yo recipes

2023-05-29 17:09:57 +02:00 · 2023-05-29 17:09:57 +02:00 · b84a16375e
parent 636cc119e6
commit b84a16375e
5 changed files with 381 additions and 273 deletions
--- a/Elaborated_Data/Not_Normalized.csv
+++ b/Elaborated_Data/Not_Normalized.csv
@ -1,91 +1,91 @@
 ,Ticker,Valuation,Financial Health,Estimated Growth,Past Performance
-0,AAPL,2.8478,0.3300066233140655,8.02%,1.55
-1,ABBV,0.0,0.4558265192176074,-4.17%,1.47
-2,ABT,22.469,0.23799672210430156,-2.70%,16.58
-3,ACN,2.9116,0.06722571231732856,9.00%,3.05
-4,ADBE,1.568,0.17055034051168783,13.98%,2.39
-5,AMAT,3.8395,0.19448645675787157,13.27%,9.74
-6,AMGN,1.2905,0.6942628494138864,1.72%,3.81
-7,AMZN,2.2453,0.3043878047624995,-278.70%,-42.47
-8,APD,1.7767,0.3320219871311414,9.38%,1.68
-9,AVGO,1.1592,0.5382865599649199,8.30%,2.43
-10,BA,0.0,0.4062502291946284,93.80%,987.5
-11,BAC,4.1895,0.10656449190006939,3.36%,7.07
-12,BDX,2.4258,0.3350369526050667,9.85%,5.53
-13,BIDU,0.593,0.23549113544599592,2.75%,23.16
-14,BMY,0.0,0.4175920917257984,3.75%,6.57
-15,CAT,1.4198,0.4427787540795467,12.87%,16.75
-16,CCI,5.0871,0.7302196958058074,-4.38%,1.05
-17,CHTR,0.362,0.6762752812866708,16.84%,-2.77
-18,CMCSA,0.8061,0.36824333439977797,7.42%,9.12
-19,CME,4.0654,0.02071438551860043,4.53%,2.09
-20,COST,3.6281,0.1367131402584969,8.77%,0.74
-21,CRM,1.3911,0.142520409918158,19.56%,15.89
-22,CSCO,2.0002,0.08606670836366619,7.39%,2.59
-23,CSX,2.6633,0.43208447851873283,8.19%,5.95
-24,CVS,1.364,0.3195504115656207,4.00%,6.24
-25,CVX,2.7809,0.0905633873865484,-7.68%,7.46
-26,D,10.427,0.45626394493235223,5.60%,2.08
-27,DE,1.1147,0.5907551831779312,13.36%,6.62
-28,DHR,3.3251,0.23320790216368767,2.81%,12.23
-29,DIS,1.0753,0.23683722383309413,21.87%,2.8
-30,DUK,3.0382,0.43067554645954603,5.80%,-0.19
-31,EXC,2.5916,0.43109620840856333,6.30%,3.11
-32,FDX,1.3726,0.4440454677936462,4.78%,-3.7
-33,FIS,0.7185,0.327646615802744,2.05%,1.73
-34,GE,3.1891,0.1363210759278175,25.50%,25.71
-35,GILD,0.5725,0.40789643803736503,2.25%,9.03
-36,GOOGL,1.1345,0.0717094597703327,17.61%,-6.07
-37,GS,2.0757,0.19895968790637192,1.11%,0.86
-38,HD,1.7394,0.6470819260073836,2.05%,1.67
-39,HON,2.2588,0.3199906484311073,7.80%,3.59
-40,IBM,2.0869,0.4615188907263707,6.62%,2.02
-41,INTC,6.2729,0.27130159792340114,6.02%,-12.15
+0,AAPL,2.8478,2.0,8.02%,1.55
+1,ABBV,0.0,2.0,-4.17%,1.47
+2,ABT,22.469,2.0,-2.70%,16.58
+3,ACN,2.9116,2.0,9.00%,3.05
+4,ADBE,1.568,2.0,13.98%,2.39
+5,AMAT,3.8395,2.0,13.27%,9.74
+6,AMGN,1.2905,2.0,1.72%,3.81
+7,AMZN,2.2453,2.0,-278.70%,-42.47
+8,APD,1.7767,2.0,9.38%,1.68
+9,AVGO,1.1592,2.0,8.30%,2.43
+10,BA,0.0,2.0,93.80%,987.5
+11,BAC,4.1895,2.0,3.36%,7.07
+12,BDX,2.4258,2.0,9.85%,5.53
+13,BIDU,0.593,2.0,2.75%,23.16
+14,BMY,0.0,2.0,3.75%,6.57
+15,CAT,1.4198,2.0,12.87%,16.75
+16,CCI,5.0871,2.0,-4.38%,1.05
+17,CHTR,0.362,2.0,16.84%,-2.77
+18,CMCSA,0.8061,2.0,7.42%,9.12
+19,CME,4.0654,2.0,4.53%,2.09
+20,COST,3.6281,2.0,8.77%,0.74
+21,CRM,1.3911,2.0,19.56%,15.89
+22,CSCO,2.0002,2.0,7.39%,2.59
+23,CSX,2.6633,2.0,8.19%,5.95
+24,CVS,1.364,2.0,4.00%,6.24
+25,CVX,2.7809,2.0,-7.68%,7.46
+26,D,10.427,2.0,5.60%,2.08
+27,DE,1.1147,2.0,13.36%,6.62
+28,DHR,3.3251,2.0,2.81%,12.23
+29,DIS,1.0753,2.0,21.87%,2.8
+30,DUK,3.0382,2.0,5.80%,-0.19
+31,EXC,2.5916,2.0,6.30%,3.11
+32,FDX,1.3726,2.0,4.78%,-3.7
+33,FIS,0.7185,2.0,2.05%,1.73
+34,GE,3.1891,2.0,25.50%,25.71
+35,GILD,0.5725,2.0,2.25%,9.03
+36,GOOGL,1.1345,2.0,17.61%,-6.07
+37,GS,2.0757,2.0,1.11%,0.86
+38,HD,1.7394,2.0,2.05%,1.67
+39,HON,2.2588,2.0,7.80%,3.59
+40,IBM,2.0869,2.0,6.62%,2.02
+41,INTC,6.2729,2.0,6.02%,-12.15
 42,ISRG,3.3782,2.0,15.96%,0.63
-43,JNJ,4.3545,0.21165238181643523,4.34%,4.52
-44,JPM,3.2773,0.12896465432169654,-4.33%,10.71
-45,KO,3.5034,0.43530039834093054,5.97%,5.0
-46,LIN,3.4208,0.23381232255815113,8.50%,35.35
-47,LLY,1.8737,0.3552019261516468,24.38%,-2.53
-48,LMT,3.2504,0.28559920910988246,10.89%,0.18
-49,LOW,1.2378,0.8692687837466825,7.48%,4.73
-50,LRCX,1.7507,0.2601092917188427,0.01%,10.79
-51,MA,1.5338,0.3998356276967331,20.29%,4.6
-52,MCD,3.6629,0.9219276110270812,8.57%,6.31
-53,MCO,2.0425,0.5378762144167403,12.21%,8.25
-54,MDT,2.4965,0.29880808209573584,1.04%,0.38
-55,MMC,2.2618,0.4360265440363234,9.73%,2.76
-56,MMM,4.4859,0.3460094697777588,1.64%,5.13
-57,MO,8.8684,0.6893770705479824,3.92%,0.0
-58,MRK,2.3138,0.28115610113594725,8.17%,7.5
-59,MSFT,2.3007,0.15923154637873335,12.54%,2.63
-60,NEE,2.5982,0.42720296086648885,8.80%,9.85
-61,NFLX,1.635,0.2917160508782066,21.72%,10.98
-62,NKE,2.0436,0.32814540136836057,8.56%,19.24
-63,NSC,2.9593,0.3826495442824683,5.47%,4.54
-64,NVDA,3.5519,0.28786848623184885,21.20%,-17.57
-65,ORCL,1.9008,0.6975459656587145,9.06%,3.73
-66,PEP,3.3521,0.44890479568366976,7.80%,5.74
-67,PFE,1.1173,0.17682107451636622,-14.94%,19.04
-68,PG,4.3277,0.30530408590666747,5.38%,1.23
-69,PM,2.4533,0.7592813406380922,7.40%,4.23
-70,PYPL,0.5571,0.1394518218093805,15.76%,7.28
-71,SCHW,1.6392,0.06864791979295796,9.80%,3.54
-72,SO,3.4609,0.4493306420493336,7.30%,9.94
-73,SPG,13.079,0.7646523728202831,8.60%,10.74
-74,SPGI,2.2617,0.1971656133109764,12.70%,2.88
-75,T,4.4541,0.3888937394137295,-0.64%,7.17
-76,TGT,0.814,0.3610930009587728,-7.51%,-2.33
-77,TMO,3.8993,0.372467197701198,8.57%,4.94
-78,TMUS,0.3603,0.5235163412997864,65.36%,6.97
-79,TSLA,1.6016,0.030817776651733787,10.66%,7.84
-80,TXN,3.0209,0.3465434633812457,10.00%,7.62
-81,UNH,1.5703,0.24883054438291166,13.04%,4.74
-82,UNP,2.7512,0.5308179723502304,9.01%,1.69
-83,UPS,2.4608,0.3656374239842635,3.62%,2.54
-84,USB,1.0216,0.1449638542916892,3.84%,2.21
-85,V,1.4973,0.26257002842072025,14.65%,7.49
-86,VZ,6.652,0.47213514915968613,-0.26%,0.4
-87,WFC,0.7586,0.13489874893977946,5.68%,-6.79
-88,WMT,3.6062,0.26062525249639873,5.36%,11.79
-89,XOM,1.809,0.11220696806192149,-10.74%,10.51
+43,JNJ,4.3545,2.0,4.34%,4.52
+44,JPM,3.2773,2.0,-4.33%,10.71
+45,KO,3.5034,2.0,5.97%,5.0
+46,LIN,3.4208,2.0,8.50%,35.35
+47,LLY,1.8737,2.0,24.38%,-2.53
+48,LMT,3.2504,2.0,10.89%,0.18
+49,LOW,1.2378,2.0,7.48%,4.73
+50,LRCX,1.7507,2.0,0.01%,10.79
+51,MA,1.5338,2.0,20.29%,4.6
+52,MCD,3.6629,2.0,8.57%,6.31
+53,MCO,2.0425,2.0,12.21%,8.25
+54,MDT,2.4965,2.0,1.04%,0.38
+55,MMC,2.2618,2.0,9.73%,2.76
+56,MMM,4.4859,2.0,1.64%,5.13
+57,MO,8.8684,2.0,3.92%,0.0
+58,MRK,2.3138,2.0,8.17%,7.5
+59,MSFT,2.3007,2.0,12.54%,2.63
+60,NEE,2.5982,2.0,8.80%,9.85
+61,NFLX,1.635,2.0,21.72%,10.98
+62,NKE,2.0436,2.0,8.56%,19.24
+63,NSC,2.9593,2.0,5.47%,4.54
+64,NVDA,3.5519,2.0,21.20%,-17.57
+65,ORCL,1.9008,2.0,9.06%,3.73
+66,PEP,3.3521,2.0,7.80%,5.74
+67,PFE,1.1173,2.0,-14.94%,19.04
+68,PG,4.3277,2.0,5.38%,1.23
+69,PM,2.4533,2.0,7.40%,4.23
+70,PYPL,0.5571,2.0,15.76%,7.28
+71,SCHW,1.6392,2.0,9.80%,3.54
+72,SO,3.4609,2.0,7.30%,9.94
+73,SPG,13.079,2.0,8.60%,10.74
+74,SPGI,2.2617,2.0,12.70%,2.88
+75,T,4.4541,2.0,-0.64%,7.17
+76,TGT,0.814,2.0,-7.51%,-2.33
+77,TMO,3.8993,2.0,8.57%,4.94
+78,TMUS,0.3603,2.0,65.36%,6.97
+79,TSLA,1.6016,2.0,10.66%,7.84
+80,TXN,3.0209,2.0,10.00%,7.62
+81,UNH,1.5703,2.0,13.04%,4.74
+82,UNP,2.7512,2.0,9.01%,1.69
+83,UPS,2.4608,2.0,3.62%,2.54
+84,USB,1.0216,2.0,3.84%,2.21
+85,V,1.4973,2.0,14.65%,7.49
+86,VZ,6.652,2.0,-0.26%,0.4
+87,WFC,0.7586,2.0,5.68%,-6.79
+88,WMT,3.6062,2.0,5.36%,11.79
+89,XOM,1.809,2.0,-10.74%,10.51
--- a/Elaborated_Data/employees_over_time.csv
+++ b/Elaborated_Data/employees_over_time.csv
@ -1,91 +1,91 @@
 ,Ticker,Employees_over_time
-0,AAPL,"[37376.653472053375, 46285.99144811846, 51441.24426379464, 61558.083471658676, 58907.38311263634, 67601.33974642337, 78133.03145013178, 90447.36485241847, 105018.28649449686, 129688.03180312812, 156569.24938667504, 164000]"
-1,ABBV,"[27248.874340193106, 27552.39237111908, 25329.378309300493, 24229.460715240515, 27009.567208570257, 31059.673341866426, 32257.759396694128, 30011.387247618415, 34143.59094205851, 33799.28937126673, 41578.389196673495, 50000]"
-2,ABT,"[91007.48710343671, 86868.75171395317, 93817.1623331741, 105047.67638738238, 98564.62584384151, 118992.1314737311, 135266.01670105054, 127526.1467181144, 116294.33295714317, 113003.84886759392, 116747.70043441781, 115000]"
-3,ACN,"[243273.94377881405, 290087.4969981179, 343925.2594186647, 341669.11975675786, 415821.9435065691, 481734.41578104754, 494311.2717074493, 469703.9365311923, 514855.4322787341, 524893.7554318984, 647268.9157036883, 738000]"
-4,ADBE,"[17726.403646993465, 16567.650711758204, 18329.439842507712, 17340.05259916847, 20007.941004025153, 24406.195004350684, 23106.685262763673, 22719.59564365903, 26638.135896237327, 24223.033279166484, 28386.396411308244, 29239]"
-5,AMAT,"[11981.734185195062, 13554.654056730837, 14226.9991651384, 14649.703856998272, 15910.02708403942, 19339.90217030812, 20382.435942489305, 24008.273741077763, 27364.093480959342, 27813.028775570885, 27246.88500846486, 33000]"
-6,AMGN,"[10128.930224553129, 12259.313225113365, 14387.302760224953, 15567.900191961, 16467.23382061571, 19453.4467901448, 21491.82329180788, 23962.02404326488, 22887.500003764275, 23410.18751537769, 25766.316337053584, 25200]"
-7,AMZN,"[1262912.700243943, 1201928.3308559773, 1245970.8252602476, 1181847.028490609, 1304561.9453141615, 1221615.039806315, 1261468.8997341848, 1299701.5003163582, 1406278.9801054702, 1461105.4451448843, 1681676.2771212864, 1541000]"
-8,APD,"[7786.644490555564, 8857.082988287897, 9142.43000132444, 9670.049447077987, 9383.460374810173, 11279.410992426756, 12126.890985622158, 14021.881230481304, 15650.694773264693, 17324.9765337677, 20724.13476817378, 19710]"
-9,AVGO,"[8292.303379505296, 9819.104351514392, 10010.38157624642, 11523.899876911342, 12794.741767102136, 13139.15890579595, 15748.514650245996, 16830.007498527593, 18627.96619490903, 16936.287326630933, 18370.444985137205, 20000]"
-10,BA,"[95930.45791529941, 102854.87471190048, 111500.18298496939, 124266.94742913038, 120500.43106732905, 110828.71716376691, 108315.1011590143, 135351.89227980666, 136226.13845666437, 131793.21645080685, 136842.59862416761, 156000]"
-11,BAC,"[109788.55207052034, 100822.67315052185, 112679.34756263994, 126059.94359930868, 128148.08183462192, 142422.5097087328, 163307.8831649143, 155174.35421865247, 183644.4188782105, 167386.41336481116, 197693.8344233226, 217000]"
-12,BDX,"[29320.57293755517, 34711.29483135434, 38803.2808813335, 37266.95045358426, 39953.20304823652, 48584.93230304006, 55858.004003931506, 65406.57409695402, 75329.7420659041, 78508.08283057253, 82852.82237290371, 77000]"
-13,BIDU,"[31527.199089740803, 32974.14767678813, 34544.316410037405, 35833.33884363531, 37082.49558120737, 41817.77285198103, 38933.65737774911, 36642.213356244996, 41136.74614891428, 48793.42258773984, 45132.0985318714, 41300]"
-14,BMY,"[18730.039952272895, 17863.59870351158, 19378.840730049244, 21660.17089125763, 23964.999146304566, 26770.617054708448, 30628.253008807995, 28512.44370457592, 31690.359642550673, 38376.76432314398, 37309.05310145302, 34300]"
+0,AAPL,"[162537.1932420907, 173408.2036226203, 185899.2839798125, 173072.8241457419, 166641.8869155222, 158042.00009576458, 173492.5443402052, 158953.65132763208, 163713.41769258346, 173413.79406761666, 179497.8410016495, 164000]"
+1,ABBV,"[23110.394236995908, 24669.89616346464, 25381.856772645628, 23227.14795466992, 28523.16371265731, 26227.213310013383, 31076.16528698497, 30416.80511813026, 32784.51826398731, 37067.319717996164, 42226.248807674914, 50000]"
+2,ABT,"[59433.46384370793, 71462.08665187737, 65554.18786280286, 63602.60445977124, 59167.75027270551, 72569.1749409044, 74310.23418542315, 69898.93893828128, 82270.35426007208, 79101.06233687517, 98676.34244886189, 115000]"
+3,ACN,"[457940.45915957267, 417050.52083332854, 470223.2983916743, 436387.666940778, 402230.3673661741, 502014.11835084227, 510561.80011054163, 605216.7215354508, 718098.3436746256, 732837.2313969329, 778181.585030334, 738000]"
+4,ADBE,"[18265.626818891866, 19810.793413592168, 18026.050784994324, 20364.540842348513, 19876.60034074017, 20514.922812372366, 22289.072848081087, 24653.398959894992, 24960.995043993622, 26524.016195125194, 24299.706827304122, 29239]"
+5,AMAT,"[21169.928252371134, 23005.27632658633, 21041.798988052622, 21383.85270589426, 24620.877726911498, 28855.996691901426, 27270.292357168073, 33081.387152833726, 30859.429946683795, 28536.346693143325, 31964.639164930835, 33000]"
+6,AMGN,"[9809.352432962105, 10704.969537609453, 10411.138274510773, 12072.751676229807, 14334.043857517836, 16302.44218490711, 18177.534088253684, 19855.826178529234, 19081.807856737163, 19525.032934918843, 22003.255171001336, 25200]"
+7,AMZN,"[853512.2642881571, 782013.209380588, 886460.1233791504, 962704.694607917, 1134996.42558453, 1166305.6330279864, 1354907.800046023, 1372724.0846441006, 1475316.4585741335, 1526997.541073723, 1575129.5785245467, 1541000]"
+8,APD,"[20429.418425014093, 22183.288055100667, 20710.88895669418, 21962.38615435888, 23865.514223580034, 22128.918441165966, 22644.451449031694, 21843.566402050932, 23264.57400668641, 21247.735569020973, 19370.319450864154, 19710]"
+9,AVGO,"[14204.850603157227, 14832.455459911325, 14333.10873805976, 15955.397477404627, 17081.532841253837, 17111.717966903056, 17774.965054261495, 18196.916553592433, 20413.625472100895, 19371.330220826556, 18156.52918436218, 20000]"
+10,BA,"[62907.20779738344, 74952.97102134438, 71854.57766503327, 88016.1026435892, 86359.98504254057, 90496.49022342416, 106262.30658338111, 97714.57205675845, 112570.76494096723, 122047.47011676194, 130910.11983012495, 156000]"
+11,BAC,"[110500.57760116247, 135505.179642131, 135430.72318315666, 139888.06619645446, 170666.74532294628, 187713.3470059121, 183187.73169698473, 170036.9632605576, 184657.14111092268, 189116.02853215017, 177955.3224744831, 217000]"
+12,BDX,"[39992.8893022335, 45104.61509315767, 54171.52581869855, 61448.237221811854, 72079.52929784845, 66662.4179887572, 73096.85705509887, 75125.15171750175, 76265.26064885878, 79723.77132043066, 80841.59306120763, 77000]"
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-79,TSLA,"[77085.67496904431, 73564.25168675181, 69050.31317904039, 84219.04856518569, 78644.11087333788, 89716.58170694468, 99359.89621667576, 103495.20018230406, 110154.79461608817, 109377.6632642844, 119508.47445599674, 127855]"
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+82,UNP,"[20077.026936856182, 22409.731702235855, 26450.470363238495, 31265.85559109808, 33908.67546270582, 31094.684425489235, 33247.72246050165, 30677.73048727944, 32092.601260543364, 31516.487684205073, 32273.903119204275, 31471]"
+83,UPS,"[346023.6966925859, 337448.0555702558, 314192.4869198813, 348372.42158785334, 375654.2174873071, 408656.7284088193, 373561.44453541504, 367462.80664356315, 404926.14505930536, 494889.087864924, 500698.9253255954, 500000]"
+84,USB,"[34389.21595284282, 36423.636351755165, 42649.395931583436, 49538.847154541465, 60735.614707197106, 57020.919761266225, 59332.67150739455, 59211.155612172624, 65369.4530330664, 77642.16342826282, 78153.52699103345, 77000]"
+85,V,"[15443.714596711336, 18693.516663890983, 17882.65130215494, 20394.730147055434, 21529.483970105168, 24327.35919295692, 22608.86017650375, 23055.568900410293, 24442.081866155717, 28658.0794571379, 26299.304942603107, 26500]"
+86,VZ,"[86049.18750998976, 91914.59900840974, 96897.85825042942, 106527.61437058817, 132142.01318346692, 124534.42293809837, 135034.65133903717, 124561.67139477984, 113940.91889895586, 117927.85874639454, 112745.31448039119, 117100]"
+87,WFC,"[146085.5747087854, 156501.0298474846, 153704.9910888838, 153156.54611070539, 139449.14184427733, 152444.32549444406, 142516.66080374975, 177921.09007937397, 205914.1913970706, 227999.98001798632, 210302.6060149738, 235591]"
+88,WMT,"[1094253.6497179593, 1343920.7513472196, 1483373.4169822051, 1712818.6124380035, 1778160.7740733, 1962887.452773077, 1847525.7298619566, 1994983.1027403674, 1907113.7074002484, 2364495.670808492, 2256032.706738107, 2100000]"
+89,XOM,"[45635.08911335137, 44878.49567415427, 43092.00683836891, 41236.13561367761, 39598.30962313433, 39137.9629937108, 36863.85313393014, 35833.015702010925, 41944.99805030171, 45220.30595563481, 55475.27083709354, 62000]"
--- a/Elaborated_Data/normalized_data.csv
+++ b/Elaborated_Data/normalized_data.csv
@ -1,91 +1,91 @@
 ,Unnamed: 0,Ticker,Valuation,Financial Health,Estimated Growth,Past Performance
-0,0,AAPL,99.66725122809231,82.7388714169545,111.32,39.06731462476843
-1,1,ABBV,160.98123119547898,79.70456839317465,54.12,38.816439109405074
-2,2,ABT,0.010900003867217779,84.97908350076645,60.11,104.36222986694207
-3,3,ACN,98.07248876261579,89.17639889545868,116.12,43.99884594359548
-4,4,ADBE,130.64497830681407,86.63122649087215,138.99,41.77566086253358
-5,5,AMAT,75.39043306730187,86.04399527626032,135.94,71.01980883066668
-6,6,AMGN,136.79045884196086,74.06410953903897,80.13,46.662518965274614
-7,7,AMZN,114.62413820054807,83.3609384881074,0.0,0.593123489053842
-8,8,APD,125.8450702813671,82.6899927533652,117.97,39.47760235265585
-9,9,AVGO,139.59379881714588,77.7364945612938,112.7,41.90801333540908
-10,10,BA,160.98123119547898,80.89585950725527,199.97,200.0
-11,11,BAC,67.36367760818494,88.20551556034,88.12,59.31337794386356
-12,12,BDX,110.18184446244406,82.61688665184255,120.23,53.09513094145142
-13,13,BIDU,150.82537602985602,85.04031559473167,85.13,135.63074628505646
-14,14,BMY,160.98123119547898,80.62281013164436,90.05,57.248659978974956
-15,15,CAT,133.9628473349977,80.01753251733713,134.18,105.21027752682537
-16,16,CCI,48.96872890304626,73.22762887470552,53.29,37.51941455427019
-17,17,CHTR,154.98194518352693,74.48403641387307,150.4,27.228633916550713
-18,18,CMCSA,146.7680629125239,81.81299080598593,108.35,68.20633978961776
-19,19,CME,70.163169032576,90.32695620119384,93.92,40.79282933144908
-20,20,COST,80.41604288665233,87.46295845900838,115.0,36.58364459954663
-21,21,CRM,134.59603167296376,87.32008475206904,159.84,100.91497446549263
-22,22,CSCO,120.55997440080642,88.71113270927466,108.2,42.44050233000708
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-24,24,CVS,135.19103895654334,82.99260213904473,91.29,55.90979252844121
-25,25,CVX,101.3396698471697,88.60016248859135,41.41,60.95337842784888
-26,26,D,4.3923133815296085,79.69408342715397,99.27,40.760366389641874
-27,27,DE,140.52774327374226,76.49349721976776,136.33,57.453186220311125
-28,28,DHR,87.79588678965173,85.09612376199445,85.42,82.78805519627885
-29,29,DIS,141.3476576227695,85.00741815250112,166.75,43.14687042534553
-30,30,DUK,94.91164830660327,80.30820557341846,100.27,33.88522180364372
-31,31,EXC,106.0647977464432,80.29809703087852,102.77,44.20510797449332
-32,32,FDX,135.00252241230626,79.98713109312754,95.17,25.114194866864718
-33,33,FIS,148.46144015856456,82.79611953800102,81.72,39.63626807743001
-34,34,GE,91.15790200486788,87.47260612665734,175.64,146.22351162424394
-35,35,GILD,151.2044952147543,80.85620944048239,82.69,67.802408084516
-36,36,GOOGL,140.11321872176285,89.06563187577275,153.22,20.354197361697015
-37,37,GS,118.74543520148052,85.93435978301807,77.22,36.94371228161387
-38,38,HD,126.71316498144698,75.16761426013859,81.72,39.445926743799376
-39,39,HON,114.29369431763827,82.9819147655237,110.23,45.880078753481484
-40,40,IBM,118.4751329913031,79.5681603795179,104.36,40.56599243772292
-41,41,INTC,30.39471860378832,84.16628321210383,101.37,11.620366089371919
-42,42,ISRG,86.49035040805836,46.8771394789436,147.05,36.25598063973711
-43,43,JNJ,63.72903613156852,85.6234601190366,92.98,49.25049996292883
-44,44,JPM,88.97475154629515,87.6536719677413,53.49,75.5222345002856
-45,45,KO,83.43140990057667,80.19709303356093,101.12,51.0539972645096
-46,46,LIN,85.4463293760633,85.08134922797196,113.68,175.39951162067177
-47,47,LLY,123.56822878561087,82.1284277575668,173.14,27.798098864965354
-48,48,LMT,89.63955979696466,83.81800279203111,125.16,34.939329264522925
-49,49,LOW,137.92406986378234,70.03159543658687,108.64,50.03421862699726
-50,50,LRCX,126.45062656347639,84.4391961039491,72.08,75.89863458999143
-51,51,MA,131.41764068463203,81.05041894995104,162.13,49.54808199123212
-52,52,MCD,79.58085418616103,68.83813512817449,114.02,56.192189033719856
-53,53,MCO,119.54500732824769,77.74624493920066,131.24,64.35179405953912
-54,54,MDT,108.42969734788738,83.49660097222588,76.89,35.51979739263485
-55,55,MMC,114.22021877736745,80.17965192275534,119.66,43.01166990391676
-56,56,MMM,60.91079809533632,82.35099016580031,79.75,51.5498465941439
-57,57,MO,9.33315076334979,74.17807375979767,90.89,34.42332481903656
-58,58,MRK,112.94421971054255,83.92619124562997,112.06,61.12301790550875
-59,59,MSFT,113.26609475449267,86.90924342145904,132.72,42.574394371216634
-60,60,NEE,105.90038834256646,80.39166807726498,115.15,71.52441621014867
-61,61,NFLX,129.11959281556602,83.66912305027884,166.33,76.7954778466989
-62,62,NKE,119.51855642731759,82.78401922678438,113.97,117.48351818421081
-63,63,NSC,96.88076222678136,81.46497777526282,98.62,49.3247825186535
-64,64,NVDA,82.25461700620143,83.7627615066959,164.85,6.926609061624467
-65,65,ORCL,122.92734777644266,73.98756908166904,116.42,46.376925277680336
-66,66,PEP,87.131497664537,79.8705418820447,110.23,53.91814705158701
-67,67,PFE,140.47340520393576,86.47729235669306,22.44,116.51242007359423
-68,68,PG,64.31230077832718,83.33866650904798,98.17,38.07115813063641
-69,69,PM,109.50100591046719,72.55448449750119,108.25,48.18188763164932
-70,70,PYPL,151.48799177385294,87.39557336211455,146.26,60.19328753757178
-71,71,SCHW,129.0234669420565,89.14126159248195,119.99,45.70354212187421
-72,72,SO,84.46652562371243,79.86032731897615,107.75,71.93845531637749
-73,73,SPG,1.1854441448309712,72.43036891732231,114.17,75.66329877350253
-74,74,SPGI,114.22266821500354,85.97832705940108,133.43,43.418194870339185
-75,75,T,61.586410114552315,81.31427955954999,69.11,59.731454906145466
-76,76,TGT,146.61361867919015,81.98589242825953,41.98,28.280252582031757
-77,77,TMO,73.99122697155062,81.71090665619771,114.02,50.826203770832095
-78,78,TMUS,155.01159044367853,78.08773453101122,199.49,58.89699852799944
-79,79,TSLA,129.88191763420065,90.07679645508908,124.08,62.575536448354775
-80,80,TXN,95.34312077123577,82.33805646141853,120.95,61.63351739609634
-81,81,UNH,130.59286903995337,84.71445728234814,134.93,50.071745102527345
-82,82,UNP,102.08194911395603,77.91402807572778,116.17,39.50929713815176
-83,83,UPS,109.31516556780723,81.8759911471089,89.41,42.27357028519867
-84,84,USB,142.45442985947,87.25998544929526,90.49,41.1838844914599
-85,85,V,132.2376969692613,84.37917303829828,141.79,61.08058325638432
-86,86,VZ,25.824157206441292,79.31397201530115,70.84,35.57825810344986
-87,87,WFC,147.69065957371842,87.50760782469975,99.67,19.075069084803722
-88,88,WMT,80.94310440425323,84.42660967228767,98.07,80.66162547687941
-89,89,XOM,125.08994915257153,88.06643919762163,32.26,74.58447727917255
+0,0,AAPL,99.66725122809231,100.0,111.32,39.06731462476843
+1,1,ABBV,160.98123119547898,100.0,54.12,38.816439109405074
+2,2,ABT,0.010900003867217779,100.0,60.11,104.36222986694207
+3,3,ACN,98.07248876261579,100.0,116.12,43.99884594359548
+4,4,ADBE,130.64497830681407,100.0,138.99,41.77566086253358
+5,5,AMAT,75.39043306730187,100.0,135.94,71.01980883066668
+6,6,AMGN,136.79045884196086,100.0,80.13,46.662518965274614
+7,7,AMZN,114.62413820054807,100.0,0.0,0.593123489053842
+8,8,APD,125.8450702813671,100.0,117.97,39.47760235265585
+9,9,AVGO,139.59379881714588,100.0,112.7,41.90801333540908
+10,10,BA,160.98123119547898,100.0,199.97,200.0
+11,11,BAC,67.36367760818494,100.0,88.12,59.31337794386356
+12,12,BDX,110.18184446244406,100.0,120.23,53.09513094145142
+13,13,BIDU,150.82537602985602,100.0,85.13,135.63074628505646
+14,14,BMY,160.98123119547898,100.0,90.05,57.248659978974956
+15,15,CAT,133.9628473349977,100.0,134.18,105.21027752682537
+16,16,CCI,48.96872890304626,100.0,53.29,37.51941455427019
+17,17,CHTR,154.98194518352693,100.0,150.4,27.228633916550713
+18,18,CMCSA,146.7680629125239,100.0,108.35,68.20633978961776
+19,19,CME,70.163169032576,100.0,93.92,40.79282933144908
+20,20,COST,80.41604288665233,100.0,115.0,36.58364459954663
+21,21,CRM,134.59603167296376,100.0,159.84,100.91497446549263
+22,22,CSCO,120.55997440080642,100.0,108.2,42.44050233000708
+23,23,CSX,104.27713894583977,100.0,112.16,54.74916607300668
+24,24,CVS,135.19103895654334,100.0,91.29,55.90979252844121
+25,25,CVX,101.3396698471697,100.0,41.41,60.95337842784888
+26,26,D,4.3923133815296085,100.0,99.27,40.760366389641874
+27,27,DE,140.52774327374226,100.0,136.33,57.453186220311125
+28,28,DHR,87.79588678965173,100.0,85.42,82.78805519627885
+29,29,DIS,141.3476576227695,100.0,166.75,43.14687042534553
+30,30,DUK,94.91164830660327,100.0,100.27,33.88522180364372
+31,31,EXC,106.0647977464432,100.0,102.77,44.20510797449332
+32,32,FDX,135.00252241230626,100.0,95.17,25.114194866864718
+33,33,FIS,148.46144015856456,100.0,81.72,39.63626807743001
+34,34,GE,91.15790200486788,100.0,175.64,146.22351162424394
+35,35,GILD,151.2044952147543,100.0,82.69,67.802408084516
+36,36,GOOGL,140.11321872176285,100.0,153.22,20.354197361697015
+37,37,GS,118.74543520148052,100.0,77.22,36.94371228161387
+38,38,HD,126.71316498144698,100.0,81.72,39.445926743799376
+39,39,HON,114.29369431763827,100.0,110.23,45.880078753481484
+40,40,IBM,118.4751329913031,100.0,104.36,40.56599243772292
+41,41,INTC,30.39471860378832,100.0,101.37,11.620366089371919
+42,42,ISRG,86.49035040805836,100.0,147.05,36.25598063973711
+43,43,JNJ,63.72903613156852,100.0,92.98,49.25049996292883
+44,44,JPM,88.97475154629515,100.0,53.49,75.5222345002856
+45,45,KO,83.43140990057667,100.0,101.12,51.0539972645096
+46,46,LIN,85.4463293760633,100.0,113.68,175.39951162067177
+47,47,LLY,123.56822878561087,100.0,173.14,27.798098864965354
+48,48,LMT,89.63955979696466,100.0,125.16,34.939329264522925
+49,49,LOW,137.92406986378234,100.0,108.64,50.03421862699726
+50,50,LRCX,126.45062656347639,100.0,72.08,75.89863458999143
+51,51,MA,131.41764068463203,100.0,162.13,49.54808199123212
+52,52,MCD,79.58085418616103,100.0,114.02,56.192189033719856
+53,53,MCO,119.54500732824769,100.0,131.24,64.35179405953912
+54,54,MDT,108.42969734788738,100.0,76.89,35.51979739263485
+55,55,MMC,114.22021877736745,100.0,119.66,43.01166990391676
+56,56,MMM,60.91079809533632,100.0,79.75,51.5498465941439
+57,57,MO,9.33315076334979,100.0,90.89,34.42332481903656
+58,58,MRK,112.94421971054255,100.0,112.06,61.12301790550875
+59,59,MSFT,113.26609475449267,100.0,132.72,42.574394371216634
+60,60,NEE,105.90038834256646,100.0,115.15,71.52441621014867
+61,61,NFLX,129.11959281556602,100.0,166.33,76.7954778466989
+62,62,NKE,119.51855642731759,100.0,113.97,117.48351818421081
+63,63,NSC,96.88076222678136,100.0,98.62,49.3247825186535
+64,64,NVDA,82.25461700620143,100.0,164.85,6.926609061624467
+65,65,ORCL,122.92734777644266,100.0,116.42,46.376925277680336
+66,66,PEP,87.131497664537,100.0,110.23,53.91814705158701
+67,67,PFE,140.47340520393576,100.0,22.44,116.51242007359423
+68,68,PG,64.31230077832718,100.0,98.17,38.07115813063641
+69,69,PM,109.50100591046719,100.0,108.25,48.18188763164932
+70,70,PYPL,151.48799177385294,100.0,146.26,60.19328753757178
+71,71,SCHW,129.0234669420565,100.0,119.99,45.70354212187421
+72,72,SO,84.46652562371243,100.0,107.75,71.93845531637749
+73,73,SPG,1.1854441448309712,100.0,114.17,75.66329877350253
+74,74,SPGI,114.22266821500354,100.0,133.43,43.418194870339185
+75,75,T,61.586410114552315,100.0,69.11,59.731454906145466
+76,76,TGT,146.61361867919015,100.0,41.98,28.280252582031757
+77,77,TMO,73.99122697155062,100.0,114.02,50.826203770832095
+78,78,TMUS,155.01159044367853,100.0,199.49,58.89699852799944
+79,79,TSLA,129.88191763420065,100.0,124.08,62.575536448354775
+80,80,TXN,95.34312077123577,100.0,120.95,61.63351739609634
+81,81,UNH,130.59286903995337,100.0,134.93,50.071745102527345
+82,82,UNP,102.08194911395603,100.0,116.17,39.50929713815176
+83,83,UPS,109.31516556780723,100.0,89.41,42.27357028519867
+84,84,USB,142.45442985947,100.0,90.49,41.1838844914599
+85,85,V,132.2376969692613,100.0,141.79,61.08058325638432
+86,86,VZ,25.824157206441292,100.0,70.84,35.57825810344986
+87,87,WFC,147.69065957371842,100.0,99.67,19.075069084803722
+88,88,WMT,80.94310440425323,100.0,98.07,80.66162547687941
+89,89,XOM,125.08994915257153,100.0,32.26,74.58447727917255
--- a/indexer/indexer.py
+++ b/indexer/indexer.py
@ -44,7 +44,7 @@ def get_financial_health(ticker: str):
    
    # Create financial health column
    try:
-        balance_sheet['financial_health'] = balance_sheet['TotalDebt'] / balance_sheet['TotalAssets'] 
+        balance_sheet['financial_health'] = balance_sheet['TotalAssets'] / balance_sheet['TotalDebts'] 
    except KeyError:
        return 2.0

@ -96,19 +96,19 @@ def normalizer():

    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

-    fh_values= (200/(1+math.e**( 0.5*(not_normalized['Financial Health'].mean()+not_normalized['Financial Health'])))) #FINANCIAL HEALTH STAT
+    fh_values= (200/(1+math.e**( -0.5*(not_normalized['Financial Health'].mean()+not_normalized['Financial Health'])))) #FINANCIAL HEALTH STAT
    not_normalized['Financial Health'] = fh_values 

    not_normalized['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)):
        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**( -0.1*(not_normalized['Past Performance'].mean()+not_normalized['Past Performance'])))) #PAST PERFORMANCE
    not_normalized['Past Performance'] = pf_values
    
    # Create normalized dataframe for main page
--- a/presentation_notebook.ipynb
+++ b/presentation_notebook.ipynb