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| name,label | ||
| Walmart,ORG | ||
| Exxon Mobil,ORG | ||
| Chevron,ORG | ||
| Berkshire Hathaway,ORG | ||
| Apple,ORG | ||
| General Motors,ORG | ||
| Phillips 66,ORG | ||
| General Electric,ORG | ||
| Ford Motor,ORG | ||
| CVS Health,ORG | ||
| McKesson,ORG | ||
| AT&T,ORG | ||
| Valero Energy,ORG | ||
| UnitedHealth Group,ORG | ||
| Verizon,ORG | ||
| AmerisourceBergen,ORG | ||
| Fannie Mae,ORG | ||
| Costco,ORG | ||
| HP,ORG | ||
| Kroger,ORG | ||
| JP Morgan Chase,ORG | ||
| Express Scripts Holding,ORG | ||
| Bank of America Corp.,ORG | ||
| IBM,ORG | ||
| Marathon Petroleum,ORG | ||
| Cardinal Health,ORG | ||
| Boeing,ORG | ||
| Citigroup,ORG | ||
| Amazon.com,ORG | ||
| Wells Fargo,ORG | ||
| Microsoft,ORG | ||
| Procter & Gamble,ORG | ||
| Home Depot,ORG | ||
| Archer Daniels Midland,ORG | ||
| Walgreens,ORG | ||
| Target,ORG | ||
| Johnson & Johnson,ORG | ||
| Anthem,ORG | ||
| MetLife,ORG | ||
| Alphabet,ORG | ||
| State Farm Insurance Cos.,ORG | ||
| Freddie Mac,ORG | ||
| Comcast,ORG | ||
| PepsiCo,ORG | ||
| United Technologies,ORG | ||
| AIG,ORG | ||
| UPS,ORG | ||
| Dow Chemical,ORG | ||
| Aetna,ORG | ||
| Lowe's,ORG | ||
| ConocoPhillips,ORG | ||
| Intel,ORG | ||
| Energy Transfer Equity,ORG | ||
| Caterpillar,ORG | ||
| Prudential Financial,ORG | ||
| Pfizer,ORG | ||
| Walt Disney,ORG | ||
| Humana,ORG | ||
| Enterprise Products Partners,ORG | ||
| Cisco Systems,ORG | ||
| Sysco,ORG | ||
| Ingram Micro,ORG | ||
| Coca-Cola,ORG | ||
| Lockheed Martin,ORG | ||
| FedEx,ORG | ||
| Johnson Controls,ORG | ||
| Plains GP Holdings,ORG | ||
| World Fuel Services,ORG | ||
| CHS,ORG | ||
| American Airlines Group,ORG | ||
| Merck,ORG | ||
| Best Buy,ORG | ||
| Delta Air Lines,ORG | ||
| Honeywell International,ORG | ||
| HCA Holdings,ORG | ||
| Goldman Sachs Group,ORG | ||
| Tesoro,ORG | ||
| Liberty Mutual Insurance Group,ORG | ||
| United Continental Holdings,ORG | ||
| New York Life Insurance,ORG | ||
| Oracle,ORG | ||
| Morgan Stanley,ORG | ||
| Tyson Foods,ORG | ||
| Safeway,ORG | ||
| Nationwide,ORG | ||
| Deere,ORG | ||
| DuPont,ORG | ||
| American Express,ORG | ||
| Allstate,ORG | ||
| Cigna,ORG | ||
| Mondelez International,ORG | ||
| TIAA-CREF,ORG | ||
| INTL FCStone,ORG | ||
| Massachusetts Mutual Life Insurance,ORG | ||
| DirecTV,ORG | ||
| Halliburton,ORG | ||
| Twenty-First Century Fox,ORG | ||
| 3M,ORG | ||
| Sears Holdings,ORG | ||
| General Dynamics,ORG | ||
| Publix Super Markets,ORG | ||
| Philip Morris International,ORG | ||
| TJX,ORG | ||
| Time Warner,ORG | ||
| Macy's,ORG | ||
| Nike,ORG | ||
| Tech Data,ORG | ||
| Avnet,ORG | ||
| Northwestern Mutual,ORG | ||
| McDonald's,ORG | ||
| Exelon,ORG | ||
| Travelers Cos.,ORG | ||
| Qualcomm,ORG | ||
| International Paper,ORG | ||
| Occidental Petroleum,ORG | ||
| Duke Energy,ORG | ||
| Rite Aid,ORG | ||
| Gilead Sciences,ORG | ||
| Baker Hughes,ORG | ||
| Emerson Electric,ORG | ||
| EMC,ORG | ||
| USAA,ORG | ||
| Union Pacific,ORG | ||
| Northrop Grumman,ORG | ||
| Alcoa,ORG | ||
| Capital One Financial,ORG | ||
| National Oilwell Varco,ORG | ||
| US Foods,ORG | ||
| Raytheon,ORG | ||
| Time Warner Cable,ORG | ||
| Arrow Electronics,ORG | ||
| Aflac,ORG | ||
| Staples,ORG | ||
| Abbott Laboratories,ORG | ||
| Community Health Systems,ORG | ||
| Fluor,ORG | ||
| Freeport-McMoRan,ORG | ||
| U.S. Bancorp,ORG | ||
| Nucor,ORG | ||
| Kimberly-Clark,ORG | ||
| Hess,ORG | ||
| Chesapeake Energy,ORG | ||
| Xerox,ORG | ||
| ManpowerGroup,ORG | ||
| Amgen,ORG | ||
| AbbVie,ORG | ||
| Danaher,ORG | ||
| Whirlpool,ORG | ||
| PBF Energy,ORG | ||
| HollyFrontier,ORG | ||
| Eli Lilly,ORG | ||
| Devon Energy,ORG | ||
| Progressive,ORG | ||
| Cummins,ORG | ||
| Icahn Enterprises,ORG | ||
| AutoNation,ORG | ||
| Kohl's,ORG | ||
| Paccar,ORG | ||
| Dollar General,ORG | ||
| Hartford Financial Services Group,ORG | ||
| Southwest Airlines,ORG | ||
| Anadarko Petroleum,ORG | ||
| Southern,ORG | ||
| Supervalu,ORG | ||
| Kraft Foods Group,ORG | ||
| Goodyear Tire & Rubber,ORG | ||
| EOG Resources,ORG | ||
| CenturyLink,ORG | ||
| Altria Group,ORG | ||
| Tenet Healthcare,ORG | ||
| General Mills,ORG | ||
| eBay,ORG | ||
| ConAgra Foods,ORG | ||
| Lear,ORG | ||
| TRW Automotive Holdings,ORG | ||
| United States Steel,ORG | ||
| Penske Automotive Group,ORG | ||
| AES,ORG | ||
| Colgate-Palmolive,ORG | ||
| Global Partners,ORG | ||
| Thermo Fisher Scientific,ORG | ||
| PG&E Corp.,ORG | ||
| NextEra Energy,ORG | ||
| American Electric Power,ORG | ||
| Baxter International,ORG | ||
| Centene,ORG | ||
| Starbucks,ORG | ||
| Gap,ORG | ||
| Bank of New York Mellon Corp.,ORG | ||
| Micron Technology,ORG | ||
| Jabil Circuit,ORG | ||
| PNC Financial Services Group,ORG | ||
| Kinder Morgan,ORG | ||
| Office Depot,ORG | ||
| Bristol-Myers Squibb,ORG | ||
| NRG Energy,ORG | ||
| Monsanto,ORG | ||
| PPG Industries,ORG | ||
| Genuine Parts,ORG | ||
| Omnicom Group,ORG | ||
| Illinois Tool Works,ORG | ||
| Murphy USA,ORG | ||
| Land O'Lakes,ORG | ||
| Western Refining,ORG | ||
| Western Digital,ORG | ||
| FirstEnergy,ORG | ||
| Aramark,ORG | ||
| DISH Network,ORG | ||
| Las Vegas Sands,ORG | ||
| Kellogg,ORG | ||
| Loews,ORG | ||
| CBS,ORG | ||
| Ecolab,ORG | ||
| Whole Foods Market,ORG | ||
| Chubb,ORG | ||
| Health Net,ORG | ||
| Waste Management,ORG | ||
| Apache,ORG | ||
| Textron,ORG | ||
| Synnex,ORG | ||
| Marriott International,ORG | ||
| Viacom,ORG | ||
| Lincoln National,ORG | ||
| Nordstrom,ORG | ||
| C.H. Robinson Worldwide,ORG | ||
| Edison International,ORG | ||
| Marathon Oil,ORG | ||
| Yum Brands,ORG | ||
| Computer Sciences,ORG | ||
| Parker-Hannifin,ORG | ||
| DaVita HealthCare Partners,ORG | ||
| CarMax,ORG | ||
| Texas Instruments,ORG | ||
| WellCare Health Plans,ORG | ||
| Marsh & McLennan,ORG | ||
| Consolidated Edison,ORG | ||
| Oneok,ORG | ||
| Visa,ORG | ||
| Jacobs Engineering Group,ORG | ||
| CSX,ORG | ||
| Entergy,ORG | ||
| Facebook,ORG | ||
| Dominion Resources,ORG | ||
| Leucadia National,ORG | ||
| "Toys ""R"" Us",ORG | ||
| DTE Energy,ORG | ||
| Ameriprise Financial,ORG | ||
| VF,ORG | ||
| Praxair,ORG | ||
| J.C. Penney,ORG | ||
| Automatic Data Processing,ORG | ||
| L-3 Communications,ORG | ||
| CDW,ORG | ||
| Guardian Life Ins. Co. of America,ORG | ||
| Xcel Energy,ORG | ||
| Norfolk Southern,ORG | ||
| PPL,ORG | ||
| R.R. Donnelley & Sons,ORG | ||
| Huntsman,ORG | ||
| Bed Bath & Beyond,ORG | ||
| Stanley Black & Decker,ORG | ||
| L Brands,ORG | ||
| Liberty Interactive,ORG | ||
| Farmers Insurance Exchange,ORG | ||
| First Data,ORG | ||
| Sherwin-Williams,ORG | ||
| BlackRock,ORG | ||
| Voya Financial,ORG | ||
| Ross Stores,ORG | ||
| Sempra Energy,ORG | ||
| Estee Lauder,ORG | ||
| H.J. Heinz,ORG | ||
| Reinsurance Group of America,ORG | ||
| Public Service Enterprise Group,ORG | ||
| Cameron International,ORG | ||
| Navistar International,ORG | ||
| CST Brands,ORG | ||
| State Street Corp.,ORG | ||
| Unum Group,ORG | ||
| Hilton Worldwide Holdings,ORG | ||
| Family Dollar Stores,ORG | ||
| Principal Financial,ORG | ||
| Reliance Steel & Aluminum,ORG | ||
| Air Products & Chemicals,ORG | ||
| Assurant,ORG | ||
| Peter Kiewit Sons',ORG | ||
| Henry Schein,ORG | ||
| Cognizant Technology Solutions,ORG | ||
| MGM Resorts International,ORG | ||
| W.W. Grainger,ORG | ||
| Group 1 Automotive,ORG | ||
| BB&T Corp.,ORG | ||
| WestRock,ORG | ||
| Advance Auto Parts,ORG | ||
| Ally Financial,ORG | ||
| AGCO,ORG | ||
| Corning,ORG | ||
| Biogen,ORG | ||
| NGL Energy Partners,ORG | ||
| Stryker,ORG | ||
| Molina Healthcare,ORG | ||
| Precision Castparts,ORG | ||
| Discover Financial Services,ORG | ||
| Genworth Financial,ORG | ||
| Eastman Chemical,ORG | ||
| Dean Foods,ORG | ||
| AutoZone,ORG | ||
| MasterCard,ORG | ||
| Owens & Minor,ORG | ||
| Hormel Foods,ORG | ||
| GameStop,ORG | ||
| Autoliv,ORG | ||
| CenterPoint Energy,ORG | ||
| Fidelity National Financial,ORG | ||
| Sonic Automotive,ORG | ||
| HD Supply Holdings,ORG | ||
| Charter Communications,ORG | ||
| Crown Holdings,ORG | ||
| Applied Materials,ORG | ||
| Mosaic,ORG | ||
| CBRE Group,ORG | ||
| Avon Products,ORG | ||
| Republic Services,ORG | ||
| Universal Health Services,ORG | ||
| Darden Restaurants,ORG | ||
| Steel Dynamics,ORG | ||
| SunTrust Banks,ORG | ||
| Caesars Entertainment,ORG | ||
| Targa Resources,ORG | ||
| Dollar Tree,ORG | ||
| News Corp.,ORG | ||
| Ball,ORG | ||
| Thrivent Financial for Lutherans,ORG | ||
| Masco,ORG | ||
| Franklin Resources,ORG | ||
| Avis Budget Group,ORG | ||
| Reynolds American,ORG | ||
| Becton Dickinson,ORG | ||
| Priceline Group,ORG | ||
| Broadcom,ORG | ||
| Tenneco,ORG | ||
| Campbell Soup,ORG | ||
| AECOM,ORG | ||
| Visteon,ORG | ||
| Delek US Holdings,ORG | ||
| Dover,ORG | ||
| BorgWarner,ORG | ||
| Jarden,ORG | ||
| UGI,ORG | ||
| Murphy Oil,ORG | ||
| PVH,ORG | ||
| Core-Mark Holding,ORG | ||
| Calpine,ORG | ||
| D.R. Horton,ORG | ||
| Weyerhaeuser,ORG | ||
| KKR,ORG | ||
| FMC Technologies,ORG | ||
| American Family Insurance Group,ORG | ||
| SpartanNash,ORG | ||
| WESCO International,ORG | ||
| Quanta Services,ORG | ||
| Mohawk Industries,ORG | ||
| Motorola Solutions,ORG | ||
| Lennar,ORG | ||
| TravelCenters of America,ORG | ||
| Sealed Air,ORG | ||
| Eversource Energy,ORG | ||
| Coca-Cola Enterprises,ORG | ||
| Celgene,ORG | ||
| Williams,ORG | ||
| Ashland,ORG | ||
| Interpublic Group,ORG | ||
| Blackstone Group,ORG | ||
| Ralph Lauren,ORG | ||
| Quest Diagnostics,ORG | ||
| Hershey,ORG | ||
| Terex,ORG | ||
| Boston Scientific,ORG | ||
| Newmont Mining,ORG | ||
| Allergan,ORG | ||
| O'Reilly Automotive,ORG | ||
| Casey's General Stores,ORG | ||
| CMS Energy,ORG | ||
| Foot Locker,ORG | ||
| W.R. Berkley,ORG | ||
| PetSmart,ORG | ||
| Pacific Life,ORG | ||
| Commercial Metals,ORG | ||
| Agilent Technologies,ORG | ||
| Huntington Ingalls Industries,ORG | ||
| Mutual of Omaha Insurance,ORG | ||
| Live Nation Entertainment,ORG | ||
| Dick's Sporting Goods,ORG | ||
| Oshkosh,ORG | ||
| Celanese,ORG | ||
| Spirit AeroSystems Holdings,ORG | ||
| United Natural Foods,ORG | ||
| Peabody Energy,ORG | ||
| Owens-Illinois,ORG | ||
| Dillard's,ORG | ||
| Level 3 Communications,ORG | ||
| Pantry,ORG | ||
| LKQ,ORG | ||
| Integrys Energy Group,ORG | ||
| Symantec,ORG | ||
| Buckeye Partners,ORG | ||
| Ryder System,ORG | ||
| SanDisk,ORG | ||
| Rockwell Automation,ORG | ||
| Dana Holding,ORG | ||
| Lansing Trade Group,ORG | ||
| NCR,ORG | ||
| Expeditors International of Washington,ORG | ||
| Omnicare,ORG | ||
| AK Steel Holding,ORG | ||
| Fifth Third Bancorp,ORG | ||
| Seaboard,ORG | ||
| NiSource,ORG | ||
| Cablevision Systems,ORG | ||
| Anixter International,ORG | ||
| EMCOR Group,ORG | ||
| Fidelity National Information Services,ORG | ||
| Barnes & Noble,ORG | ||
| KBR,ORG | ||
| Auto-Owners Insurance,ORG | ||
| Jones Financial,ORG | ||
| Avery Dennison,ORG | ||
| NetApp,ORG | ||
| iHeartMedia,ORG | ||
| Discovery Communications,ORG | ||
| Harley-Davidson,ORG | ||
| Sanmina,ORG | ||
| Trinity Industries,ORG | ||
| J.B. Hunt Transport Services,ORG | ||
| Charles Schwab,ORG | ||
| Erie Insurance Group,ORG | ||
| Dr Pepper Snapple Group,ORG | ||
| Ameren,ORG | ||
| Mattel,ORG | ||
| Laboratory Corp. of America,ORG | ||
| TEGNA,ORG | ||
| Starwood Hotels & Resorts,ORG | ||
| General Cable,ORG | ||
| A-Mark Precious Metals,ORG | ||
| Graybar Electric,ORG | ||
| Energy Future Holdings,ORG | ||
| HRG Group,ORG | ||
| MRC Global,ORG | ||
| Spectra Energy,ORG | ||
| Asbury Automotive Group,ORG | ||
| Packaging Corp. of America,ORG | ||
| Windstream Holdings,ORG | ||
| PulteGroup,ORG | ||
| JetBlue Airways,ORG | ||
| Newell Rubbermaid,ORG | ||
| Con-way,ORG | ||
| Calumet Specialty Products Partners,ORG | ||
| Expedia,ORG | ||
| American Financial Group,ORG | ||
| Tractor Supply,ORG | ||
| United Rentals,ORG | ||
| Ingredion,ORG | ||
| Navient,ORG | ||
| MeadWestvaco,ORG | ||
| AGL Resources,ORG | ||
| St. Jude Medical,ORG | ||
| J.M. Smucker,ORG | ||
| Western Union,ORG | ||
| Clorox,ORG | ||
| Domtar,ORG | ||
| Kelly Services,ORG | ||
| Old Republic International,ORG | ||
| Advanced Micro Devices,ORG | ||
| Netflix,ORG | ||
| Booz Allen Hamilton Holding,ORG | ||
| Quintiles Transnational Holdings,ORG | ||
| Wynn Resorts,ORG | ||
| Jones Lang LaSalle,ORG | ||
| Regions Financial,ORG | ||
| CH2M Hill,ORG | ||
| Western & Southern Financial Group,ORG | ||
| Lithia Motors,ORG | ||
| salesforce.com,ORG | ||
| Alaska Air Group,ORG | ||
| Host Hotels & Resorts,ORG | ||
| Harman International Industries,ORG | ||
| Amphenol,ORG | ||
| Realogy Holdings,ORG | ||
| Essendant,ORG | ||
| Hanesbrands,ORG | ||
| Kindred Healthcare,ORG | ||
| ARRIS Group,ORG | ||
| Insight Enterprises,ORG | ||
| Alliance Data Systems,ORG | ||
| LifePoint Health,ORG | ||
| Pioneer Natural Resources,ORG | ||
| Wyndham Worldwide,ORG | ||
| Owens Corning,ORG | ||
| Alleghany,ORG | ||
| McGraw Hill Financial,ORG | ||
| Big Lots,ORG | ||
| Northern Tier Energy,ORG | ||
| Hexion,ORG | ||
| Markel,ORG | ||
| Noble Energy,ORG | ||
| Leidos Holdings,ORG | ||
| Rockwell Collins,ORG | ||
| Airgas,ORG | ||
| Sprague Resources,ORG | ||
| YRC Worldwide,ORG | ||
| Hanover Insurance Group,ORG | ||
| Fiserv,ORG | ||
| Lorillard,ORG | ||
| American Tire Distributors Holdings,ORG | ||
| ABM Industries,ORG | ||
| Sonoco Products,ORG | ||
| Harris,ORG | ||
| Telephone & Data Systems,ORG | ||
| WEC Energy Group,ORG | ||
| Linn Energy,ORG | ||
| Raymond James Financial,ORG | ||
| Berry Plastics Group,ORG | ||
| Regency Energy Partners,ORG | ||
| SCANA,ORG | ||
| Cincinnati Financial,ORG | ||
| Atmos Energy,ORG | ||
| Pepco Holdings,ORG | ||
| Flowserve,ORG | ||
| Simon Property Group,ORG | ||
| Constellation Brands,ORG | ||
| Quad/Graphics,ORG | ||
| Burlington Stores,ORG | ||
| Neiman Marcus Group,ORG | ||
| Bemis,ORG | ||
| Coach,ORG | ||
| Continental Resources,ORG | ||
| Ascena Retail Group,ORG | ||
| Zoetis,ORG | ||
| Orbital ATK,ORG | ||
| Frontier Communications,ORG | ||
| Levi Strauss,ORG | ||
| SPX,ORG | ||
| CF Industries Holdings,ORG | ||
| Michaels Cos.,ORG | ||
| M&T Bank Corp.,ORG | ||
| Rush Enterprises,ORG | ||
| Aleris,ORG | ||
| Nexeo Solutions Holdings,ORG | ||
| Keurig Green Mountain,ORG | ||
| Superior Energy Services,ORG | ||
| Williams-Sonoma,ORG | ||
| Robert Half International,ORG | ||
| Nvidia,ORG | ||
| First American Financial,ORG | ||
| Zimmer Biomet Holdings,ORG | ||
| MDU Resources Group,ORG | ||
| Juniper Networks,ORG | ||
| Arthur J. Gallagher,ORG | ||
| Colfax,ORG | ||
| Cliffs Natural Resources,ORG | ||
| Yahoo,ORG | ||
| MasTec,ORG | ||
| Lam Research,ORG | ||
| Axiall,ORG | ||
| Intercontinental Exchange,ORG | ||
| Cintas,ORG | ||
| Coty,ORG | ||
| CA,ORG | ||
| Andersons,ORG | ||
| Valspar,ORG | ||
| Northern Trust,ORG | ||
| Intuit,ORG | ||
| Tutor Perini,ORG | ||
| Polaris Industries,ORG | ||
| Hospira,ORG | ||
| FM Global,ORG | ||
| NVR,ORG | ||
| Liberty Media,ORG | ||
| Edgewell Personal Care,ORG | ||
| Bloomin' Brands,ORG | ||
| Avaya,ORG | ||
| Westlake Chemical,ORG | ||
| Hyatt Hotels,ORG | ||
| Mead Johnson Nutrition,ORG | ||
| Activision Blizzard,ORG | ||
| Protective Life,ORG | ||
| Envision Healthcare Holdings,ORG | ||
| Fortune Brands Home & Security,ORG | ||
| RPM International,ORG | ||
| VWR,ORG | ||
| LPL Financial Holdings,ORG | ||
| KeyCorp,ORG | ||
| Swift Transportation,ORG | ||
| Alpha Natural Resources,ORG | ||
| Hasbro,ORG | ||
| Resolute Forest Products,ORG | ||
| Tiffany,ORG | ||
| McCormick,ORG | ||
| Graphic Packaging Holding,ORG | ||
| Greif,ORG | ||
| Allegheny Technologies,ORG | ||
| Securian Financial Group,ORG | ||
| B/E Aerospace,ORG | ||
| Exelis,ORG | ||
| Adobe Systems,ORG | ||
| Molson Coors Brewing,ORG | ||
| Roundy's,ORG | ||
| CNO Financial Group,ORG | ||
| Adams Resources & Energy,ORG | ||
| Belk,ORG | ||
| Chipotle Mexican Grill,ORG | ||
| American Tower,ORG | ||
| FMC,ORG | ||
| Hillshire Brands,ORG | ||
| AmTrust Financial Services,ORG | ||
| Brunswick,ORG | ||
| Patterson,ORG | ||
| Southwestern Energy,ORG | ||
| Ametek,ORG | ||
| T. Rowe Price,ORG | ||
| Torchmark,ORG | ||
| Darling Ingredients,ORG | ||
| Leggett & Platt,ORG | ||
| Watsco,ORG | ||
| Crestwood Equity Partners,ORG | ||
| Xylem,ORG | ||
| Silgan Holdings,ORG | ||
| Toll Brothers,ORG | ||
| Manitowoc,ORG | ||
| Science Applications International,ORG | ||
| Carlyle Group,ORG | ||
| Timken,ORG | ||
| Genesis Energy,ORG | ||
| WPX Energy,ORG | ||
| CareFusion,ORG | ||
| Pitney Bowes,ORG | ||
| Ingles Markets,ORG | ||
| PolyOne,ORG | ||
| Brookdale Senior Living,ORG | ||
| CommScope Holding,ORG | ||
| Meritor,ORG | ||
| Joy Global,ORG | ||
| Unified Grocers,ORG | ||
| Triumph Group,ORG | ||
| Magellan Health,ORG | ||
| Sally Beauty Holdings,ORG | ||
| Flowers Foods,ORG | ||
| Abercrombie & Fitch,ORG | ||
| New Jersey Resources,ORG | ||
| Fastenal,ORG | ||
| NII Holdings,ORG | ||
| Consol Energy,ORG | ||
| USG,ORG | ||
| Brink's,ORG | ||
| Helmerich & Payne,ORG | ||
| Lexmark International,ORG | ||
| American Axle & Manufacturing,ORG | ||
| Crown Castle International,ORG | ||
| Targa Energy,ORG | ||
| Oceaneering International,ORG | ||
| Cabot,ORG | ||
| CIT Group,ORG | ||
| Cabela's,ORG | ||
| Forest Laboratories,ORG | ||
| DCP Midstream Partners,ORG | ||
| Ryerson Holding,ORG | ||
| QEP Resources,ORG | ||
| Thor Industries,ORG | ||
| HSN,ORG | ||
| Graham Holdings,ORG | ||
| Electronic Arts,ORG | ||
| Boise Cascade,ORG | ||
| Hub Group,ORG | ||
| CACI International,ORG | ||
| Roper Technologies,ORG | ||
| Towers Watson,ORG | ||
| Smart & Final Stores,ORG | ||
| Big Heart Pet Brands,ORG | ||
| Fossil Group,ORG | ||
| Nasdaq OMX Group,ORG | ||
| Country Financial,ORG | ||
| Snap-on,ORG | ||
| Pinnacle West Capital,ORG | ||
| EchoStar,ORG | ||
| Systemax,ORG | ||
| WhiteWave Foods,ORG | ||
| CUNA Mutual Group,ORG | ||
| Cooper Tire & Rubber,ORG | ||
| ADT,ORG | ||
| Cerner,ORG | ||
| Clean Harbors,ORG | ||
| First Solar,ORG | ||
| Lennox International,ORG | ||
| Enable Midstream Partners,ORG | ||
| Hubbell,ORG | ||
| Unisys,ORG | ||
| Alliant Energy,ORG | ||
| Welltower,ORG | ||
| Moody's,ORG | ||
| C.R. Bard,ORG | ||
| Urban Outfitters,ORG | ||
| Church & Dwight,ORG | ||
| American Eagle Outfitters,ORG | ||
| Oaktree Capital Group,ORG | ||
| Regal Beloit,ORG | ||
| Tailored Brands,ORG | ||
| Cooper-Standard Holdings,ORG | ||
| W.R. Grace,ORG | ||
| Ulta Salon Cosmetics & Fragrance,ORG | ||
| Hawaiian Electric Industries,ORG | ||
| SkyWest,ORG | ||
| Green Plains,ORG | ||
| LVB Acquisition,ORG | ||
| NBTY,ORG | ||
| Carlisle,ORG | ||
| United Refining,ORG | ||
| Tesla Motors,ORG | ||
| Groupon,ORG | ||
| Landstar System,ORG | ||
| Patterson-UTI Energy,ORG | ||
| EP Energy,ORG | ||
| ON Semiconductor,ORG | ||
| Rent-A-Center,ORG | ||
| SunGard Data Systems,ORG | ||
| Citrix Systems,ORG | ||
| Amkor Technology,ORG | ||
| TD Ameritrade Holding,ORG | ||
| Worthington Industries,ORG | ||
| Valmont Industries,ORG | ||
| Iron Mountain,ORG | ||
| Puget Energy,ORG | ||
| CME Group,ORG | ||
| IAC/InterActiveCorp,ORG | ||
| Par Pacific Holdings,ORG | ||
| Taylor Morrison Home,ORG | ||
| Chiquita Brands International,ORG | ||
| International Flavors & Fragrances,ORG | ||
| Whiting Petroleum,ORG | ||
| Under Armour,ORG | ||
| Ventas,ORG | ||
| NuStar Energy,ORG | ||
| Select Medical Holdings,ORG | ||
| Diebold,ORG | ||
| American National Insurance,ORG | ||
| Varian Medical Systems,ORG | ||
| Apollo Education Group,ORG | ||
| Westinghouse Air Brake Technologies,ORG | ||
| SunPower,ORG | ||
| Warner Music Group,ORG | ||
| American Water Works,ORG | ||
| H&R Block,ORG | ||
| Mercury General,ORG | ||
| TECO Energy,ORG | ||
| Service Corp. International,ORG | ||
| Vulcan Materials,ORG | ||
| Brown-Forman,ORG | ||
| Regal Entertainment Group,ORG | ||
| Tempur Sealy International,ORG | ||
| Steelcase,ORG | ||
| MWI Veterinary Supply,ORG | ||
| RS Legacy,ORG | ||
| Sprouts Farmers Market,ORG | ||
| Sabre,ORG | ||
| Martin Marietta Materials,ORG | ||
| Huntington Bancshares,ORG | ||
| Alere,ORG | ||
| TreeHouse Foods,ORG | ||
| Arch Coal,ORG | ||
| KLA-Tencor,ORG | ||
| Crane,ORG | ||
| Iasis Healthcare,ORG | ||
| BWX Technologies,ORG | ||
| Dentsply Sirona,ORG | ||
| Tribune Media,ORG | ||
| ScanSource,ORG | ||
| Univision Communications,ORG | ||
| Brinker International,ORG | ||
| Archrock,ORG | ||
| Carter's,ORG | ||
| Analog Devices,ORG | ||
| Genesco,ORG | ||
| Scotts Miracle-Gro,ORG | ||
| Convergys,ORG | ||
| Exide Technologies,ORG | ||
| WABCO Holdings,ORG | ||
| Kennametal,ORG | ||
| Amerco,ORG | ||
| Bon-Ton Stores,ORG | ||
| Team Health Holdings,ORG | ||
| Regeneron Pharmaceuticals,ORG | ||
| OneMain Holdings,ORG | ||
| Lincoln Electric Holdings,ORG | ||
| Dresser-Rand Group,ORG | ||
| West,ORG | ||
| Benchmark Electronics,ORG | ||
| Pall,ORG | ||
| Old Dominion Freight Line,ORG | ||
| MSC Industrial Direct,ORG | ||
| Sentry Insurance Group,ORG | ||
| Sigma-Aldrich,ORG | ||
| WGL Holdings,ORG | ||
| Weis Markets,ORG | ||
| Sanderson Farms,ORG | ||
| StanCorp Financial Group,ORG | ||
| Hyster-Yale Materials Handling,ORG | ||
| Wolverine World Wide,ORG | ||
| DST Systems,ORG | ||
| Legg Mason,ORG | ||
| Teradata,ORG | ||
| Aaron's,ORG | ||
| Antero Resources,ORG | ||
| Metaldyne Performance Group,ORG | ||
| Range Resources,ORG | ||
| Vornado Realty Trust,ORG | ||
| Boyd Gaming,ORG | ||
| Covance,ORG | ||
| Armstrong World Industries,ORG | ||
| Cracker Barrel Old Country Store,ORG | ||
| Chico's FAS,ORG | ||
| Scripps Networks Interactive,ORG | ||
| Universal Forest Products,ORG | ||
| Concho Resources,ORG | ||
| ITT,ORG | ||
| HCC Insurance Holdings,ORG | ||
| Moog,ORG | ||
| IMS Health Holdings,ORG | ||
| Cinemark Holdings,ORG | ||
| Comerica,ORG | ||
| Equity Residential,ORG | ||
| Ryland Group,ORG | ||
| GNC Holdings,ORG | ||
| ArcBest,ORG | ||
| Vectren,ORG | ||
| Curtiss-Wright,ORG | ||
| Tupperware Brands,ORG | ||
| Westar Energy,ORG | ||
| Albemarle,ORG | ||
| AptarGroup,ORG | ||
| Pinnacle Foods,ORG | ||
| Penn National Gaming,ORG | ||
| J.Crew Group,ORG | ||
| Vantiv,ORG | ||
| Kansas City Southern,ORG | ||
| Caleres,ORG | ||
| Nu Skin Enterprises,ORG | ||
| Great Plains Energy,ORG | ||
| Kirby,ORG | ||
| General Growth Properties,ORG | ||
| Broadridge Financial Solutions,ORG | ||
| Stericycle,ORG | ||
| Global Payments,ORG | ||
| Nortek,ORG | ||
| Schnitzer Steel Industries,ORG | ||
| Universal,ORG | ||
| ANN,ORG | ||
| Hologic,ORG | ||
| Panera Bread,ORG | ||
| AOL,ORG | ||
| SM Energy,ORG | ||
| Paychex,ORG | ||
| PriceSmart,ORG | ||
| Autodesk,ORG | ||
| Affiliated Managers Group,ORG | ||
| Tops Holding,ORG | ||
| Dynegy,ORG | ||
| DSW,ORG | ||
| Vishay Intertechnology,ORG | ||
| Mettler-Toledo International,ORG | ||
| SunEdison,ORG | ||
| Tetra Tech,ORG | ||
| Momentive Performance Materials,ORG | ||
| EnerSys,ORG | ||
| Donaldson,ORG | ||
| EQT,ORG | ||
| Monster Beverage,ORG | ||
| PC Connection,ORG | ||
| Total System Services,ORG | ||
| ServiceMaster Global Holdings,ORG | ||
| Medical Mutual of Ohio,ORG | ||
| Applied Industrial Technologies,ORG | ||
| Maxim Integrated Products,ORG | ||
| OGE Energy,ORG | ||
| A. Schulman,ORG | ||
| Equinix,ORG | ||
| Mednax,ORG | ||
| Equifax,ORG | ||
| CalAtlantic Group,ORG | ||
| Denbury Resources,ORG | ||
| Cimarex Energy,ORG | ||
| Mutual of America Life Insurance,ORG | ||
| Guess,ORG | ||
| Post Holdings,ORG | ||
| HealthSouth,ORG | ||
| Ferrellgas Partners,ORG | ||
| KB Home,ORG | ||
| Boston Properties,ORG | ||
| Trimble Navigation,ORG | ||
| Teledyne Technologies,ORG | ||
| Acuity Brands,ORG | ||
| Skechers U.S.A.,ORG | ||
| Xilinx,ORG | ||
| Plexus,ORG | ||
| Newfield Exploration,ORG | ||
| TransDigm Group,ORG | ||
| Kar Auction Services,ORG | ||
| Mueller Industries,ORG | ||
| Zions Bancorp.,ORG | ||
| Insperity,ORG | ||
| XPO Logistics,ORG | ||
| Sears Hometown & Outlet Stores,ORG | ||
| A.O. Smith,ORG | ||
| Alliance One International,ORG | ||
| Take-Two Interactive Software,ORG | ||
| hhgregg,ORG | ||
| RPC,ORG | ||
| NewMarket,ORG | ||
| Beacon Roofing Supply,ORG | ||
| Edwards Lifesciences,ORG | ||
| Triple-S Management,ORG | ||
| Hawaiian Holdings,ORG | ||
| Heartland Payment Systems,ORG | ||
| Belden,ORG | ||
| Magellan Midstream Partners,ORG | ||
| Outerwall,ORG | ||
| KapStone Paper & Packaging,ORG | ||
| Alliance Holdings,ORG | ||
| Skyworks Solutions,ORG | ||
| Ciena,ORG | ||
| Granite Construction,ORG | ||
| Education Management,ORG | ||
| Party City Holdings,ORG | ||
| HCP,ORG | ||
| Parexel International,ORG | ||
| Delta Tucker Holdings,ORG | ||
| Pinnacle Entertainment,ORG | ||
| Stifel Financial,ORG | ||
| Pool,ORG | ||
| Olin,ORG | ||
| Knights of Columbus,ORG | ||
| PerkinElmer,ORG | ||
| Alexion Pharmaceuticals,ORG | ||
| IHS,ORG | ||
| Oil States International,ORG | ||
| HNI,ORG | ||
| LinkedIn,ORG | ||
| Diplomat Pharmacy,ORG | ||
| Brocade Communications Systems,ORG | ||
| Greenbrier Cos.,ORG | ||
| AMC Networks,ORG | ||
| Kemper,ORG | ||
| Ocwen Financial,ORG | ||
| Public Storage,ORG | ||
| TriNet Group,ORG | ||
| Chemtura,ORG | ||
| Symetra Financial,ORG | ||
| Tower International,ORG | ||
| Meritage Homes,ORG | ||
| MarkWest Energy Partners,ORG | ||
| Bio-Rad Laboratories,ORG | ||
| TrueBlue,ORG | ||
| Cabot Oil & Gas,ORG | ||
| Carpenter Technology,ORG | ||
| Toro,ORG | ||
| American Equity Investment Life Holding,ORG | ||
| Express,ORG | ||
| Eastman Kodak,ORG | ||
| Hain Celestial Group,ORG | ||
| Nationstar Mortgage Holdings,ORG | ||
| IDEX,ORG | ||
| Popular,ORG | ||
| Werner Enterprises,ORG | ||
| Esterline Technologies,ORG | ||
| Intuitive Surgical,ORG | ||
| Allison Transmission Holdings,ORG | ||
| SemGroup,ORG | ||
| Southwest Gas,ORG | ||
| G-III Apparel Group,ORG | ||
| National Fuel Gas,ORG | ||
| H.B. Fuller,ORG | ||
| Penn Mutual Life Insurance,ORG | ||
| RCS Capital,ORG | ||
| Columbia Sportswear,ORG | ||
| Amica Mutual Insurance,ORG | ||
| Primoris Services,ORG | ||
| Energen,ORG | ||
| Rexnord,ORG | ||
| Seventy Seven Energy,ORG | ||
| Waste Connections,ORG | ||
| "Pep Boys-Manny, Moe & Jack",ORG | ||
| Harsco,ORG | ||
| Hovnanian Enterprises,ORG | ||
| Willbros Group,ORG | ||
| Wendy's,ORG | ||
| International Game Technology,ORG | ||
| Synopsys,ORG | ||
| Universal American,ORG | ||
| AAR,ORG | ||
| Selective Insurance Group,ORG | ||
| Gartner,ORG | ||
| E*Trade Financial,ORG |
Sorry, the diff of this file is too big to display
+1
-1
@@ -79,3 +79,3 @@ /target | ||
| # data files | ||
| *.csv | ||
| # *.csv | ||
| *.json | ||
@@ -82,0 +82,0 @@ *.xlsx |
+3
-2
@@ -539,3 +539,3 @@ # This file is automatically @generated by Cargo. | ||
| name = "quickner" | ||
| version = "0.0.1-alpha.14" | ||
| version = "0.0.1-alpha.15" | ||
| dependencies = [ | ||
@@ -549,4 +549,5 @@ "pyo3", | ||
| name = "quickner-core" | ||
| version = "0.0.1-alpha.14" | ||
| version = "0.0.1-alpha.15" | ||
| dependencies = [ | ||
| "aho-corasick", | ||
| "clap", | ||
@@ -553,0 +554,0 @@ "csv", |
+1
-1
| [package] | ||
| name = "quickner" | ||
| version = "0.0.1-alpha.14" | ||
| version = "0.0.1-alpha.15" | ||
| edition = "2021" | ||
@@ -5,0 +5,0 @@ authors = ["Omar MHAIMDAT"] |
| [package] | ||
| name = "quickner-core" | ||
| version = "0.0.1-alpha.14" | ||
| version = "0.0.1-alpha.15" | ||
| edition = "2021" | ||
@@ -29,1 +29,2 @@ authors = ["Omar MHAIMDAT"] | ||
| sha2 = "0.10.6" | ||
| aho-corasick = "0.7.18" |
@@ -7,5 +7,6 @@ use crate::{ | ||
| }; | ||
| use aho_corasick::AhoCorasick; | ||
| use log::{error, info, warn}; | ||
| use rayon::prelude::*; | ||
| use std::{collections::HashMap, path::Path}; | ||
| use std::{collections::HashMap, path::Path, sync::Arc}; | ||
| use std::{ | ||
@@ -118,2 +119,60 @@ collections::HashSet, | ||
| pub(crate) fn find_index_using_aho_corasick( | ||
| text: String, | ||
| aho_corasick: Arc<AhoCorasick>, | ||
| entites: Vec<Entity>, | ||
| ) -> Option<Vec<(usize, usize, String)>> { | ||
| let mut annotations = Vec::new(); | ||
| for mat in aho_corasick.find_iter(&text) { | ||
| let start = mat.start(); | ||
| let end = mat.end(); | ||
| let label = entites[mat.pattern()].label.to_string(); | ||
| let name = entites[mat.pattern()].name.to_string(); | ||
| let target_len = name.len(); | ||
| let mut chars = text.chars(); | ||
| if start == 0 { | ||
| annotations.push((start, end, label)); | ||
| continue; | ||
| } | ||
| if chars.nth(start - 1).unwrap_or_else(|| 'N').is_whitespace() { | ||
| annotations.push((start, end, label)); | ||
| continue; | ||
| } | ||
| if chars | ||
| .nth(start - 1) | ||
| .unwrap_or_else(|| 'N') | ||
| .is_ascii_punctuation() | ||
| { | ||
| annotations.push((start, end, label)); | ||
| continue; | ||
| } | ||
| if (start + target_len) == text.len() { | ||
| annotations.push((start, end, label)); | ||
| continue; | ||
| } | ||
| if chars.nth(start + target_len).unwrap_or('N').is_whitespace() { | ||
| annotations.push((start, end, label)); | ||
| continue; | ||
| } | ||
| if chars | ||
| .nth(start + target_len) | ||
| .unwrap_or('N') | ||
| .is_ascii_punctuation() | ||
| && text.chars().nth(start + target_len).unwrap() != '.' | ||
| && (start > 0 && text.chars().nth(start - 1).unwrap() != '.') | ||
| { | ||
| annotations.push((start, end, label)); | ||
| } | ||
| } | ||
| // Unique annotations | ||
| annotations.sort_by(|a, b| a.0.cmp(&b.0)); | ||
| annotations.dedup(); | ||
| // Sort annotations by start index | ||
| if !annotations.is_empty() { | ||
| Some(annotations) | ||
| } else { | ||
| None | ||
| } | ||
| } | ||
| /// Annotate the texts with the entities | ||
@@ -140,2 +199,8 @@ /// # Example | ||
| pb.set_message("Annotating texts"); | ||
| let patterns = self | ||
| .entities | ||
| .iter() | ||
| .map(|entity| entity.name.as_str()) | ||
| .collect::<Vec<&str>>(); | ||
| let aho_corasick = Arc::new(AhoCorasick::new(patterns)); | ||
| self.documents.par_iter_mut().for_each(|document| { | ||
@@ -146,10 +211,8 @@ let mut t = document.text.clone(); | ||
| } | ||
| let index = Quickner::find_index(t, self.entities.clone()); | ||
| // let patterns = self | ||
| // .entities | ||
| // .iter() | ||
| // .map(|entity| entity.name.as_str()) | ||
| // .collect::<Vec<&str>>(); | ||
| // let aho_corasick = AhoCorasick::new(patterns); | ||
| // let index = Quickner::find_index_using_aho_corasick(t, aho_corasick); | ||
| // ahocorasick implementation | ||
| let index = Quickner::find_index_using_aho_corasick( | ||
| t, | ||
| aho_corasick.clone(), | ||
| self.entities.clone(), | ||
| ); | ||
| let mut index = match index { | ||
@@ -342,2 +405,13 @@ Some(index) => index, | ||
| info!("{} annotations found", self.documents.len()); | ||
| let len_entities = self.entities.len(); | ||
| let len_documents = self.documents.len(); | ||
| let number_of_checks = len_entities * len_documents; | ||
| // Transform number of checks to a human readable string | ||
| let number_of_checks = match number_of_checks { | ||
| 0..=1000 => format!("{}", number_of_checks), | ||
| 1001..=1000000 => format!("{:.2}K", number_of_checks as f64 / 1000.0), | ||
| 1000001..=1000000000 => format!("{:.2}M", number_of_checks as f64 / 1000000.0), | ||
| _ => format!("{:.2}B", number_of_checks as f64 / 1000000000.0), | ||
| }; | ||
| info!("Number of unique checks: {}", number_of_checks); | ||
| // annotations.save(&config.annotations.output.path); | ||
@@ -344,0 +418,0 @@ if save { |
+10
-1
| all: build test | ||
| install: setup build | ||
| .PHONY: build | ||
@@ -7,2 +8,10 @@ build: | ||
| test: | ||
| python tests/test.py | ||
| python tests/test.py | ||
| setup: | ||
| python3 -m venv env && source env/bin/activate | ||
| pip install maturin | ||
| .PHONY: bench | ||
| bench: | ||
| python tests/performance.py |
+1
-1
| Metadata-Version: 2.1 | ||
| Name: quickner | ||
| Version: 0.0.1a14 | ||
| Version: 0.0.1a15 | ||
| Classifier: Programming Language :: Rust | ||
@@ -5,0 +5,0 @@ Classifier: Programming Language :: Python :: Implementation :: CPython |
Alert delta unavailable
Currently unable to show alert delta for PyPI packages.
Improved metrics
- Total package byte prevSize
39172160
88.93%- Number of package files
32
6.67%