From 61a9a6fe006e2a4ccb748a20738bb3a04bd0beaa Mon Sep 17 00:00:00 2001 From: Brian Date: Tue, 26 Apr 2022 17:26:22 -0400 Subject: [PATCH] working with data --- .gitignore | 1 + ...est healthcare companies by market cap.csv | 93 --- ...Largest pharma companies by market cap.csv | 470 ----------- ...- Largest tech companies by market cap.csv | 737 ------------------ data_processing.ipynb | 251 +++++- yfiniance_data.ipynb | 235 +++++- 6 files changed, 482 insertions(+), 1305 deletions(-) create mode 100644 .gitignore delete mode 100644 companiesmarketcap.com - Largest healthcare companies by market cap.csv delete mode 100644 companiesmarketcap.com - Largest pharma companies by market cap.csv delete mode 100644 companiesmarketcap.com - Largest tech companies by market cap.csv diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..67a265c --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +/Data \ No newline at end of file diff --git a/companiesmarketcap.com - Largest healthcare companies by market cap.csv b/companiesmarketcap.com - Largest healthcare companies by market cap.csv deleted file mode 100644 index 644e58c..0000000 --- a/companiesmarketcap.com - Largest healthcare companies by market cap.csv +++ /dev/null @@ -1,93 +0,0 @@ - -"Rank","Name","Symbol","marketcap","price (USD)","country" -"1","UnitedHealth","UNH","487046971392","517.64","United States" -"2","CVS Health","CVS","131450314752","100.1","United States" -"3","Anthem","ANTM","120002469888","497.76","United States" -"4","Siemens Healthineers","SEMHF","65346064384","58.15","Germany" -"5","HCA Healthcare","HCA","63550623744","210.42","United States" -"6","Centene","CNC","48719605760","83.59","United States" -"7","McKesson","MCK","47300218880","315.76","United States" -"8","AmerisourceBergen","ABC","32851238912","157.08","United States" -"9","AIER Eye Hospital","300015.SZ","27679681937","5.12","China" -"10","Cerner","CERN","27569790976","93.79","United States" -"11","Molina Healthcare","MOH","19044831232","324.59","United States" -"12","PerkinElmer","PKI","18580402176","147.28","United States" -"13","JD Health","6618.HK","17687341770","5.54","China" -"14","Cardinal Health","CAH","16724787200","60.37","United States" -"15","Rede D'Or Sao Luiz","RDOR3.SA","16535807953","8.39","Brazil" -"16","Bio-Rad Laboratories","BIO","15700712448","523.86","United States" -"17","Hapvida","HAPV3.SA","15255532881","2.14","Brazil" -"18","Sysmex","6869.T","14166760896","67.72","Japan" -"19","Ramsay Health Care","RHC.AX","13848805416","60.51","Australia" -"20","IHH Healthcare","Q0F.SI","13076563223","1.48","Malaysia" -"21","Henry Schein","HSIC","12011556864","87.01","United States" -"22","DaVita","DVA","10625183744","110.85","United States" -"23","Teladoc Health","TDOC","9663625216","59.97","United States" -"24","Doximity","DOCS","8834834432","46.18","United States" -"25","Apollo Hospitals","APOLLOHOSP.NS","8763288082","60.95","India" -"26","Fisher & Paykel Healthcare","FPH.NZ","8505852208","14.74","New Zealand" -"27","Agilon Health","AGL","8018265088","19.77","United States" -"28","Chemed","CHE","7332001280","489.76","United States" -"29","Guardant Health","GH","6972727296","68.45","United States" -"30","Masimo","MASI","6884306944","124.04","United States" -"31","GoodRx","GDRX","6613991936","16.5","United States" -"32","Piramal Group","PEL.NS","6573866506","27.54","India" -"33","Sotera Health","SHC","6012689408","21.26","United States" -"34","Ebos Group","EBO.NZ","5395526348","28.6","New Zealand" -"35","Oak Street Health","OSH","5118302720","21.26","United States" -"36","Omnicell","OMCL","5011448832","113.45","United States" -"37","AMN Healthcare Services","AMN","4744625664","103.21","United States" -"38","Amedisys","AMED","4495702528","138.22","United States" -"39","Quidel","QDEL","4365664256","104.41","United States" -"40","Signify Health","SGFY","3651631616","15.7","United States" -"41","LifeStance Health Group","LFST","3548581888","9.48","United States" -"42","Ryman Healthcare","RYM.NZ","3041523407","6.08","New Zealand" -"43","Owens & Minor","OMI","2933120768","38.25","United States" -"44","MultiPlan","MPLN","2915186176","4.57","United States" -"45","CorVel Corporation","CRVL","2895925504","164.35","United States" -"46","Vocera Communications","VCRA","2765680384","79.13","United States" -"47","Privia Health Group","PRVA","2712323328","25.07","United States" -"48","FIGS","FIGS","2694508288","16.36","United States" -"49","Diagnosticos da America","DASA3.SA","2694065495","4.81","Brazil" -"50","Fortis Healthcare","FORTIS.NS","2657304865","3.52","India" -"51","Evolent Health","EVH","2573137408","28.33","United States" -"52","Mitra Keluarga","MIKA.JK","2545135016","0.18","Indonesia" -"53","Allscripts","MDRX","2519411200","21.68","United States" -"54","Definitive Healthcare","DH","2393237504","24.53","United States" -"55","ModivCare","MODV","2133634048","109.73","United States" -"56","Alignment Healthcare","ALHC","1911824896","10.22","United States" -"57","Apollo Medical Holdings","AMEH","1819011072","40.4","United States" -"58","Oscar Health","OSCR","1678968064","7.98","United States" -"59","Tivity Health","TVTY","1602317312","32.16","United States" -"60","Clover Health Investments","CLOV","1358296320","2.87","United States" -"61","U.S. Physical Therapy","USPH","1326551808","102.11","United States" -"62","Community Health Systems","CYH","1219473152","9.06","United States" -"63","Bright Health","BHG","1166770944","1.86","United States" -"64","RadNet","RDNT","1150642176","20.48","United States" -"65","Cano Health","CANO","1113523968","5.36","United States" -"66","National Healthcare","NHC","1096681600","70.88","United States" -"67","Cue Health","HLTH","986813120","6.73","United States" -"68","Hims & Hers Health","HIMS","967944448","4.72","United States" -"69","American Well","AMWL","930818560","3.54","United States" -"70","Accolade","ACCD","844412416","12.61","United States" -"71","Babylon Holdings","BBLN","731530688","1.77","United Kingdom" -"72","CareMax","CMAX","660502080","7.56","United States" -"73","HealthStream","HSTM","587172096","19.24","United States" -"74","Waterdrop Inc.","WDH","575425472","1.46","China" -"75","Aveanna Healthcare","AVAH","562508928","3.05","United States" -"76","Sema4","SMFR","534012832","2.18","United States" -"77","COMPASS Pathways","CMPS","523147744","12.45","United Kingdom" -"78","Castlight Health","CSLT","332368544","2.05","United States" -"79","SOC Telemed","TLMD","304008000","3","United States" -"80","Talkspace","TALK","220952688","1.44","United States" -"81","Sonida Senior Living","SNDA","215884208","32.39","United States" -"82","Shalby","SHALBY.NS","184209543","1.71","India" -"83","Enzo Biochem","ENZ","133950304","2.75","United States" -"84","UpHealth","UPH","129369568","0.9","United States" -"85","Tabula Rasa HealthCare","TRHC","115793104","4.5","United States" -"86","Augmedix","AUGX","100029480","2.68","United States" -"87","NantHealth","NH","84618400","0.73","United States" -"88","Genesis HealthCare","GEN","68055192","0.42","United States" -"89","Marpai","MRAI","30246554","1.49","United States" -"90","Ontrak","OTRK","29788758","1.43","United States" -"91","Viveve Medical","VIVE","10501920","0.99","United States" diff --git a/companiesmarketcap.com - Largest pharma companies by market cap.csv b/companiesmarketcap.com - Largest pharma companies by market cap.csv deleted file mode 100644 index cc2bd3a..0000000 --- a/companiesmarketcap.com - Largest pharma companies by market cap.csv +++ /dev/null @@ -1,470 +0,0 @@ - -"Rank","Name","Symbol","marketcap","price (USD)","country" -"1","Johnson & Johnson","JNJ","482798239744","183.6","United States" -"2","Roche","RHHBY","332905611264","47.55","Switzerland" -"3","AbbVie","ABBV","272183754752","154.1","United States" -"4","Pfizer","PFE","271488303104","48.07","United States" -"5","Eli Lilly","LLY","267280941056","280.66","United States" -"6","Novo Nordisk","NVO","265674784768","112.18","Denmark" -"7","Merck","MRK","212583661568","84.08","United States" -"8","Astrazeneca","AZN","209226973184","65.28","United Kingdom" -"9","Novartis","NVS","202615816192","89.66","Switzerland" -"10","Bristol-Myers Squibb","BMY","160250707968","75.41","United States" -"11","Sanofi","SNY","135179386880","54.13","France" -"12","Amgen","AMGN","133166014464","249.48","United States" -"13","CVS Health","CVS","131553140736","100.18","United States" -"14","GlaxoSmithKline","GSK","114713272320","44.7","United Kingdom" -"15","CSL","CSL.AX","93570623155","194.25","Australia" -"16","Zoetis","ZTS","83731873792","177.68","United States" -"17","Merck KGaA","MRK.DE","80023199760","184.06","Germany" -"18","Gilead Sciences","GILD","77683163136","61.86","United States" -"19","Regeneron Pharmaceuticals","REGN","75292295168","685.44","United States" -"20","Vertex Pharmaceuticals","VRTX","68868972544","269.51","United States" -"21","Bayer","BAYZF","68009283584","69.23","Germany" -"22","Moderna","MRNA","59876683776","148.57","United States" -"23","Chugai Pharmaceutical","4519.T","53035110341","32.25","Japan" -"24","Lonza","LONN.SW","45837040286","617.06","Switzerland" -"25","Takeda Pharmaceutical","TAK","45645619200","14.47","Japan" -"26","WuXi AppTec","2359.HK","43917135875","13.1","China" -"27","Walgreens Boots Alliance","WBA","38550188032","44.63","United States" -"28","BioNTech","BNTX","37815922688","153.22","Germany" -"29","Biogen","BIIB","31370725376","213.46","United States" -"30","WuXi Biologics","WXXWY","29535676416","13.67","China" -"31","Jiangsu Hengrui Medicine","600276.SS","28887139145","4.53","China" -"32","Astellas Pharma","ALPMF","28580620288","15.41","Japan" -"33","Royalty Pharma","RPRX","28426250240","42.17","United Kingdom" -"34","Sun Pharmaceutical","SUNPHARMA.NS","28145367676","11.73","India" -"35","West Pharmaceutical","WST","25550022656","343.63","United States" -"36","Seagen","SGEN","25429520384","138.34","United States" -"37","Horizon Therapeutics","HZNP","24386134016","106.4","Ireland" -"38","LabCorp","LH","24355250176","261.39","United States" -"39","Genmab","GMAB","23429595136","35.8","Denmark" -"40","Alnylam Pharmaceuticals","ALNY","19400591360","160.71","United States" -"41","ICON plc","ICLR","18309031936","224.5","Ireland" -"42","Otsuka Holdings","4578.T","18007583724","33.2","Japan" -"43","BeiGene","BGNE","17531932672","163.27","China" -"44","Argenx","ARGX","17398960128","315.45","Netherlands" -"45","Celltrion","068270.KS","16889480123","124.23","South Korea" -"46","Shionogi","4507.T","16384732921","54.35","Japan" -"47","Catalent","CTLT","15994787840","89.29","United States" -"48","Bio-Techne","TECH","15506699264","394.69","United States" -"49","Ono Pharmaceutical","4528.T","12639510603","25.88","Japan" -"50","Eisai","4523.T","12552291317","43.79","Japan" -"51","Viatris","VTRS","12307477504","10.18","United States" -"52","Elanco","ELAN","11907820544","25.15","United States" -"53","Vifor Pharma","VIFN.SW","11589785676","178.6","Switzerland" -"54","kyowa Kirin","4151.T","11339386133","21.1","Japan" -"55","Teva Pharmaceutical Industries","TEVA","10710989824","9","Israel" -"56","Jazz Pharmaceuticals","JAZZ","10065893376","163.04","Ireland" -"57","Cipla","CIPLA.NS","10023263232","12.42","India" -"58","Hansoh Pharma","3692.HK","9479250306","1.6","China" -"59","Sino Biopharmaceutical","1177.HK","9449491433","0.5","China" -"60","Dr. Reddy's","RDY","9009634304","53.25","India" -"61","Neurocrine Biosciences","NBIX","8843196416","92.59","United States" -"62","Maravai LifeSciences","MRVI","8154881536","31.96","United States" -"63","Organon","OGN","8119301120","32.01","United States" -"64","Bausch Health","BHC","7745683456","21.32","Canada" -"65","Biohaven Pharmaceutical","BHVN","7641062912","107.59","United States" -"66","Exelixis","EXEL","7236113920","22.6","United States" -"67","Gland Pharma","GLAND.NS","7053274950","42.93","India" -"68","Swedish Orphan Biovitrum","SOBI.ST","6764392267","22.92","Sweden" -"69","Sinopharm","1099.HK","6712883988","2.15","China" -"70","Ginkgo Bioworks","DNA","6642490368","3.78","United States" -"71","Sarepta Therapeutics","SRPT","6641671168","76.21","United States" -"72","Ascendis Pharma","ASND","6188558848","108.69","Denmark" -"73","Torrent Pharmaceuticals","TORNTPHARM.NS","6026459433","35.61","India" -"74","Legend Biotech","LEGN","6011807232","38.98","United States" -"75","Ionis Pharmaceuticals","IONS","5974817792","42.15","United States" -"76","Orion Corporation","ORNAV.HE","5972738031","42.25","Finland" -"77","Biocon","BIOCON.NS","5961320632","4.96","India" -"78","KOBAYASHI Pharmaceutical","4967.T","5659921126","73.24","Japan" -"79","Alkem Laboratories","ALKEM.NS","5159779296","43.15","India" -"80","Intra-Cellular Therapies","ITCI","4995161088","52.97","United States" -"81","Abbott India","ABBOTINDIA.NS","4885964502","229.44","India" -"82","Cerevel Therapeutics","CERE","4780626432","32.3","United States" -"83","Lundbeck","LDB.F","4715809324","23.47","Denmark" -"84","Evotec","EVO","4693782528","13.1","Germany" -"85","Cadila Healthcare","CADILAHC.NS","4617458069","4.51","India" -"86","Alkermes","ALKS","4594247680","28.13","Ireland" -"87","Nippon Shinyaku","4516.T","4590367990","68.15","Japan" -"88","Perrigo","PRGO","4532719616","33.69","Ireland" -"89","Hualan Biological Engineering","002007.SZ","4397848689","2.41","China" -"90","CRISPR Therapeutics","CRSP","4379721216","56.83","Switzerland" -"91","Zai Lab","ZLAB","4351888896","45.14","China" -"92","Lupin Limited","LUPIN.NS","4297250094","9.45","India" -"93","Laurus Labs","LAURUSLABS.NS","4160976933","7.74","India" -"94","Intellia Therapeutics","NTLA","4131335168","52.6","United States" -"95","Novavax","NVAX","3766091520","49.37","United States" -"96","Karuna Therapeutics","KRTX","3756740096","126.03","United States" -"97","Richter Gedeon","RGEDF","3731481088","19.5","Hungary" -"98","BB Biotech","BION.SW","3532907802","63.89","Switzerland" -"99","Fate Therapeutics","FATE","3442468864","35.7","United States" -"100","Sumitomo Dainippon Pharma","4506.T","3416479802","8.6","Japan" -"101","Ipca Laboratories","IPCALAB.NS","3304607293","13.02","India" -"102","Arvinas","ARVN","3293133056","62.08","United States" -"103","Santen Pharmaceutical","4536.T","3253134915","8.13","Japan" -"104","Relay Therapeutics","RLAY","3184089856","29.37","United States" -"105","Cytokinetics","CYTK","3128587776","36.59","United States" -"106","Curevac","CVAC","3088447232","16.52","Germany" -"107","Taisho Pharmaceutical","4581.T","3028999236","37.95","Japan" -"108","Beam Therapeutics","BEAM","2995953920","43.59","United States" -"109","Harmony Biosciences","HRMY","2898368000","49.1","United States" -"110","HUTCHMED","HCM","2757850624","15.95","Hong Kong" -"111","Roivant Sciences","ROIV","2754446592","3.98","United Kingdom" -"112","Tilray","TLRY","2625210624","5.27","Canada" -"113","Glaukos","GKOS","2605872640","55.09","United States" -"114","Hanmi Pharmaceutical","008930.KS","2579804465","38.35","South Korea" -"115","SpringWorks Therapeutics","SWTX","2319505920","46.93","United States" -"116","AbCellera","ABCL","2263223296","7.99","Canada" -"117","Sanofi India Limited","SANOFI.NS","2096101133","91","India" -"118","Jubilant Life Sciences","JUBILANT.NS","1979878950","12.44","India" -"119","Alembic Pharmaceuticals","APLLTD.NS","1960044936","9.97","India" -"120","PeptiDream","4587.T","1955531889","15.06","Japan" -"121","Ironwood Pharmaceuticals","IRWD","1926586240","12.1","United States" -"122","Emergent BioSolutions","EBS","1905120256","37.76","United States" -"123","BioCryst Pharmaceuticals","BCRX","1865086208","10.1","United States" -"124","Natco Pharma","NATCOPHARM.NS","1829355186","10.01","India" -"125","Travere Therapeutics","TVTX","1805881216","28.44","United States" -"126","Amphastar Pharmaceuticals","AMPH","1801639808","36.91","United States" -"127","Kymera Therapeutics","KYMR","1768259712","34.2","United States" -"128","Krystal Biotech","KRYS","1759905024","69.84","United States" -"129","Olink Holding","OLK","1755353216","14.75","Sweden" -"130","Xenon Pharmaceuticals","XENE","1727347456","32.63","Canada" -"131","ImmunityBio","IBRX","1693111424","4.26","United States" -"132","Exscientia","EXAI","1668240640","13.8","United Kingdom" -"133","Vericel","VCEL","1634953856","34.76","United States" -"134","Glenmark Pharmaceuticals","GLENMARK.NS","1570582993","5.57","India" -"135","Supernus Pharmaceuticals","SUPN","1562083200","29.26","United States" -"136","Celularity","CELU","1559001600","11.32","United States" -"137","Prothena","PRTA","1547136896","33.1","Ireland" -"138","Valneva SE","VALN","1544880896","28.7","France" -"139","Sana Biotechnology","SANA","1518239488","8.01","United States" -"140","BridgeBio Pharma","BBIO","1512243968","10.25","United States" -"141","Zogenix","ZGNX","1500171008","26.68","United States" -"142","Keros Therapeutics","KROS","1416876928","59","United States" -"143","Enanta Pharmaceuticals","ENTA","1411854848","68.77","United States" -"144","Lyell Immunopharma","LYEL","1327549056","5.41","United States" -"145","Sierra Oncology","SRRA","1306171776","54.62","Canada" -"146","Adaptive Biotechnologies","ADPT","1302572800","9.2","United States" -"147","Shinpoong Pharm","019170.KS","1291345964","24.53","South Korea" -"148","REGENXBIO","RGNX","1268072192","29.5","United States" -"149","Dynavax Technologies","DVAX","1254278144","9.93","United States" -"150","Innoviva","INVA","1227672064","17.65","United States" -"151","Amarin Corporation","AMRN","1202116096","3.03","Ireland" -"152","Nuvation Bio","NUVB","1201890816","5.51","United States" -"153","Amneal Pharmaceuticals","AMRX","1161069312","3.84","United States" -"154","Axsome Therapeutics","AXSM","1157376128","30.08","United States" -"155","Allogene Therapeutics","ALLO","1155577472","8.1","United States" -"156","Recursion Pharmaceuticals","RXRX","1135647104","6.65","United States" -"157","ImmunoGen","IMGN","1128016000","5.12","United States" -"158","Instil Bio","TIL","1110973824","8.6","United States" -"159","Veru","VERU","1097490944","13.71","United States" -"160","Morphic Therapeutic","MORF","1092992512","29.46","United States" -"161","Reata Pharmaceuticals","RETA","1075007232","29.53","United States" -"162","Arcutis Biotherapeutics","ARQT","1068723136","20.79","United States" -"163","Zentalis Pharmaceuticals","ZNTL","1065258240","23.38","United States" -"164","Prometheus Biosciences","RXDX","1061228288","27.14","United States" -"165","iTeos Therapeutics","ITOS","1044910592","29.42","United States" -"166","Avid Bioservices","CDMO","1041628096","16.87","United States" -"167","I-Mab Biopharma","IMAB","1030582976","12.49","China" -"168","Erasca","ERAS","1026236416","8.44","United States" -"169","Kura Oncology","KURA","1015868096","15.25","United States" -"170","Editas Medicine","EDIT","1009970048","14.74","United States" -"171","Merus","MRUS","984104192","22.64","Netherlands" -"172","Cosmo Pharmaceuticals","C43.F","967402548","57.9","Ireland" -"173","Antares Pharma","ATRS","950197440","5.57","United States" -"174","Intersect ENT","XENT","943684864","27.93","United States" -"175","CinCor Pharma","CINC","942370368","24.99","United States" -"176","SPARC","SPARC.NS","938500091","3.45","India" -"177","Syndax Pharmaceuticals","SNDX","916553216","16.66","United States" -"178","BELLUS Health","BLU","910348864","8.41","Canada" -"179","Protagonist Therapeutics","PTGX","903603136","18.61","United States" -"180","Nektar Therapeutics","NKTR","877350528","4.71","United States" -"181","Codexis","CDXS","875759808","13.44","United States" -"182","Chinook Therapeutics","KDNY","842387264","15.29","United States" -"183","Centessa Pharmaceuticals","CNTA","841478976","8.95","United Kingdom" -"184","MannKind Corp","MNKD","841270464","3.34","United States" -"185","Verve Therapeutics","VERV","831145664","17.11","United States" -"186","Avidity Biosciences","RNA","829499200","17.37","United States" -"187","Mirum Pharmaceuticals","MIRM","825942336","26.03","United States" -"188","DICE Therapeutics","DICE","818534272","21.41","United States" -"189","Atai Life Sciences","ATAI","797132672","4.96","Germany" -"190","Rocket Pharmaceuticals","RCKT","787617024","12.21","United States" -"191","Kezar Life Sciences","KZR","779232512","13.74","United States" -"192","IGM Biosciences","IGMS","768989632","18.09","United States" -"193","Theravance Biopharma","TBPH","753323392","9.93","Cayman Islands" -"194","Anavex Life Sciences","AVXL","740708800","9.63","United States" -"195","Coherus BioSciences","CHRS","739271040","9.56","United States" -"196","PMV Pharmaceuticals","PMVP","737210304","16.22","United States" -"197","Sangamo Therapeutics","SGMO","701058688","4.78","United States" -"198","Kiniksa Pharmaceuticals","KNSA","693117120","10.03","Bermuda" -"199","PureTech Health","PRTC","690820800","24","United States" -"200","Gossamer Bio","GOSS","669174656","8.75","United States" -"201","Day One Biopharmaceuticals","DAWN","655339968","10.57","United States" -"202","Inovio Pharmaceuticals","INO","649812480","2.93","United States" -"203","AnaptysBio","ANAB","645320384","23.32","United States" -"204","Hikal","HIKAL.NS","632712547","5.13","India" -"205","Inhibrx","INBX","629107200","16.12","United States" -"206","Cara Therapeutics","CARA","616475520","11.52","United States" -"207","Tricida","TCDA","613800960","11.08","United States" -"208","Vanda Pharmaceuticals","VNDA","608267072","10.88","United States" -"209","FDC India","FDC.NS","608037888","3.6","India" -"210","Eagle Pharmaceuticals","EGRX","599937984","47.25","United States" -"211","Collegium Pharmaceutical","COLL","596368064","17.58","United States" -"212","Affimed","AFMD","595782848","3.99","Germany" -"213","Amylyx Pharmaceuticals","AMLX","593686720","10.26","United States" -"214","MaxCyte","MXCT","588244672","5.8","United States" -"215","Geron","GERN","584450688","1.55","United States" -"216","Vera Therapeutics","VERA","581628736","21.5","United States" -"217","Adicet Bio","ACET","579657920","14.49","United States" -"218","Arcturus Therapeutics","ARCT","576557504","21.86","United States" -"219","Aarti Drugs","AARTIDRUGS.NS","575528974","6.22","India" -"220","MeiraGTx","MGTX","574107200","12.85","United States" -"221","Pharvaris","PHVS","568223552","17.14","Netherlands" -"222","Amryt Pharma","AMYT","554174528","8.66","United Kingdom" -"223","ANI Pharmaceuticals","ANIP","551498176","31.93","United States" -"224","RAPT Therapeutics","RAPT","550986304","18.62","United States" -"225","Agenus","AGEN","546452224","2.13","United States" -"226","Mesoblast","MESO","544525120","3.93","Australia" -"227","Nuvalent","NUVL","543049344","11.24","United States" -"228","Janux Therapeutics","JANX","542763904","13.04","United States" -"229","Heron Therapeutics","HRTX","540836608","5.3","United States" -"230","CTI BioPharma","CTIC","538431808","5.33","United States" -"231","Ocugen","OCGN","535201856","2.49","United States" -"232","Molecular Partners","MOLN","535033504","16.57","Switzerland" -"233","Karyopharm Therapeutics","KPTI","532890752","6.71","United States" -"234","Inotiv","NOTV","529810112","20.81","United States" -"235","Zealand Pharma","ZEAL","528960160","12.24","Denmark" -"236","LianBio","LIAN","525111136","4.9","United States" -"237","Nautilus Biotechnology","NAUT","508902368","4.09","United States" -"238","Immatics","IMTX","506560768","8.05","Germany" -"239","Aura Biosciences","AURA","501367136","17.16","United States" -"240","Endo International","ENDP","497795968","2.13","Ireland" -"241","Atea Pharmaceuticals","AVIR","497714048","5.98","United States" -"242","CSB Bank","CSBBANK.NS","492263092","2.84","India" -"243","Vaxart","VXRT","491917120","3.91","United States" -"244","Y-mAbs Therapeutics","YMAB","484782720","11.09","United States" -"245","Indoco Remedies","INDOCO.NS","462601726","5.01","India" -"246","C4 Therapeutics","CCCC","455221344","9.34","United States" -"247","Rigel Pharmaceuticals","RIGL","454910880","2.65","United States" -"248","Sequent Scientific","SEQUENT.NS","437510036","1.76","India" -"249","Vaxxinity","VAXX","435409856","3.46","United States" -"250","IDEAYA Biosciences","IDYA","432817760","11.21","United States" -"251","Athira Pharma","ATHA","432677152","11.5","United States" -"252","Arcellx","ACLX","422049248","11.81","United States" -"253","EyePoint Pharmaceuticals","EYPT","421468448","12.38","United States" -"254","Cassiopea","CSP.F","405083423","34.1","Italy" -"255","Rite Aid","RAD","394380160","7.07","United States" -"256","Arbutus Biopharma","ABUS","392835264","2.64","United States" -"257","ADMA Biologics","ADMA","390860416","2","United States" -"258","Generation Bio","GBIO","388748192","6.82","United States" -"259","Praxis Precision Medicines","PRAX","388215968","8.53","United States" -"260","Strides Pharma","STAR.NS","381053806","4.24","India" -"261","Outlook Therapeutics","OTLK","377905056","1.69","United States" -"262","Berkeley Lights","BLI","377080320","5.56","United States" -"263","Akero Therapeutics","AKRO","371836992","10.62","United States" -"264","Liquidia Technologies","LQDA","366988832","5.7","United States" -"265","Avadel Pharmaceuticals","AVDL","366589952","6.21","Ireland" -"266","Mind Medicine","MNMD","363602784","0.84","United States" -"267","Enochian Biosciences","ENOB","363169760","6.9","United States" -"268","VBI Vaccines","VBIV","357685920","1.39","United States" -"269","Sutro Biopharma","STRO","344148512","7.42","United States" -"270","Jounce Therapeutics","JNCE","343570272","6.65","United States" -"271","Mersana Therapeutics","MRSN","336305664","3.98","United States" -"272","Precigen","PGEN","326952576","1.58","United States" -"273","Scholar Rock Holding","SRRK","317354176","8.99","United States" -"274","Esperion Therapeutics","ESPR","315536320","5.01","United States" -"275","AC Immune","ACIU","313881024","3.76","Switzerland" -"276","Xeris Pharmaceuticals","XERS","313738080","2.32","United States" -"277","Adaptimmune Therapeutics","ADAP","305871040","1.95","United Kingdom" -"278","Lexicon Pharmaceuticals","LXRX","305156800","2.04","United States" -"279","Voyager Therapeutics","VYGR","296855200","7.73","United States" -"280","Ocular Therapeutix","OCUL","296654976","3.87","United States" -"281","bluebird bio","BLUE","292519328","4.1","United States" -"282","Marksans Pharma","MARKSANS.NS","290488472","0.71","India" -"283","Marinus Pharmaceuticals","MRNS","288387360","7.79","United States" -"284","Verastem Oncology","VSTM","288084832","1.55","United States" -"285","Talaris Therapeutics","TALS","287004704","7.02","United States" -"286","Hester Biosciences","HESTERBIO.NS","286117583","33.55","India" -"287","VistaGen Therapeutics","VTGN","276768192","1.34","United States" -"288","AN2 Therapeutics","ANTX","275943552","14.73","United States" -"289","G1 Therapeutics","GTHX","271606976","6.36","United States" -"290","Zomedica Pharmaceuticals","ZOM","262711200","0.27","United States" -"291","Longeveron","LGVN","261190064","12.49","United States" -"292","Graphite Bio","GRPH","243645344","4.2","United States" -"293","Innate Pharma","IPH.PA","232534935","2.92","France" -"294","XBiotech","XBIT","231643072","7.61","United States" -"295","Pieris Pharmaceuticals","PIRS","231491872","3.13","United States" -"296","Lineage Cell Therapeutics","LCTX","230821200","1.36","United States" -"297","IO Biotech","IOBT","230522400","8","Denmark" -"298","Immunic","IMUX","230511008","8.26","United States" -"299","Neuland Laboratories","NEULANDLAB.NS","227810591","17.73","India" -"300","Entrada Therapeutics","TRDA","227703376","7.26","United States" -"301","CymaBay Therapeutics","CBAY","218045600","2.58","United States" -"302","Milestone Pharmaceuticals","MIST","210019440","7.02","Canada" -"303","Aldeyra Therapeutics","ALDX","205960960","3.55","United States" -"304","Immutep","IMMP","205218608","2.3","Australia" -"305","Ovid Therapeutics","OVID","204082288","2.9","United States" -"306","Altimmune","ALT","201850016","4.67","United States" -"307","Oyster Point Pharma","OYST","194954304","7.32","United States" -"308","Summit Therapeutics","SMMT","192319904","1.96","United Kingdom" -"309","Ziopharm Oncology","ZIOP","187117600","0.87","United States" -"310","Viking Therapeutics","VKTX","186470608","2.41","United States" -"311","Spero Therapeutics","SPRO","179500688","5.48","United States" -"312","AVEO Oncology","AVEO","179268432","5.2","United States" -"313","Matinas BioPharma","MTNB","173492000","0.8","United States" -"314","Cellectis","CLLS","170434224","3.75","France" -"315","Citius Pharmaceuticals","CTXR","162093296","1.11","United States" -"316","Rubius Therapeutics","RUBY","158719392","1.76","United States" -"317","Vigil Neuroscience","VIGL","158718080","5.62","United States" -"318","Cormedix","CRMD","155686560","4.02","United States" -"319","ORIC Pharmaceuticals","ORIC","154581680","3.92","United States" -"320","Actinium Pharmaceuticals","ATNM","152357360","6.88","United States" -"321","ContraFect","CFRX","152217552","3.87","United States" -"322","Humanigen","HGEN","151314864","2.15","United States" -"323","PDS Biotechnology","PDSB","150919824","5.31","United States" -"324","Precision BioSciences","DTIL","143440000","2.35","United States" -"325","MediciNova","MNOV","143206144","2.92","United States" -"326","Savara Pharmaceuticals","SVRA","137418208","1.21","United States" -"327","Leap Therapeutics","LPTX","135127296","1.53","United States" -"328","Athersys","ATHX","134189000","0.55","United States" -"329","Atossa Therapeutics","ATOS","131594296","1.04","United States" -"330","Synlogic","SYBX","128518152","1.83","United States" -"331","CytomX Therapeutics","CTMX","128169888","1.96","United States" -"332","RPG Life Sciences","RPGLIFE.NS","125287948","7.58","India" -"333","Epizyme","EPZM","124631432","0.76","United States" -"334","Selecta Biosciences","SELB","124579600","0.86","United States" -"335","Cel-Sci","CVM","123932952","2.86","United States" -"336","Recro Pharma","REPH","123233288","2.09","United States" -"337","Nuvectis Pharma","NVCT","122157008","9.61","United States" -"338","aTyr Pharma","LIFE","121606624","4.38","United States" -"339","Ardelyx","ARDX","120925864","0.93","United States" -"340","Paratek Pharmaceuticals","PRTK","120442256","2.3","United States" -"341","Adverum Biotechnologies","ADVM","117019576","1.19","United States" -"342","NRx Pharmaceuticals","NRXP","115955864","1.74","United States" -"343","Cortexyme","CRTX","115155808","3.82","United States" -"344","Cytosorbents","CTSO","113115336","2.6","United States" -"345","Concert Pharmaceuticals","CNCE","112899160","3.23","United States" -"346","Nymox Pharmaceutical","NYMX","112849752","1.25","Bahamas" -"347","BrainStorm Cell Therapeutics","BCLI","110742920","3.04","United States" -"348","Fortress Biotech","FBIO","109201448","1.05","United States" -"349","Bliss GVS Pharma","BLISSGVS.NS","107430637","1.04","India" -"350","Xilio Therapeutics","XLO","107129104","3.9","United States" -"351","Aptose Biosciences","APTO","105985688","1.14","Canada" -"352","Redhill Biopharma","RDHL","104447176","1.98","Israel" -"353","Dare Bioscience","DARE","103251240","1.23","United States" -"354","Assertio Therapeutics","ASRT","102677664","2.27","United States" -"355","Curis","CRIS","102642848","1.12","United States" -"356","Clearside Biomedical","CLSD","101047968","1.68","United States" -"357","Galectin Therapeutics","GALT","99721272","1.68","United States" -"358","IMV","IMV","98618544","1.19","Canada" -"359","Surface Oncology","SURF","97205128","2.07","United States" -"360","TherapeuticsMD","TXMD","96437728","0.22","United States" -"361","Harpoon Therapeutics","HARP","91139104","2.77","United States" -"362","Sesen Bio","SESN","87365232","0.44","United States" -"363","Solid Biosciences","SLDB","87306816","0.79","United States" -"364","Nectar Lifesciences","NECLIFE.NS","86806719","0.39","India" -"365","Tonix Pharmaceuticals","TNXP","85802384","0.16","United States" -"366","Lipocine","LPCN","85200424","0.97","United States" -"367","Akebia Therapeutics","AKBA","84163680","0.46","United States" -"368","Genprex","GNPX","83789472","1.75","United States" -"369","Orchard Therapeutics","ORTX","82572928","0.66","United Kingdom" -"370","Anixa Biosciences","ANIX","82309752","2.73","United States" -"371","Aquestive Therapeutics","AQST","80213488","1.94","United States" -"372","Oncolytics Biotech","ONCY","79612616","1.37","Canada" -"373","InflaRx","IFRX","79566840","1.8","Germany" -"374","Capricor Therapeutics","CAPR","79296888","3.26","United States" -"375","BeyondSpring","BYSI","78247088","2.01","United States" -"376","Journey Medical","DERM","76191720","4.4","United States" -"377","Merrimack Pharmaceuticals","MACK","75767632","5.65","United States" -"378","Hepion Pharmaceuticals","HEPA","75749352","0.99","United States" -"379","Seelos Therapeutics","SEEL","73322392","0.69","United States" -"380","vTv Therapeutics","VTVT","73289792","0.81","United States" -"381","iBio","IBIO","70767608","0.32","United States" -"382","Achieve Life Sciences","ACHV","70210344","7.41","Canada" -"383","Aptinyx","APTX","69747168","1.03","United States" -"384","Brooklyn ImmunoTherapeutics","BTX","69516800","1.21","United States" -"385","Lumos Pharma","LUMO","69378224","8.3","United States" -"386","Biofrontera","BFRI","69188920","4.05","United States" -"387","SCYNEXIS","SCYX","68597808","2.37","United States" -"388","PhaseBio Pharmaceuticals","PHAS","67193024","1.38","United States" -"389","Unity Biotechnology","UBX","66859968","0.97","United States" -"390","Athenex","ATNX","66316080","0.6","United States" -"391","Bionomics","BNOX","66144428","8.26","Australia" -"392","Syros Pharmaceuticals","SYRS","64062220","1.02","United States" -"393","Ampio Pharmaceuticals","AMPE","63748676","0.28","United States" -"394","Zynerba Pharmaceuticals","ZYNE","62397092","1.47","United States" -"395","Corvus Pharmaceuticals","CRVS","62381692","1.34","United States" -"396","Sellas Life Sciences","SLS","62157152","3.03","United States" -"397","Tyme Technologies","TYME","56828316","0.33","United States" -"398","Avalon GloboCare","AVCO","56720444","0.64","United States" -"399","180 Life Sciences","ATNF","56704056","1.66","United States" -"400","Trevena","TRVN","55614720","0.34","United States" -"401","Frequency Therapeutics","FREQ","54563180","1.56","United States" -"402","ProQR","PRQR","53824552","0.76","Netherlands" -"403","Protalix BioTherapeutics","PLX","53784328","1.16","Israel" -"404","Kala Pharmaceuticals","KALA","52064416","0.72","United States" -"405","Iterum Therapeutics","ITRM","50263128","0.28","Ireland" -"406","Cocrystal Pharma","COCP","49134024","0.5","United States" -"407","Aileron Therapeutics","ALRN","48909744","0.54","United States" -"408","AIM ImmunoTech","AIM","48474648","1.01","United States" -"409","Rafael Holdings","RFL","47848280","2.3","United States" -"410","Acasti Pharma","ACST","47831256","1.08","Canada" -"411","NuCana","NCNA","46440200","0.89","United Kingdom" -"412","Aptorum Group","APM","46314840","1.3","Hong Kong" -"413","GlycoMimetics","GLYC","45722848","0.87","United States" -"414","AVROBIO","AVRO","45444152","1.04","United States" -"415","Tiziana Life Sciences","TLSA","44760852","0.92","United Kingdom" -"416","Corbus Pharmaceuticals","CRBP","42081648","0.34","United States" -"417","X4 Pharmaceuticals","XFOR","41829924","1.36","United States" -"418","Oragenics","OGEN","40796448","0.35","United States" -"419","cbdMD","YCBD","40745288","0.69","United States" -"420","Adial Pharmaceuticals","ADIL","38144896","1.61","United States" -"421","Galmed Pharmaceuticals","GLMD","37625848","1.5","Israel" -"422","Orphazyme","ORPH","37272452","0.87","Denmark" -"423","Cyclerion Therapeutics","CYCN","37219904","0.86","United States" -"424","Jaguar Health","JAGX","37209376","0.48","United States" -"425","AcelRx Pharmaceuticals","ACRX","35458792","0.24","United States" -"426","Evofem Biosciences","EVFM","35241348","0.19","United States" -"427","Abeona Therapeutics","ABEO","34692784","0.24","United States" -"428","Aprea Therapeutics","APRE","34466692","1.57","United States" -"429","electroCore","ECOR","34220536","0.48","United States" -"430","AgeX Therapeutics","AGE","34082676","0.89","United States" -"431","Regulus Therapeutics","RGLS","32989448","0.23","United States" -"432","Rockwell Medical","RMTI","32453536","0.35","United States" -"433","Calithera Biosciences","CALA","31386324","0.28","United States" -"434","Onconova Therapeutics","ONTX","29671752","1.42","United States" -"435","Stealth BioTherapeutics","MITO","29385594","0.49","Cayman Islands" -"436","Minerva Neurosciences","NERV","28273156","0.66","United States" -"437","Lannett Company","LCI","28248280","0.66","United States" -"438","Petros Pharmaceuticals","PTPI","26925274","1.3","United States" -"439","Organovo","ONVO","26553668","3.05","United States" -"440","Context Therapeutics","CNTX","26019952","1.63","United States" -"441","Can Fite Biopharma","CANF","25706844","0.95","Israel" -"442","Soligenix","SNGX","24694310","0.57","United States" -"443","VYNE Therapeutics","VYNE","24058612","0.42","United States" -"444","Celsion Corporation","CLSN","22219214","3.13","United States" -"445","Aytu BioScience","AYTU","21848114","0.66","United States" -"446","Genocea Biosciences","GNCA","21449584","0.37","United States" -"447","Nabriva Therapeutics","NBRV","19973382","0.33","Ireland" -"448","NanoViricides","NNVC","19261780","1.67","United States" -"449","Pulmatrix","PULM","18574262","5.61","United States" -"450","Tempest Therapeutics","TPST","18480750","2.58","United States" -"451","Agile Therapeutics","AGRX","18388682","0.14","United States" -"452","Acorda Therapeutics","ACOR","18351666","1.39","United States" -"453","Bellerophon Therapeutics","BLPH","18136354","1.9","United States" -"454","Cingulate","CING","18095040","1.6","United States" -"455","Allena Pharmaceuticals","ALNA","17236666","0.19","United States" -"456","Diffusion Pharmaceuticals","DFFN","15441649","7.57","United States" -"457","Phio Pharmaceuticals","PHIO","14889854","1.1","United States" -"458","Hillstream BioPharma","HILS","14696442","1.29","United States" -"459","Altamira Therapeutics","CYTO","14351494","0.94","Bermuda" -"460","PainReform","PRFX","13368905","1.33","Israel" -"461","Evoke Pharma","EVOK","13163868","0.4","United States" -"462","Advaxis","ADXS","12670506","0.09","United States" -"463","Zosano Pharma","ZSAN","11070972","2.26","United States" -"464","Baudax Bio","BXRX","10004248","1.56","United States" -"465","Titan Pharmaceuticals","TTNP","9271542","0.77","United States" -"466","Mallinckrodt Pharmaceuticals","MNKKQ","8685245","0.1","United Kingdom" -"467","JanOne","JAN","6935354","2.45","United States" -"468","Intensity Therapeutics","INTS","0","0","United States" diff --git a/companiesmarketcap.com - Largest tech companies by market cap.csv b/companiesmarketcap.com - Largest tech companies by market cap.csv deleted file mode 100644 index fb7ae99..0000000 --- a/companiesmarketcap.com - Largest tech companies by market cap.csv +++ /dev/null @@ -1,737 +0,0 @@ - -"Rank","Name","Symbol","marketcap","price (USD)","country" -"1","Apple","AAPL","2613550252032","160.15","United States" -"2","Microsoft","MSFT","2075883208704","276.9","United States" -"3","Alphabet (Google)","GOOG","1608236793856","2432.9","United States" -"4","Amazon","AMZN","1463749312512","2878.34","United States" -"5","Tesla","TSLA","1029417271296","996.04","United States" -"6","Meta (Facebook)","FB","523911750000","183.25","United States" -"7","TSMC","TSM","492910313472","95.05","Taiwan" -"8","NVIDIA","NVDA","484469735424","194.41","United States" -"9","Tencent","TCEHY","418331197440","42.34","China" -"10","Samsung","005930.KS","359807690173","52.97","South Korea" -"11","ASML","ASML","248657494016","587.89","Netherlands" -"12","Broadcom","AVGO","235949654016","577.91","United States" -"13","Alibaba","BABA","233378545664","85","China" -"14","Cisco","CSCO","212257325056","51.1","United States" -"15","Oracle","ORCL","201526116352","75.53","United States" -"16","Adobe","ADBE","192732741632","407.9","United States" -"17","Intel","INTC","189817896960","46.43","United States" -"18","Salesforce","CRM","170794811392","172.52","United States" -"19","Texas Instruments","TXN","158993416192","172.28","United States" -"20","QUALCOMM","QCOM","150646095872","133.67","United States" -"21","AMD","AMD","145119920000","89.14","United States" -"22","Intuit","INTU","124796444672","441.27","United States" -"23","SAP","SAP","123429208064","102.79","Germany" -"24","IBM","IBM","122275971072","136.42","United States" -"25","Meituan","MPNGF","111419359232","18.08","China" -"26","Sony","SONY","110107844608","86.75","Japan" -"27","Airbnb","ABNB","101500002304","157.89","United States" -"28","PayPal","PYPL","100707934208","86.72","United States" -"29","Applied Materials","AMAT","99452608512","112.58","United States" -"30","Keyence","KYCCF","98389508096","402.44","Japan" -"31","Jingdong Mall","JD","96958169088","53.55","China" -"32","Automatic Data Processing","ADP","94283300864","224.46","United States" -"33","ServiceNow","NOW","93681999872","468.41","United States" -"34","Netflix","NFLX","91587076096","206.15","United States" -"35","Booking.com","BKNG","91458838528","2236.83","United States" -"36","Schneider Electric","SBGSF","83839827968","149.75","France" -"37","Analog Devices","ADI","82123816960","156.93","United States" -"38","Micron Technology","MU","77150724096","69.09","United States" -"39","Tokyo Electron","TOELF","68707057664","436","Japan" -"40","Equinix","EQIX","67721551872","744.08","United States" -"41","Lam Research","LRCX","65237377024","470.33","United States" -"42","Atlassian","TEAM","62968709120","248.41","Australia" -"43","Fiserv","FISV","62852349952","96.88","United States" -"44","Uber","UBER","61997453312","31.71","United States" -"45","Block","SQ","61748736000","106.45","United States" -"46","Activision Blizzard","ATVI","60534550528","77.68","United States" -"47","NetEase","NTES","60254113792","88.11","China" -"48","Fidelity National Information Services","FIS","59912712192","98.1","United States" -"49","Snowflake","SNOW","59413782528","188.86","United States" -"50","SK Hynix","000660.KS","59333039753","86.28","South Korea" -"51","Shopify","SHOP","58365292544","458.83","Canada" -"52","Nintendo","NTDOF","58309033984","497","Japan" -"53","Palo Alto Networks","PANW","58169815040","590.65","United States" -"54","Dassault Systèmes","DASTF","55589617664","42.64","France" -"55","Adyen","ADYYF","53528375296","1728.4","Netherlands" -"56","Fortinet","FTNT","52758634496","319.31","United States" -"57","Workday","WDAY","52233101312","208.1","United States" -"58","MercadoLibre","MELI","51654266880","1024.5","Argentina" -"59","Marvell Technology Group","MRVL","50401710080","59.45","United States" -"60","KLA","KLAC","49281544192","326.99","United States" -"61","CrowdStrike","CRWD","49207582720","213.23","United States" -"62","Snap","SNAP","48862519296","29.93","United States" -"63","Sea (Garena)","SE","48562245632","87.07","Singapore" -"64","Foxconn","2317.TW","47594150842","3.43","Taiwan" -"65","Roper Technologies","ROP","47283744768","447.75","United States" -"66","Vmware","VMW","45751947264","108.66","United States" -"67","MediaTek","2454.TW","45501400747","28.6","Taiwan" -"68","NXP Semiconductors","NXPI","44702269440","170.26","Netherlands" -"69","Pinduoduo","PDD","44441661440","35.46","China" -"70","Synopsys","SNPS","44166004736","288.48","United States" -"71","IQVIA","IQV","41758838784","218.73","United States" -"72","Cadence Design Systems","CDNS","41528131584","149.18","United States" -"73","Autodesk","ADSK","41158135808","189.4","United States" -"74","Baidu","BIDU","40070094848","115.96","China" -"75","TE Connectivity","TEL","39935033344","122.66","Switzerland" -"76","Murata Seisakusho","MRAAF","39889182720","61.43","Japan" -"77","Twitter","TWTR","39224999936","51.37","United States" -"78","Infineon","IFX.DE","38911622286","29.9","Germany" -"79","HP","HPQ","38395338752","36.45","United States" -"80","Datadog","DDOG","38201372672","121.3","United States" -"81","Global Payments","GPN","37571014656","133.38","United States" -"82","Microchip Technology","MCHP","37273636864","67.04","United States" -"83","Arista Networks","ANET","35788156928","116.46","United States" -"84","Xiaomi","XIACF","35629006848","1.41","China" -"85","Electronic Arts","EA","35594268672","126.57","United States" -"86","Coinbase","COIN","35287097344","134.74","United States" -"87","Dell","DELL","35244445696","46.35","United States" -"88","STMicroelectronics","STM","35082199040","37.74","Switzerland" -"89","Constellation Software","CSU.TO","34775554873","1641.01","Canada" -"90","Naver","035420.KS","34447224686","230.49","South Korea" -"91","DoorDash","DASH","31771600896","91.19","United States" -"92","Cloudflare","NET","31570745344","96.83","United States" -"93","eBay","EBAY","31362299904","53.38","United States" -"94","Kakao","035720.KS","31118592497","71.66","South Korea" -"95","Zoom","ZM","30537568256","102.09","United States" -"96","Zscaler","ZS","30381242368","215.34","United States" -"97","The Trade Desk","TTD","30221094912","62.18","United States" -"98","Kuaishou Technology","1024.HK","29932334112","7.05","China" -"99","Nokia","NOK","29729906688","5.14","Finland" -"100","Align Technology","ALGN","29006616576","368.08","United States" -"101","Expedia Group","EXPE","28834738176","185.13","United States" -"102","Ericsson","ERIC","28539760640","8.39","Sweden" -"103","Veeva Systems","VEEV","28451452928","184.32","United States" -"104","GlobalFoundries","GFS","27600148480","51.9","United States" -"105","Cerner","CERN","27569790976","93.79","United States" -"106","GoTo","GOTO.JK","26883743577","0.02","Indonesia" -"107","Keysight","KEYS","26376204288","144.94","United States" -"108","Wolters Kluwer","WOSB.F","26104816848","101.91","Netherlands" -"109","MongoDB","MDB","25614725120","379.11","United States" -"110","Coupang","CPNG","24970752000","14.22","South Korea" -"111","Canon","CAJ","24600549376","23.09","Japan" -"112","CoStar Group","CSGP","24398409728","61.77","United States" -"113","Palantir","PLTR","24351289344","12","United States" -"114","Ansys","ANSS","24279410688","278.99","United States" -"115","Twilio","TWLO","23329337344","128.52","United States" -"116","Unity Software","U","23264720896","78.61","United States" -"117","ON Semiconductor","ON","22803742720","52.5","United States" -"118","SMIC","MKN2.F","22213432383","1.83","China" -"119","Okta","OKTA","21666357248","138.27","United States" -"120","Spotify","SPOT","21643313152","112.34","Sweden" -"121","ZoomInfo","ZI","21312094208","50.06","United States" -"122","Delta Electronics","2308.TW","20987981246","8.08","Taiwan" -"123","Enphase Energy","ENPH","20787568640","154.03","United States" -"124","Panasonic","6752.T","20606427588","8.83","Japan" -"125","Splunk","SPLK","20527816704","127.74","United States" -"126","Nexon","3659.T","20424057006","23.07","Japan" -"127","Renesas Electronics","6723.T","20279022457","10.42","Japan" -"128","Zebra Technologies","ZBRA","20148146176","381.52","United States" -"129","United Microelectronics","UMC","19942170624","7.77","Taiwan" -"130","Hewlett Packard Enterprise","HPE","19898644480","15.31","United States" -"131","Monolithic Power Systems","MPWR","19073341440","410.1","United States" -"132","HubSpot","HUBS","18966157312","398.71","United States" -"133","Akamai","AKAM","18881730560","117.35","United States" -"134","Skyworks Solutions","SWKS","18779705344","116.16","United States" -"135","Paycom","PAYC","18299498496","303.94","United States" -"136","Seagate Technology","STX","17861507072","81.6","Ireland" -"137","DocuSign","DOCU","17828605952","89.65","United States" -"138","JD Health","6618.HK","17687341770","5.54","China" -"139","SS&C Technologies","SSNC","17448214528","68.43","United States" -"140","Check Point Software","CHKP","17410052096","135.9","Israel" -"141","LG Electronics","LGLG.F","17401697448","24.66","South Korea" -"142","NetApp","NTAP","16863777792","75.78","United States" -"143","Trimble","TRMB","16777293824","67.01","United States" -"144","Tyler Technologies","TYL","16253459456","392.3","United States" -"145","FactSet","FDS","16008282112","422.42","United States" -"146","ASM International","ASM.AS","15817079957","325.76","Netherlands" -"147","AppLovin","APP","15559238656","41.4","United States" -"148","Take 2 Interactive","TTWO","15322299392","132.71","United States" -"149","Entegris","ENTG","15268866048","112.4","United States" -"150","Bandai Namco","7832.T","15237879614","69.37","Japan" -"151","Zendesk","ZEN","14912987136","122.37","United States" -"152","NortonLifeLock","NLOK","14767631360","25.38","United States" -"153","Leidos","LDOS","14528603136","106.56","United States" -"154","GoDaddy","GDDY","14475901952","86.43","United States" -"155","ASE Group","ASX","14274148352","6.57","Taiwan" -"156","Jack Henry & Associates","JKHY","14266053632","195.9","United States" -"157","Chewy","CHWY","14081942528","33.49","United States" -"158","NICE","NICE","13652678656","204.5","Israel" -"159","Roku","ROKU","13564025856","100.25","United States" -"160","Trip.com","TCOM","13555132416","21.2","China" -"161","Lufax","LU","12890140672","5.24","China" -"162","Citrix Systems","CTXS","12760023040","101.34","United States" -"163","Wolfspeed","WOLF","12683120640","102.64","United States" -"164","Lasertec","6920.T","12651719375","140.3","Japan" -"165","Etsy","ETSY","12599133184","99.18","United States" -"166","Qualtrics","XM","12304178176","21.14","United States" -"167","Qorvo","QRVO","12238720000","112.87","United States" -"168","Bentley Systems","BSY","12225818624","42.49","United States" -"169","F5 Networks","FFIV","12113018880","199.43","United States" -"170","Kakao Pay","377300.KS","11906221081","90.28","South Korea" -"171","Dynatrace","DT","11698399232","40.94","United States" -"172","PTC","PTC","11647249408","99.59","United States" -"173","Lyft","LYFT","11634832384","33.38","United States" -"174","Rakuten","4755.T","11492749600","7.26","Japan" -"175","Lenovo","0992.HK","11432319125","0.95","Hong Kong" -"176","Logitech","LOGI","11245097984","66.46","Switzerland" -"177","OpenText","OTEX","11225872384","41.01","Canada" -"178","Clarivate","CLVT","11173049344","16.35","United Kingdom" -"179","Entain","ENT.L","10998253670","1869.6","Isle of Man" -"180","Lumen","LUMN","10962747392","10.62","United States" -"181","Zalando","ZAL.DE","10921331126","42.35","Germany" -"182","Zillow","ZG","10868170752","42.08","United States" -"183","NEC Corp","6701.T","10831489324","39.75","Japan" -"184","Juniper Networks","JNPR","10828641280","33.57","United States" -"185","Xero","XROLF","10801922048","70.07","New Zealand" -"186","WiseTech Global","WTC.AX","10733094481","32.89","Australia" -"187","AspenTech","AZPN","10498931712","157.5","United States" -"188","Grab Holdings","GRAB","10475052032","2.8","Singapore" -"189","Nykaa","NYKAA.NS","10464729848","21.99","India" -"190","Unimicron","3037.TW","10181158658","6.9","Taiwan" -"191","FICO","FICO","10164160512","386.77","United States" -"192","UiPath","PATH","10074686464","18.59","United States" -"193","Zynga","ZNGA","9968260096","8.77","United States" -"194","Toast","TOST","9952402432","19.47","United States" -"195","Nemetschek","NEM.F","9951512211","82.84","Germany" -"196","Advantech","2395.TW","9895781508","12.78","Taiwan" -"197","Anaplan","PLAN","9793691648","65.2","United States" -"198","Teladoc Health","TDOC","9663625216","59.97","United States" -"199","Confluent","CFLT","9636130816","34.65","United States" -"200","Sage Group","SGE.L","9404648864","923.73","United Kingdom" -"201","Delivery Hero","DHER.F","9393943882","33.63","Germany" -"202","Adevinta","ADE.OL","9382206547","7.69","Norway" -"203","Yonyou","600588.SS","9337906978","2.72","China" -"204","SentinelOne","S","9337502720","34.36","United States" -"205","Globant","GLOB","9329207296","223.32","Luxembourg" -"206","AVEVA","AVV.L","9140061120","3030.3","United Kingdom" -"207","Monotaro","3064.T","9128722551","18.37","Japan" -"208","Krafton","259960.KS","9087278501","193.74","South Korea" -"209","Silergy","6415.TW","9041457503","95.49","China" -"210","AMEC","688012.SS","9035301355","14.66","China" -"211","ASUS","2357.TW","9033910340","12.16","Taiwan" -"212","Pure Storage","PSTG","9023625216","30.23","United States" -"213","HashiCorp","HCP","9010654208","49.11","United States" -"214","Nan Ya PCB","8046.TW","8973914785","13.89","Taiwan" -"215","Disco Corp.","6146.T","8895471830","246.48","Japan" -"216","Doximity","DOCS","8834834432","46.18","United States" -"217","Ceridian","CDAY","8743034880","57.5","United States" -"218","RingCentral","RNG","8703793152","92.16","United States" -"219","Wayfair","W","8664185856","82.59","United States" -"220","Nuvei","NVEI","8571163136","59.3","Canada" -"221","Robinhood","HOOD","8561490432","10.25","United States" -"222","DiDi","DIDI","8537135104","1.77","China" -"223","Dropbox","DBX","8462389248","22.39","United States" -"224","Oracle Corp Japan","4716.T","8376549795","65.41","Japan" -"225","Konami Holdings","9766.T","8370112601","62.83","Japan" -"226","GlobalWafers","6488.TWO","8163481652","18.76","Taiwan" -"227","Zomato","ZOMATO.NS","8079903825","1.03","India" -"228","Embracer Group","EMBRAC-B.ST","8018803054","7.07","Sweden" -"229","GitLab","GTLB","7869293568","53.32","United States" -"230","Novatek Microelectronics","3034.TW","7785710385","12.79","Taiwan" -"231","Elastic NV","ESTC","7670065664","82.06","United States" -"232","Trend Micro","4704.T","7629446079","54.62","Japan" -"233","Genpact","G","7576847360","40.94","Bermuda" -"234","Avast","AV2.F","7545682625","7.06","Czech Republic" -"235","Avalara","AVLR","7484258816","85.21","United States" -"236","dLocal","DLO","7452407296","25.26","Uruguay" -"237","Playtika","PLTK","7403250688","17.97","Israel" -"238","ZOZO","3092.T","7350823730","24.77","Japan" -"239","Five9","FIVN","7288870400","104.86","United States" -"240","Procore","PCOR","7146842624","52.9","United States" -"241","Rohm","6963.T","6980095612","71.13","Japan" -"242","Samsara","IOT","6949866496","13.66","United States" -"243","Coupa","COUP","6932598272","91.8","United States" -"244","Realtek","2379.TW","6868557911","13.39","Taiwan" -"245","Nanya Technology","2408.TW","6803190956","2.2","Taiwan" -"246","Yandex","YNDX","6797471744","18.94","Netherlands" -"247","Temenos","TEMN.SW","6785158336","90.77","Switzerland" -"248","Upstart","UPST","6705475072","79.21","United States" -"249","NCsoft","036570.KS","6692447148","329.56","South Korea" -"250","HelloFresh","HFG.DE","6655219867","38.31","Germany" -"251","Lattice Semiconductor","LSCC","6623659008","48.15","United States" -"252","KnowBe4","KNBE","6573958656","23.76","United States" -"253","CyberArk","CYBR","6495839232","162.05","Israel" -"254","Smartsheet","SMAR","6436008960","50.03","United States" -"255","Allegro.eu","ALE.WA","6383357152","6.24","Poland" -"256","Tenable","TENB","6372934144","57.79","United States" -"257","CDK Global","CDK","6360150016","54.5","United States" -"258","Endava","DAVA","6359249920","113.57","United Kingdom" -"259","Rapid7","RPD","6248137216","107.28","United States" -"260","monday.com","MNDY","6237095424","142.66","Israel" -"261","SailPoint","SAIL","6049622016","64.19","United States" -"262","Informatica","INFA","6040795648","21.59","United States" -"263","Pegasystems","PEGA","5941260288","72.78","United States" -"264","Telus International","TIXT","5938375168","22.07","Canada" -"265","CCC Intelligent Solutions","CCCS","5853409792","9.54","United States" -"266","Nutanix","NTNX","5776623616","26.19","United States" -"267","Wiwynn","6669.TW","5776264003","33.04","Taiwan" -"268","Soitec","SOI.PA","5765564143","165.24","France" -"269","Datto","MSP","5708363264","34.66","United States" -"270","Just Eat Takeaway","TKAYF","5705198080","26.54","Netherlands" -"271","Asana","ASAN","5684197888","30.05","United States" -"272","Alight","ALIT","5574435328","9.03","United States" -"273","Qualys","QLYS","5532417536","141.75","United States" -"274","BE Semiconductor","BESI.AS","5512838945","70.9","Netherlands" -"275","CyberAgent","4751.T","5442144696","10.77","Japan" -"276","Descartes Systems","DSGX","5419366400","63.39","Canada" -"277","NCR Corporation","NCR","5408654848","39.71","United States" -"278","Aurora Innovation","AUR","5303334912","4.71","United States" -"279","Freshworks","FRSH","5268749312","18.58","United States" -"280","SoFi","SOFI","5213587456","6.52","United States" -"281","Marqeta","MQ","5202776064","9.59","United States" -"282","Mandiant","MNDT","5138590208","21.98","United States" -"283","Varonis","VRNS","5111254016","46.65","United States" -"284","Weibo","WB","5101443072","21.16","China" -"285","Vonage Holdings Corp.","VG","5100154368","20.08","United States" -"286","Paytm","PAYTM.NS","5064795959","7.81","India" -"287","Omnicell","OMCL","5013414912","113.5","United States" -"288","McAfee","MCFE","4886665728","25.99","United States" -"289","Power Integrations","POWI","4832571392","82","United States" -"290","Schibsted","SCHA.OL","4762981427","21.52","Norway" -"291","MicroStrategy","MSTR","4732861440","418.93","United States" -"292","Wix.com","WIX","4732636160","82.36","Israel" -"293","DigitalOcean","DOCN","4718156800","44.5","United States" -"294","Vipshop","VIPS","4701839872","6.93","China" -"295","Futu Holdings","FUTU","4690529792","31.91","Hong Kong" -"296","Jubilant FoodWorks","JUBLFOOD.NS","4649351379","7.05","India" -"297","Alteryx","AYX","4640872960","68.12","United States" -"298","Luminar Technologies","LAZR","4625274880","13.24","United States" -"299","Allegro MicroSystems","ALGM","4608616448","24.16","United States" -"300","Teradata","TDC","4573986304","43.72","United States" -"301","Paycor","PYCR","4547478016","26","United States" -"302","Box","BOX","4546541056","31.7","United States" -"303","New Relic","NEWR","4505133056","68.08","United States" -"304","Clearwater Analytics","CWAN","4441965056","18.2","United States" -"305","SPS Commerce","SPSC","4411709952","122.09","United States" -"306","OVH Groupe","OVH.PA","4324500725","22.72","France" -"307","IronSource","IS","4275685376","4.19","Israel" -"308","Nikon","NINOY","4233688832","11.36","Japan" -"309","PB Fintech","POLICYBZR.NS","4098538225","9.11","India" -"310","51job","JOBS","4092426496","60.69","China" -"311","ASM Pacific Technology","0522.HK","4002346093","9.7","Hong Kong" -"312","Global-e","GLBE","4000307968","25.7","Israel" -"313","Braze","BRZE","3998746112","42.89","United States" -"314","Sega Sammy Holdings","6460.T","3828746358","17.18","Japan" -"315","Jamf","JAMF","3791395328","31.69","United States" -"316","nCino","NCNO","3693892096","38.18","United States" -"317","Darktrace","DARK.L","3690647607","529.44","United Kingdom" -"318","DoubleVerify","DV","3680814592","22.63","United States" -"319","Kingsoft","3888.HK","3663825077","2.69","China" -"320","Nordic Semiconductor","NOD.OL","3640559293","19.06","Norway" -"321","Appian","APPN","3637673984","50.36","United States" -"322","Zooplus","ZO1.F","3594274038","493.24","Germany" -"323","SiTime","SITM","3590905344","170.66","United States" -"324","Verint Systems","VRNT","3590802432","55.49","United States" -"325","Onto Innovation","ONTO","3590398464","72.63","United States" -"326","Sabre","SABR","3578253056","11.06","United States" -"327","LifeStance Health Group","LFST","3552325376","9.49","United States" -"328","Perfect World Entertainment","002624.SZ","3534747450","1.82","China" -"329","CD Projekt","OTGLF","3525864960","35","Poland" -"330","Sprinklr","CXM","3517653248","13.7","United States" -"331","Sprout Social","SPT","3500034560","64.33","United States" -"332","BlackBerry","BB","3490754304","6.01","Canada" -"333","Revolve","RVLV","3487760896","47.61","United States" -"334","EngageSmart","ESMT","3390786560","20.88","United States" -"335","Lightspeed POS","LSPD","3390063616","22.7","Canada" -"336","Chegg","CHGG","3376075264","26.65","United States" -"337","Certara","CERT","3340024320","20.92","United States" -"338","Flywire","FLYW","3282202112","30.65","United States" -"339","Digital Turbine","APPS","3255957248","33.58","United States" -"340","Ambarella","AMBA","3209666048","84.32","United States" -"341","Coursera","COUR","3136036096","21.82","United States" -"342","Vacasa","VCSA","3134393088","7.23","United States" -"343","secunet","YSN.F","3112475505","440.17","Germany" -"344","Q2","QTWO","3075841280","54.03","United States" -"345","Kulicke and Soffa Industries","KLIC","3051504640","48.98","Singapore" -"346","TietoEVRY","TIETO.HE","3019366554","25.5","Finland" -"347","Razer","RAZFF","3005960448","0.33","United States" -"348","Silicon Motion","SIMO","3003567104","86","Hong Kong" -"349","PowerSchool","PWSC","2978029312","15.01","United States" -"350","Blackbaud","BLKB","2947855104","55.65","United States" -"351","Squarespace","SQSP","2935969536","20.99","United States" -"352","Qt Group","QTCOM.HE","2891559254","116.45","Finland" -"353","LegalZoom","LZ","2889053440","14.56","United States" -"354","Formosa Sumco Technology","3532.TW","2815773719","7.26","Taiwan" -"355","Acer","2353.TW","2778615849","0.93","Taiwan" -"356","ZipRecruiter","ZIP","2769228288","23.3","United States" -"357","Mercari","4385.T","2723791989","16.97","Japan" -"358","TeamViewer","TMV.DE","2686408715","13.36","Germany" -"359","Momentive Global","MNTV","2645983488","17.58","United States" -"360","MakeMyTrip","MMYT","2620943360","25.03","India" -"361","EverCommerce","EVCM","2608427008","13.35","United States" -"362","Instructure Holdings","INST","2572745472","18.28","United States" -"363","Bottomline Technologies","EPAY","2553828096","56.78","United States" -"364","Allscripts","MDRX","2524059392","21.72","United States" -"365","Sanmina","SANM","2513024000","39.54","United States" -"366","TANLA","TANLA.NS","2511432746","18.5","India" -"367","Ozon","OZON","2509219328","11.6","United States" -"368","Sterling Check","STER","2476704768","25.72","United States" -"369","Embark Technology","EMBK","2474736128","5.5","United States" -"370","Software AG","SOW.F","2435323937","32.92","Germany" -"371","TuSimple","TSP","2363665408","10.64","United States" -"372","E2open","ETWO","2341590528","7.77","United States" -"373","Newegg","NEGG","2296770560","6.23","United States" -"374","Jfrog","FROG","2286519296","23.18","United States" -"375","Zeta Global","ZETA","2231028736","11.2","United States" -"376","Supermicro","SMCI","2214614272","42.7","United States" -"377","Rackspace Technology","RXT","2168453120","10.23","United States" -"378","Vertex","VERX","2167076608","14.53","United States" -"379","Duck Creek Technologies","DCT","2161466368","16.31","United States" -"380","Playtech","PTEC.L","2148355043","701.26","Isle of Man" -"381","CI&T","CINT","2138963712","16.18","Brazil" -"382","Fiverr","FVRR","2138641664","58.12","Israel" -"383","Fastly","FSLY","2129791232","17.7","United States" -"384","360 DigiTech","QFIN","2114380800","13.68","China" -"385","TechTarget","TTGT","2112682496","71.01","United States" -"386","Paysafe","PSFE","2081125888","2.87","United States" -"387","EVO Payments","EVOP","2069474304","22.75","United States" -"388","CSG International","CSGS","2048664576","63.48","United States" -"389","Amplitude","AMPL","2035194240","18.49","United States" -"390","SolarWinds","SWI","1993087104","12.42","United States" -"391","C3 AI","AI","1974264320","18.56","United States" -"392","Core Scientific","CORZ","1960706560","6.2","United States" -"393","IndiaMART","INDIAMART.NS","1916914760","62.74","India" -"394","KPIT Technologies","KPITTECH.NS","1873589402","6.83","India" -"395","Marathon Digital Holdings","MARA","1870393728","18.15","United States" -"396","Paradox Interactive","PDX.ST","1856353943","17.58","Sweden" -"397","N-Able","NABL","1855439104","10.31","United States" -"398","CS Disco","LAW","1850428672","31.78","United States" -"399","Axcelis Technologies","ACLS","1848596992","55.71","United States" -"400","ForgeRock","FORG","1827512704","21.69","United States" -"401","Nextdoor","KIND","1825926656","4.73","United States" -"402","Chindata","CD","1811936256","5","China" -"403","Exclusive Networks","EXN.PA","1800888355","19.69","France" -"404","IonQ","IONQ","1771168128","8.96","United States" -"405","3D Systems","DDD","1755895296","13.47","United States" -"406","Olo","OLO","1747970560","10.99","United States" -"407","Vimeo","VMEO","1730079488","10.41","United States" -"408","LivePerson","LPSN","1728636416","23.82","United States" -"409","Remitly","RELY","1728074240","10.4","United States" -"410","Plantronics","POLY","1722758528","40.01","United States" -"411","DeNA","2432.T","1718577717","14.5","Japan" -"412","Matterport","MTTR","1714369536","6.11","United States" -"413","Cazoo","CZOO","1689780736","2.23","United Kingdom" -"414","Xperi","XPER","1686636032","16.1","United States" -"415","Exscientia","EXAI","1668240640","13.8","United Kingdom" -"416","Dave Inc.","DAVE","1659124480","4.46","United States" -"417","Micro Focus","MFGP","1637278464","4.88","United Kingdom" -"418","Zuora","ZUO","1637120000","12.79","United States" -"419","Credo Technology","CRDO","1635561216","11.3","United States" -"420","Cimpress","CMPR","1559546752","59.75","Ireland" -"421","Udemy","UDMY","1552474368","11.12","United States" -"422","Intapp","INTA","1532025600","24.94","United States" -"423","Corsair Gaming","CRSR","1527008128","16.04","United States" -"424","ePlus","PLUS","1526655232","56.78","United States" -"425","Docebo","DCBO","1521459840","45.98","Canada" -"426","Criteo","CRTO","1512864256","24.9","France" -"427","Himax","HIMX","1508557824","8.66","Taiwan" -"428","Domo","DOMO","1475482752","44.72","United States" -"429","Payoneer","PAYO","1471595264","4.31","United States" -"430","Asseco","SFB1.F","1466130474","17.63","Poland" -"431","Semrush","SEMR","1440304256","10.21","United States" -"432","LendingClub","LC","1426628224","13.96","United States" -"433","23andMe","ME","1424105856","3.19","United States" -"434","Atoss","AOF.F","1415436517","175.42","Germany" -"435","tuya","TUYA","1410371200","2.52","China" -"436","Overstock.com","OSTK","1408929664","32.67","United States" -"437","Phreesia","PHR","1408526592","27.12","United States" -"438","AST SpaceMobile","ASTS","1390918144","7.66","United States" -"439","Riot Blockchain","RIOT","1379940736","11.76","United States" -"440","Gree","3632.T","1378281661","7.96","Japan" -"441","Redfin","RDFN","1376777088","12.94","United States" -"442","VIZIO","VZIO","1359833728","7.09","United States" -"443","Lemonade","LMND","1357724288","22.01","United States" -"444","Expensify","EXFY","1354297728","16.6","United States" -"445","Stratasys","SSYS","1350205184","20.54","United States" -"446","WalkMe","WKME","1290642304","15.39","Israel" -"447","BigCommerce","BIGC","1279583872","17.62","United States" -"448","Lightwave Logic","LWLG","1265160576","11.4","United States" -"449","Mixi","2121.T","1258617568","17.35","Japan" -"450","Nexters","GDEV","1253816832","6.38","Cyprus" -"451","PubMatic","PUBM","1253014144","24.16","United States" -"452","Repay Holdings","RPAY","1252992384","14.15","United States" -"453","Cohu","COHU","1244938112","25.64","United States" -"454","GungHo Online Entertainment","3765.T","1231621788","19.9","Japan" -"455","Unisys","UIS","1214677888","17.96","United States" -"456","Protolabs","PRLB","1201105664","43.7","United States" -"457","LendingTree","TREE","1196048384","92.24","United States" -"458","Veeco","VECO","1189611008","23.52","United States" -"459","stem","STEM","1189191040","7.75","United States" -"460","UserTesting","USER","1179701376","8.26","United States" -"461","ContextLogic (wish.com)","WISH","1178099968","1.79","United States" -"462","Conduent","CNDT","1171807744","5.44","United States" -"463","Vivint Smart Home","VVNT","1171487360","5.51","United States" -"464","SMART Global Holdings","SGH","1166482304","23.44","United States" -"465","Alpha & Omega Semiconductor","AOSL","1157765760","43.35","United States" -"466","System1","SST","1154308736","13.08","United States" -"467","Sumo Logic","SUMO","1147825920","10.06","United States" -"468","Alkami Technology","ALKT","1143535744","12.64","United States" -"469","BrainChip","BRN.AX","1142750476","0.66","Australia" -"470","Mastek","MASTEK.NS","1132474090","37.68","India" -"471","Perion Network","PERI","1128013312","23.27","Israel" -"472","A10 Networks","ATEN","1110251648","14.66","United States" -"473","VTEX","VTEX","1104147584","5.78","United Kingdom" -"474","Rover","ROVR","1095992960","6.08","United States" -"475","Blend Labs","BLND","1086502784","4.68","United States" -"476","MapmyIndia","MAPMYINDIA.NS","1086096000","20.4","India" -"477","Taboola.com","TBLA","1074676480","4.5","United States" -"478","Materialise NV","MTLS","1061396992","18.06","Belgium" -"479","MYT Netherlands Parent (Mytheresa)","MYTE","1047698304","12.4","Germany" -"480","Wemade","112040.KQ","1045538852","63.75","South Korea" -"481","Stitch Fix","SFIX","1020580352","9.41","United States" -"482","Similarweb","SMWB","1012658240","13.53","Israel" -"483","Simulations Plus","SLP","1006894912","49.83","United States" -"484","Hippo","HIPO","1006858112","1.78","United States" -"485","Cellebrite","CLBT","991720448","5.26","Israel" -"486","Arqit Quantum","ARQQ","989401472","8.24","United Kingdom" -"487","Grid Dynamics","GDYN","984899200","14.71","United States" -"488","Secureworks","SCWX","983271616","11.64","United States" -"489","New Work","NWO.F","979930929","174.35","Germany" -"490","Com2uS","078340.KQ","979713731","78.77","South Korea" -"491","PAR Technology","PAR","979528576","36.2","United States" -"492","Donnelley Financial Solutions","DFIN","968795968","29.76","United States" -"493","Hims & Hers Health","HIMS","967944448","4.72","United States" -"494","Model N","MODN","964009216","26.46","United States" -"495","Poshmark","POSH","962544448","12.39","United States" -"496","Snap One","SNPO","957638400","12.62","United States" -"497","Pearl Abyss","263750.KQ","952839616","73.18","South Korea" -"498","Photronics","PLAB","951867328","15.42","United States" -"499","Zhihu","ZH","951138048","1.5","China" -"500","SmartRent","SMRT","949002304","4.89","United States" -"501","Skillz","SKLZ","944917504","2.31","United States" -"502","Karooooo","KARO","940913408","30.4","Singapore" -"503","Locaweb","LWSA3.SA","940900956","1.6","Brazil" -"504","WM Technology","MAPS","940275136","5.91","United States" -"505","American Well","AMWL","930818560","3.54","United States" -"506","Thryv","THRY","929024192","27.2","United States" -"507","Skillsoft","SKIL","925340160","5.68","United States" -"508","Huya","HUYA","923711616","3.88","China" -"509","Navitas Semiconductor","NVTS","922716160","7.51","Ireland" -"510","Avaya Holdings","AVYA","920618496","10.84","United States" -"511","Ebix","EBIX","920344960","29.78","United States" -"512","MediaAlpha","MAX","915641984","15.21","United States" -"513","AvePoint","AVPT","913923008","5.01","United States" -"514","Agilysys","AGYS","911463424","36.88","United States" -"515","Harmonic","HLIT","901474496","8.69","United States" -"516","Riskified","RSKD","892328128","5.43","Israel" -"517","PDF Solutions","PDFS","864246720","22.92","United States" -"518","AEye","LIDR","859836992","5.5","United States" -"519","Faro Technologies","FARO","826479232","45.26","United States" -"520","CEVA","CEVA","821421632","35.4","United States" -"521","Ichor Systems","ICHR","819216064","28.62","United States" -"522","NeoPhotonics","NPTN","809408128","15.24","United States" -"523","Jumia","JMIA","797121152","8.09","Germany" -"524","Youdao","DAO","796124096","6.32","China" -"525","Velo3D","VLD","792799296","4.32","United States" -"526","Couchbase","BASE","788017792","17.84","United States" -"527","Team17","TM17.L","785595215","597.53","United Kingdom" -"528","Despegar","DESP","784411072","11.19","Argentina" -"529","Pushpay Holdings","PPH.NZ","782354636","0.68","New Zealand" -"530","AdTheorent","ADTH","781127808","9.11","United States" -"531","Genius Sports","GENI","773376064","4","United Kingdom" -"532","trivago","TRVG","767547456","2.14","Germany" -"533","Aeva Technologies","AEVA","766778688","3.55","United States" -"534","Nano Dimension","NNDM","755507136","2.94","USA" -"535","Babylon Holdings","BBLN","731530688","1.77","United Kingdom" -"536","Paya","PAYA","706558464","5.35","United States" -"537","ThredUp","TDUP","695468800","7.03","United States" -"538","Markforged","MKFG","680119424","3.64","United States" -"539","Digi International","DGII","676089536","19.32","United States" -"540","Renren","RENN","673263808","28.03","China" -"541","HIVE Blockchain Technologies","HIVE","667972992","1.62","Canada" -"542","Arlo Technologies","ARLO","667349824","7.87","United States" -"543","Magnachip","MX","665783936","14.83","Luxembourg" -"544","Hut 8 Mining","HUT","665700224","3.85","Canada" -"545","Canaan","CAN","661530112","3.85","China" -"546","NerdWallet","NRDS","658813952","9.82","United States" -"547","Rigetti Computing","RGTI","653269376","5.74","United States" -"548","Infibeam Avenues","INFIBEAM.NS","647075160","0.24","India" -"549","NETGEAR","NTGR","644169408","21.94","United States" -"550","UP Fintech (Tiger Brokers)","TIGR","643005056","3.96","China" -"551","COLOPL","3668.T","639931975","4.99","Japan" -"552","Frontier Developments","FDEV.L","639711657","1623.97","United Kingdom" -"553","ON24","ONTF","637357184","13.34","United States" -"554","Sierra Wireless","SWIR","632092800","16.42","Canada" -"555","Opera","OPRA","629848576","5.47","Norway" -"556","American Software","AMSWA","615815488","18.35","United States" -"557","Ouster","OUST","615153728","3.56","United States" -"558","Tricida","TCDA","613800960","11.08","United States" -"559","nLIGHT","LASR","604751232","13.64","United States" -"560","Voyager Digital","VOYG.TO","598833190","3.52","United States" -"561","Iris Energy","IREN","594984256","11.22","Australia" -"562","Groupon","GRPN","591483008","19.81","United States" -"563","Doma","DOMA","589501696","1.82","United States" -"564","Bitfarms","BITF","585284800","2.87","Canada" -"565","Mitek Systems","MITK","582513408","13.15","United States" -"566","The RealReal","REAL","581596224","6.25","United States" -"567","Focus Universal","FCUV","576219200","13.32","United States" -"568","Liquidity Services","LQDT","574730368","16.16","United States" -"569","Yalla Group","YALA","569962816","3.96","United Arab Emirates" -"570","QuinStreet","QNST","562445568","10.31","United States" -"571","The Original BARK Company","BARK","562434880","3.24","United States" -"572","Telos","TLS","561264320","8.27","United States" -"573","Nacon","NACON.PA","558533545","6.48","France" -"574","Arbe Robotics","ARBE","553103744","8.77","Israel" -"575","ANI Pharmaceuticals","ANIP","551498176","31.93","United States" -"576","DoubleDown Interactive","DDI","550538240","11.11","United States" -"577","Webzen","069080.KQ","539113266","17.22","South Korea" -"578","OneConnect","OCFT","534291744","1.37","China" -"579","Sema4","SMFR","534012832","2.18","United States" -"580","Rimini Street","RMNI","511835840","5.86","United States" -"581","Cognyte Software","CGNT","509510144","7.58","Israel" -"582","Microvision","MVIS","508685664","3.09","United States" -"583","Bird Global","BRDS","507620384","1.85","United States" -"584","Latch","LTCH","499229248","3.5","United States" -"585","SOPHiA GENETICS","SOPH","496489024","7.77","Switzerland" -"586","Tufin","TUFN","495337760","12.91","Israel" -"587","Computer Programs and Systems","CPSI","493372096","33.37","United States" -"588","1-800-PetMeds","PETS","492575168","23.48","United States" -"589","Baozun","BZUN","491363296","7.06","China" -"590","Veritone","VERI","491281056","14.01","United States" -"591","Upland Software","UPLD","478195200","15.36","United States" -"592","Arteris","AIP","471767328","14.93","United States" -"593","Digimarc","DMRC","466226688","26.36","United States" -"594","People Can Fly","PCF.WA","446806579","14.92","Poland" -"595","ChannelAdvisor","ECOM","444897856","14.61","United States" -"596","Vinco Ventures","BBIG","443786240","2.36","United States" -"597","TeraWulf","WULF","435655264","4.19","United States" -"598","Rockley Photonics","RKLY","431299072","3.35","United Kingdom" -"599","Cerberus Cyber Sentinel","CISO","429683616","3.14","United States" -"600","KORE","KORE","423132000","5.55","United States" -"601","Porch Group","PRCH","420509728","4.29","United States" -"602","Innoviz","INVZ","412107552","3.07","Israel" -"603","Diebold Nixdorf","DBD","407660032","5.17","United States" -"604","Velodyne Lidar","VLDR","404209664","2.04","United States" -"605","Applied Blockchain","APLD","396820000","4","United States" -"606","Allied Motion Technologies","AMOT","393822208","25.47","United States" -"607","Valens Semiconductor","VLN","388666464","3.96","Israel" -"608","Benefitfocus","BNFT","386782720","11.54","United States" -"609","Digital Bros","DIB.MI","384121055","26.94","Italy" -"610","Priority Technology Holdings","PRTH","376526272","4.9","United States" -"611","PlayWay","6P5.F","373665023","56.62","Poland" -"612","Comtech Telecommunications","CMTL","369634432","13.94","United States" -"613","Vuzix","VUZI","367389184","5.77","United States" -"614","Neowiz Games","095660.KQ","366922549","17.34","South Korea" -"615","OPTiM","3694.T","362696433","6.59","Japan" -"616","ShotSpotter","SSTI","359877024","29.64","United States" -"617","Backblaze","BLZE","356075072","10.32","United States" -"618","Gravity Co.","GRVY","351788064","50.63","South Korea" -"619","Marvelous","7844.T","349502345","5.79","Japan" -"620","CarParts.com","PRTS","338932384","6.27","United States" -"621","Méliuz","CASH3.SA","333960637","0.42","Brazil" -"622","Castlight Health","CSLT","332368544","2.05","United States" -"623","Weave Communications","WEAV","330361376","5.09","United States" -"624","MSTC Limited","MSTCLTD.NS","328020341","4.65","India" -"625","eGain","EGAN","326589664","10.37","United States" -"626","SciPlay","SCPL","323226720","13.16","United States" -"627","CleanSpark","CLSK","322629600","7.78","United States" -"628","Nerdy","NRDY","314253440","3.75","United States" -"629","CyberOptics","CYBE","308987872","41.74","United States" -"630","SOC Telemed","TLMD","304008000","3","United States" -"631","11 bit studios","11B.WA","288705366","121.98","Poland" -"632","Casper Sleep","CSPR","282201248","6.78","United States" -"633","Greenidge Generation Holdings","GREE","281681344","6.81","United States" -"634","Identiv","INVE","280013728","12.54","United States" -"635","Aterian","ATER","276006048","4.45","United States" -"636","Wejo Group","WEJO","275951968","2.92","United Kingdom" -"637","Focus Home Interactive","ALFOC.PA","271114905","43.86","France" -"638","IronNet","IRNT","270310176","2.84","United States" -"639","Allied Tecnologia","ALLD3.SA","269837586","2.89","Brazil" -"640","Qudian","QD","256884320","1.02","China" -"641","SkyWater Technology","SKYT","251431520","6.3","United States" -"642","Mister Spex","MRX.F","250490122","7.4","Germany" -"643","Silicom","SILC","247246176","36.85","Israel" -"644","Bakkt Holdings","BKKT","244098144","4.27","United States" -"645","Spire Global","SPIR","238495424","1.71","United States" -"646","Cian","CIAN","234744160","3.4","Russia" -"647","Compugen","CGEN","231490432","2.46","Israel" -"648","Mynaric","MYNA","221881648","10.58","Germany" -"649","Talkspace","TALK","220952688","1.44","United States" -"650","Aehr Test Systems","AEHR","213497792","7.93","United States" -"651","CalAmp","CAMP","207120672","5.77","United States" -"652","Missfresh","MF","204889456","0.87","China" -"653","Phunware","PHUN","196446000","2.02","United States" -"654","BlackSky Technology","BKSY","195190560","1.62","United States" -"655","Accelya","ACCELYA.NS","191226284","12.79","India" -"656","Lantronix","LTRX","185355024","5.35","United States" -"657","Smith Micro Software","SMSI","177648640","3.27","United States" -"658","Bit Digital","BTBT","172960944","2.29","United States" -"659","Exela Technologies","XELA","169594944","0.35","United States" -"660","Sylogist","SYZ.TO","165869195","6.94","Canada" -"661","Cigniti Technologies","CIGNITITEC.NS","160750769","5.73","India" -"662","Ceragon Networks","CRNT","159447936","1.91","Israel" -"663","Spok Holdings","SPOK","152806944","7.74","United States" -"664","Onion Global","OG","152615456","1.71","China" -"665","Nucleus Software Exports","NUCLEUS.NS","148621048","5.55","India" -"666","BIT Mining (500.com)","BTCM","147354688","2.08","China" -"667","Quick Heal","QUICKHEAL.NS","143844339","2.48","India" -"668","Rekor Systems","REKR","141142688","3.14","United States" -"669","Triterras","TRIT","136441280","1.64","Singapore" -"670","3i Infotech","3IINFOLTD.NS","135095167","0.8","India" -"671","BitNile","NILE","131283104","0.49","United States" -"672","UpHealth","UPH","129369568","0.9","United States" -"673","KLab","3656.T","127523773","3.36","Japan" -"674","gumi","3903.T","123014303","4.22","Japan" -"675","Quantum","QMCO","120563832","2","United States" -"676","Cheetah Mobile","CMCM","120446320","0.86","China" -"677","Pixelworks","PXLW","120412200","2.23","United States" -"678","Asure Software","ASUR","120010248","5.99","United States" -"679","Synchronoss","SNCR","119138312","1.35","United States" -"680","Red Cat Holdings","RCAT","117546168","2.19","United States" -"681","Tabula Rasa HealthCare","TRHC","115793104","4.5","United States" -"682","ServiceSource","SREV","110451928","1.11","United States" -"683","Drecom","3793.T","110273828","3.85","Japan" -"684","Iteris","ITI","107935488","2.55","United States" -"685","Sphere 3D","ANY","105802080","1.64","Canada" -"686","SOS Limited","SOS","100952472","0.41","China" -"687","Paysign","PAYS","100617912","1.94","United States" -"688","O2Micro","OIIM","97453584","3.42","Cayman Islands" -"689","Xunlei","XNET","97130304","1.44","China" -"690","geechs","7060.T","96314433","9.15","Japan" -"691","Park City Group","PCYG","96102176","5.03","United States" -"692","Natural Health Trends","NHTC","82356224","7.21","Hong Kong" -"693","Energous","WATT","78576104","1.02","United States" -"694","Geospace Technologies","GEOS","77890200","6","United States" -"695","Stronghold Digital Mining","SDIG","75861016","3.79","United States" -"696","AgEagle Aerial Systems","UAVS","74374160","0.91","United States" -"697","Starbreeze","STAR-B.ST","74130000","0.1","Sweden" -"698","American Virtual Cloud","AVCT","73646984","0.81","United States" -"699","Cyngn","CYN","72883936","2.69","United States" -"700","ReWalk Robotics","RWLK","69071232","1.11","Israel" -"701","Remark Holdings","MARK","63399760","0.6","United States" -"702","Quicklogic","QUIK","61811500","5","United States" -"703","CI Games","CI7.F","60573163","0.31","Poland" -"704","ATARI","ATA.PA","59260871","0.18","France" -"705","Blackboxstocks","BLBX","56189544","4.26","United States" -"706","SeaChange","SEAC","55170336","1.13","United States" -"707","Super League Gaming","SLGG","54920208","1.49","United States" -"708","Winc","WBEV","53778540","4.07","United States" -"709","Foresight Autonomous Holdings","FRSX","53466024","0.83","Israel" -"710","The9","NCTY","53348956","2.69","China" -"711","Verb Technology","VERB","48942072","0.61","United States" -"712","Intellicheck","IDN","40725692","2.17","United States" -"713","IMTE","IMTE","38281408","4.1","Australia" -"714","Marin Software","MRIN","37123752","2.39","United States" -"715","Inpixon","INPX","33087290","0.22","United States" -"716","enish","3667.T","32063192","2.32","Japan" -"717","Ekso Bionics","EKSO","32058458","2.53","United States" -"718","Appirits","4174.T","30971304","7.95","Japan" -"719","Marpai","MRAI","30246554","1.49","United States" -"720","Guardforce AI","GFAI","29868562","0.72","Singapore" -"721","Advanced Human Imaging","AHI","29206188","1.21","Australia" -"722","WonderPlanet","4199.T","28960196","13.46","Japan" -"723","Pintec Technology","PT","28385014","0.66","China" -"724","AppTech Payments","APCX","27448460","1.68","United States" -"725","OLB Group","OLB","21124984","1.44","United States" -"726","Versus Systems","VS","20727272","1","Canada" -"727","Rail Vision","RVSN","20664800","1.3","Israel" -"728","Kidpik","PIK","16989284","2.23","United States" -"729","BIO-key International","BKYI","16936500","2.02","United States" -"730","Grom Social Enterprises","GROM","14445508","0.77","United States" -"731","Jump Networks","JUMPNET.NS","11669324","0.12","India" -"732","Cemtrex","CETX","10846338","0.44","United States" -"733","Pareteum Corporation","TEUM","1426969","0.01","United States" -"734","Justworks","JW","0","0","United States" -"735","Rhodium Enterprises","RHDM","0","0","United States" diff --git a/data_processing.ipynb b/data_processing.ipynb index 3952301..2e59d87 100644 --- a/data_processing.ipynb +++ b/data_processing.ipynb @@ -2,10 +2,249 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RankNameSymbolmarketcapprice (USD)country
01AppleAAPL2613550252032160.15United States
12MicrosoftMSFT2075883208704276.90United States
23Alphabet (Google)GOOG16082367938562432.90United States
34AmazonAMZN14637493125122878.34United States
45TeslaTSLA1029417271296996.04United States
.....................
730731Jump NetworksJUMPNET.NS116693240.12India
731732CemtrexCETX108463380.44United States
732733Pareteum CorporationTEUM14269690.01United States
733734JustworksJW00.00United States
734735Rhodium EnterprisesRHDM00.00United States
\n", + "

735 rows × 6 columns

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" + ], + "text/plain": [ + " Rank Name Symbol marketcap price (USD) \\\n", + "0 1 Apple AAPL 2613550252032 160.15 \n", + "1 2 Microsoft MSFT 2075883208704 276.90 \n", + "2 3 Alphabet (Google) GOOG 1608236793856 2432.90 \n", + "3 4 Amazon AMZN 1463749312512 2878.34 \n", + "4 5 Tesla TSLA 1029417271296 996.04 \n", + ".. ... ... ... ... ... \n", + "730 731 Jump Networks JUMPNET.NS 11669324 0.12 \n", + "731 732 Cemtrex CETX 10846338 0.44 \n", + "732 733 Pareteum Corporation TEUM 1426969 0.01 \n", + "733 734 Justworks JW 0 0.00 \n", + "734 735 Rhodium Enterprises RHDM 0 0.00 \n", + "\n", + " country \n", + "0 United States \n", + "1 United States \n", + "2 United States \n", + "3 United States \n", + "4 United States \n", + ".. ... \n", + "730 India \n", + "731 United States \n", + "732 United States \n", + "733 United States \n", + "734 United States \n", + "\n", + "[735 rows x 6 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import yfinance as yf\n", + "import os\n", + "\n", + "tech_sector = pd.read_csv(\"Data/tech_sector.csv\")\n", + "tech_sector" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'c:\\\\Users\\\\brian\\\\projects\\\\factor_models\\\\Data'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "parent_dir = os.path.join(os.getcwd() , \"Data\")\n", + "parent_dir" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "#grab the stock off of yahoo\n", + "stock = yf.Ticker(tech_sector[\"Symbol\"].iloc[0])\n", + "\n", + "#get the stocks return history\n", + "path = os.path.join(parent_dir, tech_sector[\"Symbol\"].iloc[0])\n", + "if not(os.path.isdir(path)):\n", + " os.mkdir(path)\n", + "\n", + "#put the data regarding the stock into this folder\n", + "stock_prices = stock.history(period=\"max\")\n", + "stock_prices.to_csv(path + \"/stock_prices.csv\")\n", + "\n", + "#put the fundemental data into the folder\n", + "stock_balance_sheet = stock.quarterly_balance_sheet\n", + "stock_balance_sheet.to_csv(path + \"/stock_balance_sheet.csv\")\n", + "\n", + "stock_sustainability = stock.sustainability\n", + "stock_sustainability.to_csv(path + \"/sustainability.csv\")\n", + "\n", + "stock_finacials = stock.quarterly_financials\n", + "stock_finacials.to_csv(path + \"/sustainability.csv\")\n", + "\n", + "stock_cashflow = stock.cashflow\n", + "stock_cashflow.to_csv(path + \"/cashflow.csv\")\n", + "\n", + "stock_earning = stock.earnings\n", + "stock_earning.to_csv(path + \"/earnings.csv\")\n", + "\n", + "stock_basicinfo = stock.info.items()\n", + "stock_basicinfo = list(stock_basicinfo)\n", + "stock_basic_df = pd.DataFrame(stock_basicinfo)\n", + "stock_basic_df = stock_basic_df.rename(columns={0: \"info\", 1: \"value\"})\n", + "stock_basic_df.to_csv(path + \"/basic_info.csv\")" + ] } ], "metadata": { @@ -18,7 +257,15 @@ "name": "python3" }, "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", "version": "3.9.8" }, "orig_nbformat": 4 diff --git a/yfiniance_data.ipynb b/yfiniance_data.ipynb index d2e5f2c..47a07cb 100644 --- a/yfiniance_data.ipynb +++ b/yfiniance_data.ipynb @@ -679,7 +679,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -796,6 +796,230 @@ "\n", "[63 rows x 8 columns]\n" ] + }, + { + "data": { + "text/html": [ + "
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2021-12-252021-09-252021-06-262021-03-27
Total Liab2.0192682.1352752.3208622.206232
Total Stockholder Equity0.4696710.4679020.5617750.569530
Other Current Liab0.3724550.3973490.4483890.438439
Total Assets2.4889392.6031772.8826372.775763
Common Stock0.3814720.4254430.4805760.446244
Other Current Assets0.1182600.1046530.1192160.110122
Retained Earnings0.0942520.0412500.0806920.125641
Other Liab0.3594810.3192770.3351950.328103
Treasury Stock-0.0060530.0012090.000507-0.002355
Other Assets0.3271800.2874750.3920020.356802
Cash0.2423640.2591300.2975800.316684
Total Current Liabilities0.9635660.9306190.9417160.875849
Short Long Term Debt0.0729270.0712940.0702570.065887
Other Stockholder Equity-0.0060530.0012090.000507-0.002355
Property Plant Equipment0.2562450.3673130.3374760.311324
Total Current Assets1.0000001.0000001.0000001.000000
Long Term Investments0.9055130.9483891.1531601.107636
Net Tangible Assets0.4696710.4679020.5617750.569530
Short Term Investments0.1749480.2054270.2416120.258247
Net Receivables0.4260610.3819900.2963390.271980
Long Term Debt0.6962210.8091760.9242200.894430
Inventory0.0383670.0488000.0452530.042967
Accounts Payable0.4855370.4061450.3531550.330359
\n", + "
" + ], + "text/plain": [ + " 2021-12-25 2021-09-25 2021-06-26 2021-03-27\n", + "Total Liab 2.019268 2.135275 2.320862 2.206232\n", + "Total Stockholder Equity 0.469671 0.467902 0.561775 0.569530\n", + "Other Current Liab 0.372455 0.397349 0.448389 0.438439\n", + "Total Assets 2.488939 2.603177 2.882637 2.775763\n", + "Common Stock 0.381472 0.425443 0.480576 0.446244\n", + "Other Current Assets 0.118260 0.104653 0.119216 0.110122\n", + "Retained Earnings 0.094252 0.041250 0.080692 0.125641\n", + "Other Liab 0.359481 0.319277 0.335195 0.328103\n", + "Treasury Stock -0.006053 0.001209 0.000507 -0.002355\n", + "Other Assets 0.327180 0.287475 0.392002 0.356802\n", + "Cash 0.242364 0.259130 0.297580 0.316684\n", + "Total Current Liabilities 0.963566 0.930619 0.941716 0.875849\n", + "Short Long Term Debt 0.072927 0.071294 0.070257 0.065887\n", + "Other Stockholder Equity -0.006053 0.001209 0.000507 -0.002355\n", + "Property Plant Equipment 0.256245 0.367313 0.337476 0.311324\n", + "Total Current Assets 1.000000 1.000000 1.000000 1.000000\n", + "Long Term Investments 0.905513 0.948389 1.153160 1.107636\n", + "Net Tangible Assets 0.469671 0.467902 0.561775 0.569530\n", + "Short Term Investments 0.174948 0.205427 0.241612 0.258247\n", + "Net Receivables 0.426061 0.381990 0.296339 0.271980\n", + "Long Term Debt 0.696221 0.809176 0.924220 0.894430\n", + "Inventory 0.038367 0.048800 0.045253 0.042967\n", + "Accounts Payable 0.485537 0.406145 0.353155 0.330359" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -803,13 +1027,18 @@ "print(times)\n", "apple_stock_history = pd.read_csv(\"apple_stock_data.csv\")\n", "apple_stock_history[\"Date\"] = pd.to_datetime(apple_stock_history[\"Date\"])\n", + "quarterly_returns = []\n", "\n", "for i in range(len(times)):\n", " quaterly_data = pd.DataFrame()\n", " quaterly_data = apple_stock_history[(apple_stock_history[\"Date\"] < times[i] )& (apple_stock_history[\"Date\"] > times[i] - dateutil.relativedelta.relativedelta(months=3))].reset_index(drop=True)\n", - " \n", + " print(quaterly_data)\n", " #calculate the net return in each quater\n", - " \n" + " total_ret = (quaterly_data.loc[len(quaterly_data)-1][\"Close\"] - quaterly_data.loc[0][\"Open\"])/quaterly_data.loc[0][\"Open\"]\n", + " quarterly_returns.append(total_ret)\n", + "\n", + "apple_fundementals.append({\"Quarterly Returns\" : quarterly_returns} , ignore_index=True)\n", + "apple_fundementals\n" ] }, {