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Last changes for indexer

This commit is contained in:
Pietro Rodolfo Masera 2023-05-30 16:40:26 +02:00
parent 66baa0344d
commit 81dd531e03
2 changed files with 94 additions and 93 deletions
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180
Elaborated_Data/normalized_data.csv
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@ -1,91 +1,91 @@
,Unnamed: 0,Ticker,Valuation,Financial Health,Estimated Growth,Past Performance
0,0,AAPL,99.66725122809231,66.36553167681646,111.32,39.06731462476843
1,1,ABBV,160.98123119547898,52.44250540564119,54.12,38.816439109405074
2,2,ABT,0.010900003867217779,88.4847135044686,60.11,104.36222986694207
3,3,ACN,98.07248876261579,196.5348267265113,116.12,43.99884594359548
4,4,ADBE,130.64497830681407,121.33329683650732,138.99,41.77566086253358
5,5,AMAT,75.39043306730187,107.22096954841571,135.94,71.01980883066668
6,6,AMGN,136.79045884196086,41.63779272111307,80.13,46.662518965274614
7,7,AMZN,114.62413820054807,70.96420763276674,0.0,0.593123489053842
8,8,APD,125.8450702813671,66.0396829422447,117.97,39.47760235265585
9,9,AVGO,139.59379881714588,47.409737426959204,112.7,41.90801333540908
10,10,BA,160.98123119547898,56.68999303341564,199.97,200.0
11,11,BAC,67.36367760818494,172.62681490942356,88.12,59.31337794386356
12,12,BDX,110.18184446244406,65.56101875270619,120.23,53.09513094145142
13,13,BIDU,150.82537602985602,89.36785915209987,85.13,135.63074628505646
14,14,BMY,160.98123119547898,55.61000755608042,90.05,57.248659978974956
15,15,CAT,133.9628473349977,53.44915611716712,134.18,105.21027752682537
16,16,CCI,48.96872890304626,40.71018606848477,53.29,37.51941455427019
17,17,CHTR,154.98194518352693,42.145288189151366,150.4,27.228633916550713
18,18,CMCSA,146.7680629125239,60.9072388344174,108.35,68.20633978961776
19,19,CME,70.163169032576,199.9999944399706,93.92,40.79282933144908
20,20,COST,80.41604288665233,146.75290668120707,115.0,36.58364459954663
21,21,CRM,134.59603167296376,141.96722446585485,159.84,100.91497446549263
22,22,CSCO,120.55997440080642,187.8181891543031,108.2,42.44050233000708
23,23,CSX,104.27713894583977,54.32939990722109,112.16,54.74916607300668
24,24,CVS,135.19103895654334,68.13585480437237,91.29,55.90979252844121
25,25,CVX,101.3396698471697,184.89508868758,41.41,60.95337842784888
26,26,D,4.3923133815296085,52.4099609978203,99.27,40.760366389641874
27,27,DE,140.52774327374226,45.06401997558897,136.33,57.453186220311125
28,28,DHR,87.79588678965173,90.19066851102973,85.42,82.78805519627885
29,29,DIS,141.3476576227695,88.8908622945864,166.75,43.14687042534553
30,30,DUK,94.91164830660327,54.4493244587776,100.27,33.88522180364372
31,31,EXC,106.0647977464432,54.41341938145345,102.77,44.20510797449332
32,32,FDX,135.00252241230626,53.34828594370465,95.17,25.114194866864718
33,33,FIS,148.46144015856456,66.7532456598581,81.72,39.63626807743001
34,34,GE,91.15790200486788,147.08103270034468,175.64,146.22351162424394
35,35,GILD,151.2044952147543,56.52871315531706,82.69,67.802408084516
36,36,GOOGL,140.11321872176285,195.01205475339648,153.22,20.354197361697015
37,37,GS,118.74543520148052,104.91754173574667,77.22,36.94371228161387
38,38,HD,126.71316498144698,43.03978176601594,81.72,39.445926743799376
39,39,HON,114.29369431763827,68.05851146515485,110.23,45.880078753481484
40,40,IBM,118.4751329913031,52.02481130473244,104.36,40.56599243772292
41,41,INTC,30.39471860378832,78.46005320973636,101.37,11.620366089371919
42,42,ISRG,86.49035040805836,49.498626511899,147.05,36.25598063973711
43,43,JNJ,63.72903613156852,98.89324695085209,92.98,49.25049996292883
44,44,JPM,88.97475154629515,153.33382263164697,53.49,75.5222345002856
45,45,KO,83.43140990057667,54.05918775871132,101.12,51.0539972645096
46,46,LIN,85.4463293760633,89.97115353516222,113.68,175.39951162067177
47,47,LLY,123.56822878561087,62.60962660154526,173.14,27.798098864965354
48,48,LMT,89.63955979696466,74.97011666247903,125.16,34.939329264522925
49,49,LOW,137.92406986378234,37.942774645770555,108.64,50.03421862699726
50,50,LRCX,126.45062656347639,81.50472102113417,72.08,75.89863458999143
51,51,MA,131.41764068463203,57.33384578800031,162.13,49.54808199123212
52,52,MCD,79.58085418616103,37.14128945781223,114.02,56.192189033719856
53,53,MCO,119.54500732824769,47.43024635444107,131.24,64.35179405953912
54,54,MDT,108.42969734788738,72.09166633965734,76.89,35.51979739263485
55,55,MMC,114.22021877736745,53.998842198480105,119.66,43.01166990391676
56,56,MMM,60.91079809533632,63.90352156150345,79.75,51.5498465941439
57,57,MO,9.33315076334979,41.77257707398821,90.89,34.42332481903656
58,58,MRK,112.94421971054255,76.0102792430849,112.06,61.12301790550875
59,59,MSFT,113.26609475449267,129.13298836649895,132.72,42.574394371216634
60,60,NEE,105.90038834256646,54.74899947615555,115.15,71.52441621014867
61,61,NFLX,129.11959281556602,73.59886372009423,166.33,76.7954778466989
62,62,NKE,119.51855642731759,66.67074321544456,113.97,117.48351818421081
63,63,NSC,96.88076222678136,59.188937679864566,98.62,49.3247825186535
64,64,NVDA,82.25461700620143,74.4533858647976,164.85,6.926609061624467
65,65,ORCL,122.92734777644266,41.548459098001416,116.42,46.376925277680336
66,66,PEP,87.131497664537,52.96770941659908,110.23,53.91814705158701
67,67,PFE,140.47340520393576,117.33062086687076,22.44,116.51242007359423
68,68,PG,64.31230077832718,70.78374002008977,98.17,38.07115813063641
69,69,PM,109.50100591046719,40.03460385353996,108.25,48.18188763164932
70,70,PYPL,151.48799177385294,144.477957779145,146.26,60.19328753757178
71,71,SCHW,129.0234669420565,196.0891176710779,119.99,45.70354212187421
72,72,SO,84.46652562371243,52.934831801195735,107.75,71.93845531637749
73,73,SPG,1.1854441448309712,39.91624507014297,114.17,75.66329877350253
74,74,SPGI,114.22266821500354,105.82958475937723,133.43,43.418194870339185
75,75,T,61.586410114552315,58.49189947763173,69.11,59.731454906145466
76,76,TGT,146.61361867919015,61.82217064046817,41.98,28.280252582031757
77,77,TMO,73.99122697155062,60.38671518508789,114.02,50.826203770832095
78,78,TMUS,155.01159044367853,48.17225938313191,199.49,58.89699852799944
79,79,TSLA,129.88191763420065,199.99687772267245,124.08,62.575536448354775
80,80,TXN,95.34312077123577,63.82608388490933,120.95,61.63351739609634
81,81,UNH,130.59286903995337,84.89118704487024,134.93,50.071745102527345
82,82,UNP,102.08194911395603,47.78896102415891,116.17,39.50929713815176
83,83,UPS,109.31516556780723,61.23566132359956,89.41,42.27357028519867
84,84,USB,142.45442985947,139.9993021005325,90.49,41.1838844914599
85,85,V,132.2376969692613,80.8097095034298,141.79,61.08058325638432
86,86,VZ,25.824157206441292,51.278180522481826,70.84,35.57825810344986
87,87,WFC,147.69065957371842,148.2762330181531,99.67,19.075069084803722
88,88,WMT,80.94310440425323,81.35774870114794,98.07,80.66162547687941
89,89,XOM,125.08994915257153,167.8541937577409,32.26,74.58447727917255
0,0,AAPL,105.20185265325186,91.27312587891294,111.32,66.0148171052622
1,1,ABBV,200.0,87.14034308193199,54.12,65.83803735194121
2,2,ABT,3.502927155884448,97.10915729637422,60.11,102.18215353548281
3,3,ACN,102.99006147737678,146.5852111543022,116.12,69.37291802458431
4,4,ADBE,157.08692422406043,105.41122532364618,138.99,67.88534342574849
5,5,AMAT,75.81577697045441,101.80819279063635,135.94,85.19217777229771
6,6,AMGN,168.77019572724964,83.45503615220474,80.13,71.10456290005165
7,7,AMZN,128.19260030021755,92.5399579016255,0.0,10.343561187034048
8,8,APD,148.0669503043199,91.18186622650158,117.97,66.30259668856391
9,9,AVGO,174.0182170622495,85.49149673125568,112.7,67.97505869592548
10,10,BA,200.0,88.45899771456277,199.97,200.0
11,11,BAC,67.79173261178073,122.62143587847078,88.12,78.73693105719734
12,12,BDX,120.9311241861305,91.04741945362844,120.23,75.0926302092075
13,13,BIDU,192.47942261306,97.33251356390144,85.13,118.41983126540988
14,14,BMY,200.0,88.1293000093566,90.05,77.54667138353885
15,15,CAT,163.40118417419154,87.45836482385222,134.18,102.60690920936649
16,16,CCI,51.60759610039482,83.11031841390277,53.29,64.9139252760998
17,17,CHTR,197.12970389804275,83.64140709738348,150.4,56.834816031842664
18,18,CMCSA,186.53241729625944,89.7141435974903,108.35,83.67975731415228
19,19,CME,70.51225582214956,197.45041307754047,93.92,67.21432356277394
20,20,COST,81.21604015295037,112.60518280329671,115.0,64.2361867612725
21,21,CRM,164.6066568792097,111.13597542401217,159.84,100.45749680810641
22,22,CSCO,138.45301784981535,132.92094138672394,108.2,68.3344933392558
23,23,CSX,111.84871270542078,87.73355418263719,112.16,76.0800366682177
24,24,CVS,165.73828672281633,91.7653314706724,91.29,76.76473012861851
25,25,CVX,107.56926163193683,130.32510900427462,41.41,79.66975386460486
26,26,D,15.290217372440877,87.1300009352824,99.27,67.19201264338382
27,27,DE,175.73738275715903,84.68485645841167,136.33,77.66540274605386
28,28,DHR,89.74740588127347,97.54025196764677,85.42,91.32932741301067
29,29,DIS,177.2304186526414,97.211927884558,166.75,68.80763358274393
30,30,DUK,98.73477290665436,87.77084286355695,100.27,62.22564604607788
31,31,EXC,114.53011384059165,87.75968377384388,102.77,69.50891012595386
32,32,FDX,165.3799074709708,87.42665956706824,95.17,54.96214905661287
33,33,FIS,189.15029196529755,91.38143775152557,81.72,66.41344938655487
34,34,GE,93.89495615810021,112.70868281352884,175.64,124.49891622222334
35,35,GILD,192.9724525123606,88.40999016045565,82.69,83.46083095677405
36,36,GOOGL,174.97659262783273,142.86606486439246,153.22,50.36697854819834
37,37,GS,135.25159681247422,101.23031576744079,77.22,64.49809547105107
38,38,HD,149.68177206214273,83.96621489926906,81.72,66.28043734328139
39,39,HON,127.63986325220993,91.74395100952218,110.23,70.60128984661448
40,40,IBM,134.77945084892974,87.00731101342731,104.36,67.05822404426115
41,41,INTC,37.22910058041551,94.53478392384825,101.37,39.79063206782623
42,42,ISRG,88.1824052503914,86.18849955277852,147.05,63.99659688732255
43,43,JNJ,64.37383689552667,99.72330114583912,92.98,72.7395741022917
44,44,JPM,91.18219867928472,114.76133290510394,53.49,87.57208391417619
45,45,KO,84.61107192396322,87.64935894296252,101.12,73.8539904481114
46,46,LIN,86.94865586807126,97.48486218669902,113.68,145.50692299373404
47,47,LLY,143.87624697553244,90.20764020964458,173.14,57.3242838499275
48,48,LMT,92.00055125094745,93.61540663667986,125.16,63.02141545211876
49,49,LOW,170.9052945742457,82.04827653234443,108.64,73.22625178253621
50,50,LRCX,149.19248955823937,95.32575646727052,72.08,87.76904354555414
51,51,MA,158.55479153795613,88.65386527495919,162.13,72.92481223231144
52,52,MCD,80.29678974670271,81.7305112785843,114.02,76.93034944230925
53,53,MCO,136.65551753769535,85.49843400732152,131.24,81.57050820275153
54,54,MDT,118.16829492456176,92.8450544959632,76.89,63.45384058629298
55,55,MMC,127.51723231747657,87.63052220000459,119.66,68.71739139872444
56,56,MMM,61.806185203921274,90.57815945543335,79.75,74.15702943811968
57,57,MO,20.53657072101916,83.5046846085962,90.89,62.63359712085422
58,58,MRK,125.4034643977795,93.89099066030111,112.06,79.7656401374788
59,59,MSFT,125.93383004616338,107.48643824754653,132.72,68.42449476554214
60,60,NEE,114.28104697519642,87.86381321251984,115.15,85.46125669802359
61,61,NFLX,154.19903240107166,93.24989411142877,166.33,88.23720618918928
62,62,NKE,136.60890150159412,91.35841457629517,113.97,108.80960310364354
63,63,NSC,101.36586853042037,89.20863062134259,98.62,72.7858647538479
64,64,NVDA,83.27167524546657,93.4779727148943,164.85,31.849171398287666
65,65,ORCL,142.70944266140097,83.42206901803506,116.42,70.92136793998438
66,66,PEP,88.94786061768049,87.30671593584621,110.23,75.58570064005832
67,67,PFE,175.63787032294806,104.37403854217264,22.44,108.31326906980352
68,68,PG,64.91401871892884,92.49093498053787,98.17,65.30915014958158
69,69,PM,119.85073876884272,82.85582774836678,108.25,72.06978657720182
70,70,PYPL,193.33300975831932,111.897714400579,146.26,79.23875043299401
71,71,SCHW,154.01759201257377,145.37010019920012,119.99,70.48713540796912
72,72,SO,85.80487600994968,87.29633007414964,107.75,85.681572457534
73,73,SPG,9.996654397458014,82.81093561235873,114.17,87.64593238546239
74,74,SPGI,127.52131883874166,101.45894697883429,133.43,68.98828676742554
75,75,T,62.4154643001036,89.00131684237897,69.11,78.97575456014215
76,76,TGT,186.2853419515832,89.98024192579905,41.98,57.73409404457928
77,77,TMO,74.36621243620229,89.5618195230685,114.02,73.71429954550699
78,78,TMUS,197.15621675792158,85.74814478393527,199.49,78.49836132485574
79,79,TSLA,155.64037394861813,188.17185266067338,124.08,80.58222343783717
80,80,TXN,99.30575999707457,90.55609065377291,120.95,80.05353115294714
81,81,UNH,156.98803331417588,96.19549222156785,134.93,73.24946125157986
82,82,UNP,108.63594543845102,85.61946199526078,116.17,66.32475976772288
83,83,UPS,119.5573457818638,89.80989999120914,89.41,68.2220717003117
84,84,USB,179.21741918122777,110.5515927499423,90.49,67.4823393537137
85,85,V,160.11517917436944,95.1460154537915,141.79,79.74166492408365
86,86,VZ,33.803385687015506,86.76789485014307,70.84,63.49717039153255
87,87,WFC,187.98025116241868,113.0889697385693,99.67,49.02255338919394
88,88,WMT,81.80078636041182,95.28778506125856,98.07,90.23868149368765
89,89,XOM,146.6696098368374,120.37115026559049,32.26,87.08011637537514

1 Unnamed: 0 Ticker Valuation Financial Health Estimated Growth Past Performance
2 0 0 AAPL 99.66725122809231 105.20185265325186 66.36553167681646 91.27312587891294 111.32 39.06731462476843 66.0148171052622
3 1 1 ABBV 160.98123119547898 200.0 52.44250540564119 87.14034308193199 54.12 38.816439109405074 65.83803735194121
4 2 2 ABT 0.010900003867217779 3.502927155884448 88.4847135044686 97.10915729637422 60.11 104.36222986694207 102.18215353548281
5 3 3 ACN 98.07248876261579 102.99006147737678 196.5348267265113 146.5852111543022 116.12 43.99884594359548 69.37291802458431
6 4 4 ADBE 130.64497830681407 157.08692422406043 121.33329683650732 105.41122532364618 138.99 41.77566086253358 67.88534342574849
7 5 5 AMAT 75.39043306730187 75.81577697045441 107.22096954841571 101.80819279063635 135.94 71.01980883066668 85.19217777229771
8 6 6 AMGN 136.79045884196086 168.77019572724964 41.63779272111307 83.45503615220474 80.13 46.662518965274614 71.10456290005165
9 7 7 AMZN 114.62413820054807 128.19260030021755 70.96420763276674 92.5399579016255 0.0 0.593123489053842 10.343561187034048
10 8 8 APD 125.8450702813671 148.0669503043199 66.0396829422447 91.18186622650158 117.97 39.47760235265585 66.30259668856391
11 9 9 AVGO 139.59379881714588 174.0182170622495 47.409737426959204 85.49149673125568 112.7 41.90801333540908 67.97505869592548
12 10 10 BA 160.98123119547898 200.0 56.68999303341564 88.45899771456277 199.97 200.0
13 11 11 BAC 67.36367760818494 67.79173261178073 172.62681490942356 122.62143587847078 88.12 59.31337794386356 78.73693105719734
14 12 12 BDX 110.18184446244406 120.9311241861305 65.56101875270619 91.04741945362844 120.23 53.09513094145142 75.0926302092075
15 13 13 BIDU 150.82537602985602 192.47942261306 89.36785915209987 97.33251356390144 85.13 135.63074628505646 118.41983126540988
16 14 14 BMY 160.98123119547898 200.0 55.61000755608042 88.1293000093566 90.05 57.248659978974956 77.54667138353885
17 15 15 CAT 133.9628473349977 163.40118417419154 53.44915611716712 87.45836482385222 134.18 105.21027752682537 102.60690920936649
18 16 16 CCI 48.96872890304626 51.60759610039482 40.71018606848477 83.11031841390277 53.29 37.51941455427019 64.9139252760998
19 17 17 CHTR 154.98194518352693 197.12970389804275 42.145288189151366 83.64140709738348 150.4 27.228633916550713 56.834816031842664
20 18 18 CMCSA 146.7680629125239 186.53241729625944 60.9072388344174 89.7141435974903 108.35 68.20633978961776 83.67975731415228
21 19 19 CME 70.163169032576 70.51225582214956 199.9999944399706 197.45041307754047 93.92 40.79282933144908 67.21432356277394
22 20 20 COST 80.41604288665233 81.21604015295037 146.75290668120707 112.60518280329671 115.0 36.58364459954663 64.2361867612725
23 21 21 CRM 134.59603167296376 164.6066568792097 141.96722446585485 111.13597542401217 159.84 100.91497446549263 100.45749680810641
24 22 22 CSCO 120.55997440080642 138.45301784981535 187.8181891543031 132.92094138672394 108.2 42.44050233000708 68.3344933392558
25 23 23 CSX 104.27713894583977 111.84871270542078 54.32939990722109 87.73355418263719 112.16 54.74916607300668 76.0800366682177
26 24 24 CVS 135.19103895654334 165.73828672281633 68.13585480437237 91.7653314706724 91.29 55.90979252844121 76.76473012861851
27 25 25 CVX 101.3396698471697 107.56926163193683 184.89508868758 130.32510900427462 41.41 60.95337842784888 79.66975386460486
28 26 26 D 4.3923133815296085 15.290217372440877 52.4099609978203 87.1300009352824 99.27 40.760366389641874 67.19201264338382
29 27 27 DE 140.52774327374226 175.73738275715903 45.06401997558897 84.68485645841167 136.33 57.453186220311125 77.66540274605386
30 28 28 DHR 87.79588678965173 89.74740588127347 90.19066851102973 97.54025196764677 85.42 82.78805519627885 91.32932741301067
31 29 29 DIS 141.3476576227695 177.2304186526414 88.8908622945864 97.211927884558 166.75 43.14687042534553 68.80763358274393
32 30 30 DUK 94.91164830660327 98.73477290665436 54.4493244587776 87.77084286355695 100.27 33.88522180364372 62.22564604607788
33 31 31 EXC 106.0647977464432 114.53011384059165 54.41341938145345 87.75968377384388 102.77 44.20510797449332 69.50891012595386
34 32 32 FDX 135.00252241230626 165.3799074709708 53.34828594370465 87.42665956706824 95.17 25.114194866864718 54.96214905661287
35 33 33 FIS 148.46144015856456 189.15029196529755 66.7532456598581 91.38143775152557 81.72 39.63626807743001 66.41344938655487
36 34 34 GE 91.15790200486788 93.89495615810021 147.08103270034468 112.70868281352884 175.64 146.22351162424394 124.49891622222334
37 35 35 GILD 151.2044952147543 192.9724525123606 56.52871315531706 88.40999016045565 82.69 67.802408084516 83.46083095677405
38 36 36 GOOGL 140.11321872176285 174.97659262783273 195.01205475339648 142.86606486439246 153.22 20.354197361697015 50.36697854819834
39 37 37 GS 118.74543520148052 135.25159681247422 104.91754173574667 101.23031576744079 77.22 36.94371228161387 64.49809547105107
40 38 38 HD 126.71316498144698 149.68177206214273 43.03978176601594 83.96621489926906 81.72 39.445926743799376 66.28043734328139
41 39 39 HON 114.29369431763827 127.63986325220993 68.05851146515485 91.74395100952218 110.23 45.880078753481484 70.60128984661448
42 40 40 IBM 118.4751329913031 134.77945084892974 52.02481130473244 87.00731101342731 104.36 40.56599243772292 67.05822404426115
43 41 41 INTC 30.39471860378832 37.22910058041551 78.46005320973636 94.53478392384825 101.37 11.620366089371919 39.79063206782623
44 42 42 ISRG 86.49035040805836 88.1824052503914 49.498626511899 86.18849955277852 147.05 36.25598063973711 63.99659688732255
45 43 43 JNJ 63.72903613156852 64.37383689552667 98.89324695085209 99.72330114583912 92.98 49.25049996292883 72.7395741022917
46 44 44 JPM 88.97475154629515 91.18219867928472 153.33382263164697 114.76133290510394 53.49 75.5222345002856 87.57208391417619
47 45 45 KO 83.43140990057667 84.61107192396322 54.05918775871132 87.64935894296252 101.12 51.0539972645096 73.8539904481114
48 46 46 LIN 85.4463293760633 86.94865586807126 89.97115353516222 97.48486218669902 113.68 175.39951162067177 145.50692299373404
49 47 47 LLY 123.56822878561087 143.87624697553244 62.60962660154526 90.20764020964458 173.14 27.798098864965354 57.3242838499275
50 48 48 LMT 89.63955979696466 92.00055125094745 74.97011666247903 93.61540663667986 125.16 34.939329264522925 63.02141545211876
51 49 49 LOW 137.92406986378234 170.9052945742457 37.942774645770555 82.04827653234443 108.64 50.03421862699726 73.22625178253621
52 50 50 LRCX 126.45062656347639 149.19248955823937 81.50472102113417 95.32575646727052 72.08 75.89863458999143 87.76904354555414
53 51 51 MA 131.41764068463203 158.55479153795613 57.33384578800031 88.65386527495919 162.13 49.54808199123212 72.92481223231144
54 52 52 MCD 79.58085418616103 80.29678974670271 37.14128945781223 81.7305112785843 114.02 56.192189033719856 76.93034944230925
55 53 53 MCO 119.54500732824769 136.65551753769535 47.43024635444107 85.49843400732152 131.24 64.35179405953912 81.57050820275153
56 54 54 MDT 108.42969734788738 118.16829492456176 72.09166633965734 92.8450544959632 76.89 35.51979739263485 63.45384058629298
57 55 55 MMC 114.22021877736745 127.51723231747657 53.998842198480105 87.63052220000459 119.66 43.01166990391676 68.71739139872444
58 56 56 MMM 60.91079809533632 61.806185203921274 63.90352156150345 90.57815945543335 79.75 51.5498465941439 74.15702943811968
59 57 57 MO 9.33315076334979 20.53657072101916 41.77257707398821 83.5046846085962 90.89 34.42332481903656 62.63359712085422
60 58 58 MRK 112.94421971054255 125.4034643977795 76.0102792430849 93.89099066030111 112.06 61.12301790550875 79.7656401374788
61 59 59 MSFT 113.26609475449267 125.93383004616338 129.13298836649895 107.48643824754653 132.72 42.574394371216634 68.42449476554214
62 60 60 NEE 105.90038834256646 114.28104697519642 54.74899947615555 87.86381321251984 115.15 71.52441621014867 85.46125669802359
63 61 61 NFLX 129.11959281556602 154.19903240107166 73.59886372009423 93.24989411142877 166.33 76.7954778466989 88.23720618918928
64 62 62 NKE 119.51855642731759 136.60890150159412 66.67074321544456 91.35841457629517 113.97 117.48351818421081 108.80960310364354
65 63 63 NSC 96.88076222678136 101.36586853042037 59.188937679864566 89.20863062134259 98.62 49.3247825186535 72.7858647538479
66 64 64 NVDA 82.25461700620143 83.27167524546657 74.4533858647976 93.4779727148943 164.85 6.926609061624467 31.849171398287666
67 65 65 ORCL 122.92734777644266 142.70944266140097 41.548459098001416 83.42206901803506 116.42 46.376925277680336 70.92136793998438
68 66 66 PEP 87.131497664537 88.94786061768049 52.96770941659908 87.30671593584621 110.23 53.91814705158701 75.58570064005832
69 67 67 PFE 140.47340520393576 175.63787032294806 117.33062086687076 104.37403854217264 22.44 116.51242007359423 108.31326906980352
70 68 68 PG 64.31230077832718 64.91401871892884 70.78374002008977 92.49093498053787 98.17 38.07115813063641 65.30915014958158
71 69 69 PM 109.50100591046719 119.85073876884272 40.03460385353996 82.85582774836678 108.25 48.18188763164932 72.06978657720182
72 70 70 PYPL 151.48799177385294 193.33300975831932 144.477957779145 111.897714400579 146.26 60.19328753757178 79.23875043299401
73 71 71 SCHW 129.0234669420565 154.01759201257377 196.0891176710779 145.37010019920012 119.99 45.70354212187421 70.48713540796912
74 72 72 SO 84.46652562371243 85.80487600994968 52.934831801195735 87.29633007414964 107.75 71.93845531637749 85.681572457534
75 73 73 SPG 1.1854441448309712 9.996654397458014 39.91624507014297 82.81093561235873 114.17 75.66329877350253 87.64593238546239
76 74 74 SPGI 114.22266821500354 127.52131883874166 105.82958475937723 101.45894697883429 133.43 43.418194870339185 68.98828676742554
77 75 75 T 61.586410114552315 62.4154643001036 58.49189947763173 89.00131684237897 69.11 59.731454906145466 78.97575456014215
78 76 76 TGT 146.61361867919015 186.2853419515832 61.82217064046817 89.98024192579905 41.98 28.280252582031757 57.73409404457928
79 77 77 TMO 73.99122697155062 74.36621243620229 60.38671518508789 89.5618195230685 114.02 50.826203770832095 73.71429954550699
80 78 78 TMUS 155.01159044367853 197.15621675792158 48.17225938313191 85.74814478393527 199.49 58.89699852799944 78.49836132485574
81 79 79 TSLA 129.88191763420065 155.64037394861813 199.99687772267245 188.17185266067338 124.08 62.575536448354775 80.58222343783717
82 80 80 TXN 95.34312077123577 99.30575999707457 63.82608388490933 90.55609065377291 120.95 61.63351739609634 80.05353115294714
83 81 81 UNH 130.59286903995337 156.98803331417588 84.89118704487024 96.19549222156785 134.93 50.071745102527345 73.24946125157986
84 82 82 UNP 102.08194911395603 108.63594543845102 47.78896102415891 85.61946199526078 116.17 39.50929713815176 66.32475976772288
85 83 83 UPS 109.31516556780723 119.5573457818638 61.23566132359956 89.80989999120914 89.41 42.27357028519867 68.2220717003117
86 84 84 USB 142.45442985947 179.21741918122777 139.9993021005325 110.5515927499423 90.49 41.1838844914599 67.4823393537137
87 85 85 V 132.2376969692613 160.11517917436944 80.8097095034298 95.1460154537915 141.79 61.08058325638432 79.74166492408365
88 86 86 VZ 25.824157206441292 33.803385687015506 51.278180522481826 86.76789485014307 70.84 35.57825810344986 63.49717039153255
89 87 87 WFC 147.69065957371842 187.98025116241868 148.2762330181531 113.0889697385693 99.67 19.075069084803722 49.02255338919394
90 88 88 WMT 80.94310440425323 81.80078636041182 81.35774870114794 95.28778506125856 98.07 80.66162547687941 90.23868149368765
91 89 89 XOM 125.08994915257153 146.6696098368374 167.8541937577409 120.37115026559049 32.26 74.58447727917255 87.08011637537514

7
indexer/indexer.py
View File

@ -95,10 +95,11 @@ def normalizer():
''' 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
v_values = (200/(1+math.e**( -0.5*(not_normalized['Valuation'].mean()-not_normalized['Valuation'])))) #VALUATION STAT
# v_values = (200/(1+math.e**( 0.1*(-not_normalized['Valuation'].mean()+not_normalized['Valuation'])))) #VALUATION STAT
v_values = (200/(1+(1/9*not_normalized['Valuation']**2))) # VALUATION STAT
not_normalized['Valuation'] = v_values
fh_values= (200/(1+math.e**( -0.4*(-not_normalized['Financial Health'].mean()+not_normalized['Financial Health'])))) #FINANCIAL HEALTH STAT
fh_values= (200/(1+math.e**( -0.1*(-not_normalized['Financial Health'].mean()+not_normalized['Financial Health'])))) #FINANCIAL HEALTH STAT
not_normalized['Financial Health'] = fh_values
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
@ -106,7 +107,7 @@ def normalizer():
eg_values[i] = float(round(eg_values[i],2))
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**( -0.05*(-not_normalized['Past Performance'].mean()+not_normalized['Past Performance'])))) #PAST PERFORMANCE
not_normalized['Past Performance'] = pf_values
# Create normalized dataframe for main page