819260073836 1.5453993687788299 2.05% 1.67
41 39 HON 2.2588 0.3199906484311073 3.125091326583864 7.80% 3.59
42 40 IBM 2.0869 0.4615188907263707 2.1667585446527013 6.62% 2.02
43 41 INTC 6.2729 0.27130159792340114 3.6859347960137647 6.02% -12.15
44 42 ISRG 3.3782 2.0 15.96% 0.63
45 43 JNJ 4.3545 0.21165238181643523 4.7247283088328 4.34% 4.52
46 44 JPM 3.2773 0.12896465432169654 7.754062578305718 -4.33% 10.71
47 45 KO 3.5034 0.43530039834093054 2.297264150943396 5.97% 5.0
48 46 LIN 3.4208 0.23381232255815113 4.276934547584811 8.50% 35.35
49 47 LLY 1.8737 0.3552019261516468 2.8153000487195237 24.38% -2.53
50 48 LMT 3.2504 0.28559920910988246 3.5014102564102565 10.89% 0.18
51 49 LOW 1.2378 0.8692687837466825 1.1503921671842923 7.48% 4.73
52 50 LRCX 1.7507 0.2601092917188427 3.8445377840670143 0.01% 10.79
53 51 MA 1.5338 0.3998356276967331 2.501027749229188 20.29% 4.6
54 52 MCD 3.6629 0.9219276110270812 1.0846838602500923 8.57% 6.31
55 53 MCO 2.0425 0.5378762144167403 1.859163824681066 12.21% 8.25
56 54 MDT 2.4965 0.29880808209573584 3.3466296928327646 1.04% 0.38
57 55 MMC 2.2618 0.4360265440363234 2.2934383552499833 9.73% 2.76
58 56 MMM 4.4859 0.3460094697777588 2.8900943105467545 1.64% 5.13
59 57 MO 8.8684 0.6893770705479824 1.4505849450506165 3.92% 0.0
60 58 MRK 2.3138 0.28115610113594725 3.5567430191261282 8.17% 7.5
61 59 MSFT 2.3007 0.15923154637873335 6.280162585506097 12.54% 2.63
62 60 NEE 2.5982 0.42720296086648885 2.340807746209708 8.80% 9.85
63 61 NFLX 1.635 0.2917160508782066 3.4279910104004063 21.72% 10.98
64 62 NKE 2.0436 0.32814540136836057 3.047429571860576 8.56% 19.24
65 63 NSC 2.9593 0.3826495442824683 2.6133573525487055 5.47% 4.54
66 64 NVDA 3.5519 0.28786848623184885 3.473808519611978 21.20% -17.57
67 65 ORCL 1.9008 0.6975459656587145 1.4335972813715132 9.06% 3.73
68 66 PEP 3.3521 0.44890479568366976 2.227643833648574 7.80% 5.74
69 67 PFE 1.1173 0.17682107451636622 5.655434470891884 -14.94% 19.04
70 68 PG 4.3277 0.30530408590666747 3.27542291820393 5.38% 1.23
71 69 PM 2.4533 0.7592813406380922 1.3170348676810764 7.40% 4.23
72 70 PYPL 0.5571 0.1394518218093805 7.170935359789849 15.76% 7.28
73 71 SCHW 1.6392 0.06864791979295796 14.567083795342944 9.80% 3.54
74 72 SO 3.4609 0.4493306420493336 2.225532617671346 7.30% 9.94
75 73 SPG 13.079 0.7646523728202831 1.3077838185627797 8.60% 10.74
76 74 SPGI 2.2617 0.1971656133109764 5.0718783220214245 12.70% 2.88
77 75 T 4.4541 0.3888937394137295 2.5713964989704743 -0.64% 7.17
78 76 TGT 0.814 0.3610930009587728 2.7693696564176093 -7.51% -2.33
79 77 TMO 3.8993 0.372467197701198 2.684800181524236 8.57% 4.94
80 78 TMUS 0.3603 0.5235163412997864 1.91016004871443 65.36% 6.97
81 79 TSLA 1.6016 0.030817776651733787 32.44880418535127 10.66% 7.84
82 80 TXN 3.0209 0.3465434633812457 2.8856409243531504 10.00% 7.62
83 81 UNH 1.5703 0.24883054438291166 4.018799229330765 13.04% 4.74
84 82 UNP 2.7512 0.5308179723502304 1.8838849701573521 9.01% 1.69
85 83 UPS 2.4608 0.3656374239842635 2.734949801098693 3.62% 2.54
86 84 USB 1.0216 0.1449638542916892 6.898271330367974 3.84% 2.21
87 85 V 1.4973 0.26257002842072025 3.8085077951002226 14.65% 7.49
88 86 VZ 6.652 0.47213514915968613 2.118037603808605 -0.26% 0.4
89 87 WFC 0.7586 0.13489874893977946 7.412967191018301 5.68% -6.79
90 88 WMT 3.6062 0.26062525249639873 3.836926738378192 5.36% 11.79
91 89 XOM 1.809 0.11220696806192149 8.912102494812528 -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,"[97698.65283426727, 95356.62309946018, 105752.88378882573, 98361.94288315061, 111241.4034391586, 125150.83316073155, 127741.56784114707, 136876.18186866102, 144046.70840487521, 145107.93125460763, 134418.3749885835, 164000]" 0,AAPL,"[82374.95888874859, 90121.7583477231, 102357.30589887485, 99244.75976751826, 91446.51358100999, 97576.33502601803, 93961.12135296836, 96978.48167498375, 114471.59455283095, 116322.65842952025, 139331.3945887559, 164000]"
1,ABBV,"[35187.74553582529, 40446.63120502401, 40773.62701653055, 48878.971601461286, 51304.25866308479, 49099.27912333308, 48667.24370981487, 52554.71106938195, 52472.5683675441, 48120.80123082051, 50505.54793880645, 50000]" 1,ABBV,"[41900.3452137478, 49803.17302135305, 49787.60652015463, 47834.088451652155, 59187.12676110385, 54542.249675631785, 55797.15561744897, 53151.50436029094, 57988.418530735646, 54175.97745595142, 50409.50813293917, 50000]"
2,ABT,"[73164.40754701335, 79737.3211633306, 87312.92052686846, 105978.61525817038, 111320.5004620159, 102753.65819848575, 99565.20833244215, 94039.4143574382, 101211.86826392895, 113513.94562096549, 121569.23589177152, 115000]" 2,ABT,"[62088.38724543815, 69430.98295082977, 79155.98152690008, 78626.75435043787, 75637.67209221164, 85547.22185374165, 83327.94663951428, 79212.57612351354, 82854.86459554077, 94604.3828668968, 102878.96069495, 115000]"
3,ACN,"[606072.0755281925, 551089.5318320526, 583348.1202020624, 707597.8837379366, 710720.108895977, 657516.8183796902, 639452.3637726324, 632047.8817596002, 592447.7756281501, 597375.6194804448, 692111.714716337, 738000]" 3,ACN,"[449820.5906191787, 516038.2754236617, 628579.0563189185, 702542.1241282043, 758775.9032236087, 760692.8707994807, 800476.3465355542, 768711.2454208899, 714751.8806929872, 721921.6930237862, 731570.4357689803, 738000]"
4,ADBE,"[21673.538590834778, 22982.84630822434, 25916.63141414823, 27808.862418968223, 27818.835918632496, 26151.40875458382, 25980.06938616889, 26440.69403102339, 27294.298207545773, 29816.293077575, 29584.174432329793, 29239]" 4,ADBE,"[24604.22410252409, 26147.865563955325, 25221.944021346702, 25128.21517559912, 23753.993705581666, 22021.62716886539, 21560.955516730137, 23191.02818104946, 23317.89092730986, 24245.486983194372, 28235.52073337395, 29239]"
5,AMAT,"[19219.787242557006, 22374.363504483827, 22079.045768002292, 20500.50824008491, 18681.91876775119, 21588.703732359678, 24095.13403455146, 24566.84355210917, 23075.278745341406, 27743.571615918878, 33692.87732863785, 33000]" 5,AMAT,"[16664.2879516799, 19849.90130819691, 18526.084068065582, 21987.476721989016, 21337.318635015836, 19680.94823847691, 22965.189008064324, 22140.144448003255, 27047.681489225855, 24735.030340790647, 27043.914002736714, 33000]"
6,AMGN,"[13487.149652133174, 13236.303962154547, 13069.54619490767, 14483.184445550365, 14773.435954046065, 14114.200771596234, 15550.66866532192, 16651.41064846858, 20712.27867568611, 24075.162671325925, 24810.95160636462, 25200]" 6,AMGN,"[17899.90579500499, 16926.283781170605, 18441.561891184, 17118.608116694224, 17443.56263219607, 19491.29201768821, 20137.187898263244, 19915.02702116285, 21580.558536710047, 24554.85392096134, 24890.64923018918, 25200]"
7,AMZN,"[679995.3222329367, 673597.7438683375, 786174.1045795407, 828615.9859820281, 1015078.3001079664, 1267803.4903871783, 1253189.8572514441, 1277449.3302680969, 1504643.7935958132, 1449345.996766673, 1481202.8842318263, 1541000]" 7,AMZN,"[783295.0693481844, 777329.6132227295, 861627.682288098, 869578.5471415255, 985338.8483487412, 1146739.5320940223, 1056960.5396178118, 1035596.3391099495, 1253226.3507399403, 1432155.1987380446, 1494924.4638578387, 1541000]"
8,APD,"[18345.137293371692, 18524.443312117222, 17868.087581251177, 17084.101400073592, 17730.092545481417, 16769.75158655402, 16600.05796236256, 17257.555103198054, 18160.049556331727, 21904.97257293205, 20337.315920808163, 19710]" 8,APD,"[11527.569472000865, 11813.292285158333, 12750.983064112776, 14237.068153859882, 13283.779814462143, 13857.819830962833, 14232.132056220498, 13217.572588961357, 13589.433422950957, 14251.791188199717, 16662.799551833185, 19710]"
9,AVGO,"[6173.450011723736, 7643.354973099959, 9258.48586459345, 11327.596495304733, 10728.513835929476, 10269.372077157299, 11916.636824556621, 14885.449164972128, 15693.736280173118, 19537.157242346202, 20976.784534499675, 20000]" 9,AVGO,"[20385.808804816537, 18951.502078829013, 18604.518878598792, 19118.611397638964, 21908.52689188133, 20611.81078221462, 22366.564513110512, 21285.877675157622, 19656.52100147268, 19438.612348770897, 20925.793975870758, 20000]"
10,BA,"[64872.2699582953, 65603.46388677173, 76707.59941190251, 71559.10383869596, 87244.75958128017, 95272.21037504754, 97980.48970253477, 91689.26374209148, 95974.38182661153, 118780.86171496156, 129336.60584041227, 156000]" 10,BA,"[70792.16284274483, 73377.4441084963, 73658.88702717339, 86632.42798909645, 96991.56691879703, 115142.28736776204, 129099.27100696565, 119330.0390149576, 121855.74644363666, 140670.02983248886, 153858.86709445872, 156000]"
11,BAC,"[160987.7124372232, 177827.4684276445, 203614.40943466203, 188138.30637401267, 177228.2949703588, 174864.7960518021, 169517.79176454226, 156550.12903411358, 153184.21322475083, 171254.60941419518, 185025.30616434646, 217000]" 11,BAC,"[182017.4515102643, 206619.67318299098, 189142.3681743421, 191979.4384342082, 191787.08162428217, 198293.20543055562, 190765.70531230423, 217917.25172810935, 214272.10692060352, 205648.98006316266, 189559.28436748922, 217000]"
12,BDX,"[41930.868289159014, 49709.47747523981, 47992.84554929813, 51550.77853757209, 50662.426692007386, 51670.06974906234, 50617.98888326902, 49113.29665886589, 49758.93581588932, 60426.230260686425, 64094.672036722004, 77000]" 12,BDX,"[64963.91157943742, 60232.3611078858, 58933.4693683252, 54570.98397943584, 63558.48374750721, 58397.03947935945, 53099.576388750706, 55874.824267929944, 56253.40679757134, 51753.78205412243, 61791.143677808104, 77000]"
13,BIDU,"[21022.8411247607, 24032.483246217314, 23160.054389006975, 25442.822954135205, 30561.260130765524, 30802.295110558494, 37329.58470646427, 35628.739359012005, 42014.14925734831, 39065.96931924808, 36152.28998338267, 41300]" 13,BIDU,"[13882.05578266348, 13724.789925845034, 16467.17726289452, 19622.69927090087, 21996.234450504402, 23014.470900276865, 28228.993884958414, 29313.248739703435, 29163.952406304576, 34338.05152096314, 35238.813168296954, 41300]"
14,BMY,"[19479.42237334817, 17713.91011453327, 16476.49506097647, 20071.2835228847, 24759.813212715526, 27346.250055219032, 30317.527176702053, 29733.917510780793, 32245.9188792539, 35731.585652616915, 34148.80025868579, 34300]" 14,BMY,"[21275.09594248867, 25114.944710968957, 29997.61927553249, 27495.678857103892, 29833.113608256022, 28826.824567572407, 26658.554459164036, 26892.27609569043, 25426.113140106063, 23822.606155129, 28509.116044265753, 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,"[2464.142503411551, 2520.91633743652, 3062.1208050683513, 3335.7341125181406, 3452.0354180551176, 3209.997321055556, 3717.355548345253, 4351.7905829229485, 4566.373885251992, 4393.518680702246, 4115.6489458336755, 5000]" 16,CCI,"[3508.3211002196194, 3451.5438877116326, 3763.4329745117775, 4032.156714443647, 4119.787768356186, 4508.989119563433, 4245.035218906628, 4030.9322437646615, 3672.1640483034134, 4033.4691955692947, 4464.271332580283, 5000]"
17,CHTR,"[51468.67580442193, 56906.02330944472, 65277.70029703094, 66370.8913100322, 71672.72681286924, 75098.25759732822, 70888.61626918825, 82264.26440717324, 102542.389760264, 95075.07625593137, 106019.07735072082, 101700]" 17,CHTR,"[59679.469887396706, 69853.80462819524, 75052.42014900183, 70001.07153075802, 82243.17361486552, 99485.10540986566, 93386.46326020047, 91926.69444904508, 91157.40149872651, 101979.83819909376, 99682.07888522939, 101700]"
18,CMCSA,"[58609.38563418979, 68640.99122695749, 85105.16989981112, 79201.33722345256, 97470.50551252006, 115909.87256345565, 139757.19455790333, 138153.7550373198, 170964.62298950122, 176848.3450062508, 168631.10259568124, 186000]" 18,CMCSA,"[73714.80509767312, 88551.43486552237, 107119.03058988426, 113625.66803177007, 106038.34246790019, 114992.53917757227, 122547.33832844092, 130784.70914525016, 159336.67794289967, 152229.77035754683, 166418.65258158537, 186000]"
19,CME,"[2317.974326485912, 2619.658149324504, 2604.0311919204837, 2674.3026343814654, 2991.812099256956, 2954.7465576150225, 3631.829789633386, 3776.491355871124, 3472.6981957852627, 3670.6737289749008, 3700.8479542221226, 3460]" 19,CME,"[1659.6501273994031, 1807.6379053089913, 2079.290322535137, 2463.9893265442424, 2469.8081776745657, 2668.6771628106835, 2575.644266600989, 2393.038600462048, 2869.1554673757946, 3193.2404141251136, 3516.6032683246094, 3460]"
20,COST,"[181601.13526958655, 166850.9991557793, 169429.9869463378, 174221.01225867245, 166661.32607211388, 202496.25849174254, 219706.25296643615, 267449.3440678416, 282189.3835761861, 284027.10411629337, 264722.1736129595, 304000]" 20,COST,"[151814.3953996954, 157378.2581656126, 153859.8886570064, 173541.71660810945, 193794.6102089638, 200287.22892089208, 203171.6719757447, 235693.28961975686, 284405.1054059325, 287932.4023112176, 331995.37813751755, 304000]"
21,CRM,"[43278.6255070834, 44802.02213791733, 42832.06480643078, 39117.2921858635, 39418.56112208086, 47508.249507271146, 43854.58359697457, 43543.751244544124, 53696.21043838337, 66013.91533136563, 65170.27543918551, 79390]" 21,CRM,"[33064.080520919095, 30422.49921109226, 36759.280358998425, 36361.549614752264, 45134.822618491635, 47610.77951246509, 56793.252570837576, 59231.418726864686, 70940.6337576758, 74905.27015263314, 79095.33736926249, 79390]"
22,CSCO,"[28885.652886003707, 32663.35551458886, 39582.6960955566, 49285.33188848197, 46127.77866239539, 43101.94643519592, 47504.81530018551, 47666.394613775985, 49730.43325831983, 56801.08106435395, 70278.77317358833, 83300]" 22,CSCO,"[42241.7135602879, 43205.93799971589, 49205.907139994386, 45844.727574758406, 57204.63416662726, 54022.8746401115, 61436.568106469385, 73599.40633418197, 87751.87336342508, 83566.71470491913, 76790.13129978399, 83300]"
23,CSX,"[17195.385699930484, 15795.532498767296, 15269.71201468368, 14552.26224761814, 15896.886345087754, 15621.781840165717, 15742.27777888192, 19014.433675006185, 19308.552620112678, 19410.681466962036, 22532.298507364678, 22600]" 23,CSX,"[11315.018377295875, 11410.99563716582, 13477.13619775327, 12456.921109843452, 15021.907119397998, 13909.130637715356, 13019.23153607862, 15141.242951047778, 14163.793876422911, 16602.81726676788, 20508.205957358856, 22600]"
24,CVS,"[100613.71997880637, 96817.58426087083, 110519.13280320325, 109646.10845706641, 136351.3063933696, 130645.02883203902, 121239.80112484486, 134450.86630433827, 141833.12366298714, 170274.10802468413, 208796.00232963503, 219000]" 24,CVS,"[86737.2505639558, 95517.93031130833, 118199.42777154621, 131420.60462230214, 155150.7370221295, 150007.10826038796, 144704.19143116174, 153308.42419750418, 173275.43614283815, 193234.67178829212, 225117.52346181966, 219000]"
25,CVX,"[18646.426264223337, 17011.7785051421, 18432.260560116178, 20437.62250967191, 20621.569024478405, 22400.68304086727, 22031.1089073417, 27260.70615442818, 34070.574672849325, 40160.98078584147, 45188.62318299104, 43846]" 25,CVX,"[18570.826425300278, 20586.216642684776, 24117.385488237232, 22221.606004015597, 26804.488949657145, 28377.494314023246, 29394.061831842075, 35939.20819112464, 33041.07666859618, 34538.75554183504, 39448.266813563954, 43846]"
26,D,"[8027.030316963089, 8045.559844060612, 9189.696532780898, 10310.945813143486, 10824.119419010376, 12336.193605969549, 13964.593778598926, 13312.199038424795, 15652.253799867856, 15956.761847654794, 17804.078954165492, 17200]" 26,D,"[8944.260903126611, 10913.381398513593, 12326.408708595305, 12604.721353395806, 11950.01430046731, 12207.680987628679, 11199.658072641814, 11304.01216507463, 12509.196296224298, 12783.289265061101, 15287.838433757119, 17200]"
27,DE,"[37869.58297997153, 37986.01267863171, 44383.40952189815, 47986.26352451234, 43752.936674925586, 50490.306732826575, 62569.66082399739, 75758.26851539893, 77566.6073661269, 72920.97871390823, 66395.77065318277, 82200]" 27,DE,"[49019.430580755106, 60235.513286889545, 58675.33970747395, 68522.21748408985, 63018.203434496245, 72157.46028959067, 82132.23900325816, 76559.14018461197, 70733.49021699843, 88357.06745698517, 85638.72164071637, 82200]"
28,DHR,"[44857.544330585806, 50275.045512027966, 49905.5773646315, 53211.50118419705, 60697.45368660924, 64574.80137349756, 60841.35934813334, 63881.471673811895, 66167.83797332048, 62585.8078653486, 72773.60943990888, 79000]" 28,DHR,"[42886.10894095411, 44675.62566862878, 42274.10643933375, 39488.324339183666, 42387.1813654787, 38981.273438411125, 39143.16737016935, 42974.76936125112, 52186.57110422776, 64583.17856106876, 65842.9963128848, 79000]"
29,DIS,"[94513.16377112476, 86693.6368939084, 97421.91044840933, 119718.58850082103, 130373.9155267322, 125686.34548473285, 149305.11711903356, 165201.4497995845, 174696.81079913152, 188940.35199062552, 187833.1496709119, 171600]" 29,DIS,"[95568.21584595932, 90932.74133650376, 85217.2285559856, 93168.81103607369, 88978.70128266558, 96204.1560059085, 114373.7431293429, 141264.28062324994, 157279.36303958343, 174831.0657098446, 169644.85772014761, 171600]"
30,DUK,"[19476.84570271283, 19024.85492161796, 18568.50223625312, 17631.507360895514, 20415.68507127896, 24757.872523400987, 26446.67544241866, 26938.101199885485, 25684.818013830052, 31272.43023151913, 28678.45028853979, 27859]" 30,DUK,"[12331.299582472144, 13909.598497282403, 13714.655242274675, 14655.87576249451, 14779.03432054037, 17387.023865990137, 18599.969001203488, 21583.483301072993, 21737.422358553908, 23437.271266887354, 23543.725722277093, 27859]"
31,EXC,"[7217.835083138309, 6776.5034565189135, 7705.1934672204015, 8131.709370904494, 9263.458938444403, 10000.753781156487, 12442.694324923777, 11758.05541768394, 13180.894903601547, 14007.828115432916, 15380.529709418945, 19063]" 31,EXC,"[10308.401144067117, 12254.719044760102, 14580.41911215, 14533.068749726697, 15722.66134560829, 16657.17506956459, 16100.848165206198, 15350.945042361822, 17194.652897706863, 17010.738657618433, 17068.257695700682, 19063]"
32,FDX,"[200757.3177861651, 209413.14846710447, 214749.82299259887, 255427.1227428763, 267082.6113433416, 302078.2293230368, 344851.00425355625, 366047.6802134816, 354739.86316368304, 330306.64767430763, 344634.64084723685, 345000]" 32,FDX,"[144944.73171230775, 172151.66522089776, 169500.58143490241, 179827.60362124216, 219295.8446813866, 253534.1621939567, 267644.6392888762, 297269.7024879515, 346167.838412129, 317485.25246883486, 375371.4920175567, 345000]"
33,FIS,"[22883.44363874883, 26621.778045474897, 26801.398527148045, 31643.49572457018, 34277.0905126033, 40972.83014486376, 48092.58122813745, 44136.27454906702, 40664.33823318133, 47420.02294048747, 56547.76437762303, 69000]" 33,FIS,"[52447.292388585025, 54645.69612962057, 55258.11514502972, 54526.74431096502, 61254.826375660436, 63921.589709307154, 58559.713719114865, 61515.70738147852, 64908.19278290683, 78090.89135976706, 73012.93682622862, 69000]"
34,GE,"[78781.50033915712, 98046.34687662189, 117478.78133023529, 125147.12658921829, 121068.63130806404, 119204.85748277267, 138473.28019013203, 144445.71143837756, 144338.72304541268, 175088.24691015042, 165991.2514792186, 172000]" 34,GE,"[71974.33796049307, 80868.51373089897, 98930.114020877, 117575.56557106572, 128380.23813990064, 121657.08265865524, 137196.64116435294, 154046.8070505312, 144191.934854889, 167972.2102986073, 172625.4520065182, 172000]"
35,GILD,"[7928.393008153367, 8255.83363518299, 8734.962532472122, 9261.367666632623, 9878.20999406016, 10698.364930828877, 10651.531783687062, 10045.094957709087, 12481.139663741129, 14464.767288834535, 16436.47808959501, 17000]" 35,GILD,"[13368.682716351075, 16334.921951931283, 15210.299828616011, 14242.350290846412, 14238.902960142997, 13853.206109973573, 13699.253437155985, 15105.537730718424, 14831.211954418211, 15889.677804235149, 16595.35315344079, 17000]"
36,GOOGL,"[116639.15155810161, 131687.12234500083, 148653.9820801231, 165970.6692676457, 168647.07497664393, 162132.20800857394, 149598.7918138121, 181176.07400253008, 191827.93293313982, 200957.92741721007, 197576.25744015173, 190711]" 36,GOOGL,"[114971.79008839771, 109713.95158905174, 124503.85913785364, 125858.89521128015, 151309.1787240516, 168728.96626679486, 157252.53251739292, 160252.12072093398, 160333.9574950976, 177780.71331033594, 197183.7175162118, 190711]"
37,GS,"[37376.22352104943, 40692.7738425495, 45169.92513453621, 41066.22120275681, 37873.643137753905, 43425.816802293884, 46835.0845140616, 42718.51781014127, 48402.59920069172, 48770.83052850434, 47880.43715706142, 45400]" 37,GS,"[13883.21692109276, 17081.119775150775, 17743.85888966063, 19098.613555446173, 20445.33010515605, 25243.092922828866, 23173.81965162166, 27441.555501744177, 32584.870449774313, 34571.04846427817, 37368.539809413065, 45400]"
38,HD,"[189882.33629525607, 193435.88086556143, 207532.40422973575, 252959.11932175935, 303197.465149896, 354547.1254754723, 351322.3447376223, 344238.0299864969, 411651.59745015216, 421034.6612781984, 513616.1483550168, 475000]" 38,HD,"[252119.8369958369, 243570.19700493538, 254362.43667950845, 299124.41496409755, 342350.7565661059, 412791.69690178364, 414844.7624439209, 391221.12518100475, 376188.021817786, 467601.12232199626, 457289.3155113488, 475000]"
39,HON,"[45915.74592842863, 54016.921796167226, 56406.240793324556, 58079.50822947665, 70834.19279484393, 77328.68759997554, 70723.80564855233, 78445.49556672342, 77650.87802269461, 85638.45078842668, 92873.06710321872, 97000]" 39,HON,"[32513.08388495998, 40468.28937119078, 44194.70234028956, 46952.333485451236, 47453.49529056759, 54722.396249118596, 63121.45571638079, 76485.67099496888, 88991.33182415906, 86608.68591969542, 102716.62554455701, 97000]"
40,IBM,"[180072.23471915515, 174217.9536331687, 210001.15611377324, 251727.57119865116, 257962.1472217226, 253674.44668001664, 235815.54207590723, 242496.6348413581, 247045.694943249, 241344.16260227095, 297111.462507653, 288300]" 40,IBM,"[140697.92815771874, 163375.61499560045, 172767.09681865628, 174393.1941679268, 212326.81195279106, 262916.3550388499, 256790.57828881295, 235898.11867376062, 276366.9503876512, 254912.28947145928, 299369.37622548774, 288300]"
41,INTC,"[70704.7315568493, 75677.43721010562, 85909.0657642693, 103111.10399349, 94665.29886301112, 98871.0147904371, 118088.3122675412, 114719.57421426736, 113453.66260276565, 113532.67691256975, 126916.92864139169, 131900]" 41,INTC,"[52657.6077225589, 56748.6001366105, 53454.451913949524, 56252.657484796066, 56357.33248256276, 62528.91374613125, 76301.19649301041, 89727.7268356532, 103696.21892187916, 107116.09376981058, 129043.94422467853, 131900]"
42,ISRG,"[4250.643806640363, 5177.767964076462, 5830.292275892782, 5413.15486704964, 6357.263143867201, 7682.569349746555, 8957.79053613155, 9139.377473627019, 10384.670399960089, 12786.138923375738, 12398.321169066057, 12120]" 42,ISRG,"[6874.202100290542, 6764.393295676022, 7866.0631312875685, 7254.458949711747, 7941.207975645756, 7998.52183055092, 7743.289600240727, 8157.143701221723, 8782.219392875204, 9674.490427874061, 11507.32699015799, 12120]"
43,JNJ,"[61450.580496849856, 67311.17780287174, 79763.75598985584, 75221.42077468934, 90893.44629615296, 90531.54034043082, 91932.8990091668, 110557.02790486666, 116228.10583238438, 127394.25065893354, 153154.7534920143, 152700]" 43,JNJ,"[165875.8257051422, 169123.61930169462, 165536.14750754292, 168106.3287494164, 157075.4072376446, 153430.7331779955, 157541.26249619262, 153000.99878030733, 144505.94245145633, 132192.48787266578, 122597.09041277801, 152700]"
44,JPM,"[103140.26126665417, 113158.64917077444, 118623.33005777546, 144829.38728161703, 160222.3036330539, 162752.07790159385, 191330.41481068972, 189135.36775126823, 206767.73735265777, 231591.12610532824, 254249.91384298183, 296877]" 44,JPM,"[136081.49661148415, 138179.51745455436, 142498.57564710276, 165234.42742735398, 200236.73787655684, 211288.46002802879, 255597.60327080486, 232648.83465137245, 216069.72304827388, 262634.03284342587, 256502.91044638032, 296877]"
45,KO,"[56770.33453139309, 55844.9825829748, 53162.77592379132, 49462.66087248338, 48190.615060469485, 60198.53736133031, 66553.26404198351, 73647.9691668936, 69651.46527238484, 68157.93070103027, 66402.05268466585, 82500]" 45,KO,"[43638.16735701335, 43390.87060081118, 40278.42018918874, 42865.48055008495, 51264.56692323167, 51003.336612401996, 57445.516527253196, 62054.05434415846, 68549.25451205872, 77208.1423392761, 72988.58359004724, 82500]"
46,LIN,"[36768.92910868725, 34032.14103144233, 31736.613919576954, 31221.01016394504, 37790.81383431319, 38105.96037387889, 45216.35212046596, 53607.639865005505, 56034.45250328581, 62681.91444071095, 71137.36821483474, 65831]" 46,LIN,"[17860.316955131068, 21430.29001465073, 20873.580752577127, 25868.360070782852, 32279.709625987165, 39536.81792593976, 39679.826285313175, 47800.32356112186, 45745.68149881777, 46362.236971245395, 56643.534174992106, 65831]"
47,LLY,"[28646.43253504387, 28941.652094241268, 27621.846614067417, 26076.57532531399, 31657.46876128159, 28980.23968437482, 29433.968046943355, 29495.372567448117, 34706.989244311146, 32810.27818396554, 36015.814124589226, 39000]" 47,LLY,"[41829.777012161474, 38497.753123635426, 43286.72355547336, 42101.91966204243, 39474.893745500005, 43874.19650101955, 42205.456325532075, 48767.69685637934, 45618.34623382769, 43351.737899699685, 42727.14049813748, 39000]"
48,LMT,"[77117.50988478481, 86635.67705063875, 81089.52384977696, 76863.59848498934, 84068.36688761198, 77521.1235921467, 82391.46082402515, 96419.53581180923, 88656.65071490574, 107823.32812101432, 111171.78997612439, 116000]" 48,LMT,"[49343.38059348748, 45214.972339026484, 53876.540820509785, 56801.569535626506, 55278.51231180267, 52314.14872152117, 48998.17344351449, 58627.69402515452, 70170.86349249109, 81587.14820756539, 100816.31801823108, 116000]"
49,LOW,"[100735.68938544253, 105031.78890594056, 131085.70818609034, 145709.09398521885, 139529.05434514524, 160009.062875251, 152840.01740514024, 147791.30828089768, 150894.19953584787, 181989.41929909715, 174351.74808554063, 182000]" 49,LOW,"[71804.70302107673, 76951.4776416391, 72695.4502404305, 73812.71733597276, 82861.97252040729, 82345.79685924717, 96565.4879569158, 115546.85128330419, 129888.9333629969, 129153.72632141976, 155669.58124846595, 182000]"
50,LRCX,"[7985.314325640549, 9622.858368184085, 8866.518658133993, 9755.89071419856, 11678.953235389632, 12334.21077405841, 12301.900642537032, 14085.097472725944, 15822.086714294177, 19678.259832867432, 19491.945387090047, 18700]" 50,LRCX,"[9148.269023307726, 9716.720418257497, 11180.689302477362, 13011.082584948957, 14769.400838168238, 17368.975509426054, 18173.143974181214, 18226.836210422378, 17282.56620655336, 16330.335089723865, 19399.663209281884, 18700]"
51,MA,"[11963.870882288424, 14480.11821039389, 15680.241825692585, 16229.11815832902, 17855.638448812533, 19218.525874347382, 20907.390127184437, 19179.57947046988, 20267.315356223844, 23635.398353572098, 24277.770951382787, 29900]" 51,MA,"[20866.34654481738, 19080.241959829513, 20148.53372863541, 18681.697018734714, 18430.24969536292, 22471.216206026547, 24069.390892653064, 29472.77084003802, 27946.96028929967, 25780.44317836617, 30787.530843331548, 29900]"
52,MCD,"[98756.25711679691, 91188.99721652147, 86580.31845900886, 100250.04475073265, 91216.25792837654, 86023.82525101487, 83826.53055872417, 80216.88822750976, 90625.63946367479, 105425.4066542171, 101924.50574785058, 100000]" 52,MCD,"[50883.187010405294, 61800.65502705949, 60270.10345981574, 64537.435923387435, 60961.609559777266, 55604.36996651503, 67578.41908303904, 78965.14587254847, 86042.46294667045, 84530.7336337326, 87289.17409454152, 100000]"
53,MCO,"[6787.052145909419, 7277.7430012696595, 7269.7897093487945, 8612.350496212668, 10727.128160119326, 10842.531194499697, 12338.869093324629, 11345.05525048803, 13284.307312663326, 14550.736916796488, 13709.493687971615, 14419]" 53,MCO,"[9055.935656080597, 10272.530039820442, 9826.78010055354, 10460.219987868548, 9800.713064928586, 9071.0672262761, 10770.020508304013, 10515.467718422356, 10310.424216268926, 10042.315551990718, 11676.695396926281, 14419]"
54,MDT,"[70274.3696593442, 83917.41054091718, 86344.32807505863, 88733.94660218297, 83218.59825787107, 87250.50743970237, 91084.5670315122, 87597.4374366703, 97455.71072277936, 104023.57874452573, 95008.34094891726, 95000]" 54,MDT,"[35679.72635050949, 40490.32840491846, 47880.537115648745, 50362.43646037014, 54369.84563188336, 59216.18108681565, 67904.94340698978, 67093.37141416616, 80674.44930622618, 81519.59666594132, 80011.19043686237, 95000]"
55,MMC,"[56724.82556353102, 51946.23468085358, 53556.013725326455, 54267.86443157062, 51910.18417898579, 58966.094167677045, 66285.44034094941, 80398.51281122994, 82509.69049813166, 83272.38190539212, 77751.86429860756, 85000]" 55,MMC,"[53619.77733914787, 65289.62792335785, 68759.67226878242, 75015.3283848176, 83374.14566200435, 89794.81195086772, 89265.49804627945, 83631.13350480764, 90042.72924480707, 85261.25518194702, 85618.78203867027, 85000]"
56,MMM,"[36398.843066576745, 40573.26799741565, 44303.19529869592, 44385.88020221629, 52843.14567486249, 60918.24860502067, 72876.78254863968, 87102.64549438757, 83660.96368209223, 78447.94774900717, 95498.02413447031, 92000]" 56,MMM,"[47307.47017387584, 57320.86547585904, 55190.43773380602, 56509.82560627799, 58783.56248726001, 71550.07476861267, 77379.82587191314, 80584.09014292144, 76905.84421663401, 87590.751940462, 86396.58275639484, 92000]"
57,MO,"[4887.566951281156, 4819.78395169009, 4638.1390856383505, 5430.660159186591, 5178.817006249261, 6418.9751495686305, 6309.278848035906, 6101.676464428926, 5586.569601033539, 5272.5000113674505, 6169.462626865584, 6300]" 57,MO,"[2830.2562290394003, 3300.8477687024633, 3625.5668908164535, 3923.079658925365, 4523.10865361789, 5452.729249454041, 5707.932905254866, 5274.779486084813, 5157.407992552324, 5227.714568984855, 6327.135271792817, 6300]"
58,MRK,"[42576.03751442597, 49037.22129606475, 54986.42478448582, 68389.95507711724, 62449.92372695077, 58357.18600304684, 61478.089618062266, 72281.51987691481, 75404.0085036273, 76153.196968945, 73314.34039510669, 67000]" 58,MRK,"[41903.80682259606, 48979.848748444216, 52204.52645837204, 63735.3429163463, 66522.29332850846, 82424.44804428756, 75477.95449393606, 68890.74746446265, 69314.77309257264, 66354.56777788352, 72490.27236903884, 67000]"
59,MSFT,"[142760.1043021494, 164358.32158646767, 193592.88613706076, 187156.34481378426, 220435.36733315382, 213232.35940359562, 197996.6094055146, 234918.1615018121, 241221.458669488, 242483.7846707129, 223844.96586907437, 221000]" 59,MSFT,"[110248.45411179127, 112956.45641603609, 132910.77253370485, 148642.08689661208, 156417.4940312115, 164493.65686085774, 189413.84170064118, 185636.36806095432, 213001.99199513393, 203763.50954460326, 242798.36275641734, 221000]"
60,NEE,"[10345.281008824108, 12355.622371171909, 14220.102007539166, 16076.587480691069, 17384.03634889618, 16336.79998890713, 16038.693370183873, 16335.159681710356, 16210.522809742151, 16349.896603710684, 14985.954887232701, 15300]" 60,NEE,"[8826.152616264084, 8306.094942265321, 9805.64206218458, 9256.529609767036, 10976.453962344305, 11250.846379257602, 13540.013232797231, 12829.468485372874, 13566.461468713625, 14319.686605411098, 13811.038209848512, 15300]"
61,NFLX,"[7727.876493276419, 7649.724217758319, 8001.500642788667, 7836.706956556965, 9738.231960831647, 10190.358796991442, 11653.67038590612, 13421.253738427682, 12964.004719685523, 12349.689763995157, 13212.72910642996, 12800]" 61,NFLX,"[7611.682243003692, 8686.036307483475, 9395.895137255573, 9073.441818282416, 10571.346054485713, 11865.938000452872, 13223.393646080138, 13391.600598408912, 13109.496143724842, 11957.717411083764, 11081.720327203286, 12800]"
62,NKE,"[48371.1172022424, 46549.767083790844, 51048.50733004043, 53351.29578350733, 57860.855822951395, 65178.252400305515, 75735.40182719767, 78456.58435775388, 74014.6448647215, 83655.51003445494, 79434.2510330688, 79100]" 62,NKE,"[29757.029810008396, 32411.96633241295, 39100.49361905115, 38488.507327959276, 41019.354765063734, 39913.69891027933, 45528.805984281964, 52860.796868074875, 48916.83676054973, 57007.68399486726, 64518.93132175915, 79100]"
63,NSC,"[11061.632337996065, 11573.129105256416, 10571.80518936628, 9924.318471971566, 9451.053226474749, 10746.706916492418, 10211.136288692804, 12520.738529736747, 15264.722642022902, 19037.227945174665, 21048.639603811833, 19300]" 63,NSC,"[9204.629317070132, 8803.557005376711, 9549.861216219373, 10828.056472134724, 10257.56506497185, 12636.125768778285, 13581.73904034796, 14030.903738478668, 16164.05814217423, 16624.49244561071, 16458.68194203588, 19300]"
64,NVDA,"[11592.945874046361, 12409.663068377135, 15099.793811472762, 14360.989046764445, 14163.950745322112, 15375.942121155076, 18415.420367173967, 22714.391623311894, 21571.44783500732, 22713.822448150593, 24676.704274590476, 26196]" 64,NVDA,"[22960.794846971577, 23884.09320549362, 23054.401051833047, 23446.342150327993, 23171.45017840725, 22980.680307092745, 21202.668154932246, 21240.43705532675, 25273.820540788987, 29873.181333954653, 28109.203358138937, 26196]"
65,ORCL,"[88779.01521822867, 110217.25089540976, 102102.99519658784, 92945.01840662314, 111689.02999404687, 103350.28424964845, 105375.23074853508, 123553.23352341648, 127219.3413246155, 128359.94583974486, 152180.74740347284, 143000]" 65,ORCL,"[116139.12602647017, 106308.45780081597, 106636.4915987654, 106949.44610695081, 117277.76753866719, 108883.08257854945, 112648.77212104954, 112068.17840805586, 136398.32638428666, 155064.8469700979, 146564.2507934042, 143000]"
66,PEP,"[124784.92581351928, 141173.6315690248, 152805.0240600136, 165931.40267238606, 187015.47602150877, 198944.66132209753, 191490.96848980698, 213918.13361025584, 199767.0932158181, 216481.88371597795, 255634.65291847283, 315000]" 66,PEP,"[138121.0985308619, 162836.34054133203, 189526.23026582456, 199637.3394966356, 228832.0486812099, 223712.27026242678, 236096.93950803424, 242898.30630827695, 259042.93270770577, 246341.16530652955, 252532.21614259988, 315000]"
67,PFE,"[30768.611900602744, 37350.12801335692, 43550.325095899076, 47231.82267213253, 52813.8429930308, 52027.994086296894, 53854.307695437805, 53922.9933185538, 51763.03527659125, 57298.23143353966, 70255.07355684186, 83000]" 67,PFE,"[29607.90965417949, 33050.779315261345, 32492.844583657024, 36492.11084431314, 41341.55982426325, 47880.87338744153, 50053.65533497107, 55079.560248809285, 64203.5499857573, 76008.33732514495, 82626.50874040835, 83000]"
68,PG,"[59727.51973588239, 67394.83641598838, 66221.93620517738, 64991.99541536313, 67632.38630366445, 77269.39021807587, 79660.41520884902, 78026.05105946594, 96583.20515513164, 115909.04105737261, 116251.3432450909, 106000]" 68,PG,"[74392.86321599079, 84081.19237222103, 97059.61256378003, 108935.14750757886, 105566.61855167791, 126408.6704275547, 119622.01953704303, 117448.0878013828, 121705.90735107496, 111466.55643893158, 106817.23186044849, 106000]"
69,PM,"[25291.3698613111, 30886.328142987873, 37424.08481550069, 44214.8632803743, 43702.73647059889, 42810.658207303604, 45575.25632921816, 55702.171382745124, 64196.23977199381, 62998.877397561366, 66557.49903457212, 79800]" 69,PM,"[26294.273020836925, 29534.752772161144, 35765.58980571581, 42334.26667907159, 44428.25509382664, 47054.849496445386, 58273.43910913429, 54932.76210990177, 63817.57536160306, 73136.10307283273, 77712.29026170017, 79800]"
70,PYPL,"[10547.965215608067, 12620.374039655335, 14494.926286355361, 15166.703908519241, 17982.65584926381, 20745.750551197525, 25750.151680596526, 24013.905088395124, 22716.18814233457, 25889.813686719674, 25719.123197916597, 29900]" 70,PYPL,"[14758.051951903057, 14145.247703965619, 16865.55541910285, 19502.597106880425, 20783.924230251978, 22471.083530479555, 24807.690775648214, 29338.77631124591, 29281.5550113957, 29389.579404490545, 28736.95469855477, 29900]"
71,SCHW,"[27415.323492082593, 28362.59881124496, 26697.241916861, 28667.391364729254, 27631.572039377028, 34146.434531118975, 39638.716567108364, 36671.13889793761, 34325.62192811514, 32482.84592418271, 37845.71329073513, 36000]" 71,SCHW,"[11588.29146708861, 14399.548277066862, 16498.11699293518, 16271.281463477682, 19277.293915549668, 17665.61422922956, 20819.8799017193, 24783.99230629771, 24497.883500693828, 26448.049664268216, 32275.485273195707, 36000]"
72,SO,"[18945.381695500248, 19707.669782310415, 18064.68482993865, 19219.074182595326, 18345.5415790154, 18830.769449850966, 18677.777726118125, 20220.190215193255, 20868.69010609524, 23386.281099309937, 26040.829904701906, 27423]" 72,SO,"[8612.110548491306, 9611.96405570723, 9709.635164982528, 11709.301198582762, 12836.562144753105, 11955.185368064325, 14417.632374312847, 17539.898961256902, 17794.829534837096, 20358.266204813506, 25379.22093598467, 27423]"
73,SPG,"[994.327995643511, 1211.1012819654618, 1352.7298508016004, 1524.7820073763774, 1846.1210492202388, 1812.7325241513488, 1661.7240176894338, 1836.9832628502272, 1892.3589139380251, 2183.9083119922834, 2177.219851671947, 2500]" 73,SPG,"[1290.322866327853, 1309.8620533152953, 1563.7606230902798, 1648.1507923084855, 1776.9238818129454, 1845.2878676796443, 1992.9041838318853, 2118.918108914214, 2354.0802569832563, 2337.3588647515053, 2390.3906808235274, 2500]"
74,SPGI,"[16539.229226290627, 20061.100511749755, 20989.79326811142, 20228.14594014175, 19735.388824567923, 22254.069818451462, 27742.621222304453, 30319.845570473535, 29019.581014460302, 35876.34602969062, 35409.59761940452, 39911]" 74,SPGI,"[27848.35340462842, 26518.38748021338, 25692.537120720364, 24723.53854092906, 26754.99381182118, 26655.55561223382, 25745.054051367184, 29235.054168681676, 29690.345439212888, 27589.41436710117, 32063.226529192303, 39911]"
75,T,"[79575.3018276318, 90065.51463268441, 82222.57975964216, 99229.53600695, 92523.5647146495, 111419.16749246354, 138233.46959373157, 139474.2462411177, 134935.8163037512, 151250.0202684413, 144409.54854330095, 157790]" 75,T,"[83450.12661985928, 77004.84927478828, 89750.55452215843, 107610.23548337031, 115820.321796423, 129455.19642169094, 121193.44722374307, 125165.85545987802, 122393.99961252164, 148155.2466188267, 157136.6908905388, 157790]"
76,TGT,"[262163.18714520556, 316312.6182966794, 353601.1762994277, 338567.3246688451, 339409.1405473958, 419030.62098197365, 417268.2201344776, 490019.3683819482, 506900.2673378672, 495008.00151335844, 452911.59613800235, 440000]" 76,TGT,"[265584.0335948822, 279641.2669429881, 288611.1306380372, 266184.83419332193, 269640.48769129615, 334374.8920680854, 305726.4919294144, 295430.49277052947, 356201.5062080023, 398813.5686079094, 420870.53480360354, 440000]"
77,TMO,"[72806.16190375814, 71899.76729012573, 89330.62111080736, 101775.90597702622, 94654.67295866842, 102162.14490709103, 106559.02703795802, 121430.85828522993, 141882.88193927336, 140084.2213986746, 141436.47907069762, 130000]" 77,TMO,"[58522.65206462562, 72738.24962330649, 88513.19354289728, 90819.17973360809, 87827.39019528314, 80921.7032791886, 95658.31983710334, 110967.27464875815, 113021.57186155066, 120944.76935929601, 129223.69894706993, 130000]"
78,TMUS,"[72572.88007631937, 73395.8221063157, 69328.41424606997, 77112.18727949365, 74462.99364151419, 70902.98879068079, 65475.116872039034, 59669.10101246936, 60974.100503852234, 61207.58943726116, 64081.69980290187, 71000]" 78,TMUS,"[26750.33714370898, 26173.20262446442, 30665.82830757628, 33815.08105906373, 40024.89851389653, 46413.0621671566, 43733.83140779224, 53740.72805753708, 57819.7894545773, 58701.263581842664, 69225.79080166324, 71000]"
79,TSLA,"[34756.391016055466, 37956.24423200457, 45970.91219890767, 47830.712543100075, 45372.506190630156, 55635.83894324527, 61405.086362949434, 75613.02097733576, 93331.61908182292, 102956.69462964023, 120721.51550242535, 127855]" 79,TSLA,"[68910.01038952885, 67755.70397941697, 71046.08613346021, 83268.1892356473, 79429.37169097846, 85596.51843670315, 97532.70298548366, 103462.99721789005, 107832.56875842655, 98755.31019396664, 117297.59778401736, 127855]"
80,TXN,"[16751.429712777375, 18631.714114395774, 20550.92259830564, 20594.18199183033, 22257.575391830946, 21799.204469271124, 26376.42112955195, 25333.516116901457, 23991.575486913658, 25017.952264556072, 27553.211615549495, 33000]" 80,TXN,"[26273.599023343108, 30399.6486463492, 29913.752917893333, 28906.734197618138, 28071.21627990831, 28033.062393953813, 34556.41870298961, 31832.75253355863, 29443.235766074362, 34426.25488592862, 32522.92420416001, 33000]"
81,UNH,"[147709.5903522065, 137496.30933981237, 138594.75811921438, 167274.94162860658, 177145.947957219, 203554.60561105408, 245008.59214485163, 278504.116600305, 332911.92229082406, 405767.0489657375, 375707.78937508236, 400000]" 81,UNH,"[275922.2953979197, 272652.24583829864, 332410.10197763983, 302880.5163080768, 351007.2793269712, 364794.3282681374, 451149.8062186183, 423926.18313846365, 387817.4146642841, 404330.4889531428, 383132.8407200735, 400000]"
82,UNP,"[16508.30422313022, 18046.568979586402, 18217.197029233354, 19196.03099544545, 20874.065531175947, 24180.501896878108, 25988.69867334926, 25087.216934240794, 29974.295886118463, 27430.61509137237, 27256.07558752197, 31471]" 82,UNP,"[15221.292381104888, 16412.714263664675, 20507.896669724, 23946.969383794734, 23190.19746182447, 21719.59628285989, 19977.15611894135, 20806.653887431414, 24904.870360269477, 30565.16982393138, 33760.05811641722, 31471]"
83,UPS,"[313201.4125802146, 348752.53942760587, 335050.55097693315, 405234.8668782596, 398422.06486239354, 396783.6469591279, 462265.87430525245, 510824.4674005606, 486021.67432536266, 512722.8164285545, 522620.18059042806, 500000]" 83,UPS,"[321344.16315418796, 387172.032742242, 435422.04541081813, 445890.08663528215, 489558.17350065405, 475026.42975996796, 482358.27010116505, 512185.97797546943, 469578.93196956837, 454415.0151878875, 514172.0072116377, 500000]"
84,USB,"[36939.64383624506, 41487.8679217099, 50461.98129150571, 46569.12550654968, 45995.977867241956, 53552.867390636384, 54617.77597949476, 63380.794073750505, 60259.34260960713, 70688.67532058053, 70507.45713433184, 77000]" 84,USB,"[32653.24731702241, 35762.385086795315, 37681.84394554398, 43200.146716077936, 39646.60626579226, 48204.718270214886, 48580.30217759305, 44797.55173604237, 45434.50778676286, 52869.595960046296, 65395.30459740074, 77000]"
85,V,"[15820.181247798835, 14418.580712398047, 14333.83637950425, 17564.25754048756, 18656.30589299492, 18833.202835329925, 17376.097773288806, 15991.561849162481, 19409.154186856988, 20783.466203902946, 24503.989160105924, 26500]" 85,V,"[11037.979197721179, 10475.138788816894, 12402.103007414116, 14258.845292369788, 16838.628131080684, 19718.424305832, 18526.22987653625, 17742.128108429268, 20055.018509057285, 24178.01150443656, 26655.86465057598, 26500]"
86,VZ,"[89268.96534877935, 88722.17496020286, 95625.74280062187, 101368.89914977149, 93481.14649143092, 105808.35912375104, 108316.5003569784, 102274.42559228918, 106584.17049071295, 97266.09338073719, 109194.43916184054, 117100]" 86,VZ,"[85352.76606683467, 81248.31055607923, 90627.07655398328, 87036.11924093933, 87537.86846051061, 107366.89128105121, 99949.29147070934, 101166.27880831686, 98739.55635864387, 93234.32502003678, 101876.86152959183, 117100]"
87,WFC,"[86056.8871849365, 86892.99434338602, 94804.33863695385, 103884.62034233907, 122508.27923380531, 144172.85955900743, 163089.1642935902, 171265.13548608354, 162017.07298262217, 177023.39578065326, 218048.60783488027, 235591]" 87,WFC,"[168499.1570413998, 181832.03026039794, 167314.92694450676, 194461.34003286206, 196313.14827080647, 216248.05975011768, 224279.11056087585, 226051.71465005475, 221396.05634079053, 215537.1799285151, 250543.9674406614, 235591]"
88,WMT,"[1098279.5884211357, 1258960.52333721, 1158947.8950251837, 1141133.2706265033, 1274308.5013553612, 1572368.728476619, 1808896.4484717636, 1838199.0639435924, 2145393.1666635345, 2007136.4783009724, 1832536.252403223, 2100000]" 88,WMT,"[1280937.4594838615, 1376145.0945317175, 1511104.8563764286, 1780113.569725771, 1976762.2727876804, 2302002.9662671937, 2330204.9879878964, 2137093.6083456688, 2604029.3379564877, 2388524.078102081, 2213453.96134978, 2100000]"
89,XOM,"[20011.58751165264, 20565.52650446202, 20621.643240220008, 19555.29694449855, 18229.01732619079, 22611.401037992287, 27125.844266923425, 33761.35075256134, 40911.95111832769, 43486.40447037958, 52117.34169915196, 62000]" 89,XOM,"[32080.331214139696, 34068.240978032016, 31218.45976330831, 33301.251039562594, 36910.94902012339, 37788.54016012549, 42401.91251266675, 52202.75082023867, 53529.092821650054, 55106.388380644275, 67688.60574999196, 62000]"

1 Ticker Employees_over_time
2 0 AAPL [97698.65283426727, 95356.62309946018, 105752.88378882573, 98361.94288315061, 111241.4034391586, 125150.83316073155, 127741.56784114707, 136876.18186866102, 144046.70840487521, 145107.93125460763, 134418.3749885835, 164000] [82374.95888874859, 90121.7583477231, 102357.30589887485, 99244.75976751826, 91446.51358100999, 97576.33502601803, 93961.12135296836, 96978.48167498375, 114471.59455283095, 116322.65842952025, 139331.3945887559, 164000]
3 1 ABBV [35187.74553582529, 40446.63120502401, 40773.62701653055, 48878.971601461286, 51304.25866308479, 49099.27912333308, 48667.24370981487, 52554.71106938195, 52472.5683675441, 48120.80123082051, 50505.54793880645, 50000] [41900.3452137478, 49803.17302135305, 49787.60652015463, 47834.088451652155, 59187.12676110385, 54542.249675631785, 55797.15561744897, 53151.50436029094, 57988.418530735646, 54175.97745595142, 50409.50813293917, 50000]
4 2 ABT [73164.40754701335, 79737.3211633306, 87312.92052686846, 105978.61525817038, 111320.5004620159, 102753.65819848575, 99565.20833244215, 94039.4143574382, 101211.86826392895, 113513.94562096549, 121569.23589177152, 115000] [62088.38724543815, 69430.98295082977, 79155.98152690008, 78626.75435043787, 75637.67209221164, 85547.22185374165, 83327.94663951428, 79212.57612351354, 82854.86459554077, 94604.3828668968, 102878.96069495, 115000]
5 3 ACN [606072.0755281925, 551089.5318320526, 583348.1202020624, 707597.8837379366, 710720.108895977, 657516.8183796902, 639452.3637726324, 632047.8817596002, 592447.7756281501, 597375.6194804448, 692111.714716337, 738000] [449820.5906191787, 516038.2754236617, 628579.0563189185, 702542.1241282043, 758775.9032236087, 760692.8707994807, 800476.3465355542, 768711.2454208899, 714751.8806929872, 721921.6930237862, 731570.4357689803, 738000]
6 4 ADBE [21673.538590834778, 22982.84630822434, 25916.63141414823, 27808.862418968223, 27818.835918632496, 26151.40875458382, 25980.06938616889, 26440.69403102339, 27294.298207545773, 29816.293077575, 29584.174432329793, 29239] [24604.22410252409, 26147.865563955325, 25221.944021346702, 25128.21517559912, 23753.993705581666, 22021.62716886539, 21560.955516730137, 23191.02818104946, 23317.89092730986, 24245.486983194372, 28235.52073337395, 29239]
7 5 AMAT [19219.787242557006, 22374.363504483827, 22079.045768002292, 20500.50824008491, 18681.91876775119, 21588.703732359678, 24095.13403455146, 24566.84355210917, 23075.278745341406, 27743.571615918878, 33692.87732863785, 33000] [16664.2879516799, 19849.90130819691, 18526.084068065582, 21987.476721989016, 21337.318635015836, 19680.94823847691, 22965.189008064324, 22140.144448003255, 27047.681489225855, 24735.030340790647, 27043.914002736714, 33000]
8 6 AMGN [13487.149652133174, 13236.303962154547, 13069.54619490767, 14483.184445550365, 14773.435954046065, 14114.200771596234, 15550.66866532192, 16651.41064846858, 20712.27867568611, 24075.162671325925, 24810.95160636462, 25200] [17899.90579500499, 16926.283781170605, 18441.561891184, 17118.608116694224, 17443.56263219607, 19491.29201768821, 20137.187898263244, 19915.02702116285, 21580.558536710047, 24554.85392096134, 24890.64923018918, 25200]
9 7 AMZN [679995.3222329367, 673597.7438683375, 786174.1045795407, 828615.9859820281, 1015078.3001079664, 1267803.4903871783, 1253189.8572514441, 1277449.3302680969, 1504643.7935958132, 1449345.996766673, 1481202.8842318263, 1541000] [783295.0693481844, 777329.6132227295, 861627.682288098, 869578.5471415255, 985338.8483487412, 1146739.5320940223, 1056960.5396178118, 1035596.3391099495, 1253226.3507399403, 1432155.1987380446, 1494924.4638578387, 1541000]
10 8 APD [18345.137293371692, 18524.443312117222, 17868.087581251177, 17084.101400073592, 17730.092545481417, 16769.75158655402, 16600.05796236256, 17257.555103198054, 18160.049556331727, 21904.97257293205, 20337.315920808163, 19710] [11527.569472000865, 11813.292285158333, 12750.983064112776, 14237.068153859882, 13283.779814462143, 13857.819830962833, 14232.132056220498, 13217.572588961357, 13589.433422950957, 14251.791188199717, 16662.799551833185, 19710]
11 9 AVGO [6173.450011723736, 7643.354973099959, 9258.48586459345, 11327.596495304733, 10728.513835929476, 10269.372077157299, 11916.636824556621, 14885.449164972128, 15693.736280173118, 19537.157242346202, 20976.784534499675, 20000] [20385.808804816537, 18951.502078829013, 18604.518878598792, 19118.611397638964, 21908.52689188133, 20611.81078221462, 22366.564513110512, 21285.877675157622, 19656.52100147268, 19438.612348770897, 20925.793975870758, 20000]
12 10 BA [64872.2699582953, 65603.46388677173, 76707.59941190251, 71559.10383869596, 87244.75958128017, 95272.21037504754, 97980.48970253477, 91689.26374209148, 95974.38182661153, 118780.86171496156, 129336.60584041227, 156000] [70792.16284274483, 73377.4441084963, 73658.88702717339, 86632.42798909645, 96991.56691879703, 115142.28736776204, 129099.27100696565, 119330.0390149576, 121855.74644363666, 140670.02983248886, 153858.86709445872, 156000]
13 11 BAC [160987.7124372232, 177827.4684276445, 203614.40943466203, 188138.30637401267, 177228.2949703588, 174864.7960518021, 169517.79176454226, 156550.12903411358, 153184.21322475083, 171254.60941419518, 185025.30616434646, 217000] [182017.4515102643, 206619.67318299098, 189142.3681743421, 191979.4384342082, 191787.08162428217, 198293.20543055562, 190765.70531230423, 217917.25172810935, 214272.10692060352, 205648.98006316266, 189559.28436748922, 217000]
14 12 BDX [41930.868289159014, 49709.47747523981, 47992.84554929813, 51550.77853757209, 50662.426692007386, 51670.06974906234, 50617.98888326902, 49113.29665886589, 49758.93581588932, 60426.230260686425, 64094.672036722004, 77000] [64963.91157943742, 60232.3611078858, 58933.4693683252, 54570.98397943584, 63558.48374750721, 58397.03947935945, 53099.576388750706, 55874.824267929944, 56253.40679757134, 51753.78205412243, 61791.143677808104, 77000]
15 13 BIDU [21022.8411247607, 24032.483246217314, 23160.054389006975, 25442.822954135205, 30561.260130765524, 30802.295110558494, 37329.58470646427, 35628.739359012005, 42014.14925734831, 39065.96931924808, 36152.28998338267, 41300] [13882.05578266348, 13724.789925845034, 16467.17726289452, 19622.69927090087, 21996.234450504402, 23014.470900276865, 28228.993884958414, 29313.248739703435, 29163.952406304576, 34338.05152096314, 35238.813168296954, 41300]
16 14 BMY [19479.42237334817, 17713.91011453327, 16476.49506097647, 20071.2835228847, 24759.813212715526, 27346.250055219032, 30317.527176702053, 29733.917510780793, 32245.9188792539, 35731.585652616915, 34148.80025868579, 34300] [21275.09594248867, 25114.944710968957, 29997.61927553249, 27495.678857103892, 29833.113608256022, 28826.824567572407, 26658.554459164036, 26892.27609569043, 25426.113140106063, 23822.606155129, 28509.116044265753, 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 [2464.142503411551, 2520.91633743652, 3062.1208050683513, 3335.7341125181406, 3452.0354180551176, 3209.997321055556, 3717.355548345253, 4351.7905829229485, 4566.373885251992, 4393.518680702246, 4115.6489458336755, 5000] [3508.3211002196194, 3451.5438877116326, 3763.4329745117775, 4032.156714443647, 4119.787768356186, 4508.989119563433, 4245.035218906628, 4030.9322437646615, 3672.1640483034134, 4033.4691955692947, 4464.271332580283, 5000]
19 17 CHTR [51468.67580442193, 56906.02330944472, 65277.70029703094, 66370.8913100322, 71672.72681286924, 75098.25759732822, 70888.61626918825, 82264.26440717324, 102542.389760264, 95075.07625593137, 106019.07735072082, 101700] [59679.469887396706, 69853.80462819524, 75052.42014900183, 70001.07153075802, 82243.17361486552, 99485.10540986566, 93386.46326020047, 91926.69444904508, 91157.40149872651, 101979.83819909376, 99682.07888522939, 101700]
20 18 CMCSA [58609.38563418979, 68640.99122695749, 85105.16989981112, 79201.33722345256, 97470.50551252006, 115909.87256345565, 139757.19455790333, 138153.7550373198, 170964.62298950122, 176848.3450062508, 168631.10259568124, 186000] [73714.80509767312, 88551.43486552237, 107119.03058988426, 113625.66803177007, 106038.34246790019, 114992.53917757227, 122547.33832844092, 130784.70914525016, 159336.67794289967, 152229.77035754683, 166418.65258158537, 186000]
21 19 CME [2317.974326485912, 2619.658149324504, 2604.0311919204837, 2674.3026343814654, 2991.812099256956, 2954.7465576150225, 3631.829789633386, 3776.491355871124, 3472.6981957852627, 3670.6737289749008, 3700.8479542221226, 3460] [1659.6501273994031, 1807.6379053089913, 2079.290322535137, 2463.9893265442424, 2469.8081776745657, 2668.6771628106835, 2575.644266600989, 2393.038600462048, 2869.1554673757946, 3193.2404141251136, 3516.6032683246094, 3460]
22 20 COST [181601.13526958655, 166850.9991557793, 169429.9869463378, 174221.01225867245, 166661.32607211388, 202496.25849174254, 219706.25296643615, 267449.3440678416, 282189.3835761861, 284027.10411629337, 264722.1736129595, 304000] [151814.3953996954, 157378.2581656126, 153859.8886570064, 173541.71660810945, 193794.6102089638, 200287.22892089208, 203171.6719757447, 235693.28961975686, 284405.1054059325, 287932.4023112176, 331995.37813751755, 304000]
23 21 CRM [43278.6255070834, 44802.02213791733, 42832.06480643078, 39117.2921858635, 39418.56112208086, 47508.249507271146, 43854.58359697457, 43543.751244544124, 53696.21043838337, 66013.91533136563, 65170.27543918551, 79390] [33064.080520919095, 30422.49921109226, 36759.280358998425, 36361.549614752264, 45134.822618491635, 47610.77951246509, 56793.252570837576, 59231.418726864686, 70940.6337576758, 74905.27015263314, 79095.33736926249, 79390]
24 22 CSCO [28885.652886003707, 32663.35551458886, 39582.6960955566, 49285.33188848197, 46127.77866239539, 43101.94643519592, 47504.81530018551, 47666.394613775985, 49730.43325831983, 56801.08106435395, 70278.77317358833, 83300] [42241.7135602879, 43205.93799971589, 49205.907139994386, 45844.727574758406, 57204.63416662726, 54022.8746401115, 61436.568106469385, 73599.40633418197, 87751.87336342508, 83566.71470491913, 76790.13129978399, 83300]
25 23 CSX [17195.385699930484, 15795.532498767296, 15269.71201468368, 14552.26224761814, 15896.886345087754, 15621.781840165717, 15742.27777888192, 19014.433675006185, 19308.552620112678, 19410.681466962036, 22532.298507364678, 22600] [11315.018377295875, 11410.99563716582, 13477.13619775327, 12456.921109843452, 15021.907119397998, 13909.130637715356, 13019.23153607862, 15141.242951047778, 14163.793876422911, 16602.81726676788, 20508.205957358856, 22600]
26 24 CVS [100613.71997880637, 96817.58426087083, 110519.13280320325, 109646.10845706641, 136351.3063933696, 130645.02883203902, 121239.80112484486, 134450.86630433827, 141833.12366298714, 170274.10802468413, 208796.00232963503, 219000] [86737.2505639558, 95517.93031130833, 118199.42777154621, 131420.60462230214, 155150.7370221295, 150007.10826038796, 144704.19143116174, 153308.42419750418, 173275.43614283815, 193234.67178829212, 225117.52346181966, 219000]
27 25 CVX [18646.426264223337, 17011.7785051421, 18432.260560116178, 20437.62250967191, 20621.569024478405, 22400.68304086727, 22031.1089073417, 27260.70615442818, 34070.574672849325, 40160.98078584147, 45188.62318299104, 43846] [18570.826425300278, 20586.216642684776, 24117.385488237232, 22221.606004015597, 26804.488949657145, 28377.494314023246, 29394.061831842075, 35939.20819112464, 33041.07666859618, 34538.75554183504, 39448.266813563954, 43846]
28 26 D [8027.030316963089, 8045.559844060612, 9189.696532780898, 10310.945813143486, 10824.119419010376, 12336.193605969549, 13964.593778598926, 13312.199038424795, 15652.253799867856, 15956.761847654794, 17804.078954165492, 17200] [8944.260903126611, 10913.381398513593, 12326.408708595305, 12604.721353395806, 11950.01430046731, 12207.680987628679, 11199.658072641814, 11304.01216507463, 12509.196296224298, 12783.289265061101, 15287.838433757119, 17200]
29 27 DE [37869.58297997153, 37986.01267863171, 44383.40952189815, 47986.26352451234, 43752.936674925586, 50490.306732826575, 62569.66082399739, 75758.26851539893, 77566.6073661269, 72920.97871390823, 66395.77065318277, 82200] [49019.430580755106, 60235.513286889545, 58675.33970747395, 68522.21748408985, 63018.203434496245, 72157.46028959067, 82132.23900325816, 76559.14018461197, 70733.49021699843, 88357.06745698517, 85638.72164071637, 82200]
30 28 DHR [44857.544330585806, 50275.045512027966, 49905.5773646315, 53211.50118419705, 60697.45368660924, 64574.80137349756, 60841.35934813334, 63881.471673811895, 66167.83797332048, 62585.8078653486, 72773.60943990888, 79000] [42886.10894095411, 44675.62566862878, 42274.10643933375, 39488.324339183666, 42387.1813654787, 38981.273438411125, 39143.16737016935, 42974.76936125112, 52186.57110422776, 64583.17856106876, 65842.9963128848, 79000]
31 29 DIS [94513.16377112476, 86693.6368939084, 97421.91044840933, 119718.58850082103, 130373.9155267322, 125686.34548473285, 149305.11711903356, 165201.4497995845, 174696.81079913152, 188940.35199062552, 187833.1496709119, 171600] [95568.21584595932, 90932.74133650376, 85217.2285559856, 93168.81103607369, 88978.70128266558, 96204.1560059085, 114373.7431293429, 141264.28062324994, 157279.36303958343, 174831.0657098446, 169644.85772014761, 171600]
32 30 DUK [19476.84570271283, 19024.85492161796, 18568.50223625312, 17631.507360895514, 20415.68507127896, 24757.872523400987, 26446.67544241866, 26938.101199885485, 25684.818013830052, 31272.43023151913, 28678.45028853979, 27859] [12331.299582472144, 13909.598497282403, 13714.655242274675, 14655.87576249451, 14779.03432054037, 17387.023865990137, 18599.969001203488, 21583.483301072993, 21737.422358553908, 23437.271266887354, 23543.725722277093, 27859]
33 31 EXC [7217.835083138309, 6776.5034565189135, 7705.1934672204015, 8131.709370904494, 9263.458938444403, 10000.753781156487, 12442.694324923777, 11758.05541768394, 13180.894903601547, 14007.828115432916, 15380.529709418945, 19063] [10308.401144067117, 12254.719044760102, 14580.41911215, 14533.068749726697, 15722.66134560829, 16657.17506956459, 16100.848165206198, 15350.945042361822, 17194.652897706863, 17010.738657618433, 17068.257695700682, 19063]
34 32 FDX [200757.3177861651, 209413.14846710447, 214749.82299259887, 255427.1227428763, 267082.6113433416, 302078.2293230368, 344851.00425355625, 366047.6802134816, 354739.86316368304, 330306.64767430763, 344634.64084723685, 345000] [144944.73171230775, 172151.66522089776, 169500.58143490241, 179827.60362124216, 219295.8446813866, 253534.1621939567, 267644.6392888762, 297269.7024879515, 346167.838412129, 317485.25246883486, 375371.4920175567, 345000]
35 33 FIS [22883.44363874883, 26621.778045474897, 26801.398527148045, 31643.49572457018, 34277.0905126033, 40972.83014486376, 48092.58122813745, 44136.27454906702, 40664.33823318133, 47420.02294048747, 56547.76437762303, 69000] [52447.292388585025, 54645.69612962057, 55258.11514502972, 54526.74431096502, 61254.826375660436, 63921.589709307154, 58559.713719114865, 61515.70738147852, 64908.19278290683, 78090.89135976706, 73012.93682622862, 69000]
36 34 GE [78781.50033915712, 98046.34687662189, 117478.78133023529, 125147.12658921829, 121068.63130806404, 119204.85748277267, 138473.28019013203, 144445.71143837756, 144338.72304541268, 175088.24691015042, 165991.2514792186, 172000] [71974.33796049307, 80868.51373089897, 98930.114020877, 117575.56557106572, 128380.23813990064, 121657.08265865524, 137196.64116435294, 154046.8070505312, 144191.934854889, 167972.2102986073, 172625.4520065182, 172000]
37 35 GILD [7928.393008153367, 8255.83363518299, 8734.962532472122, 9261.367666632623, 9878.20999406016, 10698.364930828877, 10651.531783687062, 10045.094957709087, 12481.139663741129, 14464.767288834535, 16436.47808959501, 17000] [13368.682716351075, 16334.921951931283, 15210.299828616011, 14242.350290846412, 14238.902960142997, 13853.206109973573, 13699.253437155985, 15105.537730718424, 14831.211954418211, 15889.677804235149, 16595.35315344079, 17000]
38 36 GOOGL [116639.15155810161, 131687.12234500083, 148653.9820801231, 165970.6692676457, 168647.07497664393, 162132.20800857394, 149598.7918138121, 181176.07400253008, 191827.93293313982, 200957.92741721007, 197576.25744015173, 190711] [114971.79008839771, 109713.95158905174, 124503.85913785364, 125858.89521128015, 151309.1787240516, 168728.96626679486, 157252.53251739292, 160252.12072093398, 160333.9574950976, 177780.71331033594, 197183.7175162118, 190711]
39 37 GS [37376.22352104943, 40692.7738425495, 45169.92513453621, 41066.22120275681, 37873.643137753905, 43425.816802293884, 46835.0845140616, 42718.51781014127, 48402.59920069172, 48770.83052850434, 47880.43715706142, 45400] [13883.21692109276, 17081.119775150775, 17743.85888966063, 19098.613555446173, 20445.33010515605, 25243.092922828866, 23173.81965162166, 27441.555501744177, 32584.870449774313, 34571.04846427817, 37368.539809413065, 45400]
40 38 HD [189882.33629525607, 193435.88086556143, 207532.40422973575, 252959.11932175935, 303197.465149896, 354547.1254754723, 351322.3447376223, 344238.0299864969, 411651.59745015216, 421034.6612781984, 513616.1483550168, 475000] [252119.8369958369, 243570.19700493538, 254362.43667950845, 299124.41496409755, 342350.7565661059, 412791.69690178364, 414844.7624439209, 391221.12518100475, 376188.021817786, 467601.12232199626, 457289.3155113488, 475000]
41 39 HON [45915.74592842863, 54016.921796167226, 56406.240793324556, 58079.50822947665, 70834.19279484393, 77328.68759997554, 70723.80564855233, 78445.49556672342, 77650.87802269461, 85638.45078842668, 92873.06710321872, 97000] [32513.08388495998, 40468.28937119078, 44194.70234028956, 46952.333485451236, 47453.49529056759, 54722.396249118596, 63121.45571638079, 76485.67099496888, 88991.33182415906, 86608.68591969542, 102716.62554455701, 97000]
42 40 IBM [180072.23471915515, 174217.9536331687, 210001.15611377324, 251727.57119865116, 257962.1472217226, 253674.44668001664, 235815.54207590723, 242496.6348413581, 247045.694943249, 241344.16260227095, 297111.462507653, 288300] [140697.92815771874, 163375.61499560045, 172767.09681865628, 174393.1941679268, 212326.81195279106, 262916.3550388499, 256790.57828881295, 235898.11867376062, 276366.9503876512, 254912.28947145928, 299369.37622548774, 288300]
43 41 INTC [70704.7315568493, 75677.43721010562, 85909.0657642693, 103111.10399349, 94665.29886301112, 98871.0147904371, 118088.3122675412, 114719.57421426736, 113453.66260276565, 113532.67691256975, 126916.92864139169, 131900] [52657.6077225589, 56748.6001366105, 53454.451913949524, 56252.657484796066, 56357.33248256276, 62528.91374613125, 76301.19649301041, 89727.7268356532, 103696.21892187916, 107116.09376981058, 129043.94422467853, 131900]
44 42 ISRG [4250.643806640363, 5177.767964076462, 5830.292275892782, 5413.15486704964, 6357.263143867201, 7682.569349746555, 8957.79053613155, 9139.377473627019, 10384.670399960089, 12786.138923375738, 12398.321169066057, 12120] [6874.202100290542, 6764.393295676022, 7866.0631312875685, 7254.458949711747, 7941.207975645756, 7998.52183055092, 7743.289600240727, 8157.143701221723, 8782.219392875204, 9674.490427874061, 11507.32699015799, 12120]
45 43 JNJ [61450.580496849856, 67311.17780287174, 79763.75598985584, 75221.42077468934, 90893.44629615296, 90531.54034043082, 91932.8990091668, 110557.02790486666, 116228.10583238438, 127394.25065893354, 153154.7534920143, 152700] [165875.8257051422, 169123.61930169462, 165536.14750754292, 168106.3287494164, 157075.4072376446, 153430.7331779955, 157541.26249619262, 153000.99878030733, 144505.94245145633, 132192.48787266578, 122597.09041277801, 152700]
46 44 JPM [103140.26126665417, 113158.64917077444, 118623.33005777546, 144829.38728161703, 160222.3036330539, 162752.07790159385, 191330.41481068972, 189135.36775126823, 206767.73735265777, 231591.12610532824, 254249.91384298183, 296877] [136081.49661148415, 138179.51745455436, 142498.57564710276, 165234.42742735398, 200236.73787655684, 211288.46002802879, 255597.60327080486, 232648.83465137245, 216069.72304827388, 262634.03284342587, 256502.91044638032, 296877]
47 45 KO [56770.33453139309, 55844.9825829748, 53162.77592379132, 49462.66087248338, 48190.615060469485, 60198.53736133031, 66553.26404198351, 73647.9691668936, 69651.46527238484, 68157.93070103027, 66402.05268466585, 82500] [43638.16735701335, 43390.87060081118, 40278.42018918874, 42865.48055008495, 51264.56692323167, 51003.336612401996, 57445.516527253196, 62054.05434415846, 68549.25451205872, 77208.1423392761, 72988.58359004724, 82500]
48 46 LIN [36768.92910868725, 34032.14103144233, 31736.613919576954, 31221.01016394504, 37790.81383431319, 38105.96037387889, 45216.35212046596, 53607.639865005505, 56034.45250328581, 62681.91444071095, 71137.36821483474, 65831] [17860.316955131068, 21430.29001465073, 20873.580752577127, 25868.360070782852, 32279.709625987165, 39536.81792593976, 39679.826285313175, 47800.32356112186, 45745.68149881777, 46362.236971245395, 56643.534174992106, 65831]
49 47 LLY [28646.43253504387, 28941.652094241268, 27621.846614067417, 26076.57532531399, 31657.46876128159, 28980.23968437482, 29433.968046943355, 29495.372567448117, 34706.989244311146, 32810.27818396554, 36015.814124589226, 39000] [41829.777012161474, 38497.753123635426, 43286.72355547336, 42101.91966204243, 39474.893745500005, 43874.19650101955, 42205.456325532075, 48767.69685637934, 45618.34623382769, 43351.737899699685, 42727.14049813748, 39000]
50 48 LMT [77117.50988478481, 86635.67705063875, 81089.52384977696, 76863.59848498934, 84068.36688761198, 77521.1235921467, 82391.46082402515, 96419.53581180923, 88656.65071490574, 107823.32812101432, 111171.78997612439, 116000] [49343.38059348748, 45214.972339026484, 53876.540820509785, 56801.569535626506, 55278.51231180267, 52314.14872152117, 48998.17344351449, 58627.69402515452, 70170.86349249109, 81587.14820756539, 100816.31801823108, 116000]
51 49 LOW [100735.68938544253, 105031.78890594056, 131085.70818609034, 145709.09398521885, 139529.05434514524, 160009.062875251, 152840.01740514024, 147791.30828089768, 150894.19953584787, 181989.41929909715, 174351.74808554063, 182000] [71804.70302107673, 76951.4776416391, 72695.4502404305, 73812.71733597276, 82861.97252040729, 82345.79685924717, 96565.4879569158, 115546.85128330419, 129888.9333629969, 129153.72632141976, 155669.58124846595, 182000]
52 50 LRCX [7985.314325640549, 9622.858368184085, 8866.518658133993, 9755.89071419856, 11678.953235389632, 12334.21077405841, 12301.900642537032, 14085.097472725944, 15822.086714294177, 19678.259832867432, 19491.945387090047, 18700] [9148.269023307726, 9716.720418257497, 11180.689302477362, 13011.082584948957, 14769.400838168238, 17368.975509426054, 18173.143974181214, 18226.836210422378, 17282.56620655336, 16330.335089723865, 19399.663209281884, 18700]
53 51 MA [11963.870882288424, 14480.11821039389, 15680.241825692585, 16229.11815832902, 17855.638448812533, 19218.525874347382, 20907.390127184437, 19179.57947046988, 20267.315356223844, 23635.398353572098, 24277.770951382787, 29900] [20866.34654481738, 19080.241959829513, 20148.53372863541, 18681.697018734714, 18430.24969536292, 22471.216206026547, 24069.390892653064, 29472.77084003802, 27946.96028929967, 25780.44317836617, 30787.530843331548, 29900]
54 52 MCD [98756.25711679691, 91188.99721652147, 86580.31845900886, 100250.04475073265, 91216.25792837654, 86023.82525101487, 83826.53055872417, 80216.88822750976, 90625.63946367479, 105425.4066542171, 101924.50574785058, 100000] [50883.187010405294, 61800.65502705949, 60270.10345981574, 64537.435923387435, 60961.609559777266, 55604.36996651503, 67578.41908303904, 78965.14587254847, 86042.46294667045, 84530.7336337326, 87289.17409454152, 100000]
55 53 MCO [6787.052145909419, 7277.7430012696595, 7269.7897093487945, 8612.350496212668, 10727.128160119326, 10842.531194499697, 12338.869093324629, 11345.05525048803, 13284.307312663326, 14550.736916796488, 13709.493687971615, 14419] [9055.935656080597, 10272.530039820442, 9826.78010055354, 10460.219987868548, 9800.713064928586, 9071.0672262761, 10770.020508304013, 10515.467718422356, 10310.424216268926, 10042.315551990718, 11676.695396926281, 14419]
56 54 MDT [70274.3696593442, 83917.41054091718, 86344.32807505863, 88733.94660218297, 83218.59825787107, 87250.50743970237, 91084.5670315122, 87597.4374366703, 97455.71072277936, 104023.57874452573, 95008.34094891726, 95000] [35679.72635050949, 40490.32840491846, 47880.537115648745, 50362.43646037014, 54369.84563188336, 59216.18108681565, 67904.94340698978, 67093.37141416616, 80674.44930622618, 81519.59666594132, 80011.19043686237, 95000]
57 55 MMC [56724.82556353102, 51946.23468085358, 53556.013725326455, 54267.86443157062, 51910.18417898579, 58966.094167677045, 66285.44034094941, 80398.51281122994, 82509.69049813166, 83272.38190539212, 77751.86429860756, 85000] [53619.77733914787, 65289.62792335785, 68759.67226878242, 75015.3283848176, 83374.14566200435, 89794.81195086772, 89265.49804627945, 83631.13350480764, 90042.72924480707, 85261.25518194702, 85618.78203867027, 85000]
58 56 MMM [36398.843066576745, 40573.26799741565, 44303.19529869592, 44385.88020221629, 52843.14567486249, 60918.24860502067, 72876.78254863968, 87102.64549438757, 83660.96368209223, 78447.94774900717, 95498.02413447031, 92000] [47307.47017387584, 57320.86547585904, 55190.43773380602, 56509.82560627799, 58783.56248726001, 71550.07476861267, 77379.82587191314, 80584.09014292144, 76905.84421663401, 87590.751940462, 86396.58275639484, 92000]
59 57 MO [4887.566951281156, 4819.78395169009, 4638.1390856383505, 5430.660159186591, 5178.817006249261, 6418.9751495686305, 6309.278848035906, 6101.676464428926, 5586.569601033539, 5272.5000113674505, 6169.462626865584, 6300] [2830.2562290394003, 3300.8477687024633, 3625.5668908164535, 3923.079658925365, 4523.10865361789, 5452.729249454041, 5707.932905254866, 5274.779486084813, 5157.407992552324, 5227.714568984855, 6327.135271792817, 6300]
60 58 MRK [42576.03751442597, 49037.22129606475, 54986.42478448582, 68389.95507711724, 62449.92372695077, 58357.18600304684, 61478.089618062266, 72281.51987691481, 75404.0085036273, 76153.196968945, 73314.34039510669, 67000] [41903.80682259606, 48979.848748444216, 52204.52645837204, 63735.3429163463, 66522.29332850846, 82424.44804428756, 75477.95449393606, 68890.74746446265, 69314.77309257264, 66354.56777788352, 72490.27236903884, 67000]
61 59 MSFT [142760.1043021494, 164358.32158646767, 193592.88613706076, 187156.34481378426, 220435.36733315382, 213232.35940359562, 197996.6094055146, 234918.1615018121, 241221.458669488, 242483.7846707129, 223844.96586907437, 221000] [110248.45411179127, 112956.45641603609, 132910.77253370485, 148642.08689661208, 156417.4940312115, 164493.65686085774, 189413.84170064118, 185636.36806095432, 213001.99199513393, 203763.50954460326, 242798.36275641734, 221000]
62 60 NEE [10345.281008824108, 12355.622371171909, 14220.102007539166, 16076.587480691069, 17384.03634889618, 16336.79998890713, 16038.693370183873, 16335.159681710356, 16210.522809742151, 16349.896603710684, 14985.954887232701, 15300] [8826.152616264084, 8306.094942265321, 9805.64206218458, 9256.529609767036, 10976.453962344305, 11250.846379257602, 13540.013232797231, 12829.468485372874, 13566.461468713625, 14319.686605411098, 13811.038209848512, 15300]
63 61 NFLX [7727.876493276419, 7649.724217758319, 8001.500642788667, 7836.706956556965, 9738.231960831647, 10190.358796991442, 11653.67038590612, 13421.253738427682, 12964.004719685523, 12349.689763995157, 13212.72910642996, 12800] [7611.682243003692, 8686.036307483475, 9395.895137255573, 9073.441818282416, 10571.346054485713, 11865.938000452872, 13223.393646080138, 13391.600598408912, 13109.496143724842, 11957.717411083764, 11081.720327203286, 12800]
64 62 NKE [48371.1172022424, 46549.767083790844, 51048.50733004043, 53351.29578350733, 57860.855822951395, 65178.252400305515, 75735.40182719767, 78456.58435775388, 74014.6448647215, 83655.51003445494, 79434.2510330688, 79100] [29757.029810008396, 32411.96633241295, 39100.49361905115, 38488.507327959276, 41019.354765063734, 39913.69891027933, 45528.805984281964, 52860.796868074875, 48916.83676054973, 57007.68399486726, 64518.93132175915, 79100]
65 63 NSC [11061.632337996065, 11573.129105256416, 10571.80518936628, 9924.318471971566, 9451.053226474749, 10746.706916492418, 10211.136288692804, 12520.738529736747, 15264.722642022902, 19037.227945174665, 21048.639603811833, 19300] [9204.629317070132, 8803.557005376711, 9549.861216219373, 10828.056472134724, 10257.56506497185, 12636.125768778285, 13581.73904034796, 14030.903738478668, 16164.05814217423, 16624.49244561071, 16458.68194203588, 19300]
66 64 NVDA [11592.945874046361, 12409.663068377135, 15099.793811472762, 14360.989046764445, 14163.950745322112, 15375.942121155076, 18415.420367173967, 22714.391623311894, 21571.44783500732, 22713.822448150593, 24676.704274590476, 26196] [22960.794846971577, 23884.09320549362, 23054.401051833047, 23446.342150327993, 23171.45017840725, 22980.680307092745, 21202.668154932246, 21240.43705532675, 25273.820540788987, 29873.181333954653, 28109.203358138937, 26196]
67 65 ORCL [88779.01521822867, 110217.25089540976, 102102.99519658784, 92945.01840662314, 111689.02999404687, 103350.28424964845, 105375.23074853508, 123553.23352341648, 127219.3413246155, 128359.94583974486, 152180.74740347284, 143000] [116139.12602647017, 106308.45780081597, 106636.4915987654, 106949.44610695081, 117277.76753866719, 108883.08257854945, 112648.77212104954, 112068.17840805586, 136398.32638428666, 155064.8469700979, 146564.2507934042, 143000]
68 66 PEP [124784.92581351928, 141173.6315690248, 152805.0240600136, 165931.40267238606, 187015.47602150877, 198944.66132209753, 191490.96848980698, 213918.13361025584, 199767.0932158181, 216481.88371597795, 255634.65291847283, 315000] [138121.0985308619, 162836.34054133203, 189526.23026582456, 199637.3394966356, 228832.0486812099, 223712.27026242678, 236096.93950803424, 242898.30630827695, 259042.93270770577, 246341.16530652955, 252532.21614259988, 315000]
69 67 PFE [30768.611900602744, 37350.12801335692, 43550.325095899076, 47231.82267213253, 52813.8429930308, 52027.994086296894, 53854.307695437805, 53922.9933185538, 51763.03527659125, 57298.23143353966, 70255.07355684186, 83000] [29607.90965417949, 33050.779315261345, 32492.844583657024, 36492.11084431314, 41341.55982426325, 47880.87338744153, 50053.65533497107, 55079.560248809285, 64203.5499857573, 76008.33732514495, 82626.50874040835, 83000]
70 68 PG [59727.51973588239, 67394.83641598838, 66221.93620517738, 64991.99541536313, 67632.38630366445, 77269.39021807587, 79660.41520884902, 78026.05105946594, 96583.20515513164, 115909.04105737261, 116251.3432450909, 106000] [74392.86321599079, 84081.19237222103, 97059.61256378003, 108935.14750757886, 105566.61855167791, 126408.6704275547, 119622.01953704303, 117448.0878013828, 121705.90735107496, 111466.55643893158, 106817.23186044849, 106000]
71 69 PM [25291.3698613111, 30886.328142987873, 37424.08481550069, 44214.8632803743, 43702.73647059889, 42810.658207303604, 45575.25632921816, 55702.171382745124, 64196.23977199381, 62998.877397561366, 66557.49903457212, 79800] [26294.273020836925, 29534.752772161144, 35765.58980571581, 42334.26667907159, 44428.25509382664, 47054.849496445386, 58273.43910913429, 54932.76210990177, 63817.57536160306, 73136.10307283273, 77712.29026170017, 79800]
72 70 PYPL [10547.965215608067, 12620.374039655335, 14494.926286355361, 15166.703908519241, 17982.65584926381, 20745.750551197525, 25750.151680596526, 24013.905088395124, 22716.18814233457, 25889.813686719674, 25719.123197916597, 29900] [14758.051951903057, 14145.247703965619, 16865.55541910285, 19502.597106880425, 20783.924230251978, 22471.083530479555, 24807.690775648214, 29338.77631124591, 29281.5550113957, 29389.579404490545, 28736.95469855477, 29900]
73 71 SCHW [27415.323492082593, 28362.59881124496, 26697.241916861, 28667.391364729254, 27631.572039377028, 34146.434531118975, 39638.716567108364, 36671.13889793761, 34325.62192811514, 32482.84592418271, 37845.71329073513, 36000] [11588.29146708861, 14399.548277066862, 16498.11699293518, 16271.281463477682, 19277.293915549668, 17665.61422922956, 20819.8799017193, 24783.99230629771, 24497.883500693828, 26448.049664268216, 32275.485273195707, 36000]
74 72 SO [18945.381695500248, 19707.669782310415, 18064.68482993865, 19219.074182595326, 18345.5415790154, 18830.769449850966, 18677.777726118125, 20220.190215193255, 20868.69010609524, 23386.281099309937, 26040.829904701906, 27423] [8612.110548491306, 9611.96405570723, 9709.635164982528, 11709.301198582762, 12836.562144753105, 11955.185368064325, 14417.632374312847, 17539.898961256902, 17794.829534837096, 20358.266204813506, 25379.22093598467, 27423]
75 73 SPG [994.327995643511, 1211.1012819654618, 1352.7298508016004, 1524.7820073763774, 1846.1210492202388, 1812.7325241513488, 1661.7240176894338, 1836.9832628502272, 1892.3589139380251, 2183.9083119922834, 2177.219851671947, 2500] [1290.322866327853, 1309.8620533152953, 1563.7606230902798, 1648.1507923084855, 1776.9238818129454, 1845.2878676796443, 1992.9041838318853, 2118.918108914214, 2354.0802569832563, 2337.3588647515053, 2390.3906808235274, 2500]
76 74 SPGI [16539.229226290627, 20061.100511749755, 20989.79326811142, 20228.14594014175, 19735.388824567923, 22254.069818451462, 27742.621222304453, 30319.845570473535, 29019.581014460302, 35876.34602969062, 35409.59761940452, 39911] [27848.35340462842, 26518.38748021338, 25692.537120720364, 24723.53854092906, 26754.99381182118, 26655.55561223382, 25745.054051367184, 29235.054168681676, 29690.345439212888, 27589.41436710117, 32063.226529192303, 39911]
77 75 T [79575.3018276318, 90065.51463268441, 82222.57975964216, 99229.53600695, 92523.5647146495, 111419.16749246354, 138233.46959373157, 139474.2462411177, 134935.8163037512, 151250.0202684413, 144409.54854330095, 157790] [83450.12661985928, 77004.84927478828, 89750.55452215843, 107610.23548337031, 115820.321796423, 129455.19642169094, 121193.44722374307, 125165.85545987802, 122393.99961252164, 148155.2466188267, 157136.6908905388, 157790]
78 76 TGT [262163.18714520556, 316312.6182966794, 353601.1762994277, 338567.3246688451, 339409.1405473958, 419030.62098197365, 417268.2201344776, 490019.3683819482, 506900.2673378672, 495008.00151335844, 452911.59613800235, 440000] [265584.0335948822, 279641.2669429881, 288611.1306380372, 266184.83419332193, 269640.48769129615, 334374.8920680854, 305726.4919294144, 295430.49277052947, 356201.5062080023, 398813.5686079094, 420870.53480360354, 440000]
79 77 TMO [72806.16190375814, 71899.76729012573, 89330.62111080736, 101775.90597702622, 94654.67295866842, 102162.14490709103, 106559.02703795802, 121430.85828522993, 141882.88193927336, 140084.2213986746, 141436.47907069762, 130000] [58522.65206462562, 72738.24962330649, 88513.19354289728, 90819.17973360809, 87827.39019528314, 80921.7032791886, 95658.31983710334, 110967.27464875815, 113021.57186155066, 120944.76935929601, 129223.69894706993, 130000]
80 78 TMUS [72572.88007631937, 73395.8221063157, 69328.41424606997, 77112.18727949365, 74462.99364151419, 70902.98879068079, 65475.116872039034, 59669.10101246936, 60974.100503852234, 61207.58943726116, 64081.69980290187, 71000] [26750.33714370898, 26173.20262446442, 30665.82830757628, 33815.08105906373, 40024.89851389653, 46413.0621671566, 43733.83140779224, 53740.72805753708, 57819.7894545773, 58701.263581842664, 69225.79080166324, 71000]
81 79 TSLA [34756.391016055466, 37956.24423200457, 45970.91219890767, 47830.712543100075, 45372.506190630156, 55635.83894324527, 61405.086362949434, 75613.02097733576, 93331.61908182292, 102956.69462964023, 120721.51550242535, 127855] [68910.01038952885, 67755.70397941697, 71046.08613346021, 83268.1892356473, 79429.37169097846, 85596.51843670315, 97532.70298548366, 103462.99721789005, 107832.56875842655, 98755.31019396664, 117297.59778401736, 127855]
82 80 TXN [16751.429712777375, 18631.714114395774, 20550.92259830564, 20594.18199183033, 22257.575391830946, 21799.204469271124, 26376.42112955195, 25333.516116901457, 23991.575486913658, 25017.952264556072, 27553.211615549495, 33000] [26273.599023343108, 30399.6486463492, 29913.752917893333, 28906.734197618138, 28071.21627990831, 28033.062393953813, 34556.41870298961, 31832.75253355863, 29443.235766074362, 34426.25488592862, 32522.92420416001, 33000]
83 81 UNH [147709.5903522065, 137496.30933981237, 138594.75811921438, 167274.94162860658, 177145.947957219, 203554.60561105408, 245008.59214485163, 278504.116600305, 332911.92229082406, 405767.0489657375, 375707.78937508236, 400000] [275922.2953979197, 272652.24583829864, 332410.10197763983, 302880.5163080768, 351007.2793269712, 364794.3282681374, 451149.8062186183, 423926.18313846365, 387817.4146642841, 404330.4889531428, 383132.8407200735, 400000]
84 82 UNP [16508.30422313022, 18046.568979586402, 18217.197029233354, 19196.03099544545, 20874.065531175947, 24180.501896878108, 25988.69867334926, 25087.216934240794, 29974.295886118463, 27430.61509137237, 27256.07558752197, 31471] [15221.292381104888, 16412.714263664675, 20507.896669724, 23946.969383794734, 23190.19746182447, 21719.59628285989, 19977.15611894135, 20806.653887431414, 24904.870360269477, 30565.16982393138, 33760.05811641722, 31471]
85 83 UPS [313201.4125802146, 348752.53942760587, 335050.55097693315, 405234.8668782596, 398422.06486239354, 396783.6469591279, 462265.87430525245, 510824.4674005606, 486021.67432536266, 512722.8164285545, 522620.18059042806, 500000] [321344.16315418796, 387172.032742242, 435422.04541081813, 445890.08663528215, 489558.17350065405, 475026.42975996796, 482358.27010116505, 512185.97797546943, 469578.93196956837, 454415.0151878875, 514172.0072116377, 500000]
86 84 USB [36939.64383624506, 41487.8679217099, 50461.98129150571, 46569.12550654968, 45995.977867241956, 53552.867390636384, 54617.77597949476, 63380.794073750505, 60259.34260960713, 70688.67532058053, 70507.45713433184, 77000] [32653.24731702241, 35762.385086795315, 37681.84394554398, 43200.146716077936, 39646.60626579226, 48204.718270214886, 48580.30217759305, 44797.55173604237, 45434.50778676286, 52869.595960046296, 65395.30459740074, 77000]
87 85 V [15820.181247798835, 14418.580712398047, 14333.83637950425, 17564.25754048756, 18656.30589299492, 18833.202835329925, 17376.097773288806, 15991.561849162481, 19409.154186856988, 20783.466203902946, 24503.989160105924, 26500] [11037.979197721179, 10475.138788816894, 12402.103007414116, 14258.845292369788, 16838.628131080684, 19718.424305832, 18526.22987653625, 17742.128108429268, 20055.018509057285, 24178.01150443656, 26655.86465057598, 26500]
88 86 VZ [89268.96534877935, 88722.17496020286, 95625.74280062187, 101368.89914977149, 93481.14649143092, 105808.35912375104, 108316.5003569784, 102274.42559228918, 106584.17049071295, 97266.09338073719, 109194.43916184054, 117100] [85352.76606683467, 81248.31055607923, 90627.07655398328, 87036.11924093933, 87537.86846051061, 107366.89128105121, 99949.29147070934, 101166.27880831686, 98739.55635864387, 93234.32502003678, 101876.86152959183, 117100]
89 87 WFC [86056.8871849365, 86892.99434338602, 94804.33863695385, 103884.62034233907, 122508.27923380531, 144172.85955900743, 163089.1642935902, 171265.13548608354, 162017.07298262217, 177023.39578065326, 218048.60783488027, 235591] [168499.1570413998, 181832.03026039794, 167314.92694450676, 194461.34003286206, 196313.14827080647, 216248.05975011768, 224279.11056087585, 226051.71465005475, 221396.05634079053, 215537.1799285151, 250543.9674406614, 235591]
90 88 WMT [1098279.5884211357, 1258960.52333721, 1158947.8950251837, 1141133.2706265033, 1274308.5013553612, 1572368.728476619, 1808896.4484717636, 1838199.0639435924, 2145393.1666635345, 2007136.4783009724, 1832536.252403223, 2100000] [1280937.4594838615, 1376145.0945317175, 1511104.8563764286, 1780113.569725771, 1976762.2727876804, 2302002.9662671937, 2330204.9879878964, 2137093.6083456688, 2604029.3379564877, 2388524.078102081, 2213453.96134978, 2100000]
91 89 XOM [20011.58751165264, 20565.52650446202, 20621.643240220008, 19555.29694449855, 18229.01732619079, 22611.401037992287, 27125.844266923425, 33761.35075256134, 40911.95111832769, 43486.40447037958, 52117.34169915196, 62000] [32080.331214139696, 34068.240978032016, 31218.45976330831, 33301.251039562594, 36910.94902012339, 37788.54016012549, 42401.91251266675, 52202.75082023867, 53529.092821650054, 55106.388380644275, 67688.60574999196, 62000]

60
Elaborated_Data/eps_quarterly_bar_chart.csv
View file

@ -3,10 +3,10 @@
1,XOM,4.45,2022-09-30 1,XOM,4.45,2022-09-30
2,XOM,3.4,2022-12-31 2,XOM,3.4,2022-12-31
3,XOM,2.83,2023-03-31 3,XOM,2.83,2023-03-31
4,WMT,1.3,2022-04-30 4,WMT,1.77,2022-07-31
5,WMT,1.77,2022-07-31 5,WMT,1.5,2022-10-31
6,WMT,1.5,2022-10-31 6,WMT,1.71,2023-01-31
7,WMT,1.71,2023-01-31 7,WMT,1.47,2023-04-30
8,WFC,0.74,2022-06-30 8,WFC,0.74,2022-06-30
9,WFC,0.85,2022-09-30 9,WFC,0.85,2022-09-30
10,WFC,0.61,2022-12-31 10,WFC,0.61,2022-12-31
@ -51,10 +51,10 @@
49,TMO,5.08,2022-09-30 49,TMO,5.08,2022-09-30
50,TMO,5.4,2022-12-31 50,TMO,5.4,2022-12-31
51,TMO,5.03,2023-03-31 51,TMO,5.03,2023-03-31
52,TGT,2.19,2022-04-30 52,TGT,0.39,2022-07-31
53,TGT,0.39,2022-07-31 53,TGT,1.54,2022-10-31
54,TGT,1.54,2022-10-31 54,TGT,1.89,2023-01-31
55,TGT,1.89,2023-01-31 55,TGT,2.05,2023-04-30
56,T,0.65,2022-06-30 56,T,0.65,2022-06-30
57,T,0.68,2022-09-30 57,T,0.68,2022-09-30
58,T,0.61,2022-12-31 58,T,0.61,2022-12-31
@ -172,9 +172,9 @@
170,LLY,2.09,2022-12-31 170,LLY,2.09,2022-12-31
171,LLY,1.62,2023-03-31 171,LLY,1.62,2023-03-31
172,LIN,3.1,2022-06-30 172,LIN,3.1,2022-06-30
173,LIN,3.1,2022-09-30 173,LIN,2.91,2022-09-30
174,LIN,3.16,2022-12-31 174,LIN,3.16,2022-12-31
175,LIN,3.42,2023-03-31 175,LIN,3.16,2023-03-31
176,KO,0.7,2022-06-30 176,KO,0.7,2022-06-30
177,KO,0.69,2022-09-30 177,KO,0.69,2022-09-30
178,KO,0.45,2022-12-31 178,KO,0.45,2022-12-31
@ -203,10 +203,10 @@
201,HON,2.25,2022-09-30 201,HON,2.25,2022-09-30
202,HON,2.52,2022-12-31 202,HON,2.52,2022-12-31
203,HON,2.07,2023-03-31 203,HON,2.07,2023-03-31
204,HD,4.09,2022-04-30 204,HD,5.05,2022-07-31
205,HD,5.05,2022-07-31 205,HD,4.24,2022-10-31
206,HD,4.24,2022-10-31 206,HD,3.3,2023-01-31
207,HD,3.3,2023-01-31 207,HD,3.82,2023-04-30
208,GS,7.73,2022-06-30 208,GS,7.73,2022-06-30
209,GS,8.25,2022-09-30 209,GS,8.25,2022-09-30
210,GS,3.32,2022-12-31 210,GS,3.32,2022-12-31
@ -247,10 +247,10 @@
245,DHR,2.56,2022-09-30 245,DHR,2.56,2022-09-30
246,DHR,2.87,2022-12-31 246,DHR,2.87,2022-12-31
247,DHR,2.36,2023-03-31 247,DHR,2.36,2023-03-31
248,DE,6.81,2022-04-30 248,DE,6.16,2022-07-31
249,DE,6.16,2022-07-31 249,DE,7.44,2022-10-31
250,DE,7.44,2022-10-31 250,DE,6.55,2023-01-31
251,DE,6.55,2023-01-31 251,DE,9.65,2023-04-30
252,D,0.77,2022-06-30 252,D,0.77,2022-06-30
253,D,1.11,2022-09-30 253,D,1.11,2022-09-30
254,D,1.06,2022-12-31 254,D,1.06,2022-12-31
@ -267,10 +267,10 @@
265,CSX,0.51,2022-09-30 265,CSX,0.51,2022-09-30
266,CSX,0.47,2022-12-31 266,CSX,0.47,2022-12-31
267,CSX,0.48,2023-03-31 267,CSX,0.48,2023-03-31
268,CSCO,0.87,2022-04-30 268,CSCO,0.83,2022-07-31
269,CSCO,0.83,2022-07-31 269,CSCO,0.86,2022-10-31
270,CSCO,0.86,2022-10-31 270,CSCO,0.88,2023-01-31
271,CSCO,0.88,2023-01-31 271,CSCO,1.0,2023-04-30
272,CRM,0.98,2022-04-30 272,CRM,0.98,2022-04-30
273,CRM,1.19,2022-07-31 273,CRM,1.19,2022-07-31
274,CRM,1.4,2022-10-31 274,CRM,1.4,2022-10-31
@ -303,10 +303,10 @@
301,BMY,1.99,2022-09-30 301,BMY,1.99,2022-09-30
302,BMY,1.82,2022-12-31 302,BMY,1.82,2022-12-31
303,BMY,2.05,2023-03-31 303,BMY,2.05,2023-03-31
304,BIDU,1.66,2022-03-31 304,BIDU,2.18,2022-06-30
305,BIDU,2.18,2022-06-30 305,BIDU,2.49,2022-09-30
306,BIDU,2.49,2022-09-30 306,BIDU,2.23,2022-12-31
307,BIDU,2.23,2022-12-31 307,BIDU,2.3,2023-03-31
308,BDX,2.66,2022-06-30 308,BDX,2.66,2022-06-30
309,BDX,2.75,2022-09-30 309,BDX,2.75,2022-09-30
310,BDX,2.98,2022-12-31 310,BDX,2.98,2022-12-31
@ -335,10 +335,10 @@
333,AMGN,4.7,2022-09-30 333,AMGN,4.7,2022-09-30
334,AMGN,4.09,2022-12-31 334,AMGN,4.09,2022-12-31
335,AMGN,3.98,2023-03-31 335,AMGN,3.98,2023-03-31
336,AMAT,1.85,2022-04-30 336,AMAT,1.94,2022-07-31
337,AMAT,1.94,2022-07-31 337,AMAT,2.03,2022-10-31
338,AMAT,2.03,2022-10-31 338,AMAT,2.03,2023-01-31
339,AMAT,2.03,2023-01-31 339,AMAT,2.0,2023-04-30
340,ADBE,3.35,2022-05-31 340,ADBE,3.35,2022-05-31
341,ADBE,3.4,2022-08-31 341,ADBE,3.4,2022-08-31
342,ADBE,3.6,2022-11-30 342,ADBE,3.6,2022-11-30

1 symbol epsActual quarter
3 1 XOM 4.45 2022-09-30
4 2 XOM 3.4 2022-12-31
5 3 XOM 2.83 2023-03-31
6 4 WMT 1.3 1.77 2022-04-30 2022-07-31
7 5 WMT 1.77 1.5 2022-07-31 2022-10-31
8 6 WMT 1.5 1.71 2022-10-31 2023-01-31
9 7 WMT 1.71 1.47 2023-01-31 2023-04-30
10 8 WFC 0.74 2022-06-30
11 9 WFC 0.85 2022-09-30
12 10 WFC 0.61 2022-12-31
51 49 TMO 5.08 2022-09-30
52 50 TMO 5.4 2022-12-31
53 51 TMO 5.03 2023-03-31
54 52 TGT 2.19 0.39 2022-04-30 2022-07-31
55 53 TGT 0.39 1.54 2022-07-31 2022-10-31
56 54 TGT 1.54 1.89 2022-10-31 2023-01-31
57 55 TGT 1.89 2.05 2023-01-31 2023-04-30
58 56 T 0.65 2022-06-30
59 57 T 0.68 2022-09-30
60 58 T 0.61 2022-12-31
172 170 LLY 2.09 2022-12-31
173 171 LLY 1.62 2023-03-31
174 172 LIN 3.1 2022-06-30
175 173 LIN 3.1 2.91 2022-09-30
176 174 LIN 3.16 2022-12-31
177 175 LIN 3.42 3.16 2023-03-31
178 176 KO 0.7 2022-06-30
179 177 KO 0.69 2022-09-30
180 178 KO 0.45 2022-12-31
203 201 HON 2.25 2022-09-30
204 202 HON 2.52 2022-12-31
205 203 HON 2.07 2023-03-31
206 204 HD 4.09 5.05 2022-04-30 2022-07-31
207 205 HD 5.05 4.24 2022-07-31 2022-10-31
208 206 HD 4.24 3.3 2022-10-31 2023-01-31
209 207 HD 3.3 3.82 2023-01-31 2023-04-30
210 208 GS 7.73 2022-06-30
211 209 GS 8.25 2022-09-30
212 210 GS 3.32 2022-12-31
247 245 DHR 2.56 2022-09-30
248 246 DHR 2.87 2022-12-31
249 247 DHR 2.36 2023-03-31
250 248 DE 6.81 6.16 2022-04-30 2022-07-31
251 249 DE 6.16 7.44 2022-07-31 2022-10-31
252 250 DE 7.44 6.55 2022-10-31 2023-01-31
253 251 DE 6.55 9.65 2023-01-31 2023-04-30
254 252 D 0.77 2022-06-30
255 253 D 1.11 2022-09-30
256 254 D 1.06 2022-12-31
267 265 CSX 0.51 2022-09-30
268 266 CSX 0.47 2022-12-31
269 267 CSX 0.48 2023-03-31
270 268 CSCO 0.87 0.83 2022-04-30 2022-07-31
271 269 CSCO 0.83 0.86 2022-07-31 2022-10-31
272 270 CSCO 0.86 0.88 2022-10-31 2023-01-31
273 271 CSCO 0.88 1.0 2023-01-31 2023-04-30
274 272 CRM 0.98 2022-04-30
275 273 CRM 1.19 2022-07-31
276 274 CRM 1.4 2022-10-31
303 301 BMY 1.99 2022-09-30
304 302 BMY 1.82 2022-12-31
305 303 BMY 2.05 2023-03-31
306 304 BIDU 1.66 2.18 2022-03-31 2022-06-30
307 305 BIDU 2.18 2.49 2022-06-30 2022-09-30
308 306 BIDU 2.49 2.23 2022-09-30 2022-12-31
309 307 BIDU 2.23 2.3 2022-12-31 2023-03-31
310 308 BDX 2.66 2022-06-30
311 309 BDX 2.75 2022-09-30
312 310 BDX 2.98 2022-12-31
335 333 AMGN 4.7 2022-09-30
336 334 AMGN 4.09 2022-12-31
337 335 AMGN 3.98 2023-03-31
338 336 AMAT 1.85 1.94 2022-04-30 2022-07-31
339 337 AMAT 1.94 2.03 2022-07-31 2022-10-31
340 338 AMAT 2.03 2022-10-31 2023-01-31
341 339 AMAT 2.03 2.0 2023-01-31 2023-04-30
342 340 ADBE 3.35 2022-05-31
343 341 ADBE 3.4 2022-08-31
344 342 ADBE 3.6 2022-11-30

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,99.66725122809231,98.31651359015295,111.32,39.06731462476843 0,0,AAPL,99.66725122809231,66.36553167681646,111.32,39.06731462476843
1,1,ABBV,160.98123119547898,103.97615244411915,54.12,38.816439109405074 1,1,ABBV,160.98123119547898,52.44250540564119,54.12,38.816439109405074
2,2,ABT,0.010900003867217779,94.18248515842498,60.11,104.36222986694207 2,2,ABT,0.010900003867217779,88.4847135044686,60.11,104.36222986694207
3,3,ACN,98.07248876261579,86.57279084419982,116.12,43.99884594359548 3,3,ACN,98.07248876261579,196.5348267265113,116.12,43.99884594359548
4,4,ADBE,130.64497830681407,91.163926362809,138.99,41.77566086253358 4,4,ADBE,130.64497830681407,121.33329683650732,138.99,41.77566086253358
5,5,AMAT,75.39043306730187,92.23361852718799,135.94,71.01980883066668 5,5,AMAT,75.39043306730187,107.22096954841571,135.94,71.01980883066668
6,6,AMGN,136.79045884196086,114.60273983701329,80.13,46.662518965274614 6,6,AMGN,136.79045884196086,41.63779272111307,80.13,46.662518965274614
7,7,AMZN,114.62413820054807,97.16426816089336,0.0,0.593123489053842 7,7,AMZN,114.62413820054807,70.96420763276674,0.0,0.593123489053842
8,8,APD,125.8450702813671,98.40718061826503,117.97,39.47760235265585 8,8,APD,125.8450702813671,66.0396829422447,117.97,39.47760235265585
9,9,AVGO,139.59379881714588,107.67383506360441,112.7,41.90801333540908 9,9,AVGO,139.59379881714588,47.409737426959204,112.7,41.90801333540908
10,10,BA,160.98123119547898,101.74713898363602,199.97,200.0 10,10,BA,160.98123119547898,56.68999303341564,199.97,200.0
11,11,BAC,67.36367760818494,88.31507951718758,88.12,59.31337794386356 11,11,BAC,67.36367760818494,172.62681490942356,88.12,59.31337794386356
12,12,BDX,110.18184446244406,98.54282249127898,120.23,53.09513094145142 12,12,BDX,110.18184446244406,65.56101875270619,120.23,53.09513094145142
13,13,BIDU,150.82537602985602,94.07012276659741,85.13,135.63074628505646 13,13,BIDU,150.82537602985602,89.36785915209987,85.13,135.63074628505646
14,14,BMY,160.98123119547898,102.25731708009168,90.05,57.248659978974956 14,14,BMY,160.98123119547898,55.61000755608042,90.05,57.248659978974956
15,15,CAT,133.9628473349977,103.38980113243284,134.18,105.21027752682537 15,15,CAT,133.9628473349977,53.44915611716712,134.18,105.21027752682537
16,16,CCI,48.96872890304626,116.18242410415115,53.29,37.51941455427019 16,16,CCI,48.96872890304626,40.71018606848477,53.29,37.51941455427019
17,17,CHTR,154.98194518352693,113.80963965547684,150.4,27.228633916550713 17,17,CHTR,154.98194518352693,42.145288189151366,150.4,27.228633916550713
18,18,CMCSA,146.7680629125239,100.037006519823,108.35,68.20633978961776 18,18,CMCSA,146.7680629125239,60.9072388344174,108.35,68.20633978961776
19,19,CME,70.163169032576,84.52357419362636,93.92,40.79282933144908 19,19,CME,70.163169032576,199.9999944399706,93.92,40.79282933144908
20,20,COST,80.41604288665233,89.6552871962369,115.0,36.58364459954663 20,20,COST,80.41604288665233,146.75290668120707,115.0,36.58364459954663
21,21,CRM,134.59603167296376,89.9138871087258,159.84,100.91497446549263 21,21,CRM,134.59603167296376,141.96722446585485,159.84,100.91497446549263
22,22,CSCO,120.55997440080642,87.4062787636443,108.2,42.44050233000708 22,22,CSCO,120.55997440080642,187.8181891543031,108.2,42.44050233000708
23,23,CSX,104.27713894583977,102.90903699946726,112.16,54.74916607300668 23,23,CSX,104.27713894583977,54.32939990722109,112.16,54.74916607300668
24,24,CVS,135.19103895654334,97.84615814494953,91.29,55.90979252844121 24,24,CVS,135.19103895654334,68.13585480437237,91.29,55.90979252844121
25,25,CVX,101.3396698471697,87.60547049222319,41.41,60.95337842784888 25,25,CVX,101.3396698471697,184.89508868758,41.41,60.95337842784888
26,26,D,4.3923133815296085,103.99580532697554,99.27,40.760366389641874 26,26,D,4.3923133815296085,52.4099609978203,99.27,40.760366389641874
27,27,DE,140.52774327374226,110.01633962415448,136.33,57.453186220311125 27,27,DE,140.52774327374226,45.06401997558897,136.33,57.453186220311125
28,28,DHR,87.79588678965173,93.96774483103651,85.42,82.78805519627885 28,28,DHR,87.79588678965173,90.19066851102973,85.42,82.78805519627885
29,29,DIS,141.3476576227695,94.130485905889,166.75,43.14687042534553 29,29,DIS,141.3476576227695,88.8908622945864,166.75,43.14687042534553
30,30,DUK,94.91164830660327,102.84568755075422,100.27,33.88522180364372 30,30,DUK,94.91164830660327,54.4493244587776,100.27,33.88522180364372
31,31,EXC,106.0647977464432,102.8646019071217,102.77,44.20510797449332 31,31,EXC,106.0647977464432,54.41341938145345,102.77,44.20510797449332
32,32,FDX,135.00252241230626,103.44673664354198,95.17,25.114194866864718 32,32,FDX,135.00252241230626,53.34828594370465,95.17,25.114194866864718
33,33,FIS,148.46144015856456,98.210345288726,81.72,39.63626807743001 33,33,FIS,148.46144015856456,66.7532456598581,81.72,39.63626807743001
34,34,GE,91.15790200486788,89.63783342214487,175.64,146.22351162424394 34,34,GE,91.15790200486788,147.08103270034468,175.64,146.22351162424394
35,35,GILD,151.2044952147543,101.82119479683386,82.69,67.802408084516 35,35,GILD,151.2044952147543,56.52871315531706,82.69,67.802408084516
36,36,GOOGL,140.11321872176285,86.7709752169185,153.22,20.354197361697015 36,36,GOOGL,140.11321872176285,195.01205475339648,153.22,20.354197361697015
37,37,GS,118.74543520148052,92.43373079581896,77.22,36.94371228161387 37,37,GS,118.74543520148052,104.91754173574667,77.22,36.94371228161387
38,38,HD,126.71316498144698,112.51872406984991,81.72,39.445926743799376 38,38,HD,126.71316498144698,43.03978176601594,81.72,39.445926743799376
39,39,HON,114.29369431763827,97.86595969789516,110.23,45.880078753481484 39,39,HON,114.29369431763827,68.05851146515485,110.23,45.880078753481484
40,40,IBM,118.4751329913031,104.23187757827307,104.36,40.56599243772292 40,40,IBM,118.4751329913031,52.02481130473244,104.36,40.56599243772292
41,41,INTC,30.39471860378832,95.677323785779,101.37,11.620366089371919 41,41,INTC,30.39471860378832,78.46005320973636,101.37,11.620366089371919
42,42,ISRG,86.49035040805836,162.59083582521865,147.05,36.25598063973711 42,42,ISRG,86.49035040805836,49.498626511899,147.05,36.25598063973711
43,43,JNJ,63.72903613156852,93.00187150762662,92.98,49.25049996292883 43,43,JNJ,63.72903613156852,98.89324695085209,92.98,49.25049996292883
44,44,JPM,88.97475154629515,89.31046245744558,53.49,75.5222345002856 44,44,JPM,88.97475154629515,153.33382263164697,53.49,75.5222345002856
45,45,KO,83.43140990057667,103.05362473740583,101.12,51.0539972645096 45,45,KO,83.43140990057667,54.05918775871132,101.12,51.0539972645096
46,46,LIN,85.4463293760633,93.99484522105689,113.68,175.39951162067177 46,46,LIN,85.4463293760633,89.97115353516222,113.68,175.39951162067177
47,47,LLY,123.56822878561087,99.45014869178354,173.14,27.798098864965354 47,47,LLY,123.56822878561087,62.60962660154526,173.14,27.798098864965354
48,48,LMT,89.63955979696466,96.31968386438065,125.16,34.939329264522925 48,48,LMT,89.63955979696466,74.97011666247903,125.16,34.939329264522925
49,49,LOW,137.92406986378234,122.2069125106621,108.64,50.03421862699726 49,49,LOW,137.92406986378234,37.942774645770555,108.64,50.03421862699726
50,50,LRCX,126.45062656347639,95.17472478253877,72.08,75.89863458999143 50,50,LRCX,126.45062656347639,81.50472102113417,72.08,75.89863458999143
51,51,MA,131.41764068463203,101.45855627624437,162.13,49.54808199123212 51,51,MA,131.41764068463203,57.33384578800031,162.13,49.54808199123212
52,52,MCD,79.58085418616103,124.44749144443416,114.02,56.192189033719856 52,52,MCD,79.58085418616103,37.14128945781223,114.02,56.192189033719856
53,53,MCO,119.54500732824769,107.65547799347964,131.24,64.35179405953912 53,53,MCO,119.54500732824769,47.43024635444107,131.24,64.35179405953912
54,54,MDT,108.42969734788738,96.91340093914748,76.89,35.51979739263485 54,54,MDT,108.42969734788738,72.09166633965734,76.89,35.51979739263485
55,55,MMC,114.22021877736745,103.08627049713063,119.66,43.01166990391676 55,55,MMC,114.22021877736745,53.998842198480105,119.66,43.01166990391676
56,56,MMM,60.91079809533632,99.03651242896578,79.75,51.5498465941439 56,56,MMM,60.91079809533632,63.90352156150345,79.75,51.5498465941439
57,57,MO,9.33315076334979,114.3874993265431,90.89,34.42332481903656 57,57,MO,9.33315076334979,41.77257707398821,90.89,34.42332481903656
58,58,MRK,112.94421971054255,96.12002977606059,112.06,61.12301790550875 58,58,MRK,112.94421971054255,76.0102792430849,112.06,61.12301790550875
59,59,MSFT,113.26609475449267,90.65878911584693,132.72,42.574394371216634 59,59,MSFT,113.26609475449267,129.13298836649895,132.72,42.574394371216634
60,60,NEE,105.90038834256646,102.68954092607326,115.15,71.52441621014867 60,60,NEE,105.90038834256646,54.74899947615555,115.15,71.52441621014867
61,61,NFLX,129.11959281556602,96.59459606996451,166.33,76.7954778466989 61,61,NFLX,129.11959281556602,73.59886372009423,166.33,76.7954778466989
62,62,NKE,119.51855642731759,98.23278353999464,113.97,117.48351818421081 62,62,NKE,119.51855642731759,66.67074321544456,113.97,117.48351818421081
63,63,NSC,96.88076222678136,100.6852752390402,98.62,49.3247825186535 63,63,NSC,96.88076222678136,59.188937679864566,98.62,49.3247825186535
64,64,NVDA,82.25461700620143,96.42166681686537,164.85,6.926609061624467 64,64,NVDA,82.25461700620143,74.4533858647976,164.85,6.926609061624467
65,65,ORCL,122.92734777644266,114.74729836277669,116.42,46.376925277680336 65,65,ORCL,122.92734777644266,41.548459098001416,116.42,46.376925277680336
66,66,PEP,87.131497664537,103.66512981074482,110.23,53.91814705158701 66,66,PEP,87.131497664537,52.96770941659908,110.23,53.91814705158701
67,67,PFE,140.47340520393576,91.44397529903016,22.44,116.51242007359423 67,67,PFE,140.47340520393576,117.33062086687076,22.44,116.51242007359423
68,68,PG,64.31230077832718,97.20546813505418,98.17,38.07115813063641 68,68,PG,64.31230077832718,70.78374002008977,98.17,38.07115813063641
69,69,PM,109.50100591046719,117.45318957281012,108.25,48.18188763164932 69,69,PM,109.50100591046719,40.03460385353996,108.25,48.18188763164932
70,70,PYPL,151.48799177385294,89.77722451354893,146.26,60.19328753757178 70,70,PYPL,151.48799177385294,144.477957779145,146.26,60.19328753757178
71,71,SCHW,129.0234669420565,86.63564172931416,119.99,45.70354212187421 71,71,SCHW,129.0234669420565,196.0891176710779,119.99,45.70354212187421
72,72,SO,84.46652562371243,103.68426702044255,107.75,71.93845531637749 72,72,SO,84.46652562371243,52.934831801195735,107.75,71.93845531637749
73,73,SPG,1.1854441448309712,117.68742434792289,114.17,75.66329877350253 73,73,SPG,1.1854441448309712,39.91624507014297,114.17,75.66329877350253
74,74,SPGI,114.22266821500354,92.35346454532126,133.43,43.418194870339185 74,74,SPGI,114.22266821500354,105.82958475937723,133.43,43.418194870339185
75,75,T,61.586410114552315,100.96624467499457,69.11,59.731454906145466 75,75,T,61.586410114552315,58.49189947763173,69.11,59.731454906145466
76,76,TGT,146.61361867919015,99.71524228634202,41.98,28.280252582031757 76,76,TGT,146.61361867919015,61.82217064046817,41.98,28.280252582031757
77,77,TMO,73.99122697155062,100.22707997975996,114.02,50.826203770832095 77,77,TMO,73.99122697155062,60.38671518508789,114.02,50.826203770832095
78,78,TMUS,155.01159044367853,107.0127618105869,199.49,58.89699852799944 78,78,TMUS,155.01159044367853,48.17225938313191,199.49,58.89699852799944
79,79,TSLA,129.88191763420065,84.96764637366414,124.08,62.575536448354775 79,79,TSLA,129.88191763420065,199.99687772267245,124.08,62.575536448354775
80,80,TXN,95.34312077123577,99.06053996559143,120.95,61.63351739609634 80,80,TXN,95.34312077123577,63.82608388490933,120.95,61.63351739609634
81,81,UNH,130.59286903995337,94.66849120588603,134.93,50.071745102527345 81,81,UNH,130.59286903995337,84.89118704487024,134.93,50.071745102527345
82,82,UNP,102.08194911395603,107.3396428258993,116.17,39.50929713815176 82,82,UNP,102.08194911395603,47.78896102415891,116.17,39.50929713815176
83,83,UPS,109.31516556780723,99.91974057004741,89.41,42.27357028519867 83,83,UPS,109.31516556780723,61.23566132359956,89.41,42.27357028519867
84,84,USB,142.45442985947,90.02273556457382,90.49,41.1838844914599 84,84,USB,142.45442985947,139.9993021005325,90.49,41.1838844914599
85,85,V,132.2376969692613,95.28520596906688,141.79,61.08058325638432 85,85,V,132.2376969692613,80.8097095034298,141.79,61.08058325638432
86,86,VZ,25.824157206441292,104.70865363132539,70.84,35.57825810344986 86,86,VZ,25.824157206441292,51.278180522481826,70.84,35.57825810344986
87,87,WFC,147.69065957371842,89.57452016283523,99.67,19.075069084803722 87,87,WFC,147.69065957371842,148.2762330181531,99.67,19.075069084803722
88,88,WMT,80.94310440425323,95.19788921696505,98.07,80.66162547687941 88,88,WMT,80.94310440425323,81.35774870114794,98.07,80.66162547687941
89,89,XOM,125.08994915257153,88.56559789350317,32.26,74.58447727917255 89,89,XOM,125.08994915257153,167.8541937577409,32.26,74.58447727917255

1 Unnamed: 0 Ticker Valuation Financial Health Estimated Growth Past Performance
2 0 0 AAPL 99.66725122809231 98.31651359015295 66.36553167681646 111.32 39.06731462476843
3 1 1 ABBV 160.98123119547898 103.97615244411915 52.44250540564119 54.12 38.816439109405074
4 2 2 ABT 0.010900003867217779 94.18248515842498 88.4847135044686 60.11 104.36222986694207
5 3 3 ACN 98.07248876261579 86.57279084419982 196.5348267265113 116.12 43.99884594359548
6 4 4 ADBE 130.64497830681407 91.163926362809 121.33329683650732 138.99 41.77566086253358
7 5 5 AMAT 75.39043306730187 92.23361852718799 107.22096954841571 135.94 71.01980883066668
8 6 6 AMGN 136.79045884196086 114.60273983701329 41.63779272111307 80.13 46.662518965274614
9 7 7 AMZN 114.62413820054807 97.16426816089336 70.96420763276674 0.0 0.593123489053842
10 8 8 APD 125.8450702813671 98.40718061826503 66.0396829422447 117.97 39.47760235265585
11 9 9 AVGO 139.59379881714588 107.67383506360441 47.409737426959204 112.7 41.90801333540908
12 10 10 BA 160.98123119547898 101.74713898363602 56.68999303341564 199.97 200.0
13 11 11 BAC 67.36367760818494 88.31507951718758 172.62681490942356 88.12 59.31337794386356
14 12 12 BDX 110.18184446244406 98.54282249127898 65.56101875270619 120.23 53.09513094145142
15 13 13 BIDU 150.82537602985602 94.07012276659741 89.36785915209987 85.13 135.63074628505646
16 14 14 BMY 160.98123119547898 102.25731708009168 55.61000755608042 90.05 57.248659978974956
17 15 15 CAT 133.9628473349977 103.38980113243284 53.44915611716712 134.18 105.21027752682537
18 16 16 CCI 48.96872890304626 116.18242410415115 40.71018606848477 53.29 37.51941455427019
19 17 17 CHTR 154.98194518352693 113.80963965547684 42.145288189151366 150.4 27.228633916550713
20 18 18 CMCSA 146.7680629125239 100.037006519823 60.9072388344174 108.35 68.20633978961776
21 19 19 CME 70.163169032576 84.52357419362636 199.9999944399706 93.92 40.79282933144908
22 20 20 COST 80.41604288665233 89.6552871962369 146.75290668120707 115.0 36.58364459954663
23 21 21 CRM 134.59603167296376 89.9138871087258 141.96722446585485 159.84 100.91497446549263
24 22 22 CSCO 120.55997440080642 87.4062787636443 187.8181891543031 108.2 42.44050233000708
25 23 23 CSX 104.27713894583977 102.90903699946726 54.32939990722109 112.16 54.74916607300668
26 24 24 CVS 135.19103895654334 97.84615814494953 68.13585480437237 91.29 55.90979252844121
27 25 25 CVX 101.3396698471697 87.60547049222319 184.89508868758 41.41 60.95337842784888
28 26 26 D 4.3923133815296085 103.99580532697554 52.4099609978203 99.27 40.760366389641874
29 27 27 DE 140.52774327374226 110.01633962415448 45.06401997558897 136.33 57.453186220311125
30 28 28 DHR 87.79588678965173 93.96774483103651 90.19066851102973 85.42 82.78805519627885
31 29 29 DIS 141.3476576227695 94.130485905889 88.8908622945864 166.75 43.14687042534553
32 30 30 DUK 94.91164830660327 102.84568755075422 54.4493244587776 100.27 33.88522180364372
33 31 31 EXC 106.0647977464432 102.8646019071217 54.41341938145345 102.77 44.20510797449332
34 32 32 FDX 135.00252241230626 103.44673664354198 53.34828594370465 95.17 25.114194866864718
35 33 33 FIS 148.46144015856456 98.210345288726 66.7532456598581 81.72 39.63626807743001
36 34 34 GE 91.15790200486788 89.63783342214487 147.08103270034468 175.64 146.22351162424394
37 35 35 GILD 151.2044952147543 101.82119479683386 56.52871315531706 82.69 67.802408084516
38 36 36 GOOGL 140.11321872176285 86.7709752169185 195.01205475339648 153.22 20.354197361697015
39 37 37 GS 118.74543520148052 92.43373079581896 104.91754173574667 77.22 36.94371228161387
40 38 38 HD 126.71316498144698 112.51872406984991 43.03978176601594 81.72 39.445926743799376
41 39 39 HON 114.29369431763827 97.86595969789516 68.05851146515485 110.23 45.880078753481484
42 40 40 IBM 118.4751329913031 104.23187757827307 52.02481130473244 104.36 40.56599243772292
43 41 41 INTC 30.39471860378832 95.677323785779 78.46005320973636 101.37 11.620366089371919
44 42 42 ISRG 86.49035040805836 162.59083582521865 49.498626511899 147.05 36.25598063973711
45 43 43 JNJ 63.72903613156852 93.00187150762662 98.89324695085209 92.98 49.25049996292883
46 44 44 JPM 88.97475154629515 89.31046245744558 153.33382263164697 53.49 75.5222345002856
47 45 45 KO 83.43140990057667 103.05362473740583 54.05918775871132 101.12 51.0539972645096
48 46 46 LIN 85.4463293760633 93.99484522105689 89.97115353516222 113.68 175.39951162067177
49 47 47 LLY 123.56822878561087 99.45014869178354 62.60962660154526 173.14 27.798098864965354
50 48 48 LMT 89.63955979696466 96.31968386438065 74.97011666247903 125.16 34.939329264522925
51 49 49 LOW 137.92406986378234 122.2069125106621 37.942774645770555 108.64 50.03421862699726
52 50 50 LRCX 126.45062656347639 95.17472478253877 81.50472102113417 72.08 75.89863458999143
53 51 51 MA 131.41764068463203 101.45855627624437 57.33384578800031 162.13 49.54808199123212
54 52 52 MCD 79.58085418616103 124.44749144443416 37.14128945781223 114.02 56.192189033719856
55 53 53 MCO 119.54500732824769 107.65547799347964 47.43024635444107 131.24 64.35179405953912
56 54 54 MDT 108.42969734788738 96.91340093914748 72.09166633965734 76.89 35.51979739263485
57 55 55 MMC 114.22021877736745 103.08627049713063 53.998842198480105 119.66 43.01166990391676
58 56 56 MMM 60.91079809533632 99.03651242896578 63.90352156150345 79.75 51.5498465941439
59 57 57 MO 9.33315076334979 114.3874993265431 41.77257707398821 90.89 34.42332481903656
60 58 58 MRK 112.94421971054255 96.12002977606059 76.0102792430849 112.06 61.12301790550875
61 59 59 MSFT 113.26609475449267 90.65878911584693 129.13298836649895 132.72 42.574394371216634
62 60 60 NEE 105.90038834256646 102.68954092607326 54.74899947615555 115.15 71.52441621014867
63 61 61 NFLX 129.11959281556602 96.59459606996451 73.59886372009423 166.33 76.7954778466989
64 62 62 NKE 119.51855642731759 98.23278353999464 66.67074321544456 113.97 117.48351818421081
65 63 63 NSC 96.88076222678136 100.6852752390402 59.188937679864566 98.62 49.3247825186535
66 64 64 NVDA 82.25461700620143 96.42166681686537 74.4533858647976 164.85 6.926609061624467
67 65 65 ORCL 122.92734777644266 114.74729836277669 41.548459098001416 116.42 46.376925277680336
68 66 66 PEP 87.131497664537 103.66512981074482 52.96770941659908 110.23 53.91814705158701
69 67 67 PFE 140.47340520393576 91.44397529903016 117.33062086687076 22.44 116.51242007359423
70 68 68 PG 64.31230077832718 97.20546813505418 70.78374002008977 98.17 38.07115813063641
71 69 69 PM 109.50100591046719 117.45318957281012 40.03460385353996 108.25 48.18188763164932
72 70 70 PYPL 151.48799177385294 89.77722451354893 144.477957779145 146.26 60.19328753757178
73 71 71 SCHW 129.0234669420565 86.63564172931416 196.0891176710779 119.99 45.70354212187421
74 72 72 SO 84.46652562371243 103.68426702044255 52.934831801195735 107.75 71.93845531637749
75 73 73 SPG 1.1854441448309712 117.68742434792289 39.91624507014297 114.17 75.66329877350253
76 74 74 SPGI 114.22266821500354 92.35346454532126 105.82958475937723 133.43 43.418194870339185
77 75 75 T 61.586410114552315 100.96624467499457 58.49189947763173 69.11 59.731454906145466
78 76 76 TGT 146.61361867919015 99.71524228634202 61.82217064046817 41.98 28.280252582031757
79 77 77 TMO 73.99122697155062 100.22707997975996 60.38671518508789 114.02 50.826203770832095
80 78 78 TMUS 155.01159044367853 107.0127618105869 48.17225938313191 199.49 58.89699852799944
81 79 79 TSLA 129.88191763420065 84.96764637366414 199.99687772267245 124.08 62.575536448354775
82 80 80 TXN 95.34312077123577 99.06053996559143 63.82608388490933 120.95 61.63351739609634
83 81 81 UNH 130.59286903995337 94.66849120588603 84.89118704487024 134.93 50.071745102527345
84 82 82 UNP 102.08194911395603 107.3396428258993 47.78896102415891 116.17 39.50929713815176
85 83 83 UPS 109.31516556780723 99.91974057004741 61.23566132359956 89.41 42.27357028519867
86 84 84 USB 142.45442985947 90.02273556457382 139.9993021005325 90.49 41.1838844914599
87 85 85 V 132.2376969692613 95.28520596906688 80.8097095034298 141.79 61.08058325638432
88 86 86 VZ 25.824157206441292 104.70865363132539 51.278180522481826 70.84 35.57825810344986
89 87 87 WFC 147.69065957371842 89.57452016283523 148.2762330181531 99.67 19.075069084803722
90 88 88 WMT 80.94310440425323 95.19788921696505 81.35774870114794 98.07 80.66162547687941
91 89 89 XOM 125.08994915257153 88.56559789350317 167.8541937577409 32.26 74.58447727917255

1829022
Elaborated_Data/price_history_data.csv
View file

File diff suppressed because it is too large Load diff

12
indexer/indexer.py
View file

@ -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['TotalDebt']
except KeyError: except KeyError:
return 2.0 return 2.0
@ -95,20 +95,18 @@ def normalizer():
''' Normalize the dataframe columns to a range between 0 and 200''' ''' Normalize the dataframe columns to a range between 0 and 200'''
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**( 0.9*(not_normalized['Financial Health'].mean()-not_normalized['Financial Health'])))) #FINANCIAL HEALTH STAT fh_values= (200/(1+math.e**( -0.4*(-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
View file

File diff suppressed because one or more lines are too long