From 5935754f2d6b11ce9dc9c4e6f3fa543ba4eea7ac Mon Sep 17 00:00:00 2001 From: Farrell Aultman Date: Sun, 16 Feb 2020 13:50:55 -0800 Subject: [PATCH] wikipedia changed column name from symbol to ticker symbol --- ...rical Components & Changes(02-16-2020).csv | 0 sp500.csv | 46 +- sp500.ipynb | 1124 ++++++++--------- sp500_by_date.ipynb | 84 +- sp500_historical.ipynb | 102 +- 5 files changed, 678 insertions(+), 678 deletions(-) rename S&P 500 Historical Components & Changes(02-09-2020).csv => S&P 500 Historical Components & Changes(02-16-2020).csv (100%) diff --git a/S&P 500 Historical Components & Changes(02-09-2020).csv b/S&P 500 Historical Components & Changes(02-16-2020).csv similarity index 100% rename from S&P 500 Historical Components & Changes(02-09-2020).csv rename to S&P 500 Historical Components & Changes(02-16-2020).csv diff --git a/sp500.csv b/sp500.csv index 44023f5..681ba2a 100644 --- a/sp500.csv +++ b/sp500.csv @@ -1,4 +1,4 @@ -Symbol,Security,SEC filings,GICS Sector,GICS Sub Industry,Headquarters Location,Date first added,CIK,Founded +Ticker Symbol,Security,SEC filings,GICS Sector,GICS Sub Industry,Headquarters Location,Date first added,CIK,Founded MMM,3M Company,reports,Industrials,Industrial Conglomerates,"St. Paul, Minnesota",,66740,1902 ABT,Abbott Laboratories,reports,Health Care,Health Care Equipment,"North Chicago, Illinois",1964-03-31,1800,1888 ABBV,AbbVie Inc.,reports,Health Care,Pharmaceuticals,"North Chicago, Illinois",2012-12-31,1551152,2013 (1888) @@ -78,7 +78,7 @@ BWA,BorgWarner,reports,Consumer Discretionary,Auto Parts & Equipment,"Auburn Hil BXP,Boston Properties,reports,Real Estate,Office REITs,"Boston, Massachusetts",2006-04-03,1037540, BSX,Boston Scientific,reports,Health Care,Health Care Equipment,"Marlborough, Massachusetts[4]",1995-02-24,885725, BMY,Bristol-Myers Squibb,reports,Health Care,Health Care Distributors,"New York, New York",,14272,1989 -AVGO,Broadcom Inc.,reports,Information Technology,Semiconductors,"San Jose, California",2014-05-08,1730168, +AVGO,Broadcom Inc.,reports,Information Technology,Semiconductors,"San Jose, California",2014-05-08,1730168,1961 BR,Broadridge Financial Solutions,reports,Information Technology,Data Processing & Outsourced Services,"Lake Success, New York",2018-06-18,1383312,1962 BF.B,Brown-Forman Corp.,reports,Consumer Staples,Distillers & Vintners,"Louisville, Kentucky",1982-10-31,14693, CHRW,C. H. Robinson Worldwide,reports,Industrials,Air Freight & Logistics,"Eden Prairie, Minnesota",2007-03-02,1043277, @@ -160,7 +160,7 @@ DTE,DTE Energy Co.,reports,Utilities,Multi-Utilities,"Detroit, Michigan",,936340 DUK,Duke Energy,reports,Utilities,Electric Utilities,"Charlotte, North Carolina",1976-06-30,1326160, DRE,Duke Realty Corp,reports,Real Estate,Industrial REITs,"Indianapolis, Indiana",2017-07-26,783280, DD,DuPont de Nemours Inc,reports,Materials,Specialty Chemicals,"Midland, Michigan",,1666700,2017 -DXC,DXC Technology,reports,Information Technology,IT Consulting & Other Services,"Tysons Corner, Virginia",2017-04-04,1688568, +DXC,DXC Technology,reports,Information Technology,IT Consulting & Other Services,"Tysons Corner, Virginia",2017-04-04,1688568,2017 ETFC,E*Trade,reports,Financials,Investment Banking & Brokerage,"New York, New York",2004-03-31,1015780, EMN,Eastman Chemical,reports,Materials,Diversified Chemicals,"Kingsport, Tennessee",1994-01-01,915389, ETN,Eaton Corporation,reports,Industrials,Electrical Components & Equipment,"Dublin, Ireland",,1551182,1911 @@ -201,7 +201,7 @@ FLS,Flowserve Corporation,reports,Industrials,Industrial Machinery,"Irving, Texa FMC,FMC Corporation,reports,Materials,Fertilizers & Agricultural Chemicals,"Philadelphia, Pennsylvania",2009-08-19,37785, F,Ford Motor,reports,Consumer Discretionary,Automobile Manufacturers,"Dearborn, Michigan",,37996,1903 FTNT,Fortinet,reports,Information Technology,Systems Software,"Sunnyvale, California",2018-10-11,1262039,2000 -FTV,Fortive Corp,reports,Industrials,Industrial Machinery,"Everett, Washington",2016-07-01,1659166, +FTV,Fortive Corp,reports,Industrials,Industrial Machinery,"Everett, Washington",2016-07-01,1659166,2016 FBHS,Fortune Brands Home & Security,reports,Industrials,Building Products,"Deerfield, Illinois",2016-06-22,1519751, FOXA,Fox Corporation Class A,reports,Communication Services,Movies & Entertainment,"New York, New York",2013-07-01,1308161, FOX,Fox Corporation Class B,reports,Communication Services,Movies & Entertainment,"New York, New York",2015-09-18,1308161, @@ -222,7 +222,7 @@ GS,Goldman Sachs Group,reports,Financials,Investment Banking & Brokerage,"New Yo GWW,Grainger (W.W.) Inc.,reports,Industrials,Industrial Machinery,"Lake Forest, Illinois",1981-06-30,277135, HRB,H&R Block,reports,Consumer Discretionary,Specialized Consumer Services,"Kansas City, Missouri",1986-11-30,12659, HAL,Halliburton Co.,reports,Energy,Oil & Gas Equipment & Services,"Houston, Texas",,45012,1919 -HBI,Hanesbrands Inc,reports,Consumer Discretionary,"Apparel, Accessories & Luxury Goods","Winston-Salem, North Carolina",2015-03-20,1359841, +HBI,Hanesbrands Inc,reports,Consumer Discretionary,"Apparel, Accessories & Luxury Goods","Winston-Salem, North Carolina",2015-03-20,1359841,2000 HOG,Harley-Davidson,reports,Consumer Discretionary,Motorcycle Manufacturers,"Milwaukee, Wisconsin",,793952,1903 HIG,Hartford Financial Svc.Gp.,reports,Financials,Property & Casualty Insurance,"Hartford, Connecticut",,874766, HAS,Hasbro Inc.,reports,Consumer Discretionary,Leisure Products,"Pawtucket, Rhode Island",1984-09-30,46080, @@ -232,7 +232,7 @@ HP,Helmerich & Payne,reports,Energy,Oil & Gas Drilling,"Tulsa, Oklahoma[5]",2010 HSIC,Henry Schein,reports,Health Care,Health Care Distributors,"Melville, New York",2015-03-17,1000228, HSY,The Hershey Company,reports,Consumer Staples,Packaged Foods & Meats,"Hershey, Pennsylvania",,47111,1894 HES,Hess Corporation,reports,Energy,Integrated Oil & Gas,"New York, New York",1984-05-31,4447, -HPE,Hewlett Packard Enterprise,reports,Information Technology,"Technology Hardware, Storage & Peripherals","Palo Alto, California",2015-11-02,1645590, +HPE,Hewlett Packard Enterprise,reports,Information Technology,"Technology Hardware, Storage & Peripherals","Palo Alto, California",2015-11-02,1645590,2015 HLT,Hilton Worldwide Holdings Inc,reports,Consumer Discretionary,"Hotels, Resorts & Cruise Lines","Tysons Corner, Virginia",2017-06-19,1585689, HFC,HollyFrontier Corp,reports,Energy,Oil & Gas Refining & Marketing,"Dallas, Texas",2018-06-18,48039, HOLX,Hologic,reports,Health Care,Health Care Equipment,"Marlborough, Massachusetts",2016-03-30,859737, @@ -264,7 +264,7 @@ IPGP,IPG Photonics Corp.,reports,Information Technology,Electronic Manufacturing IQV,IQVIA Holdings Inc.,reports,Health Care,Life Sciences Tools & Services,"Durham, North Carolina",2017-08-29,1478242, IRM,Iron Mountain Incorporated,reports,Real Estate,Specialized REITs,"Boston, Massachusetts",2009-01-06,1020569, JKHY,Jack Henry & Associates,reports,Information Technology,Data Processing & Outsourced Services,"Monett, Missouri",2018-11-13,779152,1976 -J,Jacobs Engineering Group,reports,Industrials,Construction & Engineering,"Pasadena, California",2007-10-26,52988, +J,Jacobs Engineering Group,reports,Industrials,Construction & Engineering,"Dallas, Texas",2007-10-26,52988, JBHT,J. B. Hunt Transport Services,reports,Industrials,Trucking,"Lowell, Arkansas",2015-07-01,728535, SJM,JM Smucker,reports,Consumer Staples,Packaged Foods & Meats,"Orrville, Ohio",2008-11-06,91419, JNJ,Johnson & Johnson,reports,Health Care,Pharmaceuticals,"New Brunswick, New Jersey",1973-06-30,200406,1886 @@ -280,7 +280,7 @@ KIM,Kimco Realty,reports,Real Estate,Retail REITs,"New Hyde Park, New York",2006 KMI,Kinder Morgan,reports,Energy,Oil & Gas Storage & Transportation,"Houston, Texas",2012-05-25,1506307, KLAC,KLA Corporation,reports,Information Technology,Semiconductor Equipment,"Milpitas, California",,319201,1975/1977 (1997) KSS,Kohl's Corp.,reports,Consumer Discretionary,General Merchandise Stores,"Menomonee Falls, Wisconsin",,885639,1962 -KHC,Kraft Heinz Co,reports,Consumer Staples,Packaged Foods & Meats,"Chicago, Illinois; Pittsburgh, Pennsylvania",2015-07-06,1637459, +KHC,Kraft Heinz Co,reports,Consumer Staples,Packaged Foods & Meats,"Chicago, Illinois; Pittsburgh, Pennsylvania",2015-07-06,1637459,2015 (1869) KR,Kroger Co.,reports,Consumer Staples,Food Retail,"Cincinnati, Ohio",,56873,1883 LB,L Brands Inc.,reports,Consumer Discretionary,Apparel Retail,"Columbus, Ohio",1983-09-30,701985, LHX,L3Harris Technologies,reports,Industrials,Aerospace & Defense,"Melbourne, Florida",,202058, @@ -293,7 +293,7 @@ LDOS,Leidos Holdings,reports,Information Technology,IT Consulting & Other Servic LEN,Lennar Corp.,reports,Consumer Discretionary,Homebuilding,"Miami, Florida",2005-10-04,920760, LLY,Lilly (Eli) & Co.,reports,Health Care,Pharmaceuticals,"Indianapolis, Indiana",1970-12-31,59478,1876 LNC,Lincoln National,reports,Financials,Multi-line Insurance,"Radnor, Pennsylvania",1976-06-30,59558, -LIN,Linde plc,reports,Materials,Industrial Gases,"Guildford, Surrey, United Kingdom",1992-07-01,1707925, +LIN,Linde plc,reports,Materials,Industrial Gases,"Guildford, Surrey, United Kingdom",1992-07-01,1707925,1879 LYV,Live Nation Entertainment,reports,Communication Services,Movies & Entertainment,"Beverly Hills, California",2019-12-23,1335258,2010 LKQ,LKQ Corporation,reports,Consumer Discretionary,Distributors,"Chicago, Illinois",2016-05-23,1065696, LMT,Lockheed Martin Corp.,reports,Industrials,Aerospace & Defense,"Bethesda, Maryland",1984-07-31,936468, @@ -308,14 +308,14 @@ MKTX,MarketAxess,reports,Financials,Financial Exchanges & Data,"New York, New Yo MAR,Marriott Int'l.,reports,Consumer Discretionary,"Hotels, Resorts & Cruise Lines","Bethesda, Maryland",,1048286,1927 MMC,Marsh & McLennan,reports,Financials,Insurance Brokers,"New York, New York",1987-08-31,62709, MLM,Martin Marietta Materials,reports,Materials,Construction Materials,"Raleigh, North Carolina",2014-07-02,916076, -MAS,Masco Corp.,reports,Industrials,Building Products,"Taylor, Michigan",1981-06-30,62996, +MAS,Masco Corp.,reports,Industrials,Building Products,"Livonia, Michigan",1981-06-30,62996, MA,Mastercard Inc.,reports,Information Technology,Data Processing & Outsourced Services,"Harrison, New York",2008-07-18,1141391, -MKC,McCormick & Co.,reports,Consumer Staples,Packaged Foods & Meats,"Sparks, Maryland",,63754,1889 +MKC,McCormick & Co.,reports,Consumer Staples,Packaged Foods & Meats,"Hunt Valley, Maryland",,63754,1889 MXIM,Maxim Integrated Products Inc,reports,Information Technology,Semiconductors,"San Jose, California",2018-12-03,743316,1983 MCD,McDonald's Corp.,reports,Consumer Discretionary,Restaurants,"Chicago, Illinois",1970-06-30,63908,1940 MCK,McKesson Corp.,reports,Health Care,Health Care Distributors,"Irving, Texas",,927653,1833 -MDT,Medtronic plc,reports,Health Care,Health Care Equipment,"Dublin, Ireland",1986-10-31,1613103, -MRK,Merck & Co.,reports,Health Care,Pharmaceuticals,"Whitehouse Station, New Jersey",,310158,1891 +MDT,Medtronic plc,reports,Health Care,Health Care Equipment,"Dublin, Ireland",1986-10-31,1613103,1949 +MRK,Merck & Co.,reports,Health Care,Pharmaceuticals,"Kenilworth, New Jersey",,310158,1891 MET,MetLife Inc.,reports,Financials,Life & Health Insurance,"New York, New York",,1099219,1868 MTD,Mettler Toledo,reports,Health Care,Life Sciences Tools & Services,"Columbus, Ohio",2016-09-06,1037646, MGM,MGM Resorts International,reports,Consumer Discretionary,Casinos & Gaming,"Paradise, Nevada",2017-07-26,789570, @@ -323,16 +323,16 @@ MCHP,Microchip Technology,reports,Information Technology,Semiconductors,"Chandle MU,Micron Technology,reports,Information Technology,Semiconductors,"Boise, Idaho",1994-09-27,723125, MSFT,Microsoft Corp.,reports,Information Technology,Systems Software,"Redmond, Washington",1994-06-01,789019,1975 MAA,Mid-America Apartments,reports,Real Estate,Residential REITs,"Memphis, Tennessee",2016-12-02,912595, -MHK,Mohawk Industries,reports,Consumer Discretionary,Home Furnishings,"Amsterdam, New York",2013-12-23,851968, +MHK,Mohawk Industries,reports,Consumer Discretionary,Home Furnishings,"Calhoun, Georgia",2013-12-23,851968, TAP,Molson Coors Brewing Company,reports,Consumer Staples,Brewers,"Denver, Colorado",1976-06-30,24545, MDLZ,Mondelez International,reports,Consumer Staples,Packaged Foods & Meats,"Deerfield, Illinois",2012-10-02,1103982, MNST,Monster Beverage,reports,Consumer Staples,Soft Drinks,"Corona, California",2012-06-28,865752, MCO,Moody's Corp,reports,Financials,Financial Exchanges & Data,"New York, New York",,1059556,1909 MS,Morgan Stanley,reports,Financials,Investment Banking & Brokerage,"New York, New York",,895421,1935 -MOS,The Mosaic Company,reports,Materials,Fertilizers & Agricultural Chemicals,"Plymouth, Minnesota",2011-09-26,1285785, +MOS,The Mosaic Company,reports,Materials,Fertilizers & Agricultural Chemicals,"Tampa, Florida",2011-09-26,1285785, MSI,Motorola Solutions Inc.,reports,Information Technology,Communications Equipment,"Schaumburg, Illinois",,68505,1928 (2011) MSCI,MSCI Inc,reports,Financials,Financial Exchanges & Data,"New York, New York",2018-04-04,1408198, -MYL,Mylan N.V.,reports,Health Care,Pharmaceuticals,"Amsterdam, Netherlands",2004-04-23,1623613, +MYL,Mylan N.V.,reports,Health Care,Pharmaceuticals,"Amsterdam, Netherlands",2004-04-23,1623613,1961 NDAQ,"Nasdaq, Inc.",reports,Financials,Financial Exchanges & Data,"New York, New York",2008-10-22,1120193, NOV,National Oilwell Varco Inc.,reports,Energy,Oil & Gas Equipment & Services,"Houston, Texas",2005-03-14,1021860, NTAP,NetApp,reports,Information Technology,"Technology Hardware, Storage & Peripherals","Sunnyvale, California",1999-06-25,1002047, @@ -367,7 +367,7 @@ PKG,Packaging Corporation of America,reports,Materials,Paper Packaging,"Lake For PH,Parker-Hannifin,reports,Industrials,Industrial Machinery,"Cleveland, Ohio",1985-11-30,76334, PAYX,Paychex Inc.,reports,Information Technology,Data Processing & Outsourced Services,"Penfield, New York",,723531,1971 PAYC,Paycom,reports,Information Technology,Application Software,"Oklahoma City, Oklahoma",2020-01-28,1590955,1998 -PYPL,PayPal,reports,Information Technology,Data Processing & Outsourced Services,"San Jose, California",2015-07-20,1633917, +PYPL,PayPal,reports,Information Technology,Data Processing & Outsourced Services,"San Jose, California",2015-07-20,1633917,1998 PNR,Pentair plc,reports,Industrials,Industrial Machinery,"Worsley, UK",2012-10-01,77360, PBCT,People's United Financial,reports,Financials,Thrifts & Mortgage Finance,"Bridgeport, Connecticut",2008-11-13,1378946, PEP,PepsiCo Inc.,reports,Consumer Staples,Soft Drinks,"Purchase, New York",,77476,1898 @@ -390,7 +390,7 @@ PEG,Public Serv. Enterprise Inc.,reports,Utilities,Electric Utilities,"Newark, N PSA,Public Storage,reports,Real Estate,Specialized REITs,"Glendale, California",2005-08-19,1393311, PHM,Pulte Homes Inc.,reports,Consumer Discretionary,Homebuilding,"Atlanta, Georgia",1984-04-30,822416, PVH,PVH Corp.,reports,Consumer Discretionary,"Apparel, Accessories & Luxury Goods","New York, New York",2013-02-15,78239, -QRVO,Qorvo,reports,Information Technology,Semiconductors,"Greensboro, North Carolina",2015-06-11,1604778, +QRVO,Qorvo,reports,Information Technology,Semiconductors,"Greensboro, North Carolina",2015-06-11,1604778,2015 PWR,Quanta Services Inc.,reports,Industrials,Construction & Engineering,"Houston, Texas",2009-07-01,1050915, QCOM,QUALCOMM Inc.,reports,Information Technology,Semiconductors,"San Diego, California",,804328,1985 DGX,Quest Diagnostics,reports,Health Care,Health Care Services,"Madison, New Jersey",2002-12-12,1022079, @@ -430,7 +430,7 @@ STT,State Street Corp.,reports,Financials,Asset Management & Custody Banks,"Bost STE,STERIS plc,reports,Health Care,Health Care Equipment,"Dublin, Ireland",2019-12-23,1757898,1985 SYK,Stryker Corp.,reports,Health Care,Health Care Equipment,"Kalamazoo, Michigan",2000-12-12,310764, SIVB,SVB Financial,reports,Financials,Regional Banks,"Santa Clara, California",2018-03-19,719739, -SYF,Synchrony Financial,reports,Financials,Consumer Finance,"Stamford, Connecticut",2015-11-18,1601712, +SYF,Synchrony Financial,reports,Financials,Consumer Finance,"Stamford, Connecticut",2015-11-18,1601712,2003 SNPS,Synopsys Inc.,reports,Information Technology,Application Software,"Mountain View, California",2017-03-16,883241, SYY,Sysco Corp.,reports,Consumer Staples,Food Distributors,"Houston, Texas",1986-12-31,96021, TMUS,T-Mobile US,reports,Communication Services,Wireless Telecommunication Services,"Bellevue, Washington",2019-07-15,1283699,1994 @@ -439,7 +439,7 @@ TTWO,Take-Two Interactive,reports,Communication Services,Interactive Home Entert TPR,"Tapestry, Inc.",reports,Consumer Discretionary,"Apparel, Accessories & Luxury Goods","New York, New York",,1116132,2017 TGT,Target Corp.,reports,Consumer Discretionary,General Merchandise Stores,"Minneapolis, Minnesota",1976-12-31,27419, TEL,TE Connectivity Ltd.,reports,Information Technology,Electronic Manufacturing Services,"Schaffhausen, Switzerland",2011-10-17,1385157, -FTI,TechnipFMC,reports,Energy,Oil & Gas Equipment & Services,"London, United Kingdom",2009-06-05,1681459, +FTI,TechnipFMC,reports,Energy,Oil & Gas Equipment & Services,"London, United Kingdom",2009-06-05,1681459,2017 (1958) TFX,Teleflex,reports,Health Care,Health Care Equipment,"Wayne, Pennsylvania",2019-01-18,96943,1943 TXN,Texas Instruments,reports,Information Technology,Semiconductors,"Dallas, Texas",,97476,1930 TXT,Textron Inc.,reports,Industrials,Aerospace & Defense,"Providence, Rhode Island",1978-12-31,217346, @@ -453,7 +453,7 @@ TFC,Truist Financial,reports,Financials,Regional Banks,"Charlotte, North Carolin TWTR,"Twitter, Inc.",reports,Communication Services,Interactive Media & Services,"San Francisco, California",2018-06-07,1418091, TSN,Tyson Foods,reports,Consumer Staples,Packaged Foods & Meats,"Springdale, Arkansas",,100493, UDR,"UDR, Inc.",reports,Real Estate,Residential REITs,"Highlands Ranch, Colorado",2016-03-07,74208, -ULTA,Ulta Beauty,reports,Consumer Discretionary,Specialty Stores,"Bolingbrook, Illinois",2016-04-18,1403568, +ULTA,Ulta Beauty,reports,Consumer Discretionary,Specialty Stores,"Bolingbrook, Illinois",2016-04-18,1403568,1990 USB,U.S. Bancorp,reports,Financials,Diversified Banks,"Minneapolis, Minnesota",,36104,1968 UAA,Under Armour Class A,reports,Consumer Discretionary,"Apparel, Accessories & Luxury Goods","Baltimore, Maryland",2016-03-25,1336917, UA,Under Armour Class C,reports,Consumer Discretionary,"Apparel, Accessories & Luxury Goods","Baltimore, Maryland",2014-05-01,1336917, @@ -480,7 +480,7 @@ VMC,Vulcan Materials,reports,Materials,Construction Materials,"Birmingham, Alaba WRB,W. R. Berkley Corporation,reports,Financials,Property & Casualty Insurance,"Greenwich, Connecticut",2019-12-05,11544,1967 WAB,Wabtec Corporation,reports,Industrials,Construction Machinery & Heavy Trucks,"Wilmerding, Pennsylvania",2019-02-27,943452,1999 (1869) WMT,Walmart,reports,Consumer Staples,Hypermarkets & Super Centers,"Bentonville, Arkansas",1982-08-31,104169, -WBA,Walgreens Boots Alliance,reports,Consumer Staples,Drug Retail,"Deerfield, Illinois",1979-12-31,1618921, +WBA,Walgreens Boots Alliance,reports,Consumer Staples,Drug Retail,"Deerfield, Illinois",1979-12-31,1618921,2014 DIS,The Walt Disney Company,reports,Communication Services,Movies & Entertainment,"Burbank, California",1976-06-30,1001039, WM,Waste Management Inc.,reports,Industrials,Environmental & Facilities Services,"Houston, Texas",,823768,1968 WAT,Waters Corporation,reports,Health Care,Health Care Distributors,"Milford, Massachusetts",,1000697,1958 @@ -489,7 +489,7 @@ WFC,Wells Fargo,reports,Financials,Diversified Banks,"San Francisco, California" WELL,Welltower Inc.,reports,Real Estate,Health Care REITs,"Toledo, Ohio",2009-01-30,766704, WDC,Western Digital,reports,Information Technology,"Technology Hardware, Storage & Peripherals","Irvine, California",2009-07-01,106040, WU,Western Union Co,reports,Information Technology,Data Processing & Outsourced Services,"Englewood, Colorado",,1365135,1851 -WRK,WestRock,reports,Materials,Paper Packaging,"Richmond, Virginia",,1636023, +WRK,WestRock,reports,Materials,Paper Packaging,"Richmond, Virginia",,1636023,2015 WY,Weyerhaeuser,reports,Real Estate,Specialized REITs,"Federal Way, Washington",,106535, WHR,Whirlpool Corp.,reports,Consumer Discretionary,Household Appliances,"Benton Harbor, Michigan",,106640,1911 WMB,Williams Cos.,reports,Energy,Oil & Gas Storage & Transportation,"Tulsa, Oklahoma",1975-03-31,107263, diff --git a/sp500.ipynb b/sp500.ipynb index 5338b5c..315c201 100644 --- a/sp500.ipynb +++ b/sp500.ipynb @@ -21,8 +21,8 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T08:56:53.000239Z", - "start_time": "2020-02-09T08:56:52.986251Z" + "end_time": "2020-02-16T17:53:22.468709Z", + "start_time": "2020-02-16T17:53:22.455212Z" } }, "outputs": [], @@ -38,8 +38,8 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T08:56:53.753421Z", - "start_time": "2020-02-09T08:56:53.008869Z" + "end_time": "2020-02-16T17:53:23.080077Z", + "start_time": "2020-02-16T17:53:22.475915Z" } }, "outputs": [], @@ -66,8 +66,8 @@ "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T08:56:53.772050Z", - "start_time": "2020-02-09T08:56:53.762803Z" + "end_time": "2020-02-16T17:53:23.099542Z", + "start_time": "2020-02-16T17:53:23.088874Z" } }, "outputs": [ @@ -98,8 +98,8 @@ "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T08:56:53.786553Z", - "start_time": "2020-02-09T08:56:53.777724Z" + "end_time": "2020-02-16T17:53:23.112065Z", + "start_time": "2020-02-16T17:53:23.103389Z" } }, "outputs": [], @@ -123,8 +123,8 @@ "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T08:56:58.847562Z", - "start_time": "2020-02-09T08:56:53.791456Z" + "end_time": "2020-02-16T17:53:28.115912Z", + "start_time": "2020-02-16T17:53:23.117169Z" }, "scrolled": false }, @@ -133,7 +133,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "List of S&P 500 companies (retrieved 02/09/2020 00:56:58)\n" + "List of S&P 500 companies (retrieved 02/16/2020 09:53:27)\n" ] }, { @@ -157,7 +157,7 @@ " \n", " \n", " \n", - " Symbol\n", + " Ticker Symbol\n", " Security\n", " SEC filings\n", " GICS Sector\n", @@ -1127,7 +1127,7 @@ " San Jose, California\n", " 2014-05-08\n", " 1730168\n", - " NaN\n", + " 1961\n", " \n", " \n", " 80\n", @@ -2111,7 +2111,7 @@ " Tysons Corner, Virginia\n", " 2017-04-04\n", " 1688568\n", - " NaN\n", + " 2017\n", " \n", " \n", " 162\n", @@ -2603,7 +2603,7 @@ " Everett, Washington\n", " 2016-07-01\n", " 1659166\n", - " NaN\n", + " 2016\n", " \n", " \n", " 203\n", @@ -2855,7 +2855,7 @@ " Winston-Salem, North Carolina\n", " 2015-03-20\n", " 1359841\n", - " NaN\n", + " 2000\n", " \n", " \n", " 224\n", @@ -2975,7 +2975,7 @@ " Palo Alto, California\n", " 2015-11-02\n", " 1645590\n", - " NaN\n", + " 2015\n", " \n", " \n", " 234\n", @@ -3356,7 +3356,7 @@ " reports\n", " Industrials\n", " Construction & Engineering\n", - " Pasadena, California\n", + " Dallas, Texas\n", " 2007-10-26\n", " 52988\n", " NaN\n", @@ -3551,7 +3551,7 @@ " Chicago, Illinois; Pittsburgh, Pennsylvania\n", " 2015-07-06\n", " 1637459\n", - " NaN\n", + " 2015 (1869)\n", " \n", " \n", " 282\n", @@ -3707,7 +3707,7 @@ " Guildford, Surrey, United Kingdom\n", " 1992-07-01\n", " 1707925\n", - " NaN\n", + " 1879\n", " \n", " \n", " 295\n", @@ -3884,7 +3884,7 @@ " reports\n", " Industrials\n", " Building Products\n", - " Taylor, Michigan\n", + " Livonia, Michigan\n", " 1981-06-30\n", " 62996\n", " NaN\n", @@ -3908,7 +3908,7 @@ " reports\n", " Consumer Staples\n", " Packaged Foods & Meats\n", - " Sparks, Maryland\n", + " Hunt Valley, Maryland\n", " NaN\n", " 63754\n", " 1889\n", @@ -3959,7 +3959,7 @@ " Dublin, Ireland\n", " 1986-10-31\n", " 1613103\n", - " NaN\n", + " 1949\n", " \n", " \n", " 316\n", @@ -3968,7 +3968,7 @@ " reports\n", " Health Care\n", " Pharmaceuticals\n", - " Whitehouse Station, New Jersey\n", + " Kenilworth, New Jersey\n", " NaN\n", " 310158\n", " 1891\n", @@ -4064,7 +4064,7 @@ " reports\n", " Consumer Discretionary\n", " Home Furnishings\n", - " Amsterdam, New York\n", + " Calhoun, Georgia\n", " 2013-12-23\n", " 851968\n", " NaN\n", @@ -4136,7 +4136,7 @@ " reports\n", " Materials\n", " Fertilizers & Agricultural Chemicals\n", - " Plymouth, Minnesota\n", + " Tampa, Florida\n", " 2011-09-26\n", " 1285785\n", " NaN\n", @@ -4175,7 +4175,7 @@ " Amsterdam, Netherlands\n", " 2004-04-23\n", " 1623613\n", - " NaN\n", + " 1961\n", " \n", " \n", " 334\n", @@ -4595,7 +4595,7 @@ " San Jose, California\n", " 2015-07-20\n", " 1633917\n", - " NaN\n", + " 1998\n", " \n", " \n", " 369\n", @@ -4871,7 +4871,7 @@ " Greensboro, North Carolina\n", " 2015-06-11\n", " 1604778\n", - " NaN\n", + " 2015\n", " \n", " \n", " 392\n", @@ -5351,7 +5351,7 @@ " Stamford, Connecticut\n", " 2015-11-18\n", " 1601712\n", - " NaN\n", + " 2003\n", " \n", " \n", " 432\n", @@ -5459,7 +5459,7 @@ " London, United Kingdom\n", " 2009-06-05\n", " 1681459\n", - " NaN\n", + " 2017 (1958)\n", " \n", " \n", " 441\n", @@ -5627,7 +5627,7 @@ " Bolingbrook, Illinois\n", " 2016-04-18\n", " 1403568\n", - " NaN\n", + " 1990\n", " \n", " \n", " 455\n", @@ -5951,7 +5951,7 @@ " Deerfield, Illinois\n", " 1979-12-31\n", " 1618921\n", - " NaN\n", + " 2014\n", " \n", " \n", " 482\n", @@ -6059,7 +6059,7 @@ " Richmond, Virginia\n", " NaN\n", " 1636023\n", - " NaN\n", + " 2015\n", " \n", " \n", " 491\n", @@ -6234,512 +6234,512 @@ "" ], "text/plain": [ - " Symbol Security SEC filings \\\n", - "0 MMM 3M Company reports \n", - "1 ABT Abbott Laboratories reports \n", - "2 ABBV AbbVie Inc. reports \n", - "3 ABMD ABIOMED Inc reports \n", - "4 ACN Accenture plc reports \n", - "5 ATVI Activision Blizzard reports \n", - "6 ADBE Adobe Systems Inc reports \n", - "7 AMD Advanced Micro Devices Inc reports \n", - "8 AAP Advance Auto Parts reports \n", - "9 AES AES Corp reports \n", - "10 AFL AFLAC Inc reports \n", - "11 A Agilent Technologies Inc reports \n", - "12 APD Air Products & Chemicals Inc reports \n", - "13 AKAM Akamai Technologies Inc reports \n", - "14 ALK Alaska Air Group Inc reports \n", - "15 ALB Albemarle Corp reports \n", - "16 ARE Alexandria Real Estate Equities reports \n", - "17 ALXN Alexion Pharmaceuticals reports \n", - "18 ALGN Align Technology reports \n", - "19 ALLE Allegion reports \n", - "20 AGN Allergan, plc reports \n", - "21 ADS Alliance Data Systems reports \n", - "22 LNT Alliant Energy Corp reports \n", - "23 ALL Allstate Corp reports \n", - "24 GOOGL Alphabet Inc Class A reports \n", - "25 GOOG Alphabet Inc Class C reports \n", - "26 MO Altria Group Inc reports \n", - "27 AMZN Amazon.com Inc. reports \n", - "28 AMCR Amcor plc reports \n", - "29 AEE Ameren Corp reports \n", - "30 AAL American Airlines Group reports \n", - "31 AEP American Electric Power reports \n", - "32 AXP American Express Co reports \n", - "33 AIG American International Group reports \n", - "34 AMT American Tower Corp. reports \n", - "35 AWK American Water Works Company Inc reports \n", - "36 AMP Ameriprise Financial reports \n", - "37 ABC AmerisourceBergen Corp reports \n", - "38 AME AMETEK Inc. reports \n", - "39 AMGN Amgen Inc. reports \n", - "40 APH Amphenol Corp reports \n", - "41 ADI Analog Devices, Inc. reports \n", - "42 ANSS ANSYS reports \n", - "43 ANTM Anthem reports \n", - "44 AON Aon plc reports \n", - "45 AOS A.O. Smith Corp reports \n", - "46 APA Apache Corporation reports \n", - "47 AIV Apartment Investment & Management reports \n", - "48 AAPL Apple Inc. reports \n", - "49 AMAT Applied Materials Inc. reports \n", - "50 APTV Aptiv PLC reports \n", - "51 ADM Archer-Daniels-Midland Co reports \n", - "52 ARNC Arconic Inc. reports \n", - "53 ANET Arista Networks reports \n", - "54 AJG Arthur J. Gallagher & Co. reports \n", - "55 AIZ Assurant reports \n", - "56 ATO Atmos Energy Corp reports \n", - "57 T AT&T Inc. reports \n", - "58 ADSK Autodesk Inc. reports \n", - "59 ADP Automatic Data Processing reports \n", - "60 AZO AutoZone Inc reports \n", - "61 AVB AvalonBay Communities, Inc. reports \n", - "62 AVY Avery Dennison Corp reports \n", - "63 BKR Baker Hughes Co reports \n", - "64 BLL Ball Corp reports \n", - "65 BAC Bank of America Corp reports \n", - "66 BK The Bank of New York Mellon Corp. reports \n", - "67 BAX Baxter International Inc. reports \n", - "68 BDX Becton Dickinson reports \n", - "69 BRK.B Berkshire Hathaway reports \n", - "70 BBY Best Buy Co. Inc. reports \n", - "71 BIIB Biogen Inc. reports \n", - "72 BLK BlackRock reports \n", - "73 BA Boeing Company reports \n", - "74 BKNG Booking Holdings Inc reports \n", - "75 BWA BorgWarner reports \n", - "76 BXP Boston Properties reports \n", - "77 BSX Boston Scientific reports \n", - "78 BMY Bristol-Myers Squibb reports \n", - "79 AVGO Broadcom Inc. reports \n", - "80 BR Broadridge Financial Solutions reports \n", - "81 BF.B Brown-Forman Corp. reports \n", - "82 CHRW C. H. Robinson Worldwide reports \n", - "83 COG Cabot Oil & Gas reports \n", - "84 CDNS Cadence Design Systems reports \n", - "85 CPB Campbell Soup reports \n", - "86 COF Capital One Financial reports \n", - "87 CPRI Capri Holdings reports \n", - "88 CAH Cardinal Health Inc. reports \n", - "89 KMX Carmax Inc reports \n", - "90 CCL Carnival Corp. reports \n", - "91 CAT Caterpillar Inc. reports \n", - "92 CBOE Cboe Global Markets reports \n", - "93 CBRE CBRE Group reports \n", - "94 CDW CDW reports \n", - "95 CE Celanese reports \n", - "96 CNC Centene Corporation reports \n", - "97 CNP CenterPoint Energy reports \n", - "98 CTL CenturyLink Inc reports \n", - "99 CERN Cerner reports \n", - "100 CF CF Industries Holdings Inc reports \n", - "101 SCHW Charles Schwab Corporation reports \n", - "102 CHTR Charter Communications reports \n", - "103 CVX Chevron Corp. reports \n", - "104 CMG Chipotle Mexican Grill reports \n", - "105 CB Chubb Limited reports \n", - "106 CHD Church & Dwight reports \n", - "107 CI CIGNA Corp. reports \n", - "108 XEC Cimarex Energy reports \n", - "109 CINF Cincinnati Financial reports \n", - "110 CTAS Cintas Corporation reports \n", - "111 CSCO Cisco Systems reports \n", - "112 C Citigroup Inc. reports \n", - "113 CFG Citizens Financial Group reports \n", - "114 CTXS Citrix Systems reports \n", - "115 CLX The Clorox Company reports \n", - "116 CME CME Group Inc. reports \n", - "117 CMS CMS Energy reports \n", - "118 KO Coca-Cola Company reports \n", - "119 CTSH Cognizant Technology Solutions reports \n", - "120 CL Colgate-Palmolive reports \n", - "121 CMCSA Comcast Corp. reports \n", - "122 CMA Comerica Inc. reports \n", - "123 CAG Conagra Brands reports \n", - "124 CXO Concho Resources reports \n", - "125 COP ConocoPhillips reports \n", - "126 ED Consolidated Edison reports \n", - "127 STZ Constellation Brands reports \n", - "128 COO The Cooper Companies reports \n", - "129 CPRT Copart Inc reports \n", - "130 GLW Corning Inc. reports \n", - "131 CTVA Corteva reports \n", - "132 COST Costco Wholesale Corp. reports \n", - "133 COTY Coty, Inc reports \n", - "134 CCI Crown Castle International Corp. reports \n", - "135 CSX CSX Corp. reports \n", - "136 CMI Cummins Inc. reports \n", - "137 CVS CVS Health reports \n", - "138 DHI D. R. Horton reports \n", - "139 DHR Danaher Corp. reports \n", - "140 DRI Darden Restaurants reports \n", - "141 DVA DaVita Inc. reports \n", - "142 DE Deere & Co. reports \n", - "143 DAL Delta Air Lines Inc. reports \n", - "144 XRAY Dentsply Sirona reports \n", - "145 DVN Devon Energy reports \n", - "146 FANG Diamondback Energy reports \n", - "147 DLR Digital Realty Trust Inc reports \n", - "148 DFS Discover Financial Services reports \n", - "149 DISCA Discovery Inc. Class A reports \n", - "150 DISCK Discovery Inc. Class C reports \n", - "151 DISH Dish Network reports \n", - "152 DG Dollar General reports \n", - "153 DLTR Dollar Tree reports \n", - "154 D Dominion Energy reports \n", - "155 DOV Dover Corp. reports \n", - "156 DOW Dow Inc. reports \n", - "157 DTE DTE Energy Co. reports \n", - "158 DUK Duke Energy reports \n", - "159 DRE Duke Realty Corp reports \n", - "160 DD DuPont de Nemours Inc reports \n", - "161 DXC DXC Technology reports \n", - "162 ETFC E*Trade reports \n", - "163 EMN Eastman Chemical reports \n", - "164 ETN Eaton Corporation reports \n", - "165 EBAY eBay Inc. reports \n", - "166 ECL Ecolab Inc. reports \n", - "167 EIX Edison Int'l reports \n", - "168 EW Edwards Lifesciences reports \n", - "169 EA Electronic Arts reports \n", - "170 EMR Emerson Electric Company reports \n", - "171 ETR Entergy Corp. reports \n", - "172 EOG EOG Resources reports \n", - "173 EFX Equifax Inc. reports \n", - "174 EQIX Equinix reports \n", - "175 EQR Equity Residential reports \n", - "176 ESS Essex Property Trust, Inc. reports \n", - "177 EL Estee Lauder Cos. reports \n", - "178 EVRG Evergy reports \n", - "179 ES Eversource Energy reports \n", - "180 RE Everest Re Group Ltd. reports \n", - "181 EXC Exelon Corp. reports \n", - "182 EXPE Expedia Group reports \n", - "183 EXPD Expeditors reports \n", - "184 EXR Extra Space Storage reports \n", - "185 XOM Exxon Mobil Corp. reports \n", - "186 FFIV F5 Networks reports \n", - "187 FB Facebook, Inc. reports \n", - "188 FAST Fastenal Co reports \n", - "189 FRT Federal Realty Investment Trust reports \n", - "190 FDX FedEx Corporation reports \n", - "191 FIS Fidelity National Information Services reports \n", - "192 FITB Fifth Third Bancorp reports \n", - "193 FE FirstEnergy Corp reports \n", - "194 FRC First Republic Bank reports \n", - "195 FISV Fiserv Inc reports \n", - "196 FLT FleetCor Technologies Inc reports \n", - "197 FLIR FLIR Systems reports \n", - "198 FLS Flowserve Corporation reports \n", - "199 FMC FMC Corporation reports \n", - "200 F Ford Motor reports \n", - "201 FTNT Fortinet reports \n", - "202 FTV Fortive Corp reports \n", - "203 FBHS Fortune Brands Home & Security reports \n", - "204 FOXA Fox Corporation Class A reports \n", - "205 FOX Fox Corporation Class B reports \n", - "206 BEN Franklin Resources reports \n", - "207 FCX Freeport-McMoRan Inc. reports \n", - "208 GPS Gap Inc. reports \n", - "209 GRMN Garmin Ltd. reports \n", - "210 IT Gartner Inc reports \n", - "211 GD General Dynamics reports \n", - "212 GE General Electric reports \n", - "213 GIS General Mills reports \n", - "214 GM General Motors reports \n", - "215 GPC Genuine Parts reports \n", - "216 GILD Gilead Sciences reports \n", - "217 GL Globe Life Inc. reports \n", - "218 GPN Global Payments Inc. reports \n", - "219 GS Goldman Sachs Group reports \n", - "220 GWW Grainger (W.W.) Inc. reports \n", - "221 HRB H&R Block reports \n", - "222 HAL Halliburton Co. reports \n", - "223 HBI Hanesbrands Inc reports \n", - "224 HOG Harley-Davidson reports \n", - "225 HIG Hartford Financial Svc.Gp. reports \n", - "226 HAS Hasbro Inc. reports \n", - "227 HCA HCA Healthcare reports \n", - "228 PEAK Healthpeak Properties reports \n", - "229 HP Helmerich & Payne reports \n", - "230 HSIC Henry Schein reports \n", - "231 HSY The Hershey Company reports \n", - "232 HES Hess Corporation reports \n", - "233 HPE Hewlett Packard Enterprise reports \n", - "234 HLT Hilton Worldwide Holdings Inc reports \n", - "235 HFC HollyFrontier Corp reports \n", - "236 HOLX Hologic reports \n", - "237 HD Home Depot reports \n", - "238 HON Honeywell Int'l Inc. reports \n", - "239 HRL Hormel Foods Corp. reports \n", - "240 HST Host Hotels & Resorts reports \n", - "241 HPQ HP Inc. reports \n", - "242 HUM Humana Inc. reports \n", - "243 HBAN Huntington Bancshares reports \n", - "244 HII Huntington Ingalls Industries reports \n", - "245 IEX IDEX Corporation reports \n", - "246 IDXX IDEXX Laboratories reports \n", - "247 INFO IHS Markit Ltd. reports \n", - "248 ITW Illinois Tool Works reports \n", - "249 ILMN Illumina Inc reports \n", - "250 IR Ingersoll-Rand PLC reports \n", - "251 INTC Intel Corp. reports \n", - "252 ICE Intercontinental Exchange reports \n", - "253 IBM International Business Machines reports \n", - "254 INCY Incyte reports \n", - "255 IP International Paper reports \n", - "256 IPG Interpublic Group reports \n", - "257 IFF Intl Flavors & Fragrances reports \n", - "258 INTU Intuit Inc. reports \n", - "259 ISRG Intuitive Surgical Inc. reports \n", - "260 IVZ Invesco Ltd. reports \n", - "261 IPGP IPG Photonics Corp. reports \n", - "262 IQV IQVIA Holdings Inc. reports \n", - "263 IRM Iron Mountain Incorporated reports \n", - "264 JKHY Jack Henry & Associates reports \n", - "265 J Jacobs Engineering Group reports \n", - "266 JBHT J. B. Hunt Transport Services reports \n", - "267 SJM JM Smucker reports \n", - "268 JNJ Johnson & Johnson reports \n", - "269 JCI Johnson Controls International reports \n", - "270 JPM JPMorgan Chase & Co. reports \n", - "271 JNPR Juniper Networks reports \n", - "272 KSU Kansas City Southern reports \n", - "273 K Kellogg Co. reports \n", - "274 KEY KeyCorp reports \n", - "275 KEYS Keysight Technologies reports \n", - "276 KMB Kimberly-Clark reports \n", - "277 KIM Kimco Realty reports \n", - "278 KMI Kinder Morgan reports \n", - "279 KLAC KLA Corporation reports \n", - "280 KSS Kohl's Corp. reports \n", - "281 KHC Kraft Heinz Co reports \n", - "282 KR Kroger Co. reports \n", - "283 LB L Brands Inc. reports \n", - "284 LHX L3Harris Technologies reports \n", - "285 LH Laboratory Corp. of America Holding reports \n", - "286 LRCX Lam Research reports \n", - "287 LW Lamb Weston Holdings Inc reports \n", - "288 LVS Las Vegas Sands reports \n", - "289 LEG Leggett & Platt reports \n", - "290 LDOS Leidos Holdings reports \n", - "291 LEN Lennar Corp. reports \n", - "292 LLY Lilly (Eli) & Co. reports \n", - "293 LNC Lincoln National reports \n", - "294 LIN Linde plc reports \n", - "295 LYV Live Nation Entertainment reports \n", - "296 LKQ LKQ Corporation reports \n", - "297 LMT Lockheed Martin Corp. reports \n", - "298 L Loews Corp. reports \n", - "299 LOW Lowe's Cos. reports \n", - "300 LYB LyondellBasell reports \n", - "301 MTB M&T Bank Corp. reports \n", - "302 M Macy's Inc. reports \n", - "303 MRO Marathon Oil Corp. reports \n", - "304 MPC Marathon Petroleum reports \n", - "305 MKTX MarketAxess reports \n", - "306 MAR Marriott Int'l. reports \n", - "307 MMC Marsh & McLennan reports \n", - "308 MLM Martin Marietta Materials reports \n", - "309 MAS Masco Corp. reports \n", - "310 MA Mastercard Inc. reports \n", - "311 MKC McCormick & Co. reports \n", - "312 MXIM Maxim Integrated Products Inc reports \n", - "313 MCD McDonald's Corp. reports \n", - "314 MCK McKesson Corp. reports \n", - "315 MDT Medtronic plc reports \n", - "316 MRK Merck & Co. reports \n", - "317 MET MetLife Inc. reports \n", - "318 MTD Mettler Toledo reports \n", - "319 MGM MGM Resorts International reports \n", - "320 MCHP Microchip Technology reports \n", - "321 MU Micron Technology reports \n", - "322 MSFT Microsoft Corp. reports \n", - "323 MAA Mid-America Apartments reports \n", - "324 MHK Mohawk Industries reports \n", - "325 TAP Molson Coors Brewing Company reports \n", - "326 MDLZ Mondelez International reports \n", - "327 MNST Monster Beverage reports \n", - "328 MCO Moody's Corp reports \n", - "329 MS Morgan Stanley reports \n", - "330 MOS The Mosaic Company reports \n", - "331 MSI Motorola Solutions Inc. reports \n", - "332 MSCI MSCI Inc reports \n", - "333 MYL Mylan N.V. reports \n", - "334 NDAQ Nasdaq, Inc. reports \n", - "335 NOV National Oilwell Varco Inc. reports \n", - "336 NTAP NetApp reports \n", - "337 NFLX Netflix Inc. reports \n", - "338 NWL Newell Brands reports \n", - "339 NEM Newmont Corporation reports \n", - "340 NWSA News Corp. Class A reports \n", - "341 NWS News Corp. Class B reports \n", - "342 NEE NextEra Energy reports \n", - "343 NLSN Nielsen Holdings reports \n", - "344 NKE Nike reports \n", - "345 NI NiSource Inc. reports \n", - "346 NBL Noble Energy Inc reports \n", - "347 JWN Nordstrom reports \n", - "348 NSC Norfolk Southern Corp. reports \n", - "349 NTRS Northern Trust Corp. reports \n", - "350 NOC Northrop Grumman reports \n", - "351 NLOK NortonLifeLock reports \n", - "352 NCLH Norwegian Cruise Line Holdings reports \n", - "353 NRG NRG Energy reports \n", - "354 NUE Nucor Corp. reports \n", - "355 NVDA Nvidia Corporation reports \n", - "356 NVR NVR Inc reports \n", - "357 ORLY O'Reilly Automotive reports \n", - "358 OXY Occidental Petroleum reports \n", - "359 ODFL Old Dominion Freight Line reports \n", - "360 OMC Omnicom Group reports \n", - "361 OKE ONEOK reports \n", - "362 ORCL Oracle Corp. reports \n", - "363 PCAR PACCAR Inc. reports \n", - "364 PKG Packaging Corporation of America reports \n", - "365 PH Parker-Hannifin reports \n", - "366 PAYX Paychex Inc. reports \n", - "367 PAYC Paycom reports \n", - "368 PYPL PayPal reports \n", - "369 PNR Pentair plc reports \n", - "370 PBCT People's United Financial reports \n", - "371 PEP PepsiCo Inc. reports \n", - "372 PKI PerkinElmer reports \n", - "373 PRGO Perrigo reports \n", - "374 PFE Pfizer Inc. reports \n", - "375 PM Philip Morris International reports \n", - "376 PSX Phillips 66 reports \n", - "377 PNW Pinnacle West Capital reports \n", - "378 PXD Pioneer Natural Resources reports \n", - "379 PNC PNC Financial Services reports \n", - "380 PPG PPG Industries reports \n", - "381 PPL PPL Corp. reports \n", - "382 PFG Principal Financial Group reports \n", - "383 PG Procter & Gamble reports \n", - "384 PGR Progressive Corp. reports \n", - "385 PLD Prologis reports \n", - "386 PRU Prudential Financial reports \n", - "387 PEG Public Serv. Enterprise Inc. reports \n", - "388 PSA Public Storage reports \n", - "389 PHM Pulte Homes Inc. reports \n", - "390 PVH PVH Corp. reports \n", - "391 QRVO Qorvo reports \n", - "392 PWR Quanta Services Inc. reports \n", - "393 QCOM QUALCOMM Inc. reports \n", - "394 DGX Quest Diagnostics reports \n", - "395 RL Ralph Lauren Corporation reports \n", - "396 RJF Raymond James Financial Inc. reports \n", - "397 RTN Raytheon Co. reports \n", - "398 O Realty Income Corporation reports \n", - "399 REG Regency Centers Corporation reports \n", - "400 REGN Regeneron Pharmaceuticals reports \n", - "401 RF Regions Financial Corp. reports \n", - "402 RSG Republic Services Inc reports \n", - "403 RMD ResMed reports \n", - "404 RHI Robert Half International reports \n", - "405 ROK Rockwell Automation Inc. reports \n", - "406 ROL Rollins Inc. reports \n", - "407 ROP Roper Technologies reports \n", - "408 ROST Ross Stores reports \n", - "409 RCL Royal Caribbean Cruises Ltd reports \n", - "410 SPGI S&P Global, Inc. reports \n", - "411 CRM Salesforce.com reports \n", - "412 SBAC SBA Communications reports \n", - "413 SLB Schlumberger Ltd. reports \n", - "414 STX Seagate Technology reports \n", - "415 SEE Sealed Air reports \n", - "416 SRE Sempra Energy reports \n", - "417 NOW ServiceNow reports \n", - "418 SHW Sherwin-Williams reports \n", - "419 SPG Simon Property Group Inc reports \n", - "420 SWKS Skyworks Solutions reports \n", - "421 SLG SL Green Realty reports \n", - "422 SNA Snap-on reports \n", - "423 SO Southern Co. reports \n", - "424 LUV Southwest Airlines reports \n", - "425 SWK Stanley Black & Decker reports \n", - "426 SBUX Starbucks Corp. reports \n", - "427 STT State Street Corp. reports \n", - "428 STE STERIS plc reports \n", - "429 SYK Stryker Corp. reports \n", - "430 SIVB SVB Financial reports \n", - "431 SYF Synchrony Financial reports \n", - "432 SNPS Synopsys Inc. reports \n", - "433 SYY Sysco Corp. reports \n", - "434 TMUS T-Mobile US reports \n", - "435 TROW T. Rowe Price Group reports \n", - "436 TTWO Take-Two Interactive reports \n", - "437 TPR Tapestry, Inc. reports \n", - "438 TGT Target Corp. reports \n", - "439 TEL TE Connectivity Ltd. reports \n", - "440 FTI TechnipFMC reports \n", - "441 TFX Teleflex reports \n", - "442 TXN Texas Instruments reports \n", - "443 TXT Textron Inc. reports \n", - "444 TMO Thermo Fisher Scientific reports \n", - "445 TIF Tiffany & Co. reports \n", - "446 TJX TJX Companies Inc. reports \n", - "447 TSCO Tractor Supply Company reports \n", - "448 TDG TransDigm Group reports \n", - "449 TRV The Travelers Companies Inc. reports \n", - "450 TFC Truist Financial reports \n", - "451 TWTR Twitter, Inc. reports \n", - "452 TSN Tyson Foods reports \n", - "453 UDR UDR, Inc. reports \n", - "454 ULTA Ulta Beauty reports \n", - "455 USB U.S. Bancorp reports \n", - "456 UAA Under Armour Class A reports \n", - "457 UA Under Armour Class C reports \n", - "458 UNP Union Pacific Corp reports \n", - "459 UAL United Airlines Holdings reports \n", - "460 UNH United Health Group Inc. reports \n", - "461 UPS United Parcel Service reports \n", - "462 URI United Rentals, Inc. reports \n", - "463 UTX United Technologies reports \n", - "464 UHS Universal Health Services, Inc. reports \n", - "465 UNM Unum Group reports \n", - "466 VFC V.F. Corp. reports \n", - "467 VLO Valero Energy reports \n", - "468 VAR Varian Medical Systems reports \n", - "469 VTR Ventas Inc reports \n", - "470 VRSN Verisign Inc. reports \n", - "471 VRSK Verisk Analytics reports \n", - "472 VZ Verizon Communications reports \n", - "473 VRTX Vertex Pharmaceuticals Inc reports \n", - "474 VIAC ViacomCBS reports \n", - "475 V Visa Inc. reports \n", - "476 VNO Vornado Realty Trust reports \n", - "477 VMC Vulcan Materials reports \n", - "478 WRB W. R. Berkley Corporation reports \n", - "479 WAB Wabtec Corporation reports \n", - "480 WMT Walmart reports \n", - "481 WBA Walgreens Boots Alliance reports \n", - "482 DIS The Walt Disney Company reports \n", - "483 WM Waste Management Inc. reports \n", - "484 WAT Waters Corporation reports \n", - "485 WEC Wec Energy Group Inc reports \n", - "486 WFC Wells Fargo reports \n", - "487 WELL Welltower Inc. reports \n", - "488 WDC Western Digital reports \n", - "489 WU Western Union Co reports \n", - "490 WRK WestRock reports \n", - "491 WY Weyerhaeuser reports \n", - "492 WHR Whirlpool Corp. reports \n", - "493 WMB Williams Cos. reports \n", - "494 WLTW Willis Towers Watson reports \n", - "495 WYNN Wynn Resorts Ltd reports \n", - "496 XEL Xcel Energy Inc reports \n", - "497 XRX Xerox reports \n", - "498 XLNX Xilinx reports \n", - "499 XYL Xylem Inc. reports \n", - "500 YUM Yum! Brands Inc reports \n", - "501 ZBRA Zebra Technologies reports \n", - "502 ZBH Zimmer Biomet Holdings reports \n", - "503 ZION Zions Bancorp reports \n", - "504 ZTS Zoetis reports \n", + " Ticker Symbol Security SEC filings \\\n", + "0 MMM 3M Company reports \n", + "1 ABT Abbott Laboratories reports \n", + "2 ABBV AbbVie Inc. reports \n", + "3 ABMD ABIOMED Inc reports \n", + "4 ACN Accenture plc reports \n", + "5 ATVI Activision Blizzard reports \n", + "6 ADBE Adobe Systems Inc reports \n", + "7 AMD Advanced Micro Devices Inc reports \n", + "8 AAP Advance Auto Parts reports \n", + "9 AES AES Corp reports \n", + "10 AFL AFLAC Inc reports \n", + "11 A Agilent Technologies Inc reports \n", + "12 APD Air Products & Chemicals Inc reports \n", + "13 AKAM Akamai Technologies Inc reports \n", + "14 ALK Alaska Air Group Inc reports \n", + "15 ALB Albemarle Corp reports \n", + "16 ARE Alexandria Real Estate Equities reports \n", + "17 ALXN Alexion Pharmaceuticals reports \n", + "18 ALGN Align Technology reports \n", + "19 ALLE Allegion reports \n", + "20 AGN Allergan, plc reports \n", + "21 ADS Alliance Data Systems reports \n", + "22 LNT Alliant Energy Corp reports \n", + "23 ALL Allstate Corp reports \n", + "24 GOOGL Alphabet Inc Class A reports \n", + "25 GOOG Alphabet Inc Class C reports \n", + "26 MO Altria Group Inc reports \n", + "27 AMZN Amazon.com Inc. reports \n", + "28 AMCR Amcor plc reports \n", + "29 AEE Ameren Corp reports \n", + "30 AAL American Airlines Group reports \n", + "31 AEP American Electric Power reports \n", + "32 AXP American Express Co reports \n", + "33 AIG American International Group reports \n", + "34 AMT American Tower Corp. reports \n", + "35 AWK American Water Works Company Inc reports \n", + "36 AMP Ameriprise Financial reports \n", + "37 ABC AmerisourceBergen Corp reports \n", + "38 AME AMETEK Inc. reports \n", + "39 AMGN Amgen Inc. reports \n", + "40 APH Amphenol Corp reports \n", + "41 ADI Analog Devices, Inc. reports \n", + "42 ANSS ANSYS reports \n", + "43 ANTM Anthem reports \n", + "44 AON Aon plc reports \n", + "45 AOS A.O. Smith Corp reports \n", + "46 APA Apache Corporation reports \n", + "47 AIV Apartment Investment & Management reports \n", + "48 AAPL Apple Inc. reports \n", + "49 AMAT Applied Materials Inc. reports \n", + "50 APTV Aptiv PLC reports \n", + "51 ADM Archer-Daniels-Midland Co reports \n", + "52 ARNC Arconic Inc. reports \n", + "53 ANET Arista Networks reports \n", + "54 AJG Arthur J. Gallagher & Co. reports \n", + "55 AIZ Assurant reports \n", + "56 ATO Atmos Energy Corp reports \n", + "57 T AT&T Inc. reports \n", + "58 ADSK Autodesk Inc. reports \n", + "59 ADP Automatic Data Processing reports \n", + "60 AZO AutoZone Inc reports \n", + "61 AVB AvalonBay Communities, Inc. reports \n", + "62 AVY Avery Dennison Corp reports \n", + "63 BKR Baker Hughes Co reports \n", + "64 BLL Ball Corp reports \n", + "65 BAC Bank of America Corp reports \n", + "66 BK The Bank of New York Mellon Corp. reports \n", + "67 BAX Baxter International Inc. reports \n", + "68 BDX Becton Dickinson reports \n", + "69 BRK.B Berkshire Hathaway reports \n", + "70 BBY Best Buy Co. Inc. reports \n", + "71 BIIB Biogen Inc. reports \n", + "72 BLK BlackRock reports \n", + "73 BA Boeing Company reports \n", + "74 BKNG Booking Holdings Inc reports \n", + "75 BWA BorgWarner reports \n", + "76 BXP Boston Properties reports \n", + "77 BSX Boston Scientific reports \n", + "78 BMY Bristol-Myers Squibb reports \n", + "79 AVGO Broadcom Inc. reports \n", + "80 BR Broadridge Financial Solutions reports \n", + "81 BF.B Brown-Forman Corp. reports \n", + "82 CHRW C. H. Robinson Worldwide reports \n", + "83 COG Cabot Oil & Gas reports \n", + "84 CDNS Cadence Design Systems reports \n", + "85 CPB Campbell Soup reports \n", + "86 COF Capital One Financial reports \n", + "87 CPRI Capri Holdings reports \n", + "88 CAH Cardinal Health Inc. reports \n", + "89 KMX Carmax Inc reports \n", + "90 CCL Carnival Corp. reports \n", + "91 CAT Caterpillar Inc. reports \n", + "92 CBOE Cboe Global Markets reports \n", + "93 CBRE CBRE Group reports \n", + "94 CDW CDW reports \n", + "95 CE Celanese reports \n", + "96 CNC Centene Corporation reports \n", + "97 CNP CenterPoint Energy reports \n", + "98 CTL CenturyLink Inc reports \n", + "99 CERN Cerner reports \n", + "100 CF CF Industries Holdings Inc reports \n", + "101 SCHW Charles Schwab Corporation reports \n", + "102 CHTR Charter Communications reports \n", + "103 CVX Chevron Corp. reports \n", + "104 CMG Chipotle Mexican Grill reports \n", + "105 CB Chubb Limited reports \n", + "106 CHD Church & Dwight reports \n", + "107 CI CIGNA Corp. reports \n", + "108 XEC Cimarex Energy reports \n", + "109 CINF Cincinnati Financial reports \n", + "110 CTAS Cintas Corporation reports \n", + "111 CSCO Cisco Systems reports \n", + "112 C Citigroup Inc. reports \n", + "113 CFG Citizens Financial Group reports \n", + "114 CTXS Citrix Systems reports \n", + "115 CLX The Clorox Company reports \n", + "116 CME CME Group Inc. reports \n", + "117 CMS CMS Energy reports \n", + "118 KO Coca-Cola Company reports \n", + "119 CTSH Cognizant Technology Solutions reports \n", + "120 CL Colgate-Palmolive reports \n", + "121 CMCSA Comcast Corp. reports \n", + "122 CMA Comerica Inc. reports \n", + "123 CAG Conagra Brands reports \n", + "124 CXO Concho Resources reports \n", + "125 COP ConocoPhillips reports \n", + "126 ED Consolidated Edison reports \n", + "127 STZ Constellation Brands reports \n", + "128 COO The Cooper Companies reports \n", + "129 CPRT Copart Inc reports \n", + "130 GLW Corning Inc. reports \n", + "131 CTVA Corteva reports \n", + "132 COST Costco Wholesale Corp. reports \n", + "133 COTY Coty, Inc reports \n", + "134 CCI Crown Castle International Corp. reports \n", + "135 CSX CSX Corp. reports \n", + "136 CMI Cummins Inc. reports \n", + "137 CVS CVS Health reports \n", + "138 DHI D. R. Horton reports \n", + "139 DHR Danaher Corp. reports \n", + "140 DRI Darden Restaurants reports \n", + "141 DVA DaVita Inc. reports \n", + "142 DE Deere & Co. reports \n", + "143 DAL Delta Air Lines Inc. reports \n", + "144 XRAY Dentsply Sirona reports \n", + "145 DVN Devon Energy reports \n", + "146 FANG Diamondback Energy reports \n", + "147 DLR Digital Realty Trust Inc reports \n", + "148 DFS Discover Financial Services reports \n", + "149 DISCA Discovery Inc. Class A reports \n", + "150 DISCK Discovery Inc. Class C reports \n", + "151 DISH Dish Network reports \n", + "152 DG Dollar General reports \n", + "153 DLTR Dollar Tree reports \n", + "154 D Dominion Energy reports \n", + "155 DOV Dover Corp. reports \n", + "156 DOW Dow Inc. reports \n", + "157 DTE DTE Energy Co. reports \n", + "158 DUK Duke Energy reports \n", + "159 DRE Duke Realty Corp reports \n", + "160 DD DuPont de Nemours Inc reports \n", + "161 DXC DXC Technology reports \n", + "162 ETFC E*Trade reports \n", + "163 EMN Eastman Chemical reports \n", + "164 ETN Eaton Corporation reports \n", + "165 EBAY eBay Inc. reports \n", + "166 ECL Ecolab Inc. reports \n", + "167 EIX Edison Int'l reports \n", + "168 EW Edwards Lifesciences reports \n", + "169 EA Electronic Arts reports \n", + "170 EMR Emerson Electric Company reports \n", + "171 ETR Entergy Corp. reports \n", + "172 EOG EOG Resources reports \n", + "173 EFX Equifax Inc. reports \n", + "174 EQIX Equinix reports \n", + "175 EQR Equity Residential reports \n", + "176 ESS Essex Property Trust, Inc. reports \n", + "177 EL Estee Lauder Cos. reports \n", + "178 EVRG Evergy reports \n", + "179 ES Eversource Energy reports \n", + "180 RE Everest Re Group Ltd. reports \n", + "181 EXC Exelon Corp. reports \n", + "182 EXPE Expedia Group reports \n", + "183 EXPD Expeditors reports \n", + "184 EXR Extra Space Storage reports \n", + "185 XOM Exxon Mobil Corp. reports \n", + "186 FFIV F5 Networks reports \n", + "187 FB Facebook, Inc. reports \n", + "188 FAST Fastenal Co reports \n", + "189 FRT Federal Realty Investment Trust reports \n", + "190 FDX FedEx Corporation reports \n", + "191 FIS Fidelity National Information Services reports \n", + "192 FITB Fifth Third Bancorp reports \n", + "193 FE FirstEnergy Corp reports \n", + "194 FRC First Republic Bank reports \n", + "195 FISV Fiserv Inc reports \n", + "196 FLT FleetCor Technologies Inc reports \n", + "197 FLIR FLIR Systems reports \n", + "198 FLS Flowserve Corporation reports \n", + "199 FMC FMC Corporation reports \n", + "200 F Ford Motor reports \n", + "201 FTNT Fortinet reports \n", + "202 FTV Fortive Corp reports \n", + "203 FBHS Fortune Brands Home & Security reports \n", + "204 FOXA Fox Corporation Class A reports \n", + "205 FOX Fox Corporation Class B reports \n", + "206 BEN Franklin Resources reports \n", + "207 FCX Freeport-McMoRan Inc. reports \n", + "208 GPS Gap Inc. reports \n", + "209 GRMN Garmin Ltd. reports \n", + "210 IT Gartner Inc reports \n", + "211 GD General Dynamics reports \n", + "212 GE General Electric reports \n", + "213 GIS General Mills reports \n", + "214 GM General Motors reports \n", + "215 GPC Genuine Parts reports \n", + "216 GILD Gilead Sciences reports \n", + "217 GL Globe Life Inc. reports \n", + "218 GPN Global Payments Inc. reports \n", + "219 GS Goldman Sachs Group reports \n", + "220 GWW Grainger (W.W.) Inc. reports \n", + "221 HRB H&R Block reports \n", + "222 HAL Halliburton Co. reports \n", + "223 HBI Hanesbrands Inc reports \n", + "224 HOG Harley-Davidson reports \n", + "225 HIG Hartford Financial Svc.Gp. reports \n", + "226 HAS Hasbro Inc. reports \n", + "227 HCA HCA Healthcare reports \n", + "228 PEAK Healthpeak Properties reports \n", + "229 HP Helmerich & Payne reports \n", + "230 HSIC Henry Schein reports \n", + "231 HSY The Hershey Company reports \n", + "232 HES Hess Corporation reports \n", + "233 HPE Hewlett Packard Enterprise reports \n", + "234 HLT Hilton Worldwide Holdings Inc reports \n", + "235 HFC HollyFrontier Corp reports \n", + "236 HOLX Hologic reports \n", + "237 HD Home Depot reports \n", + "238 HON Honeywell Int'l Inc. reports \n", + "239 HRL Hormel Foods Corp. reports \n", + "240 HST Host Hotels & Resorts reports \n", + "241 HPQ HP Inc. reports \n", + "242 HUM Humana Inc. reports \n", + "243 HBAN Huntington Bancshares reports \n", + "244 HII Huntington Ingalls Industries reports \n", + "245 IEX IDEX Corporation reports \n", + "246 IDXX IDEXX Laboratories reports \n", + "247 INFO IHS Markit Ltd. reports \n", + "248 ITW Illinois Tool Works reports \n", + "249 ILMN Illumina Inc reports \n", + "250 IR Ingersoll-Rand PLC reports \n", + "251 INTC Intel Corp. reports \n", + "252 ICE Intercontinental Exchange reports \n", + "253 IBM International Business Machines reports \n", + "254 INCY Incyte reports \n", + "255 IP International Paper reports \n", + "256 IPG Interpublic Group reports \n", + "257 IFF Intl Flavors & Fragrances reports \n", + "258 INTU Intuit Inc. reports \n", + "259 ISRG Intuitive Surgical Inc. reports \n", + "260 IVZ Invesco Ltd. reports \n", + "261 IPGP IPG Photonics Corp. reports \n", + "262 IQV IQVIA Holdings Inc. reports \n", + "263 IRM Iron Mountain Incorporated reports \n", + "264 JKHY Jack Henry & Associates reports \n", + "265 J Jacobs Engineering Group reports \n", + "266 JBHT J. B. Hunt Transport Services reports \n", + "267 SJM JM Smucker reports \n", + "268 JNJ Johnson & Johnson reports \n", + "269 JCI Johnson Controls International reports \n", + "270 JPM JPMorgan Chase & Co. reports \n", + "271 JNPR Juniper Networks reports \n", + "272 KSU Kansas City Southern reports \n", + "273 K Kellogg Co. reports \n", + "274 KEY KeyCorp reports \n", + "275 KEYS Keysight Technologies reports \n", + "276 KMB Kimberly-Clark reports \n", + "277 KIM Kimco Realty reports \n", + "278 KMI Kinder Morgan reports \n", + "279 KLAC KLA Corporation reports \n", + "280 KSS Kohl's Corp. reports \n", + "281 KHC Kraft Heinz Co reports \n", + "282 KR Kroger Co. reports \n", + "283 LB L Brands Inc. reports \n", + "284 LHX L3Harris Technologies reports \n", + "285 LH Laboratory Corp. of America Holding reports \n", + "286 LRCX Lam Research reports \n", + "287 LW Lamb Weston Holdings Inc reports \n", + "288 LVS Las Vegas Sands reports \n", + "289 LEG Leggett & Platt reports \n", + "290 LDOS Leidos Holdings reports \n", + "291 LEN Lennar Corp. reports \n", + "292 LLY Lilly (Eli) & Co. reports \n", + "293 LNC Lincoln National reports \n", + "294 LIN Linde plc reports \n", + "295 LYV Live Nation Entertainment reports \n", + "296 LKQ LKQ Corporation reports \n", + "297 LMT Lockheed Martin Corp. reports \n", + "298 L Loews Corp. reports \n", + "299 LOW Lowe's Cos. reports \n", + "300 LYB LyondellBasell reports \n", + "301 MTB M&T Bank Corp. reports \n", + "302 M Macy's Inc. reports \n", + "303 MRO Marathon Oil Corp. reports \n", + "304 MPC Marathon Petroleum reports \n", + "305 MKTX MarketAxess reports \n", + "306 MAR Marriott Int'l. reports \n", + "307 MMC Marsh & McLennan reports \n", + "308 MLM Martin Marietta Materials reports \n", + "309 MAS Masco Corp. reports \n", + "310 MA Mastercard Inc. reports \n", + "311 MKC McCormick & Co. reports \n", + "312 MXIM Maxim Integrated Products Inc reports \n", + "313 MCD McDonald's Corp. reports \n", + "314 MCK McKesson Corp. reports \n", + "315 MDT Medtronic plc reports \n", + "316 MRK Merck & Co. reports \n", + "317 MET MetLife Inc. reports \n", + "318 MTD Mettler Toledo reports \n", + "319 MGM MGM Resorts International reports \n", + "320 MCHP Microchip Technology reports \n", + "321 MU Micron Technology reports \n", + "322 MSFT Microsoft Corp. reports \n", + "323 MAA Mid-America Apartments reports \n", + "324 MHK Mohawk Industries reports \n", + "325 TAP Molson Coors Brewing Company reports \n", + "326 MDLZ Mondelez International reports \n", + "327 MNST Monster Beverage reports \n", + "328 MCO Moody's Corp reports \n", + "329 MS Morgan Stanley reports \n", + "330 MOS The Mosaic Company reports \n", + "331 MSI Motorola Solutions Inc. reports \n", + "332 MSCI MSCI Inc reports \n", + "333 MYL Mylan N.V. reports \n", + "334 NDAQ Nasdaq, Inc. reports \n", + "335 NOV National Oilwell Varco Inc. reports \n", + "336 NTAP NetApp reports \n", + "337 NFLX Netflix Inc. reports \n", + "338 NWL Newell Brands reports \n", + "339 NEM Newmont Corporation reports \n", + "340 NWSA News Corp. Class A reports \n", + "341 NWS News Corp. Class B reports \n", + "342 NEE NextEra Energy reports \n", + "343 NLSN Nielsen Holdings reports \n", + "344 NKE Nike reports \n", + "345 NI NiSource Inc. reports \n", + "346 NBL Noble Energy Inc reports \n", + "347 JWN Nordstrom reports \n", + "348 NSC Norfolk Southern Corp. reports \n", + "349 NTRS Northern Trust Corp. reports \n", + "350 NOC Northrop Grumman reports \n", + "351 NLOK NortonLifeLock reports \n", + "352 NCLH Norwegian Cruise Line Holdings reports \n", + "353 NRG NRG Energy reports \n", + "354 NUE Nucor Corp. reports \n", + "355 NVDA Nvidia Corporation reports \n", + "356 NVR NVR Inc reports \n", + "357 ORLY O'Reilly Automotive reports \n", + "358 OXY Occidental Petroleum reports \n", + "359 ODFL Old Dominion Freight Line reports \n", + "360 OMC Omnicom Group reports \n", + "361 OKE ONEOK reports \n", + "362 ORCL Oracle Corp. reports \n", + "363 PCAR PACCAR Inc. reports \n", + "364 PKG Packaging Corporation of America reports \n", + "365 PH Parker-Hannifin reports \n", + "366 PAYX Paychex Inc. reports \n", + "367 PAYC Paycom reports \n", + "368 PYPL PayPal reports \n", + "369 PNR Pentair plc reports \n", + "370 PBCT People's United Financial reports \n", + "371 PEP PepsiCo Inc. reports \n", + "372 PKI PerkinElmer reports \n", + "373 PRGO Perrigo reports \n", + "374 PFE Pfizer Inc. reports \n", + "375 PM Philip Morris International reports \n", + "376 PSX Phillips 66 reports \n", + "377 PNW Pinnacle West Capital reports \n", + "378 PXD Pioneer Natural Resources reports \n", + "379 PNC PNC Financial Services reports \n", + "380 PPG PPG Industries reports \n", + "381 PPL PPL Corp. reports \n", + "382 PFG Principal Financial Group reports \n", + "383 PG Procter & Gamble reports \n", + "384 PGR Progressive Corp. reports \n", + "385 PLD Prologis reports \n", + "386 PRU Prudential Financial reports \n", + "387 PEG Public Serv. Enterprise Inc. reports \n", + "388 PSA Public Storage reports \n", + "389 PHM Pulte Homes Inc. reports \n", + "390 PVH PVH Corp. reports \n", + "391 QRVO Qorvo reports \n", + "392 PWR Quanta Services Inc. reports \n", + "393 QCOM QUALCOMM Inc. reports \n", + "394 DGX Quest Diagnostics reports \n", + "395 RL Ralph Lauren Corporation reports \n", + "396 RJF Raymond James Financial Inc. reports \n", + "397 RTN Raytheon Co. reports \n", + "398 O Realty Income Corporation reports \n", + "399 REG Regency Centers Corporation reports \n", + "400 REGN Regeneron Pharmaceuticals reports \n", + "401 RF Regions Financial Corp. reports \n", + "402 RSG Republic Services Inc reports \n", + "403 RMD ResMed reports \n", + "404 RHI Robert Half International reports \n", + "405 ROK Rockwell Automation Inc. reports \n", + "406 ROL Rollins Inc. reports \n", + "407 ROP Roper Technologies reports \n", + "408 ROST Ross Stores reports \n", + "409 RCL Royal Caribbean Cruises Ltd reports \n", + "410 SPGI S&P Global, Inc. reports \n", + "411 CRM Salesforce.com reports \n", + "412 SBAC SBA Communications reports \n", + "413 SLB Schlumberger Ltd. reports \n", + "414 STX Seagate Technology reports \n", + "415 SEE Sealed Air reports \n", + "416 SRE Sempra Energy reports \n", + "417 NOW ServiceNow reports \n", + "418 SHW Sherwin-Williams reports \n", + "419 SPG Simon Property Group Inc reports \n", + "420 SWKS Skyworks Solutions reports \n", + "421 SLG SL Green Realty reports \n", + "422 SNA Snap-on reports \n", + "423 SO Southern Co. reports \n", + "424 LUV Southwest Airlines reports \n", + "425 SWK Stanley Black & Decker reports \n", + "426 SBUX Starbucks Corp. reports \n", + "427 STT State Street Corp. reports \n", + "428 STE STERIS plc reports \n", + "429 SYK Stryker Corp. reports \n", + "430 SIVB SVB Financial reports \n", + "431 SYF Synchrony Financial reports \n", + "432 SNPS Synopsys Inc. reports \n", + "433 SYY Sysco Corp. reports \n", + "434 TMUS T-Mobile US reports \n", + "435 TROW T. Rowe Price Group reports \n", + "436 TTWO Take-Two Interactive reports \n", + "437 TPR Tapestry, Inc. reports \n", + "438 TGT Target Corp. reports \n", + "439 TEL TE Connectivity Ltd. reports \n", + "440 FTI TechnipFMC reports \n", + "441 TFX Teleflex reports \n", + "442 TXN Texas Instruments reports \n", + "443 TXT Textron Inc. reports \n", + "444 TMO Thermo Fisher Scientific reports \n", + "445 TIF Tiffany & Co. reports \n", + "446 TJX TJX Companies Inc. reports \n", + "447 TSCO Tractor Supply Company reports \n", + "448 TDG TransDigm Group reports \n", + "449 TRV The Travelers Companies Inc. reports \n", + "450 TFC Truist Financial reports \n", + "451 TWTR Twitter, Inc. reports \n", + "452 TSN Tyson Foods reports \n", + "453 UDR UDR, Inc. reports \n", + "454 ULTA Ulta Beauty reports \n", + "455 USB U.S. Bancorp reports \n", + "456 UAA Under Armour Class A reports \n", + "457 UA Under Armour Class C reports \n", + "458 UNP Union Pacific Corp reports \n", + "459 UAL United Airlines Holdings reports \n", + "460 UNH United Health Group Inc. reports \n", + "461 UPS United Parcel Service reports \n", + "462 URI United Rentals, Inc. reports \n", + "463 UTX United Technologies reports \n", + "464 UHS Universal Health Services, Inc. reports \n", + "465 UNM Unum Group reports \n", + "466 VFC V.F. Corp. reports \n", + "467 VLO Valero Energy reports \n", + "468 VAR Varian Medical Systems reports \n", + "469 VTR Ventas Inc reports \n", + "470 VRSN Verisign Inc. reports \n", + "471 VRSK Verisk Analytics reports \n", + "472 VZ Verizon Communications reports \n", + "473 VRTX Vertex Pharmaceuticals Inc reports \n", + "474 VIAC ViacomCBS reports \n", + "475 V Visa Inc. reports \n", + "476 VNO Vornado Realty Trust reports \n", + "477 VMC Vulcan Materials reports \n", + "478 WRB W. R. Berkley Corporation reports \n", + "479 WAB Wabtec Corporation reports \n", + "480 WMT Walmart reports \n", + "481 WBA Walgreens Boots Alliance reports \n", + "482 DIS The Walt Disney Company reports \n", + "483 WM Waste Management Inc. reports \n", + "484 WAT Waters Corporation reports \n", + "485 WEC Wec Energy Group Inc reports \n", + "486 WFC Wells Fargo reports \n", + "487 WELL Welltower Inc. reports \n", + "488 WDC Western Digital reports \n", + "489 WU Western Union Co reports \n", + "490 WRK WestRock reports \n", + "491 WY Weyerhaeuser reports \n", + "492 WHR Whirlpool Corp. reports \n", + "493 WMB Williams Cos. reports \n", + "494 WLTW Willis Towers Watson reports \n", + "495 WYNN Wynn Resorts Ltd reports \n", + "496 XEL Xcel Energy Inc reports \n", + "497 XRX Xerox reports \n", + "498 XLNX Xilinx reports \n", + "499 XYL Xylem Inc. reports \n", + "500 YUM Yum! Brands Inc reports \n", + "501 ZBRA Zebra Technologies reports \n", + "502 ZBH Zimmer Biomet Holdings reports \n", + "503 ZION Zions Bancorp reports \n", + "504 ZTS Zoetis reports \n", "\n", " GICS Sector GICS Sub Industry \\\n", "0 Industrials Industrial Conglomerates \n", @@ -7514,7 +7514,7 @@ "262 Durham, North Carolina 2017-08-29 \n", "263 Boston, Massachusetts 2009-01-06 \n", "264 Monett, Missouri 2018-11-13 \n", - "265 Pasadena, California 2007-10-26 \n", + "265 Dallas, Texas 2007-10-26 \n", "266 Lowell, Arkansas 2015-07-01 \n", "267 Orrville, Ohio 2008-11-06 \n", "268 New Brunswick, New Jersey 1973-06-30 \n", @@ -7558,14 +7558,14 @@ "306 Bethesda, Maryland NaN \n", "307 New York, New York 1987-08-31 \n", "308 Raleigh, North Carolina 2014-07-02 \n", - "309 Taylor, Michigan 1981-06-30 \n", + "309 Livonia, Michigan 1981-06-30 \n", "310 Harrison, New York 2008-07-18 \n", - "311 Sparks, Maryland NaN \n", + "311 Hunt Valley, Maryland NaN \n", "312 San Jose, California 2018-12-03 \n", "313 Chicago, Illinois 1970-06-30 \n", "314 Irving, Texas NaN \n", "315 Dublin, Ireland 1986-10-31 \n", - "316 Whitehouse Station, New Jersey NaN \n", + "316 Kenilworth, New Jersey NaN \n", "317 New York, New York NaN \n", "318 Columbus, Ohio 2016-09-06 \n", "319 Paradise, Nevada 2017-07-26 \n", @@ -7573,13 +7573,13 @@ "321 Boise, Idaho 1994-09-27 \n", "322 Redmond, Washington 1994-06-01 \n", "323 Memphis, Tennessee 2016-12-02 \n", - "324 Amsterdam, New York 2013-12-23 \n", + "324 Calhoun, Georgia 2013-12-23 \n", "325 Denver, Colorado 1976-06-30 \n", "326 Deerfield, Illinois 2012-10-02 \n", "327 Corona, California 2012-06-28 \n", "328 New York, New York NaN \n", "329 New York, New York NaN \n", - "330 Plymouth, Minnesota 2011-09-26 \n", + "330 Tampa, Florida 2011-09-26 \n", "331 Schaumburg, Illinois NaN \n", "332 New York, New York 2018-04-04 \n", "333 Amsterdam, Netherlands 2004-04-23 \n", @@ -7835,7 +7835,7 @@ "76 1037540 NaN \n", "77 885725 NaN \n", "78 14272 1989 \n", - "79 1730168 NaN \n", + "79 1730168 1961 \n", "80 1383312 1962 \n", "81 14693 NaN \n", "82 1043277 NaN \n", @@ -7917,7 +7917,7 @@ "158 1326160 NaN \n", "159 783280 NaN \n", "160 1666700 2017 \n", - "161 1688568 NaN \n", + "161 1688568 2017 \n", "162 1015780 NaN \n", "163 915389 NaN \n", "164 1551182 1911 \n", @@ -7958,7 +7958,7 @@ "199 37785 NaN \n", "200 37996 1903 \n", "201 1262039 2000 \n", - "202 1659166 NaN \n", + "202 1659166 2016 \n", "203 1519751 NaN \n", "204 1308161 NaN \n", "205 1308161 NaN \n", @@ -7979,7 +7979,7 @@ "220 277135 NaN \n", "221 12659 NaN \n", "222 45012 1919 \n", - "223 1359841 NaN \n", + "223 1359841 2000 \n", "224 793952 1903 \n", "225 874766 NaN \n", "226 46080 NaN \n", @@ -7989,7 +7989,7 @@ "230 1000228 NaN \n", "231 47111 1894 \n", "232 4447 NaN \n", - "233 1645590 NaN \n", + "233 1645590 2015 \n", "234 1585689 NaN \n", "235 48039 NaN \n", "236 859737 NaN \n", @@ -8037,7 +8037,7 @@ "278 1506307 NaN \n", "279 319201 1975/1977 (1997) \n", "280 885639 1962 \n", - "281 1637459 NaN \n", + "281 1637459 2015 (1869) \n", "282 56873 1883 \n", "283 701985 NaN \n", "284 202058 NaN \n", @@ -8050,7 +8050,7 @@ "291 920760 NaN \n", "292 59478 1876 \n", "293 59558 NaN \n", - "294 1707925 NaN \n", + "294 1707925 1879 \n", "295 1335258 2010 \n", "296 1065696 NaN \n", "297 936468 NaN \n", @@ -8071,7 +8071,7 @@ "312 743316 1983 \n", "313 63908 1940 \n", "314 927653 1833 \n", - "315 1613103 NaN \n", + "315 1613103 1949 \n", "316 310158 1891 \n", "317 1099219 1868 \n", "318 1037646 NaN \n", @@ -8089,7 +8089,7 @@ "330 1285785 NaN \n", "331 68505 1928 (2011) \n", "332 1408198 NaN \n", - "333 1623613 NaN \n", + "333 1623613 1961 \n", "334 1120193 NaN \n", "335 1021860 NaN \n", "336 1002047 NaN \n", @@ -8124,7 +8124,7 @@ "365 76334 NaN \n", "366 723531 1971 \n", "367 1590955 1998 \n", - "368 1633917 NaN \n", + "368 1633917 1998 \n", "369 77360 NaN \n", "370 1378946 NaN \n", "371 77476 1898 \n", @@ -8147,7 +8147,7 @@ "388 1393311 NaN \n", "389 822416 NaN \n", "390 78239 NaN \n", - "391 1604778 NaN \n", + "391 1604778 2015 \n", "392 1050915 NaN \n", "393 804328 1985 \n", "394 1022079 NaN \n", @@ -8187,7 +8187,7 @@ "428 1757898 1985 \n", "429 310764 NaN \n", "430 719739 NaN \n", - "431 1601712 NaN \n", + "431 1601712 2003 \n", "432 883241 NaN \n", "433 96021 NaN \n", "434 1283699 1994 \n", @@ -8196,7 +8196,7 @@ "437 1116132 2017 \n", "438 27419 NaN \n", "439 1385157 NaN \n", - "440 1681459 NaN \n", + "440 1681459 2017 (1958) \n", "441 96943 1943 \n", "442 97476 1930 \n", "443 217346 NaN \n", @@ -8210,7 +8210,7 @@ "451 1418091 NaN \n", "452 100493 NaN \n", "453 74208 NaN \n", - "454 1403568 NaN \n", + "454 1403568 1990 \n", "455 36104 1968 \n", "456 1336917 NaN \n", "457 1336917 NaN \n", @@ -8237,7 +8237,7 @@ "478 11544 1967 \n", "479 943452 1999 (1869) \n", "480 104169 NaN \n", - "481 1618921 NaN \n", + "481 1618921 2014 \n", "482 1001039 NaN \n", "483 823768 1968 \n", "484 1000697 1958 \n", @@ -8246,7 +8246,7 @@ "487 766704 NaN \n", "488 106040 NaN \n", "489 1365135 1851 \n", - "490 1636023 NaN \n", + "490 1636023 2015 \n", "491 106535 NaN \n", "492 106640 1911 \n", "493 107263 NaN \n", diff --git a/sp500_by_date.ipynb b/sp500_by_date.ipynb index 3945f15..652974e 100644 --- a/sp500_by_date.ipynb +++ b/sp500_by_date.ipynb @@ -19,8 +19,8 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:45.198194Z", - "start_time": "2020-02-09T09:07:45.188644Z" + "end_time": "2020-02-16T17:59:10.517475Z", + "start_time": "2020-02-16T17:59:10.502833Z" } }, "outputs": [], @@ -36,8 +36,8 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:45.877658Z", - "start_time": "2020-02-09T09:07:45.204538Z" + "end_time": "2020-02-16T17:59:10.993989Z", + "start_time": "2020-02-16T17:59:10.524849Z" } }, "outputs": [], @@ -60,8 +60,8 @@ "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:45.897565Z", - "start_time": "2020-02-09T09:07:45.886668Z" + "end_time": "2020-02-16T17:59:11.013194Z", + "start_time": "2020-02-16T17:59:10.999908Z" } }, "outputs": [ @@ -92,8 +92,8 @@ "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:45.907800Z", - "start_time": "2020-02-09T09:07:45.901672Z" + "end_time": "2020-02-16T17:59:11.024344Z", + "start_time": "2020-02-16T17:59:11.019680Z" } }, "outputs": [], @@ -107,8 +107,8 @@ "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:45.918392Z", - "start_time": "2020-02-09T09:07:45.912018Z" + "end_time": "2020-02-16T17:59:11.042719Z", + "start_time": "2020-02-16T17:59:11.031710Z" } }, "outputs": [], @@ -125,8 +125,8 @@ "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:46.072838Z", - "start_time": "2020-02-09T09:07:45.926311Z" + "end_time": "2020-02-16T17:59:11.197820Z", + "start_time": "2020-02-16T17:59:11.047221Z" }, "scrolled": true }, @@ -161,23 +161,23 @@ " \n", " \n", " \n", - " 2019-10-18\n", + " 2019-12-05\n", " A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n", " \n", " \n", - " 2019-11-05\n", + " 2019-12-09\n", " A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n", " \n", " \n", - " 2019-11-21\n", + " 2019-12-10\n", " A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n", " \n", " \n", - " 2019-12-05\n", + " 2019-12-23\n", " A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n", " \n", " \n", - " 2019-12-09\n", + " 2020-01-28\n", " A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n", " \n", " \n", @@ -187,11 +187,11 @@ "text/plain": [ " tickers\n", "date \n", - "2019-10-18 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n", - "2019-11-05 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n", - "2019-11-21 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n", "2019-12-05 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n", - "2019-12-09 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,..." + "2019-12-09 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n", + "2019-12-10 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n", + "2019-12-23 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,...\n", + "2020-01-28 A,AAL,AAP,AAPL,ABBV,ABC,ABMD,ABT,ACN,ADBE,ADI,..." ] }, "execution_count": 6, @@ -200,7 +200,7 @@ } ], "source": [ - "filename = 'S&P 500 Historical Components & Changes(12-14-2019).csv'\n", + "filename = 'S&P 500 Historical Components & Changes(02-16-2020).csv'\n", "df = get_table(filename)\n", "df.tail()" ] @@ -210,8 +210,8 @@ "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:46.236083Z", - "start_time": "2020-02-09T09:07:46.082617Z" + "end_time": "2020-02-16T17:59:11.360934Z", + "start_time": "2020-02-16T17:59:11.202236Z" } }, "outputs": [ @@ -245,23 +245,23 @@ " \n", " \n", " \n", - " 2019-10-18\n", + " 2019-12-05\n", " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n", " \n", " \n", - " 2019-11-05\n", + " 2019-12-09\n", " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n", " \n", " \n", - " 2019-11-21\n", + " 2019-12-10\n", " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n", " \n", " \n", - " 2019-12-05\n", + " 2019-12-23\n", " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n", " \n", " \n", - " 2019-12-09\n", + " 2020-01-28\n", " [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n", " \n", " \n", @@ -271,11 +271,11 @@ "text/plain": [ " tickers\n", "date \n", - "2019-10-18 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n", - "2019-11-05 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n", - "2019-11-21 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n", "2019-12-05 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n", - "2019-12-09 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,..." + "2019-12-09 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n", + "2019-12-10 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n", + "2019-12-23 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,...\n", + "2020-01-28 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,..." ] }, "execution_count": 7, @@ -294,8 +294,8 @@ "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:46.271092Z", - "start_time": "2020-02-09T09:07:46.240163Z" + "end_time": "2020-02-16T17:59:11.391128Z", + "start_time": "2020-02-16T17:59:11.367963Z" } }, "outputs": [ @@ -358,8 +358,8 @@ "execution_count": 9, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:46.292211Z", - "start_time": "2020-02-09T09:07:46.275324Z" + "end_time": "2020-02-16T17:59:11.418041Z", + "start_time": "2020-02-16T17:59:11.401484Z" } }, "outputs": [ @@ -383,8 +383,8 @@ "execution_count": 10, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:46.320083Z", - "start_time": "2020-02-09T09:07:46.298277Z" + "end_time": "2020-02-16T17:59:11.450986Z", + "start_time": "2020-02-16T17:59:11.426389Z" } }, "outputs": [], @@ -392,7 +392,7 @@ "# compare to current S&P500 list\n", "filename = 'sp500.csv'\n", "current = pd.read_csv(filename)\n", - "current = sorted(list(current['Symbol']))\n", + "current = sorted(list(current['Ticker Symbol']))\n", "#print(current)" ] }, @@ -401,8 +401,8 @@ "execution_count": 11, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:46.346083Z", - "start_time": "2020-02-09T09:07:46.330122Z" + "end_time": "2020-02-16T17:59:11.474054Z", + "start_time": "2020-02-16T17:59:11.455568Z" } }, "outputs": [ diff --git a/sp500_historical.ipynb b/sp500_historical.ipynb index ace1746..828c5c6 100644 --- a/sp500_historical.ipynb +++ b/sp500_historical.ipynb @@ -22,11 +22,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 13, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:24.975185Z", - "start_time": "2020-02-09T09:07:24.946519Z" + "end_time": "2020-02-16T17:54:31.491760Z", + "start_time": "2020-02-16T17:54:31.481400Z" } }, "outputs": [], @@ -39,11 +39,11 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 14, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:24.998197Z", - "start_time": "2020-02-09T09:07:24.977789Z" + "end_time": "2020-02-16T17:54:31.514813Z", + "start_time": "2020-02-16T17:54:31.495932Z" } }, "outputs": [], @@ -62,11 +62,11 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 15, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:25.017148Z", - "start_time": "2020-02-09T09:07:24.999982Z" + "end_time": "2020-02-16T17:54:31.529848Z", + "start_time": "2020-02-16T17:54:31.516652Z" } }, "outputs": [ @@ -94,11 +94,11 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 16, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:25.029241Z", - "start_time": "2020-02-09T09:07:25.018791Z" + "end_time": "2020-02-16T17:54:31.545047Z", + "start_time": "2020-02-16T17:54:31.536974Z" } }, "outputs": [], @@ -112,11 +112,11 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 17, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:25.236554Z", - "start_time": "2020-02-09T09:07:25.034676Z" + "end_time": "2020-02-16T17:54:31.722089Z", + "start_time": "2020-02-16T17:54:31.548512Z" }, "scrolled": true }, @@ -184,7 +184,7 @@ "1996-01-11 FLMIQ-200408,FLTWQ-200907,FMC,FMCC,FNMA,FTL.A-..." ] }, - "execution_count": 33, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -197,11 +197,11 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 18, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:25.451177Z", - "start_time": "2020-02-09T09:07:25.246536Z" + "end_time": "2020-02-16T17:54:31.958402Z", + "start_time": "2020-02-16T17:54:31.730481Z" }, "scrolled": true }, @@ -269,7 +269,7 @@ "2019-01-11 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,..." ] }, - "execution_count": 34, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -282,11 +282,11 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 19, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:25.887957Z", - "start_time": "2020-02-09T09:07:25.455435Z" + "end_time": "2020-02-16T17:54:32.385391Z", + "start_time": "2020-02-16T17:54:31.961665Z" } }, "outputs": [ @@ -353,7 +353,7 @@ "1996-01-11 [AAL, AAMRQ, AAPL, ABI, ABS, ABT, ABX, ACKH, A..." ] }, - "execution_count": 35, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -366,11 +366,11 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 20, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:26.322723Z", - "start_time": "2020-02-09T09:07:25.898395Z" + "end_time": "2020-02-16T17:54:32.830860Z", + "start_time": "2020-02-16T17:54:32.398028Z" }, "scrolled": true }, @@ -438,7 +438,7 @@ "2019-01-11 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,..." ] }, - "execution_count": 36, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -459,11 +459,11 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 21, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:26.398185Z", - "start_time": "2020-02-09T09:07:26.332468Z" + "end_time": "2020-02-16T17:54:32.903683Z", + "start_time": "2020-02-16T17:54:32.840425Z" } }, "outputs": [ @@ -645,7 +645,7 @@ "2020-01-28 [PAYC] [WCG]" ] }, - "execution_count": 37, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -663,11 +663,11 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 22, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:26.520691Z", - "start_time": "2020-02-09T09:07:26.406413Z" + "end_time": "2020-02-16T17:54:33.033536Z", + "start_time": "2020-02-16T17:54:32.908235Z" } }, "outputs": [], @@ -690,11 +690,11 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 23, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:26.565165Z", - "start_time": "2020-02-09T09:07:26.532515Z" + "end_time": "2020-02-16T17:54:33.073912Z", + "start_time": "2020-02-16T17:54:33.043698Z" }, "scrolled": true }, @@ -762,7 +762,7 @@ "2020-01-28 [A, AAL, AAP, AAPL, ABBV, ABC, ABMD, ABT, ACN,..." ] }, - "execution_count": 39, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -773,11 +773,11 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 24, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:26.605571Z", - "start_time": "2020-02-09T09:07:26.574325Z" + "end_time": "2020-02-16T17:54:33.109942Z", + "start_time": "2020-02-16T17:54:33.081305Z" } }, "outputs": [ @@ -787,7 +787,7 @@ "[]" ] }, - "execution_count": 40, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -796,7 +796,7 @@ "# compare last row to current S&P500 list\n", "filename = 'sp500.csv'\n", "current = pd.read_csv(filename)\n", - "current = list(current['Symbol'])\n", + "current = list(current['Ticker Symbol'])\n", "last_entry = list(df['tickers'][-1])\n", "\n", "diff = list(set(current) - set(last_entry)) + list(set(last_entry) - set(current))\n", @@ -805,11 +805,11 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 25, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:26.739716Z", - "start_time": "2020-02-09T09:07:26.610241Z" + "end_time": "2020-02-16T17:54:33.181023Z", + "start_time": "2020-02-16T17:54:33.116251Z" }, "scrolled": true }, @@ -877,7 +877,7 @@ "1996-01-11 AAL,AAMRQ,AAPL,ABI,ABS,ABT,ABX,ACKH,ACV,ADM,AD..." ] }, - "execution_count": 41, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -890,11 +890,11 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 26, "metadata": { "ExecuteTime": { - "end_time": "2020-02-09T09:07:26.898227Z", - "start_time": "2020-02-09T09:07:26.748001Z" + "end_time": "2020-02-16T17:54:33.318871Z", + "start_time": "2020-02-16T17:54:33.185073Z" } }, "outputs": [],