diff --git a/Elaborated_Data/Not_Normalized.csv b/Elaborated_Data/Not_Normalized.csv index 5e478f1..de38c36 100644 --- 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 diff --git a/Elaborated_Data/employees_over_time.csv b/Elaborated_Data/employees_over_time.csv index 216437a..5d79e16 100644 --- 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, 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+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 diff --git a/indexer/indexer.py b/indexer/indexer.py index a23b7b6..ec109e9 100644 --- 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 diff --git a/presentation_notebook.ipynb b/presentation_notebook.ipynb new file mode 100644 index 0000000..cb9bc73 --- /dev/null +++ b/presentation_notebook.ipynb @@ -0,0 +1,108 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Function for getting scores: Sigmoid fucntion

" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "75.50813375962909\n" + ] + } + ], + "source": [ + "\n", + "mean_stocks = 5\n", + "value_stock = 4\n", + "\n", + "score= (200/(1+math.e**( 0.5*(mean_stocks-value_stock))))\n", + "\n", + "print(score)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1e6dab8358774ba1b4a796b47bbf6360", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntSlider(value=1, description='w', max=10), FloatSlider(value=1.0, description='amp', m…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import ipywidgets as widgets\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "# set up plot\n", + "fig, ax = plt.subplots(figsize=(6, 4))\n", + "ax.set_ylim([-4, 4])\n", + "ax.grid(True)\n", + " \n", + "# generate x values\n", + "x = np.linspace(0, 2 * np.pi, 100)\n", + " \n", + " \n", + "def my_sine(x, w, amp, phi):\n", + " \"\"\"\n", + " Return a sine for x with angular frequeny w and amplitude amp.\n", + " \"\"\"\n", + " return amp*np.sin(w * (x-phi))\n", + " \n", + " \n", + "@widgets.interact(w=(0, 10, 1), amp=(0, 4, .1), phi=(0, 2*np.pi+0.01, 0.01))\n", + "def update(w = 1.0, amp=1, phi=0):\n", + " \"\"\"Remove old lines from plot and plot new one\"\"\"\n", + " [l.remove() for l in ax.lines]\n", + " ax.plot(x, my_sine(x, w, amp, phi), color='C0')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "language_info": { + "name": "python" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}