Download Data.ipynb

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      "[*********************100%%**********************]  1 of 1 completed\n",
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      "1 Failed download:\n",
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       "[{'info': {'address1': 'One Apple Park Way',\n",
       "   'city': 'Cupertino',\n",
       "   'state': 'CA',\n",
       "   'zip': '95014',\n",
       "   'country': 'United States',\n",
       "   'phone': '408 996 1010',\n",
       "   'website': 'https://www.apple.com',\n",
       "   'industry': 'Consumer Electronics',\n",
       "   'industryKey': 'consumer-electronics',\n",
       "   'industryDisp': 'Consumer Electronics',\n",
       "   'sector': 'Technology',\n",
       "   'sectorKey': 'technology',\n",
       "   'sectorDisp': 'Technology',\n",
       "   'longBusinessSummary': 'Apple Inc. designs, manufactures, and markets smartphones, personal computers, tablets, wearables, and accessories worldwide. The company offers iPhone, a line of smartphones; Mac, a line of personal computers; iPad, a line of multi-purpose tablets; and wearables, home, and accessories comprising AirPods, Apple TV, Apple Watch, Beats products, and HomePod. It also provides AppleCare support and cloud services; and operates various platforms, including the App Store that allow customers to discover and download applications and digital content, such as books, music, video, games, and podcasts. In addition, the company offers various services, such as Apple Arcade, a game subscription service; Apple Fitness+, a personalized fitness service; Apple Music, which offers users a curated listening experience with on-demand radio stations; Apple News+, a subscription news and magazine service; Apple TV+, which offers exclusive original content; Apple Card, a co-branded credit card; and Apple Pay, a cashless payment service, as well as licenses its intellectual property. The company serves consumers, and small and mid-sized businesses; and the education, enterprise, and government markets. It distributes third-party applications for its products through the App Store. The company also sells its products through its retail and online stores, and direct sales force; and third-party cellular network carriers, wholesalers, retailers, and resellers. Apple Inc. was founded in 1976 and is headquartered in Cupertino, California.',\n",
       "   'fullTimeEmployees': 161000,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Timothy D. Cook',\n",
       "     'age': 61,\n",
       "     'title': 'CEO & Director',\n",
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       "     'exercisedValue': 0,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Luca  Maestri',\n",
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       "     'title': 'CFO & Senior VP',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'name': 'Mr. Jeffrey E. Williams',\n",
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       "     'title': 'Chief Operating Officer',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'name': 'Ms. Katherine L. Adams',\n",
       "     'age': 58,\n",
       "     'title': 'Senior VP, General Counsel & Secretary',\n",
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       "    {'maxAge': 1,\n",
       "     'name': \"Ms. Deirdre  O'Brien\",\n",
       "     'age': 55,\n",
       "     'title': 'Senior Vice President of Retail',\n",
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       "     'fiscalYear': 2022,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Chris  Kondo',\n",
       "     'title': 'Senior Director of Corporate Accounting',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. James  Wilson',\n",
       "     'title': 'Chief Technology Officer',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Mary  Demby',\n",
       "     'title': 'Chief Information Officer',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Suhasini  Chandramouli',\n",
       "     'title': 'Director of Investor Relations',\n",
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       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Greg  Joswiak',\n",
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       "   'priceToSalesTrailing12Months': 7.7357206,\n",
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       "   'currency': 'USD',\n",
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       "   'lastSplitFactor': '4:1',\n",
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       "   'enterpriseToRevenue': 7.931,\n",
       "   'enterpriseToEbitda': 24.161,\n",
       "   '52WeekChange': 0.26193154,\n",
       "   'SandP52WeekChange': 0.12686789,\n",
       "   'lastDividendValue': 0.24,\n",
       "   'lastDividendDate': 1699574400,\n",
       "   'exchange': 'NMS',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'AAPL',\n",
       "   'underlyingSymbol': 'AAPL',\n",
       "   'shortName': 'Apple Inc.',\n",
       "   'longName': 'Apple Inc.',\n",
       "   'firstTradeDateEpochUtc': 345479400,\n",
       "   'timeZoneFullName': 'America/New_York',\n",
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       "   'messageBoardId': 'finmb_24937',\n",
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       "   'currentPrice': 190.64,\n",
       "   'targetHighPrice': 220.04,\n",
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       "   'targetMedianPrice': 183.37,\n",
       "   'recommendationMean': 2.1,\n",
       "   'recommendationKey': 'buy',\n",
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       "   'totalCash': 61554999296,\n",
       "   'totalCashPerShare': 3.958,\n",
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       "   'quickRatio': 0.843,\n",
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       "   'debtToEquity': 199.418,\n",
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       "   'returnOnEquity': 1.7195,\n",
       "   'grossProfits': 170782000000,\n",
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       "   'operatingCashflow': 110543003648,\n",
       "   'earningsGrowth': 0.135,\n",
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       "   'operatingMargins': 0.30134,\n",
       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': 2.2625},\n",
       "  'close': Date\n",
       "  2023-01-03    125.070000\n",
       "  2023-01-04    126.360001\n",
       "  2023-01-05    125.019997\n",
       "  2023-01-06    129.619995\n",
       "  2023-01-09    130.149994\n",
       "                   ...    \n",
       "  2023-10-24    173.440002\n",
       "  2023-10-25    171.100006\n",
       "  2023-10-26    166.889999\n",
       "  2023-10-27    168.220001\n",
       "  2023-10-30    170.289993\n",
       "  Name: Close, Length: 208, dtype: float64,\n",
       "  'volume': Date\n",
       "  2023-01-03    112117500\n",
       "  2023-01-04     89113600\n",
       "  2023-01-05     80962700\n",
       "  2023-01-06     87754700\n",
       "  2023-01-09     70790800\n",
       "                  ...    \n",
       "  2023-10-24     43816600\n",
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       " {'info': {'address1': '1 North Waukegan Road',\n",
       "   'city': 'North Chicago',\n",
       "   'state': 'IL',\n",
       "   'zip': '60064-6400',\n",
       "   'country': 'United States',\n",
       "   'phone': '847 932 7900',\n",
       "   'website': 'https://www.abbvie.com',\n",
       "   'industry': 'Drug Manufacturers - General',\n",
       "   'industryKey': 'drug-manufacturers-general',\n",
       "   'industryDisp': 'Drug Manufacturers - General',\n",
       "   'sector': 'Healthcare',\n",
       "   'sectorKey': 'healthcare',\n",
       "   'sectorDisp': 'Healthcare',\n",
       "   'longBusinessSummary': \"AbbVie Inc. discovers, develops, manufactures, and sells pharmaceuticals worldwide. The company offers Humira, a therapy administered as an injection for autoimmune, intestinal Behçet's diseases, and pyoderma gangrenosum; Skyrizi to treat moderate to severe plaque psoriasis, psoriatic disease, and Crohn's disease; Rinvoq, a JAK inhibitor to treat rheumatoid and psoriatic arthritis, ankylosing spondylitis, atopic dermatitis, axial spondyloarthropathy, and ulcerative colitis; Imbruvica for the treatment of adult patients with blood cancers; and Venclexta/Venclyxto to treat hematological malignancies. It also provides facial injectables, plastics and regenerative medicine, body contouring, and skincare products; Vraylar for depressive disorder; Duopa and Duodopa to treat advanced Parkinson's disease; and Ubrelvy for the acute treatment of migraine with or without aura in adults; Qulipta for episodic migraine. In addition, the company offers Lumigan/Ganfort and Alphagan/Combigan for the reduction of elevated intraocular pressure(IOP) in patients with open angle glaucoma (OAG) or ocular hypertension; Restasis, a calcineurin inhibitor immunosuppressant indicated to increase tear production; and eye care products. Further, it provides Mavyret/Maviret to treat chronic hepatitis C virus (HCV) genotype 1-6 infection and HCV genotype 1 infection; Creon, a pancreatic enzyme therapy; Lupron to treat advanced prostate cancer, endometriosis and central precocious puberty, and patients with anemia caused by uterine fibroids; Linzess/Constella to treat irritable bowel syndrome with constipation and chronic idiopathic constipation; and Synthroid for hypothyroidism. It has collaborations with Calico Life Sciences LLC; REGENXBIO Inc.; I-Mab Biopharma; Genmab A/S; Janssen Biotech, Inc.; Genentech, Inc.; and California Institute for Biomedical Research (Calibr). The company was incorporated in 2012 and is headquartered in North Chicago, Illinois.\",\n",
       "   'fullTimeEmployees': 50000,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Richard A. Gonzalez',\n",
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       "     'title': 'Chairman & CEO',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
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       "     'name': 'Mr. Robert A. Michael',\n",
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       "     'title': 'President & COO',\n",
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       "     'fiscalYear': 2022,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Scott T. Reents',\n",
       "     'age': 54,\n",
       "     'title': 'Executive VP & CFO',\n",
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       "     'name': 'Dr. Azita  Saleki-Gerhardt Ph.D.',\n",
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       "     'title': 'Executive VP & COO',\n",
       "     'yearBorn': 1963,\n",
       "     'fiscalYear': 2022,\n",
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       "     'name': 'Mr. Jeffrey Ryan Stewart',\n",
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       "     'title': 'Executive VP & Chief Commercial Officer',\n",
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       "     'name': 'Dr. Thomas J. Hudson M.D.',\n",
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       "     'title': 'Senior VP of Research & Development and Chief Scientific Officer',\n",
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       "     'name': 'Mr. Sanjay  Narayan',\n",
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       "     'title': 'Executive VP & Chief Human Resources Officer',\n",
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       " {'info': {'address1': '100 Abbott Park Road',\n",
       "   'address2': 'Abbott Park',\n",
       "   'city': 'North Chicago',\n",
       "   'state': 'IL',\n",
       "   'zip': '60064-6400',\n",
       "   'country': 'United States',\n",
       "   'phone': '224 667 6100',\n",
       "   'website': 'https://www.abbott.com',\n",
       "   'industry': 'Medical Devices',\n",
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       "   'sector': 'Healthcare',\n",
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       "   'longBusinessSummary': \"Abbott Laboratories, together with its subsidiaries, discovers, develops, manufactures, and sells health care products worldwide. It operates in four segments: Established Pharmaceutical Products, Diagnostic Products, Nutritional Products, and Medical Devices. The Established Pharmaceutical Products segment provides generic pharmaceuticals for the treatment of pancreatic exocrine insufficiency, irritable bowel syndrome or biliary spasm, intrahepatic cholestasis or depressive symptoms, gynecological disorder, hormone replacement therapy, dyslipidemia, hypertension, hypothyroidism, Ménière's disease and vestibular vertigo, pain, fever, inflammation, and migraine, as well as provides anti-infective clarithromycin, influenza vaccine, and products to regulate physiological rhythm of the colon. The Diagnostic Products segment offers laboratory systems in the areas of immunoassay, clinical chemistry, hematology, and transfusion; molecular diagnostics systems that automate the extraction, purification, and preparation of DNA and RNA from patient samples, as well as detect and measure infectious agents; point of care systems; cartridges for testing blood; rapid diagnostics lateral flow testing products; molecular point-of-care testing for HIV, SARS-CoV-2, influenza A and B, RSV, and strep A; cardiometabolic test systems; drug and alcohol test, and remote patient monitoring and consumer self-test systems; and informatics and automation solutions for use in laboratories. The Nutritional Products segment provides pediatric and adult nutritional products. The Medical Devices segment offers rhythm management, electrophysiology, heart failure, vascular, and structural heart devices for the treatment of cardiovascular diseases; and diabetes care products, as well as neuromodulation devices for the management of chronic pain and movement disorders. Abbott Laboratories was founded in 1888 and is based in North Chicago, Illinois.\",\n",
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       "     'name': 'Mr. Robert E. Funck Jr.',\n",
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       "     'title': 'Executive Vice President of Finance',\n",
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       "     'name': 'Mr. Daniel Gesua Sive Salvadori',\n",
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       "     'title': 'Executive VP and Group President of Established Pharmaceuticals & Nutritional Products',\n",
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       "     'name': 'Erica L. Battaglia',\n",
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       "     'name': 'Ms. Melissa  Brotz',\n",
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       " {'info': {'address1': '1 Grand Canal Square',\n",
       "   'address2': 'Grand Canal Harbour',\n",
       "   'city': 'Dublin',\n",
       "   'zip': 'D02 P820',\n",
       "   'country': 'Ireland',\n",
       "   'phone': '353 1 646 2000',\n",
       "   'fax': '353 1 646 2020',\n",
       "   'website': 'https://www.accenture.com',\n",
       "   'industry': 'Information Technology Services',\n",
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       "   'industryDisp': 'Information Technology Services',\n",
       "   'sector': 'Technology',\n",
       "   'sectorKey': 'technology',\n",
       "   'sectorDisp': 'Technology',\n",
       "   'longBusinessSummary': 'Accenture plc, a professional services company, provides strategy and consulting, industry X, song, and technology and operation services worldwide. The company offers application services, including agile transformation, DevOps, application modernization, enterprise architecture, software and quality engineering, data management; intelligent automation comprising robotic process automation, natural language processing, and virtual agents; and application management services, as well as software engineering services; strategy and consulting services; data and analytics strategy, data discovery and augmentation, data management and beyond, data democratization, and industrialized solutions comprising turnkey analytics and artificial intelligence (AI) solutions; metaverse; and sustainability services. It also provides change management, HR transformation and delivery, organization strategy and design, talent strategy and development, and leadership and culture services; digital commerce; infrastructure services, including cloud infrastructure managed, cloud and data center, network, digital workplace, database platforms, service management, and cloud and infrastructure security services; data-enabled operating models; technology consulting and AI services; and technology consulting services. In addition, the company offers engineering and R&D digitization, smart connected products, product as-a-service enablement, capital projects, intelligent asset management, digital industrial workforce, and autonomous robotic systems; business process outsourcing; and services related to technology innovation. Further, it provides cloud, ecosystem, marketing, security, supply chain management, zero-based transformation, customer experience, finance consulting, mergers and acquisitions, and sustainability services. The company has a collaboration with Salesforce, Inc. to develop Salesforce Life Sciences Cloud. The company was founded in 1951 and is based in Dublin, Ireland.',\n",
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       " {'info': {'address1': '1271 Avenue of the Americas',\n",
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       "   'longBusinessSummary': \"American International Group, Inc. offers insurance products for commercial, institutional, and individual customers in North America and internationally. It operates through General Insurance, and Life and Retirement segments. The General Insurance segment provides commercial and industrial property insurance, including business interruption and package insurance that cover exposure to made and natural disasters; general liability, environmental, commercial automobile liability, workers' compensation, excess casualty, and crisis management insurance products; and professional liability insurance. This segment also offers marine, energy-related property insurance, aviation, political risk, trade credit, trade finance, and portfolio solutions, as well as operates reinsurance business; voluntary and sponsor-paid personal accident, and supplemental health products; and personal auto and personal property insurance. The Life and Retirement segment offers individual retirement products, including variable, fixed index, and fixed annuities, as well as retail mutual funds; group retirement products comprising record-keeping, plan administrative and compliance services, financial planning, and advisory solutions; life insurance, including term and universal life insurance; and institutional markets products, which includes wrap products, structured settlement, pension risk transfer annuities, corporate and bank-owned life insurance, high net worth, and guaranteed investment contract products. The company distributes its products through a network of brokers, agents, advisors, banks, and other distributors. American International Group, Inc. was founded in 1919 and is headquartered in New York, New York.\",\n",
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       " {'info': {'address1': '410 Terry Avenue North',\n",
       "   'city': 'Seattle',\n",
       "   'state': 'WA',\n",
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       "   'website': 'https://www.aboutamazon.com',\n",
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       "   'longBusinessSummary': \"Amazon.com, Inc. engages in the retail sale of consumer products and subscriptions through online and physical stores in North America and internationally. It operates through three segments: North America, International, and Amazon Web Services (AWS). The company's products offered through its stores include merchandise and content purchased for resale; and products offered by third-party sellers. It also manufactures and sells electronic devices, including Kindle, Fire tablets, Fire TVs, Rings, Blink, eero, and Echo; and develops and produces media content. In addition, the company offers programs that enable sellers to sell their products in its stores; and programs that allow authors, musicians, filmmakers, Twitch streamers, skill and app developers, and others to publish and sell content. Further, it provides compute, storage, database, analytics, machine learning, and other services, as well as fulfillment, advertising, and digital content subscriptions. Additionally, the company offers Amazon Prime, a membership program. It serves consumers, sellers, developers, enterprises, content creators, and advertisers. The company was incorporated in 1994 and is headquartered in Seattle, Washington.\",\n",
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       " {'info': {'address1': '225 Binney Street',\n",
       "   'city': 'Cambridge',\n",
       "   'state': 'MA',\n",
       "   'zip': '02142',\n",
       "   'country': 'United States',\n",
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       "   'website': 'https://www.biogen.com',\n",
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       "   'industryKey': 'drug-manufacturers-general',\n",
       "   'industryDisp': 'Drug Manufacturers - General',\n",
       "   'sector': 'Healthcare',\n",
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       "   'sectorDisp': 'Healthcare',\n",
       "   'longBusinessSummary': \"Biogen Inc. discovers, develops, manufactures, and delivers therapies for treating neurological and neurodegenerative diseases in the United States, Europe, Germany, Asia, and internationally. The company offers TECFIDERA, VUMERITY, AVONEX, PLEGRIDY, TYSABRI, and FAMPYRA for multiple sclerosis (MS); SPINRAZA for spinal muscular atrophy; ADUHELM to treat Alzheimer's disease; FUMADERM to treat plaque psoriasis; BENEPALI, an etanercept biosimilar referencing ENBREL; IMRALDI, an adalimumab biosimilar referencing HUMIRA; FLIXABI, an infliximab biosimilar referencing REMICADE; and BYOOVIZ, a ranibizumab biosimilar referencing LUCENTIS. It also provides RITUXAN for treating non-Hodgkin's lymphoma, chronic lymphocytic leukemia (CLL), rheumatoid arthritis, two forms of ANCA-associated vasculitis, and pemphigus vulgaris; RITUXAN HYCELA for non-Hodgkin's lymphoma and CLL; GAZYVA to treat CLL and follicular lymphoma; OCREVUS for relapsing MS and primary progressive MS; LUNSUMIO to treat relapsed or refractory follicular lymphoma; glofitamab for non-Hodgkin's lymphoma; and other anti-CD20 therapies. In addition, the company is developing various products for the treatment of MS, Alzheimer's disease and dementia, neuromuscular disorders, Parkinson's disease and movement disorders, neuropsychiatry, immunology related diseases, neurovascular disorders, genetic neurodevelopmental disorders, and biosimilars, which are under various stages of development. Biogen Inc. has collaboration and license agreements with Acorda Therapeutics, Inc.; Alkermes Pharma Ireland Limited; Denali Therapeutics Inc.; Eisai Co., Ltd.; Genentech, Inc.; Neurimmune SubOne AG; Ionis Pharmaceuticals, Inc.; Samsung Bioepis Co., Ltd.; Sangamo Therapeutics, Inc.; and Sage Therapeutics, Inc. The company was founded in 1978 and is headquartered in Cambridge, Massachusetts.\",\n",
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       "   'exchange': 'NMS',\n",
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       "   'shortName': 'Biogen Inc.',\n",
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       "   'trailingPegRatio': None},\n",
       "  'close': Date\n",
       "  2023-01-03    272.630005\n",
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       "                   ...    \n",
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       " {'info': {'address1': '240 Greenwich Street',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10286',\n",
       "   'country': 'United States',\n",
       "   'phone': '212 495 1784',\n",
       "   'website': 'https://www.bnymellon.com',\n",
       "   'industry': 'Asset Management',\n",
       "   'industryKey': 'asset-management',\n",
       "   'industryDisp': 'Asset Management',\n",
       "   'sector': 'Financial Services',\n",
       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': 'The Bank of New York Mellon Corporation provides a range of financial products and services in the United States and internationally. The company operates through Securities Services, Market and Wealth Services, Investment and Wealth Management, and other segments. The Securities Services segment offers custody, trust and depositary, accounting, exchange-traded funds, middle-office solutions, transfer agency, services for private equity and real estate funds, foreign exchange, securities lending, liquidity/lending services, and data analytics. This segment also provides trustee, paying agency, fiduciary, escrow and other financial, issuer, and support services for brokers and investors. The Market and Wealth Services segment offers clearing and custody, investment, wealth and retirement solutions, technology and enterprise data management, trading, and prime brokerage services. This segment also provides integrated cash management solutions, including payments, foreign exchange, liquidity management, receivables processing and payables management, and trade finance and processing services. The Investment and Wealth Management segment offers investment management strategies and distribution of investment products, investment management, custody, wealth and estate planning, private banking, investment, and information management services. The Other segment engages in the provision of leasing, corporate treasury, derivative and other trading, corporate and bank-owned life insurance, renewable energy investment, and business exit services. It serves central banks and sovereigns, financial institutions, asset managers, insurance companies, corporations, local authorities and high net-worth individuals, and family offices. The company was founded in 1784 and is headquartered in New York, New York.',\n",
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       "     'title': 'Chief Information Officer & Global Head of Engineering',\n",
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       "     'title': 'Senior Executive Vice President & Global Head of Asset Servicing',\n",
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       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'BK',\n",
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       "   'shortName': 'The Bank of New York Mellon Cor',\n",
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       "  'close': Date\n",
       "  2023-01-03    46.299999\n",
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       "                  ...    \n",
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       "                 ...   \n",
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       " {'info': {'address1': '50 Hudson Yards',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10001',\n",
       "   'country': 'United States',\n",
       "   'phone': '212 810 5300',\n",
       "   'website': 'https://www.blackrock.com',\n",
       "   'industry': 'Asset Management',\n",
       "   'industryKey': 'asset-management',\n",
       "   'industryDisp': 'Asset Management',\n",
       "   'sector': 'Financial Services',\n",
       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': 'BlackRock, Inc. is a publicly owned investment manager. The firm primarily provides its services to institutional, intermediary, and individual investors including corporate, public, union, and industry pension plans, insurance companies, third-party mutual funds, endowments, public institutions, governments, foundations, charities, sovereign wealth funds, corporations, official institutions, and banks. It also provides global risk management and advisory services. The firm manages separate client-focused equity, fixed income, and balanced portfolios. It also launches and manages open-end and closed-end mutual funds, offshore funds, unit trusts, and alternative investment vehicles including structured funds. The firm launches equity, fixed income, balanced, and real estate mutual funds. It also launches equity, fixed income, balanced, currency, commodity, and multi-asset exchange traded funds. The firm also launches and manages hedge funds. It invests in the public equity, fixed income, real estate, currency, commodity, and alternative markets across the globe. The firm primarily invests in growth and value stocks of small-cap, mid-cap, SMID-cap, large-cap, and multi-cap companies. It also invests in dividend-paying equity securities. The firm invests in investment grade municipal securities, government securities including securities issued or guaranteed by a government or a government agency or instrumentality, corporate bonds, and asset-backed and mortgage-backed securities. It employs fundamental and quantitative analysis with a focus on bottom-up and top-down approach to make its investments. The firm employs liquidity, asset allocation, balanced, real estate, and alternative strategies to make its investments. In real estate sector, it seeks to invest in Poland and Germany. The firm benchmarks the performance of its portfolios against various S&P, Russell, Barclays, MSCI, Citigroup, and Merrill Lynch indices. BlackRock, Inc. was founded in 1988 and is based in New York City with additional offices in Boston, Massachusetts; London, United Kingdom; Gurgaon, India; Hong Kong; Greenwich, Connecticut; Princeton, New Jersey; Edinburgh, United Kingdom; Sydney, Australia; Taipei, Taiwan; Singapore; Sao Paulo, Brazil; Philadelphia, Pennsylvania; Washington, District of Columbia; Toronto, Canada; Wilmington, Delaware; and San Francisco, California.',\n",
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       " {'info': {'address1': '430 East 29th Street',\n",
       "   'address2': '14th Floor',\n",
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       "   'state': 'NY',\n",
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       "   'industry': 'Drug Manufacturers - General',\n",
       "   'industryKey': 'drug-manufacturers-general',\n",
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       "   'sector': 'Healthcare',\n",
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       "   'longBusinessSummary': \"Bristol-Myers Squibb Company discovers, develops, licenses, manufactures, markets, distributes, and sells biopharmaceutical products worldwide. It offers products for hematology, oncology, cardiovascular, immunology, fibrotic, and neuroscience diseases. The company's products include Eliquis, an oral inhibitor for reduction in risk of stroke/systemic embolism in NVAF, and for the treatment of DVT/PE; Opdivo for anti-cancer indications; Pomalyst/Imnovid indicated for patients with multiple myeloma; Orencia for adult patients with active RA and psoriatic arthritis; and Sprycel for the treatment of Philadelphia chromosome-positive chronic myeloid leukemia. It also provides Yervoy for the treatment of patients with unresectable or metastatic melanoma; Empliciti for the treatment of multiple myeloma; Abecma for the treatment of relapsed or refractory multiple myeloma; Reblozyl for the treatment of anemia in adult patients with beta thalassemia; Opdualag for the treatment of unresectable or metastatic melanoma; and Zeposia to treat relapsing forms of multiple sclerosis. In addition, the company offers Breyanzi, a CD19-directed genetically modified autologous T cell immunotherapy for the treatment of adult patients with relapsed or refractory large B-cell lymphoma; Onureg for the treatment of adult patients with AML; Inrebic, an oral kinase inhibitor indicated for the treatment of myelofibrosis; Camzyos for the treatment of adults with symptomatic obstructive HCM to enhance functional capacity and symptoms; Sotyktu for the treatment of adults with moderate-to-severe plaque psoriasis; Revlimid, an oral immunomodulatory drug for the treatment of multiple myeloma; and Abraxane, a protein-bound chemotherapy product. It sells products to wholesalers, distributors, pharmacies, retailers, hospitals, clinics, and government agencies. The company was formerly known as Bristol-Myers Company. The company was founded in 1887 and is headquartered in New York, New York.\",\n",
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       " {'info': {'address1': '388 Greenwich Street',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10013',\n",
       "   'country': 'United States',\n",
       "   'phone': '212 559 1000',\n",
       "   'website': 'https://www.citigroup.com',\n",
       "   'industry': 'Banks - Diversified',\n",
       "   'industryKey': 'banks-diversified',\n",
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       "   'longBusinessSummary': 'Citigroup Inc., a diversified financial services holding company, provides various financial products and services to consumers, corporations, governments, and institutions in North America, Latin America, Asia, Europe, the Middle East, and Africa. It operates through three segments: Institutional Clients Group (ICG), Personal Banking and Wealth Management (PBWM), and Legacy Franchises. The ICG segment offers wholesale banking products and services, including fixed income and equity sales and trading, foreign exchange, prime brokerage, derivative, equity and fixed income research, corporate lending, investment banking and advisory, private banking, cash management, trade finance, and securities services to corporate, institutional, and public sector clients. The PBWM segment offers traditional banking services to retail and small business customers through retail banking, cash, rewards, value portfolios, and co-branded cards. It also provides various banking, credit cards, custody, trust, mortgages, home equity, small business, and personal consumer loans. The Legacy Franchises segment provides traditional retail banking and branded card products to retail and small business customers. The company was founded in 1812 and is headquartered in New York, New York.',\n",
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       " {'info': {'address1': \"5205 North O'Connor Boulevard\",\n",
       "   'address2': 'Suite 100',\n",
       "   'city': 'Irving',\n",
       "   'state': 'TX',\n",
       "   'zip': '75039',\n",
       "   'country': 'United States',\n",
       "   'phone': '972 891 7700',\n",
       "   'website': 'https://www.caterpillar.com',\n",
       "   'industry': 'Farm & Heavy Construction Machinery',\n",
       "   'industryKey': 'farm-heavy-construction-machinery',\n",
       "   'industryDisp': 'Farm & Heavy Construction Machinery',\n",
       "   'sector': 'Industrials',\n",
       "   'sectorKey': 'industrials',\n",
       "   'sectorDisp': 'Industrials',\n",
       "   'longBusinessSummary': \"Caterpillar Inc. manufactures and sells construction and mining equipment, off-highway diesel and natural gas engines, industrial gas turbines, and diesel-electric locomotives in the United States and internationally. Its Construction Industries segment offers asphalt pavers, compactors, road reclaimers, forestry machines, cold planers, material handlers, tractors, excavators, telehandlers, motor graders, and pipelayers; compact track and multi-terrain, wheel, track-type, backhoe, and skid steer loaders; and related parts and tools. The company's Resource Industries segment provides electric rope and hydraulic shovels, draglines, rotary drills, hard rock vehicles, tractors, mining trucks, longwall miners, wheel loaders, off-highway and articulated trucks, wheel tractor scrapers and dozers, fleet management products, landfill and soil compactors, machinery components, autonomous ready vehicles and solutions, work tools, and safety services and mining performance solutions, as well as related parts and services. Its Energy & Transportation segment offers reciprocating engine powered generator sets; reciprocating engines, drivetrain, and integrated systems and solutions; turbines, centrifugal gas compressors, and related services; and diesel-electric locomotives and components, and other rail-related products. The company's Financial Products segment provides operating and finance leases, installment sale contracts, repair/rebuild financing services, working capital loans, and wholesale financing; and insurance and risk management products and services. Its All Other operating segment offers filters and fluids, undercarriage, ground engaging tools, fluid transfer products, precision seals, and rubber sealing and connecting components; parts distribution; integrated logistics solutions and distribution services; brand management and marketing strategy services; and digital investments services. Caterpillar Inc. was founded in 1925 and is headquartered in Irving, Texas.\",\n",
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       " {'info': {'quoteType': 'NONE',\n",
       "   'symbol': 'CELG',\n",
       "   'underlyingSymbol': 'CELG',\n",
       "   'uuid': 'f1d4ec57-74c3-34c9-ba1e-04262c8ce5ff',\n",
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       " {'info': {'address1': '300 Park Avenue',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10022-7499',\n",
       "   'country': 'United States',\n",
       "   'phone': '212 310 2000',\n",
       "   'website': 'https://www.colgatepalmolive.com',\n",
       "   'industry': 'Household & Personal Products',\n",
       "   'industryKey': 'household-personal-products',\n",
       "   'industryDisp': 'Household & Personal Products',\n",
       "   'sector': 'Consumer Defensive',\n",
       "   'sectorKey': 'consumer-defensive',\n",
       "   'sectorDisp': 'Consumer Defensive',\n",
       "   'longBusinessSummary': \"Colgate-Palmolive Company, together with its subsidiaries, manufactures and sells consumer products worldwide. The company operates through two segments, Oral, Personal and Home Care; and Pet Nutrition. The Oral, Personal and Home Care segment offers toothpaste, toothbrushes, mouthwash, bar and liquid hand soaps, shower gels, shampoos, conditioners, deodorants and antiperspirants, skin health products, dishwashing detergents, fabric conditioners, household cleaners, and other related items. This segment markets and sells its products under various brands, which include Colgate, Darlie, elmex, hello, meridol, Sorriso, Tom's of Maine, Irish Spring, Palmolive, Protex, Sanex, Softsoap, Lady Speed Stick, Speed Stick, EltaMD, Filorga, PCA SKIN, Ajax, Axion, Fabuloso, Murphy, Suavitel, Soupline, and Cuddly to a range of traditional and eCommerce retailers, wholesalers, and distributors. It also includes pharmaceutical products for dentists and other oral health professionals. The Pet Nutrition segment offers pet nutrition products for everyday nutritional needs under the Hill's Science Diet brand; and a range of therapeutic products to manage disease conditions in dogs and cats under the Hill's Prescription Diet brand. This segment markets and sells its products through pet supply retailers, veterinarians, and eCommerce retailers. Colgate-Palmolive Company was founded in 1806 and is headquartered in New York, New York.\",\n",
       "   'fullTimeEmployees': 33800,\n",
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       "     'name': 'Mr. Noel R. Wallace',\n",
       "     'age': 58,\n",
       "     'title': 'Chairman, CEO & President',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 745271,\n",
       "     'unexercisedValue': 4620787},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Stanley J. Sutula III',\n",
       "     'age': 56,\n",
       "     'title': 'Chief Financial Officer',\n",
       "     'yearBorn': 1966,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 2865596,\n",
       "     'exercisedValue': 0,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Jennifer M. Daniels',\n",
       "     'age': 58,\n",
       "     'title': 'Chief Legal Officer & Secretary',\n",
       "     'yearBorn': 1964,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 1884820,\n",
       "     'exercisedValue': 607161,\n",
       "     'unexercisedValue': 1566857},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Panagiotis  Tsourapas',\n",
       "     'age': 57,\n",
       "     'title': 'Group President of Europe & Developing Markets',\n",
       "     'yearBorn': 1965,\n",
       "     'fiscalYear': 2022,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Prabha  Parameswaran',\n",
       "     'age': 63,\n",
       "     'title': 'Group President of Growth & Strategy',\n",
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       "     'fiscalYear': 2022,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Stephan  Habif',\n",
       "     'title': 'Chief Technology Officer',\n",
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       "     'name': 'John  Faucher',\n",
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       "   'exchange': 'NYQ',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'CL',\n",
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       "   'shortName': 'Colgate-Palmolive Company',\n",
       "   'longName': 'Colgate-Palmolive Company',\n",
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       "   'recommendationKey': 'buy',\n",
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       "  'close': Date\n",
       "  2023-01-03    79.129997\n",
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       "                  ...    \n",
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       "  'volume': Date\n",
       "  2023-01-03     2920200\n",
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       "                  ...   \n",
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       " {'info': {'address1': 'One Coca-Cola Plaza',\n",
       "   'city': 'Atlanta',\n",
       "   'state': 'GA',\n",
       "   'zip': '30313',\n",
       "   'country': 'United States',\n",
       "   'phone': '404 676 2121',\n",
       "   'website': 'https://www.coca-colacompany.com',\n",
       "   'industry': 'Beverages - Non-Alcoholic',\n",
       "   'industryKey': 'beverages-non-alcoholic',\n",
       "   'industryDisp': 'Beverages - Non - Alcoholic',\n",
       "   'sector': 'Consumer Defensive',\n",
       "   'sectorKey': 'consumer-defensive',\n",
       "   'sectorDisp': 'Consumer Defensive',\n",
       "   'longBusinessSummary': 'The Coca-Cola Company, a beverage company, manufactures, markets, and sells various nonalcoholic beverages worldwide. The company provides sparkling soft drinks, sparkling flavors; water, sports, coffee, and tea; juice, value-added dairy, and plant-based beverages; and other beverages. It also offers beverage concentrates and syrups, as well as fountain syrups to fountain retailers, such as restaurants and convenience stores. The company sells its products under the Coca-Cola, Diet Coke/Coca-Cola Light, Coca-Cola Zero Sugar, Diet Coke, Cherry Coke, Fanta Orange, Fanta Zero Orange, Fanta Zero Sugar, Fanta Apple, Sprite, Sprite Zero Sugar, Simply Orange, Simply Apple, Simply Grapefruit, Fresca, Schweppes, Thums Up, Aquarius, Ayataka, BODYARMOR, Ciel, Costa, Dasani, dogadan, FUZE TEA, Georgia, glacéau smartwater, glacéau vitaminwater, Gold Peak, Ice Dew, I LOHAS, Powerade, Topo Chico, AdeS, Del Valle, fairlife, innocent, Minute Maid, and Minute Maid Pulpy brands. It operates through a network of independent bottling partners, distributors, wholesalers, and retailers, as well as through bottling and distribution operators. The company was founded in 1886 and is headquartered in Atlanta, Georgia.',\n",
       "   'fullTimeEmployees': 82500,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. James Robert B. Quincey',\n",
       "     'age': 57,\n",
       "     'title': 'Chairman & CEO',\n",
       "     'yearBorn': 1965,\n",
       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. John  Murphy',\n",
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       "     'yearBorn': 1962,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 3705118,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Manuel Arroyo Prieto',\n",
       "     'age': 54,\n",
       "     'title': 'Chief Marketing Officer',\n",
       "     'yearBorn': 1968,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 2968764,\n",
       "     'exercisedValue': 0,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Mark  Randazza',\n",
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       "     'title': 'VP, Assistant Controller & Chief Accounting Officer',\n",
       "     'yearBorn': 1966,\n",
       "     'fiscalYear': 2022,\n",
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       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Stacy Lynn  Apter',\n",
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       "     'title': 'VP of Corporate Finance & Treasurer',\n",
       "     'yearBorn': 1967,\n",
       "     'fiscalYear': 2022,\n",
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       "     'name': 'Ms. Nancy W. Quan',\n",
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       "     'title': 'Global Chief Information Officer',\n",
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       "     'name': 'Ms. Robin  Halpern',\n",
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       "   'website': 'https://www.altria.com',\n",
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       " {'info': {'address1': '126 East Lincoln Avenue',\n",
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       "   'state': 'NJ',\n",
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       "   'longBusinessSummary': \"Merck & Co., Inc. operates as a healthcare company worldwide. It operates through two segments, Pharmaceutical and Animal Health. The Pharmaceutical segment offers human health pharmaceutical products in the areas of oncology, hospital acute care, immunology, neuroscience, virology, cardiovascular, and diabetes, as well as vaccine products, such as preventive pediatric, adolescent, and adult vaccines. The Animal Health segment discovers, develops, manufactures, and markets veterinary pharmaceuticals, vaccines, and health management solutions and services, as well as digitally connected identification, traceability, and monitoring products. The company serves drug wholesalers and retailers, hospitals, and government agencies; managed health care providers, such as health maintenance organizations, pharmacy benefit managers, and other institutions; and physicians and physician distributors, veterinarians, and animal producers. It has collaborations with AstraZeneca PLC; Bayer AG; Eisai Co., Ltd.; Ridgeback Biotherapeutics LP; and Gilead Sciences, Inc. to jointly develop and commercialize long-acting treatments in HIV, as well as a collaboration with Bionomics to identify novel a7 nAChR PAMs suitable for the treatment of cognitive disorder; and clinical trial collaboration and supply agreement with Ankyra Therapeutics to evaluate ANK-101 in combination with KEYTRUDA (pembrolizumab) in patients with advanced solid tumors, as well as a clinical trial collaboration and supply agreement with Phanes Therapeutics, Inc. to evaluate PT886 in combination with KEYTRUDA for the treatment of claudin 18.2 positive gastric or gastroesophageal junction adenocarcinomas, as well as a development and commercialization agreement with Daiichi Sankyo Company, Limited to jointly develop and commercialize Daiichi Sankyo's DXd antibody drug conjugate (ADC) candidates. Merck & Co., Inc. was founded in 1891 and is headquartered in Rahway, New Jersey.\",\n",
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       " {'info': {'address1': '700 Anderson Hill Road',\n",
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       "   'website': 'https://www.pepsico.com',\n",
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       "   'sector': 'Consumer Defensive',\n",
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       "   'longBusinessSummary': \"PepsiCo, Inc. manufactures, markets, distributes, and sells various beverages and convenient foods worldwide. The company operates through seven segments: Frito-Lay North America; Quaker Foods North America; PepsiCo Beverages North America; Latin America; Europe; Africa, Middle East and South Asia; and Asia Pacific, Australia and New Zealand and China Region. It provides dips, cheese-flavored snacks, and spreads, as well as corn, potato, and tortilla chips; cereals, rice, pasta, mixes and syrups, granola bars, grits, oatmeal, rice cakes, simply granola, and side dishes; beverage concentrates, fountain syrups, and finished goods; ready-to-drink tea, coffee, and juices; dairy products; and sparkling water makers and related products. The company offers its products primarily under the Lay's, Doritos, Cheetos, Gatorade, Pepsi-Cola, Mountain Dew, Quaker, Aquafina, Emperador, Diet Mountain Dew, Diet Pepsi, Gatorade Zero, Propel, Marias Gamesa, Ruffles, Sabritas, Saladitas, Tostitos, 7UP, Diet 7UP, H2oh!, Manzanita Sol, Mirinda, Pepsi Black, San Carlos, Toddy, Walkers, Chipsy, Kurkure, Sasko, Spekko, White Star, Smith's, Sting, SodaStream, Lubimy Sad, Pepsi, and other brands. It serves wholesale and other distributors, foodservice customers, grocery stores, drug stores, convenience stores, discount/dollar stores, mass merchandisers, membership stores, hard discounters, e-commerce retailers and authorized independent bottlers, and others through a network of direct-store-delivery, customer warehouse, and distributor networks, as well as directly to consumers through e-commerce platforms and retailers. The company was founded in 1898 and is based in Purchase, New York.\",\n",
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       " {'info': {'address1': '66 Hudson Boulevard East',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10001-2192',\n",
       "   'country': 'United States',\n",
       "   'phone': '212 733 2323',\n",
       "   'website': 'https://www.pfizer.com',\n",
       "   'industry': 'Drug Manufacturers - General',\n",
       "   'industryKey': 'drug-manufacturers-general',\n",
       "   'industryDisp': 'Drug Manufacturers - General',\n",
       "   'sector': 'Healthcare',\n",
       "   'sectorKey': 'healthcare',\n",
       "   'sectorDisp': 'Healthcare',\n",
       "   'longBusinessSummary': \"Pfizer Inc. discovers, develops, manufactures, markets, distributes, and sells biopharmaceutical products worldwide. It offers medicines and vaccines in various therapeutic areas, including cardiovascular metabolic, migraine, and women's health under the Eliquis, Nurtec ODT/Vydura, and the Premarin family brands; infectious diseases with unmet medical needs under the Prevnar family, Nimenrix, FSME/IMMUN-TicoVac, and Trumenba brands; and COVID-19 prevention and treatment, and potential future mRNA and antiviral products under the Comirnaty and Paxlovid brands. The company also provides medicines and vaccines in various therapeutic areas, such as biosimilars for chronic immune and inflammatory diseases under the Xeljanz, Enbrel, Inflectra, Eucrisa/Staquis, and Cibinqo brands; amyloidosis, hemophilia, endocrine diseases, and sickle cell disease under the Vyndaqel family, Oxbryta, BeneFIX, and Genotropin brands; sterile injectable and anti-infective medicines under the Sulperazon, Medrol, Zavicefta, Zithromax, Vfend, and Panzyga brands; and biologics, small molecules, immunotherapies, and biosimilars under the Ibrance, Xtandi, Inlyta, Retacrit, Lorbrena, and Braftovi brands. In addition, the company is involved in the contract manufacturing business. It serves wholesalers, retailers, hospitals, clinics, government agencies, pharmacies, individual provider offices, retail pharmacies, and integrated delivery systems, as well as disease control and prevention centers. The company has collaboration agreements with Bristol-Myers Squibb Company; Astellas Pharma US, Inc.; Myovant Sciences Ltd.; Merck KGaA; Valneva SE; BioNTech SE; and Arvinas, Inc., as well as strategic partnership with CSPC Pharmaceutical Group Limited to launch a local brand of the COVID-19 oral therapeutic treatment Nirmatrelvir/Ritonavir in China, and a collaboration with Carrick Therapeutics Limited. Pfizer Inc. was founded in 1849 and is headquartered in New York, New York.\",\n",
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       "  'close': Date\n",
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       "                  ...    \n",
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       "  Name: Close, Length: 208, dtype: float64,\n",
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       "                  ...   \n",
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       " {'info': {'address1': 'One Procter & Gamble Plaza',\n",
       "   'city': 'Cincinnati',\n",
       "   'state': 'OH',\n",
       "   'zip': '45202',\n",
       "   'country': 'United States',\n",
       "   'phone': '513 983 1100',\n",
       "   'website': 'https://www.pginvestor.com',\n",
       "   'industry': 'Household & Personal Products',\n",
       "   'industryKey': 'household-personal-products',\n",
       "   'industryDisp': 'Household & Personal Products',\n",
       "   'sector': 'Consumer Defensive',\n",
       "   'sectorKey': 'consumer-defensive',\n",
       "   'sectorDisp': 'Consumer Defensive',\n",
       "   'longBusinessSummary': 'The Procter & Gamble Company provides branded consumer packaged goods worldwide. It operates through five segments: Beauty; Grooming; Health Care; Fabric & Home Care; and Baby, Feminine & Family Care. The Beauty segment offers conditioners, shampoos, styling aids, and treatments under the Head & Shoulders, Herbal Essences, Pantene, and Rejoice brands; and antiperspirants and deodorants, personal cleansing, and skin care products under the Olay, Old Spice, Safeguard, Secret, and SK-II brands. The Grooming segment provides shave care products and appliances under the Braun, Gillette, and Venus brand names. The Health Care segment offers toothbrushes, toothpastes, and other oral care products under the Crest and Oral-B brand names; and gastrointestinal, rapid diagnostics, respiratory, vitamins/minerals/supplements, pain relief, and other personal health care products under the Metamucil, Neurobion, Pepto-Bismol, and Vicks brands. The Fabric & Home Care segment provides fabric enhancers, laundry additives, and laundry detergents under the Ariel, Downy, Gain, and Tide brands; and air care, dish care, P&G professional, and surface care products under the Cascade, Dawn, Fairy, Febreze, Mr. Clean, and Swiffer brands. The Baby, Feminine & Family Care segment offers baby wipes, taped diapers, and pants under the Luvs and Pampers brands; adult incontinence and feminine care products under the Always, Always Discreet, and Tampax brands; and paper towels, tissues, and toilet papers under the Bounty, Charmin, and Puffs brands. The company sells its products primarily through mass merchandisers, e-commerce, grocery stores, membership club stores, drug stores, department stores, distributors, wholesalers, specialty beauty stores, high-frequency stores, pharmacies, electronics stores, and professional channels, as well as directly to consumers. The Procter & Gamble Company was founded in 1837 and is headquartered in Cincinnati, Ohio.',\n",
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       "     'name': 'Mr. Andre  Schulten',\n",
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       "     'title': 'Chief Financial Officer',\n",
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       "     'name': 'Mr. Shailesh G. Jejurikar',\n",
       "     'age': 55,\n",
       "     'title': 'Chief Operating Officer',\n",
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       "     'name': 'Ms. R. Alexandra Keith',\n",
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       "     'title': 'Chief Executive Officer of Beauty & Executive Sponsor of Corporate Sustainability',\n",
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       "     'title': 'Chief Executive Officer of Baby, Feminine & Family Care and Executive Sponsor for Gender Equality',\n",
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       "  'close': Date\n",
       "  2023-01-03    151.570007\n",
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       "                   ...    \n",
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       "  Name: Close, Length: 208, dtype: float64,\n",
       "  'volume': Date\n",
       "  2023-01-03    6447300\n",
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       "                 ...   \n",
       "  2023-10-24    6322000\n",
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       " {'info': {'address1': '677 Washington Boulevard',\n",
       "   'address2': 'Suite 1100',\n",
       "   'city': 'Stamford',\n",
       "   'state': 'CT',\n",
       "   'zip': '06901',\n",
       "   'country': 'United States',\n",
       "   'phone': '203 905 2410',\n",
       "   'website': 'https://www.pmi.com',\n",
       "   'industry': 'Tobacco',\n",
       "   'industryKey': 'tobacco',\n",
       "   'industryDisp': 'Tobacco',\n",
       "   'sector': 'Consumer Defensive',\n",
       "   'sectorKey': 'consumer-defensive',\n",
       "   'sectorDisp': 'Consumer Defensive',\n",
       "   'longBusinessSummary': \"Philip Morris International Inc. operates as a tobacco company working to delivers a smoke-free future and evolving portfolio for the long-term to include products outside of the tobacco and nicotine sector. The company's product portfolio primarily consists of cigarettes and smoke-free products, including heat-not-burn, vapor, and oral nicotine products primarily under the IQOS and ZYN brands; and consumer accessories, such as lighters and matches. It also offers wellness and healthcare products. Philip Morris International Inc. was incorporated in 1987 and is headquartered in Stamford, Connecticut.\",\n",
       "   'fullTimeEmployees': 79800,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Andre  Calantzopoulos',\n",
       "     'age': 64,\n",
       "     'title': 'Executive Chairman of the Board',\n",
       "     'yearBorn': 1958,\n",
       "     'fiscalYear': 2022,\n",
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       "   'longBusinessSummary': 'QUALCOMM Incorporated engages in the development and commercialization of foundational technologies for the wireless industry worldwide. It operates through three segments: Qualcomm CDMA Technologies (QCT); Qualcomm Technology Licensing (QTL); and Qualcomm Strategic Initiatives (QSI). The QCT segment develops and supplies integrated circuits and system software based on 3G/4G/5G and other technologies for use in wireless voice and data communications, networking, computing, multimedia, and position location products. The QTL segment grants licenses or provides rights to use portions of its intellectual property portfolio, which include various patent rights useful in the manufacture and sale of wireless products comprising products implementing CDMA2000, WCDMA, LTE and/or OFDMA-based 5G standards and their derivatives. The QSI segment invests in early-stage companies in various industries, including 5G, artificial intelligence, automotive, consumer, enterprise, cloud, IoT, and extended reality, and investments, including non-marketable equity securities and, to a lesser extent, marketable equity securities, and convertible debt instruments. It also provides development, and other services and related products to the United States government agencies and their contractors. The company was incorporated in 1985 and is headquartered in San Diego, California.',\n",
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       "   'longBusinessSummary': \"Shopify Inc., a commerce company, provides a commerce platform and services in Canada, the United States, Europe, the Middle East, Africa, the Asia Pacific, and Latin America. The company's platform enables merchants to displays, manages, markets, and sells its products through various sales channels, including web and mobile storefronts, physical retail locations, pop-up shops, social media storefronts, native mobile apps, buy buttons, and marketplaces; and enables to manage products and inventory, process orders and payments, fulfill and ship orders, new buyers and build customer relationships, source products, leverage analytics and reporting, manage cash, payments and transactions, and access financing. It also sells custom themes and apps, and registration of domain names; and merchant solutions, which include accepting payments, shipping and fulfillment, and securing working capital. The company was formerly known as Jaded Pixel Technologies Inc. and changed its name to Shopify Inc. in November 2011. Shopify Inc. was incorporated in 2004 and is headquartered in Ottawa, Canada.\",\n",
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       "  'close': Date\n",
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       " {'info': {'address1': '510 West Georgia Street',\n",
       "   'address2': 'Floor 23',\n",
       "   'city': 'Vancouver',\n",
       "   'state': 'BC',\n",
       "   'zip': 'V6B 0M3',\n",
       "   'country': 'Canada',\n",
       "   'website': 'https://www.telus.com',\n",
       "   'industry': 'Telecom Services',\n",
       "   'industryKey': 'telecom-services',\n",
       "   'industryDisp': 'Telecom Services',\n",
       "   'sector': 'Communication Services',\n",
       "   'sectorKey': 'communication-services',\n",
       "   'sectorDisp': 'Communication Services',\n",
       "   'longBusinessSummary': 'TELUS Corporation, together with its subsidiaries, provides a range of telecommunications and information technology products and services in Canada. It operates through Technology Solutions and Digitally-Led Customer Experiences segments. The Technology Solutions segment offers a range of telecommunications products and services; network services; mobile technologies equipment; data services, such as internet protocol; television; hosting, managed information technology, and cloud-based services; software, data management, and data analytics-driven smart food-chain and consumer goods technologies; home and business security; healthcare software and technology solutions; and voice and other telecommunications services. The Digitally-Led Customer Experiences segment provides digital customer experience and digital-enablement transformation solutions, including artificial intelligence and content management solutions. The company was formerly known as TELUS Communications Inc. and changed its name to TELUS Corporation in February 2005. TELUS Corporation was incorporated in 1998 and is based in Vancouver, Canada.',\n",
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       "     'age': 58,\n",
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       "     'name': 'Mr. Douglas  French',\n",
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       "     'title': 'COO & EVP',\n",
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       "  'close': Date\n",
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       "  Name: Volume, Length: 208, dtype: int64},\n",
       " {'info': {'address1': 'TD Bank Tower',\n",
       "   'address2': 'Toronto-Dominion Centre',\n",
       "   'city': 'Toronto',\n",
       "   'state': 'ON',\n",
       "   'zip': 'M5K 1A2',\n",
       "   'country': 'Canada',\n",
       "   'website': 'https://www.td.com',\n",
       "   'industry': 'Banks - Diversified',\n",
       "   'industryKey': 'banks-diversified',\n",
       "   'industryDisp': 'Banks - Diversified',\n",
       "   'sector': 'Financial Services',\n",
       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': \"The Toronto-Dominion Bank, together with its subsidiaries, provides various financial products and services in Canada, the United States, and internationally. It operates through three segments: Canadian Retail, U.S. Retail, and Wholesale Banking. The company offers personal deposits, such as chequing, savings, and investment products; financing, investment, cash management, international trade, and day-to-day banking services to businesses; and financing options to customers at point of sale for automotive and recreational vehicle purchases. It also provides credit cards and payments; real estate secured lending, auto finance, and consumer lending services; point-of-sale payment solutions for large and small businesses; wealth and asset management products, and advice to retail and institutional clients through direct investing, advice-based, and asset management businesses; and property and casualty insurance, as well as life and health insurance products. The company also provides capital markets, and corporate and investment banking products and services, including underwriting and distribution of new debt and equity issues; advice on strategic acquisitions and divestitures; and trading, funding, and investment services to corporations, governments, and institutions. It offers its products and services under the TD Bank and America's Most Convenient Bank brand names. It has a strategic alliance with Canada Post Corporation. The Toronto-Dominion Bank was founded in 1855 and is headquartered in Toronto, Canada.\",\n",
       "   'fullTimeEmployees': 103094,\n",
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       "     'age': 65,\n",
       "     'title': 'Group President, CEO & Director',\n",
       "     'yearBorn': 1957,\n",
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       "   'longBusinessSummary': \"UnitedHealth Group Incorporated operates as a diversified health care company in the United States. It operates through four segments: UnitedHealthcare, Optum Health, Optum Insight, and Optum Rx. The UnitedHealthcare segment offers consumer-oriented health benefit plans and services for national employers, public sector employers, mid-sized employers, small businesses, and individuals; health care coverage, and health and well-being services to individuals age 50 and older addressing their needs; Medicaid plans, children's health insurance and health care programs; and health and dental benefits, and hospital and clinical services, as well as health care benefits products and services to state programs caring for the economically disadvantaged, medically underserved, and  those without the benefit of employer-funded health care coverage. The OptumHealth segment provides care delivery, care management, wellness and consumer engagement, and health financial services for consumers, care delivery systems, providers, employers, payers, and public-sector entities. The OptumInsight segment offers software and information products, advisory consulting arrangements, and managed services outsourcing contracts to hospital systems, physicians, health plans, governments, life sciences companies, and other organizations. The OptumRx segment provides pharmacy care services and programs, including retail network contracting, home delivery, specialty and community health pharmacy services, and purchasing and clinical capabilities, as well as develops programs in the areas of step therapy, formulary management, drug adherence, and disease/drug therapy management. UnitedHealth Group Incorporated was incorporated in 1977 and is based in Minnetonka, Minnesota.\",\n",
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       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'UNH',\n",
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       "   'shortName': 'UnitedHealth Group Incorporated',\n",
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       "  'close': Date\n",
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       " {'info': {'address1': '1400 Douglas Street',\n",
       "   'city': 'Omaha',\n",
       "   'state': 'NE',\n",
       "   'zip': '68179',\n",
       "   'country': 'United States',\n",
       "   'phone': '402 544 5000',\n",
       "   'website': 'https://www.up.com',\n",
       "   'industry': 'Railroads',\n",
       "   'industryKey': 'railroads',\n",
       "   'industryDisp': 'Railroads',\n",
       "   'sector': 'Industrials',\n",
       "   'sectorKey': 'industrials',\n",
       "   'sectorDisp': 'Industrials',\n",
       "   'longBusinessSummary': 'Union Pacific Corporation, through its subsidiary, Union Pacific Railroad Company, operates in the railroad business in the United States. The company offers transportation services for grain and grain products, fertilizers, food and refrigerated products, and coal and renewables to grain processors, animal feeders, ethanol producers, and other agricultural users; petroleum, and liquid petroleum gases; and construction products, industrial chemicals, plastics, forest products, specialized products, metals and ores, soda ash, and sand, as well as finished automobiles, automotive parts, and merchandise in intermodal containers. The company was founded in 1862 and is headquartered in Omaha, Nebraska.',\n",
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       "  2023-10-26    2626300\n",
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       "  Name: Volume, Length: 208, dtype: int64},\n",
       " {'info': {'address1': '55 Glenlake Parkway, N.E.',\n",
       "   'city': 'Atlanta',\n",
       "   'state': 'GA',\n",
       "   'zip': '30328',\n",
       "   'country': 'United States',\n",
       "   'phone': '404 828 6000',\n",
       "   'website': 'https://www.ups.com',\n",
       "   'industry': 'Integrated Freight & Logistics',\n",
       "   'industryKey': 'integrated-freight-logistics',\n",
       "   'industryDisp': 'Integrated Freight & Logistics',\n",
       "   'sector': 'Industrials',\n",
       "   'sectorKey': 'industrials',\n",
       "   'sectorDisp': 'Industrials',\n",
       "   'longBusinessSummary': 'United Parcel Service, Inc., a package delivery company, provides transportation and delivery, distribution, contract logistics, ocean freight, airfreight, customs brokerage, and insurance services. It operates through two segments, U.S. Domestic Package and International Package. The U.S. Domestic Package segment offers time-definite delivery of letters, documents, small packages, and palletized freight through air and ground services in the United States. The International Package segment provides guaranteed day and time-definite international shipping services comprising guaranteed time-definite express options in Europe, Asia, the Indian sub-continent, the Middle East, Africa, Canada, and Latin America. The company also provides international air and ocean freight forwarding, post-sales, and mail and consulting services. In addition, it offers truckload brokerage services; supply chain solutions to the healthcare and life sciences industries; financial and information services; and fulfillment and transportation management services. United Parcel Service, Inc. was founded in 1907 and is headquartered in Atlanta, Georgia.',\n",
       "   'fullTimeEmployees': 500000,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Ms. Carol B. Tome',\n",
       "     'age': 65,\n",
       "     'title': 'CEO & Director',\n",
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       "     'exercisedValue': 0,\n",
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       "     'name': 'Mr. Brian O. Newman',\n",
       "     'age': 53,\n",
       "     'title': 'Executive VP & CFO',\n",
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       "     'fiscalYear': 2022,\n",
       "     'totalPay': 1242943,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 855975},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Bala  Subramanian',\n",
       "     'age': 51,\n",
       "     'title': 'EVP and Chief Digital & Technology Officer',\n",
       "     'yearBorn': 1971,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 581785,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Kathleen M. Gutmann',\n",
       "     'age': 53,\n",
       "     'title': 'Executive VP and President of International, Healthcare & Supply Chain Solutions',\n",
       "     'yearBorn': 1969,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 1166151,\n",
       "     'exercisedValue': 2807919,\n",
       "     'unexercisedValue': 1345457},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Nando  Cesarone',\n",
       "     'age': 50,\n",
       "     'title': 'Executive VP & President of U.S.',\n",
       "     'yearBorn': 1972,\n",
       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 878894,\n",
       "     'unexercisedValue': 458061},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ken  Cook',\n",
       "     'title': 'Investor Relations Officer',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Norman M. Brothers Jr.',\n",
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       "     'title': 'Executive VP, Chief Legal, Compliance Officer & Corporate Secretary',\n",
       "     'yearBorn': 1968,\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
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       "     'name': 'Mr. Kevin M. Warren',\n",
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       "     'name': 'Mr. Darrell L. Ford',\n",
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       "     'title': 'Executive VP, Chief Diversity, Equity and Inclusion Officer & Chief Human Resources Officer',\n",
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       "     'name': 'Mr. Ralph  Ozoude',\n",
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       "   'exchange': 'NYQ',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'UPS',\n",
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       "   'longName': 'United Parcel Service, Inc.',\n",
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       "   'recommendationKey': 'buy',\n",
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       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': 2.9714},\n",
       "  'close': Date\n",
       "  2023-01-03    175.279999\n",
       "  2023-01-04    177.110001\n",
       "  2023-01-05    173.839996\n",
       "  2023-01-06    178.949997\n",
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       "                   ...    \n",
       "  2023-10-24    149.320007\n",
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       "  Name: Close, Length: 208, dtype: float64,\n",
       "  'volume': Date\n",
       "  2023-01-03     2206500\n",
       "  2023-01-04     1965100\n",
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       "                  ...   \n",
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       "  Name: Volume, Length: 208, dtype: int64},\n",
       " {'info': {'address1': '800 Nicollet Mall',\n",
       "   'city': 'Minneapolis',\n",
       "   'state': 'MN',\n",
       "   'zip': '55402',\n",
       "   'country': 'United States',\n",
       "   'phone': '866 775 9668',\n",
       "   'website': 'https://www.usbank.com',\n",
       "   'industry': 'Banks - Regional',\n",
       "   'industryKey': 'banks-regional',\n",
       "   'industryDisp': 'Banks - Regional',\n",
       "   'sector': 'Financial Services',\n",
       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': 'U.S. Bancorp, a financial services holding company, provides various financial services to individuals, businesses, institutional organizations, governmental entities and other financial institutions in the United States. It operates in Corporate and Commercial Banking, Consumer and Business Banking, Wealth Management and Investment Services, Payment Services, and Treasury and Corporate Support segments. The company offers depository services, including checking accounts, savings accounts, and time certificate contracts; lending services, such as traditional credit products; and credit card services, lease financing and import/export trade, asset-backed lending, agricultural finance, and other products. In addition, it provides ancillary services comprising capital markets, treasury management, and receivable lock-box collection services to corporate and governmental entity customers. Further, the company offers asset management and fiduciary services for individuals, estates, foundations, business corporations, and charitable organizations. Additionally, it provides investment and insurance products to its customers principally within its markets, as well as fund administration services to mutual and other funds. Furthermore, the company provides corporate and purchasing card, and corporate trust services. The company offers merchant processing, investment management, ATM processing, mortgage banking, insurance, and brokerage and leasing services. U.S. Bancorp was founded in 1863 and is headquartered in Minneapolis, Minnesota.',\n",
       "   'fullTimeEmployees': 75000,\n",
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       "     'name': 'Mr. Andrew J. Cecere',\n",
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       "     'title': 'Chairman, President & CEO',\n",
       "     'yearBorn': 1961,\n",
       "     'fiscalYear': 2022,\n",
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       "     'title': 'Chief Administration Officer & Vice Chair',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'name': 'Mr. Jeffry H. von Gillern',\n",
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       "     'title': 'Advisor',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'name': 'Ms. Gunjan  Kedia',\n",
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       "     'title': 'Vice Chairman of Wealth, Corporate, Commercial & Institutional Banking',\n",
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       "     'name': 'Mr. Timothy A. Welsh',\n",
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       "     'title': 'Vice Chairman of Consumer & Business Banking',\n",
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       "   'recommendationKey': 'buy',\n",
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       "  'close': Date\n",
       "  2023-01-03    44.639999\n",
       "  2023-01-04    46.029999\n",
       "  2023-01-05    45.669998\n",
       "  2023-01-06    46.310001\n",
       "  2023-01-09    46.610001\n",
       "                  ...    \n",
       "  2023-10-24    31.389999\n",
       "  2023-10-25    31.290001\n",
       "  2023-10-26    31.770000\n",
       "  2023-10-27    30.639999\n",
       "  2023-10-30    31.309999\n",
       "  Name: Close, Length: 208, dtype: float64,\n",
       "  'volume': Date\n",
       "  2023-01-03    12795900\n",
       "  2023-01-04    16338400\n",
       "  2023-01-05     8364000\n",
       "  2023-01-06     8198300\n",
       "  2023-01-09    13170700\n",
       "                  ...   \n",
       "  2023-10-24    15076200\n",
       "  2023-10-25    13054500\n",
       "  2023-10-26    15956600\n",
       "  2023-10-27    10909400\n",
       "  2023-10-30     9653000\n",
       "  Name: Volume, Length: 208, dtype: int64}]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Author: Alexander Domilescu\n",
    "\n",
    "from IPython.display import display, Math, Latex\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import yfinance as yf\n",
    "import matplotlib.pyplot as plt\n",
    "import random as r\n",
    "from datetime import datetime\n",
    "import requests\n",
    "import math\n",
    "\n",
    "startdate = '2023-01-01'\n",
    "enddate = '2023-10-31'\n",
    "ticker_file = 'Tickers_Example.csv' # INSERT NAME OF ASSIGNMENT .CSV FILE\n",
    "\n",
    "# produces a list of dictionaries for a given csv file of stock tickers\n",
    "# each dictionary contains three items:\n",
    "# 1. a dictionary of all the stock's information\n",
    "# 2. a dataframe of the daily close prices of the stock between the given start and end dates\n",
    "# 3. a dataframe of the daily volume of the stock between the given start and end dates\n",
    "def download_data(start_date, end_date, ticker_file):\n",
    "    # create an empty list that will be filled with stock data and outputted\n",
    "    stock_data = []\n",
    "    # read the given ticker file into a list\n",
    "    tickers = pd.read_csv('Tickers_Example.csv', header=None).values.flatten().tolist()\n",
    "    \n",
    "    # cycles through the list of given tickers to fill the empty stock_data list\n",
    "    for i in tickers:\n",
    "        temp_ticker = yf.Ticker(i)\n",
    "        # download the stock data for the current stock\n",
    "        temp_data = yf.download(i, start=startdate, end=enddate)\n",
    "        temp_close = temp_data.Close\n",
    "        temp_volume = temp_data.Volume\n",
    "        # append a dictionary of the stock's information, daily close prices, and volume to the stock_data list\n",
    "        stock_data.append({'info': temp_ticker.info,\n",
    "                           'close': temp_close,\n",
    "                           'volume': temp_volume})\n",
    "    return stock_data\n",
    "\n",
    "unfiltered_stock_data = download_data(startdate, enddate, raw_tickers)\n",
    "unfiltered_stock_data\n",
    "\n",
    "# HOW TO USE THE OUTPUT OF download_data:\n",
    "# ---------------------------------------\n",
    "# stock_data[3]['info']['beta'] - returns the beta for the fourth stock in the list\n",
    "# stock_data[1]['volume'] - returns a dataframe of the volume of the second stock in the list\n"
   ]
  }
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