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

2023-05-29 17:53:22 +02:00 · 2023-05-29 17:53:22 +02:00 · 86c11913dc
parent d950226258 0f6d132afe
commit 86c11913dc
7 changed files with 915237 additions and 914501 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,2.8478,3.0302422113761804,8.02%,1.55
+1,ABBV,0.0,2.193817072592499,-4.17%,1.47
+2,ABT,22.469,4.2017385414314745,-2.70%,16.58
+3,ACN,2.9116,14.875260752606902,9.00%,3.05
+4,ADBE,1.568,5.863371465573063,13.98%,2.39
+5,AMAT,3.8395,5.141746200070696,13.27%,9.74
+6,AMGN,1.2905,1.4403766539491842,1.72%,3.81
+7,AMZN,2.2453,3.2852827358844294,-278.70%,-42.47
+8,APD,1.7767,3.0118487291777516,9.38%,1.68
+9,AVGO,1.1592,1.8577465505829642,8.30%,2.43
+10,BA,0.0,2.461537072809662,93.80%,987.5
+11,BAC,4.1895,9.383988814376815,3.36%,7.07
+12,BDX,2.4258,2.984745390693591,9.85%,5.53
+13,BIDU,0.593,4.246444343249283,2.75%,23.16
+14,BMY,0.0,2.394681364456072,3.75%,6.57
+15,CAT,1.4198,2.258464279928722,12.87%,16.75
+16,CCI,5.0871,1.3694508731327582,-4.38%,1.05
+17,CHTR,0.362,1.4786877883476912,16.84%,-2.77
+18,CMCSA,0.8061,2.715595658044864,7.42%,9.12
+19,CME,4.0654,48.27562947025644,4.53%,2.09
+20,COST,3.6281,7.31458584090163,8.77%,0.74
+21,CRM,1.3911,7.016538898353208,19.56%,15.89
+22,CSCO,2.0002,11.618894448415535,7.39%,2.59
+23,CSX,2.6633,2.3143622363575496,8.19%,5.95
+24,CVS,1.364,3.1293966892439657,4.00%,6.24
+25,CVX,2.7809,11.041989802476541,-7.68%,7.46
+26,D,10.427,2.1917138338604962,5.60%,2.08
+27,DE,1.1147,1.692748584312983,13.36%,6.62
+28,DHR,3.3251,4.288019362646228,2.81%,12.23
+29,DIS,1.0753,4.222309246053011,21.87%,2.8
+30,DUK,3.0382,2.321933548864566,5.80%,-0.19
+31,EXC,2.5916,2.3196678154317443,6.30%,3.11
+32,FDX,1.3726,2.252021634110481,4.78%,-3.7
+33,FIS,0.7185,3.052068758744753,2.05%,1.73
+34,GE,3.1891,7.335622853574773,25.50%,25.71
+35,GILD,0.5725,2.451602678394548,2.25%,9.03
+36,GOOGL,1.1345,13.945161533816425,17.61%,-6.07
+37,GS,2.0757,5.026143790849673,1.11%,0.86
+38,HD,1.7394,1.5453993687788299,2.05%,1.67
+39,HON,2.2588,3.125091326583864,7.80%,3.59
+40,IBM,2.0869,2.1667585446527013,6.62%,2.02
+41,INTC,6.2729,3.6859347960137647,6.02%,-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,4.3545,4.7247283088328,4.34%,4.52
+44,JPM,3.2773,7.754062578305718,-4.33%,10.71
+45,KO,3.5034,2.297264150943396,5.97%,5.0
+46,LIN,3.4208,4.276934547584811,8.50%,35.35
+47,LLY,1.8737,2.8153000487195237,24.38%,-2.53
+48,LMT,3.2504,3.5014102564102565,10.89%,0.18
+49,LOW,1.2378,1.1503921671842923,7.48%,4.73
+50,LRCX,1.7507,3.8445377840670143,0.01%,10.79
+51,MA,1.5338,2.501027749229188,20.29%,4.6
+52,MCD,3.6629,1.0846838602500923,8.57%,6.31
+53,MCO,2.0425,1.859163824681066,12.21%,8.25
+54,MDT,2.4965,3.3466296928327646,1.04%,0.38
+55,MMC,2.2618,2.2934383552499833,9.73%,2.76
+56,MMM,4.4859,2.8900943105467545,1.64%,5.13
+57,MO,8.8684,1.4505849450506165,3.92%,0.0
+58,MRK,2.3138,3.5567430191261282,8.17%,7.5
+59,MSFT,2.3007,6.280162585506097,12.54%,2.63
+60,NEE,2.5982,2.340807746209708,8.80%,9.85
+61,NFLX,1.635,3.4279910104004063,21.72%,10.98
+62,NKE,2.0436,3.047429571860576,8.56%,19.24
+63,NSC,2.9593,2.6133573525487055,5.47%,4.54
+64,NVDA,3.5519,3.473808519611978,21.20%,-17.57
+65,ORCL,1.9008,1.4335972813715132,9.06%,3.73
+66,PEP,3.3521,2.227643833648574,7.80%,5.74
+67,PFE,1.1173,5.655434470891884,-14.94%,19.04
+68,PG,4.3277,3.27542291820393,5.38%,1.23
+69,PM,2.4533,1.3170348676810764,7.40%,4.23
+70,PYPL,0.5571,7.170935359789849,15.76%,7.28
+71,SCHW,1.6392,14.567083795342944,9.80%,3.54
+72,SO,3.4609,2.225532617671346,7.30%,9.94
+73,SPG,13.079,1.3077838185627797,8.60%,10.74
+74,SPGI,2.2617,5.0718783220214245,12.70%,2.88
+75,T,4.4541,2.5713964989704743,-0.64%,7.17
+76,TGT,0.814,2.7693696564176093,-7.51%,-2.33
+77,TMO,3.8993,2.684800181524236,8.57%,4.94
+78,TMUS,0.3603,1.91016004871443,65.36%,6.97
+79,TSLA,1.6016,32.44880418535127,10.66%,7.84
+80,TXN,3.0209,2.8856409243531504,10.00%,7.62
+81,UNH,1.5703,4.018799229330765,13.04%,4.74
+82,UNP,2.7512,1.8838849701573521,9.01%,1.69
+83,UPS,2.4608,2.734949801098693,3.62%,2.54
+84,USB,1.0216,6.898271330367974,3.84%,2.21
+85,V,1.4973,3.8085077951002226,14.65%,7.49
+86,VZ,6.652,2.118037603808605,-0.26%,0.4
+87,WFC,0.7586,7.412967191018301,5.68%,-6.79
+88,WMT,3.6062,3.836926738378192,5.36%,11.79
+89,XOM,1.809,8.912102494812528,-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,"[97698.65283426727, 95356.62309946018, 105752.88378882573, 98361.94288315061, 111241.4034391586, 125150.83316073155, 127741.56784114707, 136876.18186866102, 144046.70840487521, 145107.93125460763, 134418.3749885835, 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]"
-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]"
-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]"
-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]"
-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]"
-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]"
-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]"
-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]"
-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]"
-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]"
-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]"
-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]"
-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]"
-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]"
+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,"[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,"[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,"[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,"[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,"[16664.2879516799, 19849.90130819691, 18526.084068065582, 21987.476721989016, 21337.318635015836, 19680.94823847691, 22965.189008064324, 22140.144448003255, 27047.681489225855, 24735.030340790647, 27043.914002736714, 33000]"
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+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,"[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,"[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,"[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,"[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,"[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,"[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,"[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,"[11037.979197721179, 10475.138788816894, 12402.103007414116, 14258.845292369788, 16838.628131080684, 19718.424305832, 18526.22987653625, 17742.128108429268, 20055.018509057285, 24178.01150443656, 26655.86465057598, 26500]"
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+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,"[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,"[32080.331214139696, 34068.240978032016, 31218.45976330831, 33301.251039562594, 36910.94902012339, 37788.54016012549, 42401.91251266675, 52202.75082023867, 53529.092821650054, 55106.388380644275, 67688.60574999196, 62000]"
--- a/Elaborated_Data/eps_quarterly_bar_chart.csv
+++ b/Elaborated_Data/eps_quarterly_bar_chart.csv
@ -3,10 +3,10 @@
 1,XOM,4.45,2022-09-30
 2,XOM,3.4,2022-12-31
 3,XOM,2.83,2023-03-31
-4,WMT,1.3,2022-04-30
-5,WMT,1.77,2022-07-31
-6,WMT,1.5,2022-10-31
-7,WMT,1.71,2023-01-31
+4,WMT,1.77,2022-07-31
+5,WMT,1.5,2022-10-31
+6,WMT,1.71,2023-01-31
+7,WMT,1.47,2023-04-30
 8,WFC,0.74,2022-06-30
 9,WFC,0.85,2022-09-30
 10,WFC,0.61,2022-12-31
@ -51,10 +51,10 @@
 49,TMO,5.08,2022-09-30
 50,TMO,5.4,2022-12-31
 51,TMO,5.03,2023-03-31
-52,TGT,2.19,2022-04-30
-53,TGT,0.39,2022-07-31
-54,TGT,1.54,2022-10-31
-55,TGT,1.89,2023-01-31
+52,TGT,0.39,2022-07-31
+53,TGT,1.54,2022-10-31
+54,TGT,1.89,2023-01-31
+55,TGT,2.05,2023-04-30
 56,T,0.65,2022-06-30
 57,T,0.68,2022-09-30
 58,T,0.61,2022-12-31
@ -172,9 +172,9 @@
 170,LLY,2.09,2022-12-31
 171,LLY,1.62,2023-03-31
 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
-175,LIN,3.42,2023-03-31
+175,LIN,3.16,2023-03-31
 176,KO,0.7,2022-06-30
 177,KO,0.69,2022-09-30
 178,KO,0.45,2022-12-31
@ -203,10 +203,10 @@
 201,HON,2.25,2022-09-30
 202,HON,2.52,2022-12-31
 203,HON,2.07,2023-03-31
-204,HD,4.09,2022-04-30
-205,HD,5.05,2022-07-31
-206,HD,4.24,2022-10-31
-207,HD,3.3,2023-01-31
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+207,HD,3.82,2023-04-30
 208,GS,7.73,2022-06-30
 209,GS,8.25,2022-09-30
 210,GS,3.32,2022-12-31
@ -247,10 +247,10 @@
 245,DHR,2.56,2022-09-30
 246,DHR,2.87,2022-12-31
 247,DHR,2.36,2023-03-31
-248,DE,6.81,2022-04-30
-249,DE,6.16,2022-07-31
-250,DE,7.44,2022-10-31
-251,DE,6.55,2023-01-31
+248,DE,6.16,2022-07-31
+249,DE,7.44,2022-10-31
+250,DE,6.55,2023-01-31
+251,DE,9.65,2023-04-30
 252,D,0.77,2022-06-30
 253,D,1.11,2022-09-30
 254,D,1.06,2022-12-31
@ -267,10 +267,10 @@
 265,CSX,0.51,2022-09-30
 266,CSX,0.47,2022-12-31
 267,CSX,0.48,2023-03-31
-268,CSCO,0.87,2022-04-30
-269,CSCO,0.83,2022-07-31
-270,CSCO,0.86,2022-10-31
-271,CSCO,0.88,2023-01-31
+268,CSCO,0.83,2022-07-31
+269,CSCO,0.86,2022-10-31
+270,CSCO,0.88,2023-01-31
+271,CSCO,1.0,2023-04-30
 272,CRM,0.98,2022-04-30
 273,CRM,1.19,2022-07-31
 274,CRM,1.4,2022-10-31
@ -303,10 +303,10 @@
 301,BMY,1.99,2022-09-30
 302,BMY,1.82,2022-12-31
 303,BMY,2.05,2023-03-31
-304,BIDU,1.66,2022-03-31
-305,BIDU,2.18,2022-06-30
-306,BIDU,2.49,2022-09-30
-307,BIDU,2.23,2022-12-31
+304,BIDU,2.18,2022-06-30
+305,BIDU,2.49,2022-09-30
+306,BIDU,2.23,2022-12-31
+307,BIDU,2.3,2023-03-31
 308,BDX,2.66,2022-06-30
 309,BDX,2.75,2022-09-30
 310,BDX,2.98,2022-12-31
@ -335,10 +335,10 @@
 333,AMGN,4.7,2022-09-30
 334,AMGN,4.09,2022-12-31
 335,AMGN,3.98,2023-03-31
-336,AMAT,1.85,2022-04-30
-337,AMAT,1.94,2022-07-31
-338,AMAT,2.03,2022-10-31
-339,AMAT,2.03,2023-01-31
+336,AMAT,1.94,2022-07-31
+337,AMAT,2.03,2022-10-31
+338,AMAT,2.03,2023-01-31
+339,AMAT,2.0,2023-04-30
 340,ADBE,3.35,2022-05-31
 341,ADBE,3.4,2022-08-31
 342,ADBE,3.6,2022-11-30
--- 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
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+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
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+28,28,DHR,87.79588678965173,90.19066851102973,85.42,82.78805519627885
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+35,35,GILD,151.2044952147543,56.52871315531706,82.69,67.802408084516
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+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
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+45,45,KO,83.43140990057667,54.05918775871132,101.12,51.0539972645096
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+59,59,MSFT,113.26609475449267,129.13298836649895,132.72,42.574394371216634
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+82,82,UNP,102.08194911395603,47.78896102415891,116.17,39.50929713815176
+83,83,UPS,109.31516556780723,61.23566132359956,89.41,42.27357028519867
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+85,85,V,132.2376969692613,80.8097095034298,141.79,61.08058325638432
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+87,87,WFC,147.69065957371842,148.2762330181531,99.67,19.075069084803722
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--- a/Elaborated_Data/price_history_data.csv
+++ b/Elaborated_Data/price_history_data.csv
--- 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['TotalDebt']
    except KeyError:
        return 2.0

@ -95,20 +95,18 @@ 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**( -0.5*(not_normalized['Valuation'].mean()-not_normalized['Valuation'])))) #VALUATION STAT
    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['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