Broadcast Variables and PySpark Accumulators
Learn how to efficiently share read-only data and aggregate results in a distributed manner.
Broadcast variables and Accumulators are powerful features in PySpark that enable efficient sharing of read-only data across all nodes in a cluster and aggregating results in a distributed manner, respectively. Let’s understand each of these two important concepts in this lesson.
Broadcast variables
The broadcast variables in PySpark are read-only shared variables that are cached and made available on all nodes in a cluster to access or use by the tasks. They are used to efficiently share large, read-only data across distributed tasks to reduce communication costs. Instead of sending the data along with every task, PySpark broadcasts the variable to the worker nodes, allowing tasks to access the cached data locally.
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Broadcast variables
How do PySpark broadcast variables work?
- PySpark breaks the job into stages with distributed shuffling, and actions are executed within each stage.
- The later stages are further broken down into tasks.
- PySpark broadcasts the common data required by tasks within each stage.
- The broadcast data is serialized and cached on each worker node, and it’s deserialized before executing each task.
Creating a PySpark broadcast variable
To create a PySpark broadcast variable, we can use the SparkContext object’s broadcast(v) method. We can create a PySpark broadcast variable example by first defining a variable and then broadcasting it to all worker nodes.
Here’s how we can create a broadcast variable in PySpark:
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main.py
employers.csv
rank,company,industries,country_territory,employees,publish_year1,Samsung Electronics,Conglomerate,South Korea,270372,20232,Microsoft,"IT, Internet, Software & Services",United States,221000,20233,Alphabet,"IT, Internet, Software & Services",United States,190234,20234,Apple,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,164000,20235,Ferrari,Automotive (Automotive and Suppliers),Italy,4919,20236,IBM,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,288300,20237,Adobe,"IT, Internet, Software & Services",United States,29000,20238,Costco Wholesale,Retail and Wholesale,United States,314000,20239,BMW Group,Automotive (Automotive and Suppliers),Germany,149475,202310,Cisco Systems,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,83300,202311,AIRBUS,Aerospace & Defense,Netherlands,134267,202312,Adidas,"Clothing, Shoes, Sports Equipment",Germany,59258,202313,Lockheed Martin,Aerospace & Defense,United States,116000,202314,Rolex,"Clothing, Shoes, Sports Equipment",Switzerland,14000,202315,Dell Technologies,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,133000,202316,Rossmann,Retail and Wholesale,Germany,60500,202317,PayPal,Banking and Financial Services,United States,29900,202318,Delta Air Lines,Transportation and Logistics,United States,90000,202319,Bosch,Automotive (Automotive and Suppliers),Germany,421000,202320,Nike,"Clothing, Shoes, Sports Equipment",United States,83700,202321,Honda Motor,Automotive (Automotive and Suppliers),Japan,197039,202322,Sony,Conglomerate,Japan,110000,202323,Lego Group,Packaged Goods,Denmark,27000,202324,Decathlon,Retail and Wholesale,France,104116,202325,Pfizer,Drugs & Biotechnology,United States,83300,202326,Dr. Oetker,"Food, Soft Beverages, Alcohol & Tobacco",Germany,17900,202327,Mercedes-Benz Group,Automotive (Automotive and Suppliers),Germany,170000,202328,Marriott International,Travel & Leisure ,United States,377000,202329,DM,Retail and Wholesale,Germany,71620,202330,Puma,"Clothing, Shoes, Sports Equipment",Germany,20000,202331,IKEA,Retail and Wholesale,Netherlands,208000,202332,Intel,"IT, Internet, Software & Services",United States,131900,202333,Fraunhofer Society,Healthcare & Social,Germany,30800,202334,Siemens,"Engineering, Manufacturing",Germany,311000,202335,Dassault Group,Aerospace & Defense,France,12400,202336,L'Oréal,Packaged Goods,France,88000,202337,Electricite de France,Utilities,France,171490,202338,Amazon,"IT, Internet, Software & Services",United States,NA,202339,Carl-Zeiss-Stiftung,"Engineering, Manufacturing",Germany,38700,202340,Chanel,"Clothing, Shoes, Sports Equipment",United Kingdom,32000,202341,Volkswagen Group,Automotive (Automotive and Suppliers),Germany,675800,202342,Enel,Utilities,Italy,65178,202343,San Miguel,"Food, Soft Beverages, Alcohol & Tobacco",Philippines,50433,202344,3M,Conglomerate,United States,92000,202345,Mastercard,Banking and Financial Services,United States,29900,202346,Kärcher,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Germany,15330,202347,Erste Group Bank,Banking and Financial Services,Austria,42746,202348,KB Financial Group,Banking and Financial Services,South Korea,17261,202349,Prada,"Clothing, Shoes, Sports Equipment",Italy,13768,202350,Roche Holding,Drugs & Biotechnology,Switzerland,103613,202351,Netflix,Media & Advertising,United States,12800,202352,Northrop Grumman,Aerospace & Defense,United States,95000,202353,Rolls-Royce Holdings,Aerospace & Defense,United Kingdom,44000,202354,Security Bank Corp.,Banking and Financial Services,Philippines,7338,202355,ENBW,Utilities,Germany,26980,202356,Johnson & Johnson,Drugs & Biotechnology,United States,150000,202357,Boeing,Aerospace & Defense,United States,156354,202358,Colgate-Palmolive,Packaged Goods,United States,34000,202359,The Home Depot,Retail and Wholesale,United States,475000,202360,Naval Group,Aerospace & Defense,France,16000,202361,Safran,Aerospace & Defense,France,83000,202362,Oracle,"IT, Internet, Software & Services",United States,170000,202363,Covéa,Insurance,France,24000,202364,MAIF,Insurance,France,8000,202365,Miele Gruppe,"Engineering, Manufacturing",Germany,23300,202366,Novartis,Drugs & Biotechnology,Switzerland,105533,202367,Hyatt Hotels,Travel & Leisure ,United States,130000,202368,"Merck KGaA, Darmstadt, Germany and its affiliates",Drugs & Biotechnology,Germany,64000,202369,Volvo Group,"Engineering, Manufacturing",Sweden,105000,202370,Reliance Industries,Conglomerate,India,389415,202371,DBS Bank,Banking and Financial Services,Singapore,36000,202372,Philips,Health Care Equipment & Services,Netherlands,80000,202373,Ford Motor,Automotive (Automotive and Suppliers),United States,173000,202374,Bain Capital,Banking and Financial Services,United States,1600,202375,Michelin Group,Automotive (Automotive and Suppliers),France,125000,202376,Sanofi ,Drugs & Biotechnology,France,91573,202377,Coca-Cola,"Food, Soft Beverages, Alcohol & Tobacco",United States,700000,202378,Heineken,"Food, Soft Beverages, Alcohol & Tobacco",Netherlands,85000,202379,PGE Polska Grupa Energetyczna,Utilities,Poland,41000,202380,Energie AG Oberoesterreich,Utilities,Austria,4997,202381,Groupe Adeo,Retail and Wholesale,France,155000,202382,Ace Hardware,Retail and Wholesale,United States,5583,202383,Sherwin-Williams,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,64000,202384,Fidelity Investments,Banking and Financial Services,United States,68000,202385,Shopify,"IT, Internet, Software & Services",Canada,11600,202386,Banco Comercial Portugues,Banking and Financial Services,Portugal,15745,202387,eBay,"IT, Internet, Software & Services",United States,11600,202388,Isuzu Motors,Automotive (Automotive and Suppliers),Japan,44495,202389,General Dynamics,Aerospace & Defense,United States,100000,202390,Salesforce,"IT, Internet, Software & Services",United States,72000,202391,Infineon Technologies,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Germany,56200,202392,HP,"IT, Internet, Software & Services",United States,58000,202393,PDD Holdings,Business Services & Supplies,China,12992,202394,Arkema,"Construction, Oil & Gas Operations, Mining and Chemicals",France,21117,202395,BASF,"Construction, Oil & Gas Operations, Mining and Chemicals",Germany,111481,202396,LVMH Moët Hennessy Louis Vuitton,"Clothing, Shoes, Sports Equipment",France,196000,202397,Panasonic,"Engineering, Manufacturing",Japan,233391,202398,Meta Platforms,"IT, Internet, Software & Services",United States,71970,202399,Progressive,Insurance,United States,50000,2023100,Manitou,"Engineering, Manufacturing",France,5000,2023101,Pirelli,Automotive (Automotive and Suppliers),Italy,31300,2023102,Radisson Hotel Group,Travel & Leisure ,Belgium,100000,2023103,Absa Group,Banking and Financial Services,South Africa,35451,2023104,Toyota Group,Automotive (Automotive and Suppliers),Japan,375235,2023105,MTU Aero Engines,Aerospace & Defense,Germany,11000,2023106,Møller-Maersk,Transportation and Logistics,Denmark,104260,2023107,Danone,"Food, Soft Beverages, Alcohol & Tobacco",France,96000,2023108,Alibaba Group,"IT, Internet, Software & Services",China,235216,2023109,KIA,Automotive (Automotive and Suppliers),South Korea,52000,2023110,Beiersdorf,Packaged Goods,Germany,21640,2023111,Labortoires Pierre Fabre,Drugs & Biotechnology,France,9600,2023112,Boston Scientific,Health Care Equipment & Services,United States,45000,2023113,Intuit,"IT, Internet, Software & Services",United States,17300,2023114,SK Group,Conglomerate,South Korea,117590,2023115,Insight Enterprises,"IT, Internet, Software & Services",United States,13448,2023116,SAP,"IT, Internet, Software & Services",Germany,105000,2023117,Hilton Worldwide Holdings,Travel & Leisure ,United States,45000,2023118,B. Braun,Health Care Equipment & Services,Germany,65000,2023119,Dyson,"Engineering, Manufacturing",Singapore,14000,2023120,American Express,Banking and Financial Services,United States,77300,2023121,JD.com,Retail and Wholesale,China,45000,2023122,OpenText,"IT, Internet, Software & Services",Canada,24000,2023123,Viatris,Drugs and Biotechnology,United States,37000,2023124,Caterpillar,"Engineering, Manufacturing",United States,109100,2023125,IHG Hotels & Resorts,Travel & Leisure ,United Kingdom,345000,2023126,Covestro,"Construction, Oil & Gas Operations, Mining and Chemicals",Germany,18000,2023127,Hewlett Packard Enterprise,"IT, Internet, Software & Services",United States,60000,2023128,Huawei,"Telecommunications Services, Cable Supplier",China,195000,2023129,Four Seasons Hotels and Resorts,Travel & Leisure ,Canada,45000,2023130,Standard Bank Group,Banking and Financial Services,South Africa,49325,2023131,Bayer ,"Construction, Oil & Gas Operations, Mining and Chemicals",Germany,101369,2023132,Discover Financial Services,Banking and Financial Services,United States,20200,2023133,Fielmann,Retail and Wholesale,Germany,22354,2023134,Sandvik,"Engineering, Manufacturing",Sweden,40000,2023135,Carlsberg,"Food, Soft Beverages, Alcohol & Tobacco",Denmark,39375,2023136,Raytheon Technologies,Aerospace & Defense,United States,182000,2023137,SC Johnson,"Engineering, Manufacturing",United States,13000,2023138,ArianeGroup,Aerospace & Defense,France,8000,2023139,Aéma Groupe,Insurance,France,18000,2023140,Eli Lilly,Drugs & Biotechnology,United States,40000,2023141,Canon,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Japan,180775,2023142,KGHM Polska Miedz,"Construction, Oil & Gas Operations, Mining and Chemicals",Poland,34000,2023143,Danfoss,"Engineering, Manufacturing",Denmark,42000,2023144,BAE Systems,Aerospace & Defense,United Kingdom,35000,2023145,Acer,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Taiwan,7725,2023146,Bonduelle,"Food, Soft Beverages, Alcohol & Tobacco",France,12100,2023147,Capital One,Banking and Financial Services,United States,55943,2023148,Henkel,Packaged Goods,Germany,50000,2023149,TUI Group,Travel & Leisure ,Germany,61091,2023150,Deere & Company,"Engineering, Manufacturing",United States,82000,2023151,Fosun International,Conglomerate,China,108000,2023152,Charles Schwab,Banking and Financial Services,United States,36600,2023153,JPMorgan Chase,Banking and Financial Services,United States,250000,2023154,NVIDIA,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,26196,2023155,Energizer Holdings,"Engineering, Manufacturing",United States,7500,2023156,Plansee Group,"Engineering, Manufacturing",Austria,3500,2023157,ANZ,Banking and Financial Services,Australia,39196,2023158,Hitachi,Conglomerate,Japan,29485,2023159,AAM - American Axle & Manufacturing,Automotive (Automotive and Suppliers),United States,19000,2023160,Hilti,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Liechtenstein,32000,2023161,Naver,"IT, Internet, Software & Services",South Korea,4930,2023162,Metropolitan Bank & Trust,Banking and Financial Services,Philippines,10000,2023163,Asustek Computer,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Taiwan,17000,2023164,Safaricom,Utilities,Kenya,5500,2023165,Schindler,"Engineering, Manufacturing",Switzerland,69000,2023166,Legrand,"Engineering, Manufacturing",France,38000,2023167,Deutsche Telekom,"Telecommunications Services, Cable Supplier",Germany,206800,2023168,Shiseido,"Construction, Oil & Gas Operations, Mining and Chemicals",Japan,34410,2023169,Liebherr Group,"Engineering, Manufacturing",Switzerland,51321,2023170,Shinhan Financial Group,Banking and Financial Services,South Korea,20000,2023171,Bridgestone,"Construction, Oil & Gas Operations, Mining and Chemicals",Japan,129260,2023172,MercadoLibre,Business Services & Supplies,Uruguay,40055,2023173,Walt Disney,Media & Advertising,United States,220000,2023174,Mattel,Packaged Goods,United States,31000,2023175,Renault,Automotive (Automotive and Suppliers),France,105812,2023176,Harley-Davidson,Automotive (Automotive and Suppliers),United States,6300,2023177,Eiffage,"Construction, Oil & Gas Operations, Mining and Chemicals",France,73500,2023178,Hallmark Cards,Media & Advertising,United States,20000,2023179,Mitsubishi Electric,"Engineering, Manufacturing",Japan,149655,2023180,Procter & Gamble,Packaged Goods,United States,106000,2023181,Nintendo,Media & Advertising,Japan,7317,2023182,Illumina,Drugs & Biotechnology,United States,10000,2023183,Tencent Holdings,"IT, Internet, Software & Services",China,108436,2023184,ABB,"Engineering, Manufacturing",Switzerland,105000,2023185,Hugo Boss ,"Clothing, Shoes, Sports Equipment",Germany,17000,2023186,Ayala Corp,Conglomerate,Philippines,47747,2023187,Alstom,"Engineering, Manufacturing",France,70000,2023188,Duke Energy,Utilities,United States,28000,2023189,Saudi Arabian Oil Company (Saudi Aramco),"Construction, Oil & Gas Operations, Mining and Chemicals",Saudi Arabia,70000,2023190,Air France-KLM,Transportation and Logistics,France,42000,2023191,Autodesk,"IT, Internet, Software & Services",United States,13700,2023192,Xiaomi ,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",China,32543,2023193,Lenovo Group,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Hong Kong,77000,2023194,Lindt & Sprungli,"Food, Soft Beverages, Alcohol & Tobacco",Switzerland,14000,2023195,LIXIL,"Engineering, Manufacturing",Japan,55000,2023196,Coca-Cola Europacific Partners,"Food, Soft Beverages, Alcohol & Tobacco",United Kingdom,33000,2023197,ENGIE ,Utilities,France,96454,2023198,GSK,Drugs & Biotechnology,United Kingdom,69400,2023199,Scotiabank,Banking and Financial Services,Canada,90000,2023200,RWE,Utilities,Germany,20000,2023201,bioMerieux,Drugs & Biotechnology,France,13800,2023202,Brunswick,"Engineering, Manufacturing",United States,18500,2023203,Chevron,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,38258,2023204,Nippon Paint,"Construction, Oil & Gas Operations, Mining and Chemicals",Japan,30247,2023205,Clorox,Retail and Wholesale,United States,8700,2023206,Best Buy,Retail and Wholesale,United States,90000,2023207,Kempinski Hotels,Travel & Leisure ,Switzerland,24000,2023208,Hapag-Lloyd,Transportation and Logistics,Germany,13900,2023209,Desjardins Group,Banking and Financial Services,Canada,58774,2023210,Tesco,Retail and Wholesale,United Kingdom,330000,2023211,Douglas,Retail and Wholesale,Germany,18000,2023212,PepsiCo,"Food, Soft Beverages, Alcohol & Tobacco",United States,291000,2023213,Expedia Group,Travel & Leisure ,United States,16500,2023214,FedEx,Transportation and Logistics,United States,558000,2023215,Abbott Laboratories,Drugs & Biotechnology,United States,115000,2023216,Continental,Automotive (Automotive and Suppliers),Germany,199038,2023217,Abu Dhabi National Oil Company,"Construction, Oil & Gas Operations, Mining and Chemicals",United Arab Emirates,31460,2023218,Liberty Mutual,Insurance,United States,50000,2023219,Manulife,Banking and Financial Services,Canada,40000,2023220,Raymond James Financial,Banking and Financial Services,United States,17000,2023221,Qatar Fuel Company (WOQOD),"Construction, Oil & Gas Operations, Mining and Chemicals",Qatar,5000,2023222,Qualcomm,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,51000,2023223,Mitsubishi Motors,Automotive (Automotive and Suppliers),Japan,80000,2023224,Hornbach Holding,Retail and Wholesale,Germany,25000,2023225,General Motors,Automotive (Automotive and Suppliers),United States,165000,2023226,Best Western International,Travel & Leisure ,United States,1000,2023227,BHP Group,"Construction, Oil & Gas Operations, Mining and Chemicals",Australia,80000,2023228,LG ,Conglomerate,South Korea,34645,2023229,Hyundai Motor,Automotive (Automotive and Suppliers),South Korea,292757,2023230,Boehringer Ingelheim,Drugs & Biotechnology,Germany,52000,2023231,Honeywell International,Aerospace & Defense,United States,97000,2023232,Harel Insurance Investments & Financial Services,Insurance,Israel,4940,2023233,Advanced Micro Devices,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,25000,2023234,Corning,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,58000,2023235,Toshiba,Conglomerate,Japan,106648,2023236,Air Canada,Transportation and Logistics,Canada,36000,2023237,Accor,Travel & Leisure ,France,300000,2023238,Regeneron Pharmaceuticals,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,11851,2023239,Murata Manufacturing,"Engineering, Manufacturing",Japan,73164,2023240,Goodyear,Automotive (Automotive and Suppliers),United States,74000,2023241,Reliance Steel,"Engineering, Manufacturing",United States,14000,2023242,Bajaj,Conglomerate,India,36000,2023243,Motorola Solutions,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,8950,2023244,Astra International,Automotive (Automotive and Suppliers),Indonesia,198200,2023245,Ericsson,"Telecommunications Services, Cable Supplier",Sweden,103890,2023246,A2A,Utilities,Italy,12500,2023247,Fujitsu,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Japan,124055,2023248,Deutsche Lufthansa,Transportation and Logistics,Germany,109509,2023249,Deichmann,Retail and Wholesale,Germany,48151,2023250,IHH Healthcare,Healthcare & Social,Malaysia,52261,2023251,Palfinger,"Engineering, Manufacturing",Austria,12210,2023252,KEPCO,Utilities,South Korea,23728,2023253,Aditya Birla Group,Conglomerate,India,185000,2023254,Hong Leong Group,Business Services & Supplies,Singapore,20000,2023255,Merck & Co.,Drugs & Biotechnology,United States,69000,2023256,Singapore Airlines,Transportation and Logistics,Singapore,22819,2023257,American Airlines Group,Transportation and Logistics,United States,129700,2023258,Lloyds Banking Group,Banking and Financial Services,United Kingdom,58000,2023259,Nestlé,"Food, Soft Beverages, Alcohol & Tobacco",Switzerland,275000,2023260,Ralph Lauren,"Clothing, Shoes, Sports Equipment",United States,23300,2023261,NTPC,Utilities,India,18936,2023262,Sapporo,"Food, Soft Beverages, Alcohol & Tobacco",Japan,13832,2023263,Mapei,"Construction, Oil & Gas Operations, Mining and Chemicals",Italy,11900,2023264,Suzuki Motor,Automotive (Automotive and Suppliers),Japan,16267,2023265,GOLDBECK,"Construction, Oil & Gas Operations, Mining and Chemicals",Germany,11000,2023266,Olympus,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Japan,31557,2023267,Sick,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Germany,11022,2023268,Grupo Argos,"Construction, Oil & Gas Operations, Mining and Chemicals",Colombia,11500,2023269,Takeda Pharmaceutical,Drugs & Biotechnology,Japan,49095,2023270,Phoenix Contact,"Engineering, Manufacturing",Germany,22000,2023271,Power Corp of Canada,Insurance,Canada,31000,2023272,Kimberly-Clark,Packaged Goods,United States,45000,2023273,Medtronic,Health Care Equipment & Services,Ireland,95000,2023274,Sumitomo,Retail and Wholesale,Japan,5223,2023275,Ooredoo,Utilities,Qatar,12389,2023276,JC Decaux,Media & Advertising,France,11200,2023277,Grupo ACS,"Construction, Oil & Gas Operations, Mining and Chemicals",Spain,128721,2023278,Ecolab,Business Services & Supplies,United States,47000,2023279,Hager,Business Services & Supplies,Germany,12900,2023280,Orange,"Telecommunications Services, Cable Supplier",France,136000,2023281,Nissan Motor,Automotive (Automotive and Suppliers),Japan,134111,2023282,Ackermans & van Haaren,"Construction, Oil & Gas Operations, Mining and Chemicals",Belgium,22749,2023283,Alliance Global Group,"Food, Soft Beverages, Alcohol & Tobacco",Philippines,32955,2023284,Fnac Darty,Retail and Wholesale,France,25000,2023285,Nielsen,Business Services & Supplies,United Kingdom,15000,2023286,Groupe Atlantic,"Engineering, Manufacturing",France,9400,2023287,Lanxess,"Construction, Oil & Gas Operations, Mining and Chemicals",Germany,13100,2023288,Hero Motocorp,Automotive (Automotive and Suppliers),India,9215,2023289,Fujifilm Holdings,Conglomerate,Japan,75470,2023290,MetLife,Insurance,United States,45348,2023291,Chery Automobile,Automotive (Automotive and Suppliers),China,16721,2023292,The Estée Lauder Companies,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,60000,2023293,Check Point Software,"IT, Internet, Software & Services",Israel,5599,2023294,Evonik Industries,"Construction, Oil & Gas Operations, Mining and Chemicals",Germany,30000,2023295,Bauhaus,Retail and Wholesale,Germany,15227,2023296,Emirates,Transportation and Logistics,United Arab Emirates,85219,2023297,Mobile Telecommunications KSC,"Telecommunications Services, Cable Supplier",Kuwait,7400,2023298,HII,Aerospace & Defense,United States,43000,2023299,Aflac,Insurance,United States,4839,2023300,Heraeus,"Engineering, Manufacturing",Germany,17200,2023301,AMC Entertainment,Travel & Leisure ,United States,33694,2023302,Unilever,Packaged Goods,United Kingdom,127000,2023303,Calzedonia,"Clothing, Shoes, Sports Equipment",Italy,44300,2023304,LANDBANK,Banking and Financial Services,Philippines,10000,2023305,Intact Financial,Insurance,Canada,26000,2023306,Schwarz Gruppe,Retail and Wholesale,Germany,575000,2023307,Commonwealth Bank,Banking and Financial Services,Australia,48900,2023308,Kawasaki Heavy Industries,"Engineering, Manufacturing",Japan,38254,2023309,Richemont,"Clothing, Shoes, Sports Equipment",Switzerland,40000,2023310,Axis Bank,Banking and Financial Services,India,92000,2023311,Prudential Financial,Banking and Financial Services,United States,39000,2023312,MBDA,Aerospace & Defense,France,14000,2023313,CF Industries Holdings,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,2700,2023314,London Stock Exchange,Banking and Financial Services,United Kingdom,25000,2023315,National Bank of Canada,Banking and Financial Services,Canada,29509,2023316,Maybank,Banking and Financial Services,Malaysia,42000,2023317,HDFC Bank,Banking and Financial Services,India,173222,2023318,MGM Resorts,Travel & Leisure ,United States,75000,2023319,FESTO,"Engineering, Manufacturing",Germany,20800,2023320,H&R Block,Business Services & Supplies,United States,69900,2023321,Paychex,Business Services & Supplies,United States,16000,2023322,Leonardo,Aerospace & Defense,Italy,51392,2023323,Lowe's,Retail and Wholesale,United States,300000,2023324,Bouygues,"Telecommunications Services, Cable Supplier",France,196154,2023325,AutoZone,Retail and Wholesale,United States,112000,2023326,Givaudan,"Construction, Oil & Gas Operations, Mining and Chemicals",Switzerland,16670,2023327,Repsol ,"Construction, Oil & Gas Operations, Mining and Chemicals",Spain,24000,2023328,TotalEnergies,"Construction, Oil & Gas Operations, Mining and Chemicals",France,100000,2023329,LS Electric,"Engineering, Manufacturing",South Korea,3500,2023330,Garmin,"Engineering, Manufacturing",Switzerland,19000,2023331,PNC Financial Services,Banking and Financial Services,United States,61000,2023332,Polaris Inc.,Automotive (Automotive and Suppliers),United States,16200,2023333,State Grid Corporation of China,Utilities,China,NA,2023334,Next,"Clothing, Shoes, Sports Equipment",United Kingdom,44000,2023335,General Electric,"Engineering, Manufacturing",United States,172000,2023336,Chevron Phillips Chemical,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,5000,2023337,Live Nation Entertainment,"IT, Internet, Software & Services",United States,44000,2023338,Haier Smart Home,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",China,100000,2023339,AirBnB,Travel & Leisure ,United States,6811,2023340,D'leteren Group,Conglomerate,Belgium,46570,2023341,Micron Technology,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,44000,2023342,BBVA,Banking and Financial Services,Spain,119070,2023343,Lexmark International,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,8174,2023344,BioNTech,Drugs & Biotechnology,Germany,4500,2023345,Groupama Group,Insurance,France,31000,2023346,Kajima,"Construction, Oil & Gas Operations, Mining and Chemicals",Japan,19400,2023347,Ping An Insurance Group,Insurance,China,570000,2023348,Adaro Energy,"Construction, Oil & Gas Operations, Mining and Chemicals",Indonesia,10000,2023349,Bank of America,Banking and Financial Services,United States,165773,2023350,Pgnig Group,"Construction, Oil & Gas Operations, Mining and Chemicals",Poland,25419,2023351,Aldi Nord,Retail and Wholesale,Germany,92000,2023352,Deutsche Bahn,Transportation and Logistics,Germany,324136,2023353,H&M - Hennes & Mauritz,"Clothing, Shoes, Sports Equipment",Sweden,106522,2023354,Life Insurance Corporation of India,Banking and Financial Services,India,98463,2023355,Amgen,Drugs & Biotechnology,United States,24000,2023356,SKF Group,"Engineering, Manufacturing",Sweden,42641,2023357,Kubota,"Engineering, Manufacturing",Japan,50352,2023358,Carnival Corporation,Travel & Leisure ,United States,120000,2023359,Nordstrom,Retail and Wholesale,United States,60000,2023360,Aldi Süd,Retail and Wholesale,Germany,180000,2023361,LT Group,Banking and Financial Services,Philippines,14290,2023362,Hard Rock International,Travel & Leisure ,United States,40000,2023363,Hellmann Worldwide Logistics,Transportation and Logistics,Germany,13949,2023364,BAIC Motor,Automotive (Automotive and Suppliers),China,12000,2023365,Petronas Chemicals,Drugs & Biotechnology,Malaysia,50000,2023366,Otto Group,Retail and Wholesale,Germany,41186,2023367,Warner Bros. Discovery,Media & Advertising,United States,37500,2023368,AVL,Automotive (Automotive and Suppliers),Austria,11200,2023369,Knauf,"Engineering, Manufacturing",Germany,41500,2023370,Shanghai Construction Group,"Construction, Oil & Gas Operations, Mining and Chemicals",China,51350,2023371,Foot Locker,Retail and Wholesale,United States,46880,2023372,Intersport,Retail and Wholesale,Switzerland,100000,2023373,Emerson Electric,"Engineering, Manufacturing",United States,85500,2023374,ExxonMobil,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,62000,2023375,Mueller,Retail and Wholesale,Germany,35000,2023376,Midea Group,"Engineering, Manufacturing",China,166000,2023377,Booking Holdings,Travel & Leisure ,United States,21600,2023378,Marubeni,Conglomerate,Japan,45995,2023379,Cummins,"Engineering, Manufacturing",United States,73600,2023380,Marks & Spencer,Retail and Wholesale,United Kingdom,64261,2023381,Marathon Petroleum,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,17800,2023382,Geberit,"Engineering, Manufacturing",Switzerland,12000,2023383,BCG (Boston Consulting Group),Professional Services,United States,30000,2023384,Aviva,Insurance,United Kingdom,23701,2023385,Starbucks,Restaurants,United States,402000,2023386,Rheinmetall,"Engineering, Manufacturing",Germany,28000,2023387,E.ON,Utilities,Germany,72000,2023388,Posco,"Construction, Oil & Gas Operations, Mining and Chemicals",South Korea,36128,2023389,Hisense Visual Technology,"Engineering, Manufacturing",China,90000,2023390,Electronic Arts,Media & Advertising,United States,13400,2023391,Oversea-Chinese Banking,Banking and Financial Services,Singapore,31601,2023392,Allianz,Insurance,Germany,159253,2023393,Atlas Holdings,"Engineering, Manufacturing",United States,50000,2023394,Bain & Company,Professional Services,United States,13000,2023395,MTN Group,"Telecommunications Services, Cable Supplier",South Africa,19295,2023396,BYD Company,Automotive (Automotive and Suppliers),China,418000,2023397,KKR,Banking and Financial Services,United States,2500,2023398,Dürr Group,"Engineering, Manufacturing",Germany,19000,2023399,Fuji Electric,"Engineering, Manufacturing",Japan,27123,2023400,Bank of Montreal,Banking and Financial Services,Canada,46722,2023401,Bechtel,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,55000,2023402,OMV Group,"Construction, Oil & Gas Operations, Mining and Chemicals",Austria,22300,2023403,Umdasch Group,"Construction, Oil & Gas Operations, Mining and Chemicals",Austria,8400,2023404,Microchip Technology,"Engineering, Manufacturing",United States,22600,2023405,Nedbank,Business Services & Supplies,South Africa,25924,2023406,BRP,Automotive (Automotive and Suppliers),Canada,23000,2023407,Gree Electric Appliances,"Engineering, Manufacturing",China,90000,2023408,Ecopetrol,"Construction, Oil & Gas Operations, Mining and Chemicals",Colombia,9770,2023409,Kering,"Clothing, Shoes, Sports Equipment",France,47000,2023410,Kohler,"Engineering, Manufacturing",United States,40000,2023411,Lululemon Athletica,Retail and Wholesale,Canada,34000,2023412,Pernod Ricard,"Food, Soft Beverages, Alcohol & Tobacco",France,19480,2023413,Grafton Group,Retail and Wholesale,Ireland,11000,2023414,Bristol Myers Squibb,Drugs & Biotechnology,United States,34300,2023415,Dow,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,37800,2023416,Comcast,Media & Advertising,United States,186000,2023417,Linde,"Construction, Oil & Gas Operations, Mining and Chemicals",Ireland,65010,2023418,NetEase,"IT, Internet, Software & Services",China,31119,2023419,H-E-B Grocery Company,Retail and Wholesale,United States,145000,2023420,SM Investments,Professional Services,Philippines,140000,2023421,Telkom Indonesia,"Telecommunications Services, Cable Supplier",Indonesia,23793,2023422,CIBC,Banking and Financial Services,Canada,50000,2023423,Bloomberg,"IT, Internet, Software & Services",United States,20000,2023424,Brother Industries,"Engineering, Manufacturing",Japan,41653,2023425,Mazda Motor,Automotive (Automotive and Suppliers),Japan,48750,2023426,HeidelbergCement,"Construction, Oil & Gas Operations, Mining and Chemicals",Germany,51000,2023427,China National Heavy Duty Truck Group,Automotive (Automotive and Suppliers),China,27080,2023428,Rohde & Schwarz,"Engineering, Manufacturing",Germany,13000,2023429,Industrial Bank of Korea,Banking and Financial Services,South Korea,13256,2023430,Schneider Electric,"Engineering, Manufacturing",France,135000,2023431,Royal Caribbean Group,Travel & Leisure ,United States,102500,2023432,Kakao,"IT, Internet, Software & Services",South Korea,14178,2023433,Qihoo 360,"IT, Internet, Software & Services",China,6481,2023434,Koç Holding,Conglomerate,Turkey,115000,2023435,Nippon Steel ,"Construction, Oil & Gas Operations, Mining and Chemicals",Japan,26570,2023436,Cardinal Health,Retail and Wholesale,United States,48000,2023437,Keysight Technologies,"Engineering, Manufacturing",United States,15000,2023438,Bucher Industries,"Engineering, Manufacturing",Switzerland,14876,2023439,CNP Assurances,Insurance,France,5645,2023440,MinebeaMitsumi,"Construction, Oil & Gas Operations, Mining and Chemicals",Japan,92821,2023441,Applied Materials,"Engineering, Manufacturing",United States,33000,2023442,Mitsubishi,Retail and Wholesale,Japan,80728,2023443,RBC,Banking and Financial Services,Canada,97000,2023444,Vaillant Group,"Engineering, Manufacturing",Germany,17000,2023445,ICBC,Banking and Financial Services,China,427587,2023446,Amadeus IT Group ,"IT, Internet, Software & Services",Spain,18000,2023447,Sembcorp Industries,Professional Services,Singapore,5600,2023448,Kingfisher,Retail and Wholesale,United Kingdom,82000,2023449,Air Liquide,"Construction, Oil & Gas Operations, Mining and Chemicals",France,67100,2023450,Jungheinrich,Transportation and Logistics,Germany,18000,2023451,Canadian Natural Resources,"Construction, Oil & Gas Operations, Mining and Chemicals",Canada,10035,2023452,BP,"Construction, Oil & Gas Operations, Mining and Chemicals",United Kingdom,67600,2023453,Robert Half,Business Services & Supplies,United States,16300,2023454,SMA Solar Technology AG,"Engineering, Manufacturing",Germany,3600,2023455,Fortis (Canada),Utilities,Canada,9200,2023456,Deloitte,Professional Services,United Kingdom,411951,2023457,Mapletree Investments,Business Services & Supplies,Singapore,2400,2023458,Banco Bradesco,Banking and Financial Services,Brazil,88381,2023459,Signa Holding,Professional Services,Austria,46000,2023460,AmRest,Restaurants,Spain,45000,2023461,Electrolux,"Engineering, Manufacturing",Sweden,51000,2023462,Shanghai Tunnel Engineering,"Engineering, Manufacturing",Singapore,15000,2023463,Air Products & Chemicals,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,22000,2023464,Atlas Copco,"Engineering, Manufacturing",Sweden,45800,2023465,Hyundai Green Food,Retail and Wholesale,South Korea,8273,2023466,HD HYUNDAI,"Construction, Oil & Gas Operations, Mining and Chemicals",South Korea,12800,2023467,Draxlmaier Group,Automotive (Automotive and Suppliers),Germany,74000,2023468,Axpo,Utilities,Switzerland,6000,2023469,Fast Retailing,Retail and Wholesale,Japan,58505,2023470,PKN Orlen,"Construction, Oil & Gas Operations, Mining and Chemicals",Poland,21000,2023471,HubSpot,"IT, Internet, Software & Services",United States,7100,2023472,James Hardie Industries,"Construction, Oil & Gas Operations, Mining and Chemicals",Ireland,5200,2023473,Carrefour,Retail and Wholesale,France,321383,2023474,Celltrion Healthcare,Drugs & Biotechnology,South Korea,2172,2023475,Groupe BPCE,Banking and Financial Services,France,100000,2023476,Skanska,"Construction, Oil & Gas Operations, Mining and Chemicals",Sweden,30000,2023477,Recruit,Media & Advertising,Japan,58493,2023478,Mitsubishi Heavy Industries,"Engineering, Manufacturing",Japan,77283,2023479,Hana Financial Group,Banking and Financial Services,South Korea,22007,2023480,Las Vegas Sands,Travel & Leisure ,United States,35700,2023481,Europcar,Travel & Leisure ,France,8860,2023482,Natura &Co,Retail and Wholesale,Brazil,35000,2023483,Gilead Sciences,Drugs & Biotechnology,United States,18000,2023484,Brose Fahrzeugteile,Automotive (Automotive and Suppliers),Germany,32000,2023485,Papa John's International,Restaurants,United States,12000,2023486,Standard Industries,"Engineering, Manufacturing",United States,20000,2023487,Landesbank Baden-Wuerttemberg,Banking and Financial Services,Germany,10384,2023488,Shimizu,"Construction, Oil & Gas Operations, Mining and Chemicals",Japan,10845,2023489,Blum Group,"Engineering, Manufacturing",Austria,9300,2023490,Five Guys,Restaurants,United States,5000,2023491,ICICI Bank,Banking and Financial Services,India,130542,2023492,SNCF,Transportation and Logistics,France,276000,2023493,Baxter International,Health Care Equipment & Services,United States,60000,2023494,CDW,Business Services & Supplies,United States,15000,2023495,John Lewis Partnership,Retail and Wholesale,United Kingdom,80000,2023496,Seiko Epson,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Japan,79906,2023497,Nice,"Telecommunications Services, Cable Supplier",Israel,NA,2023498,Six Flags,Travel & Leisure ,United States,41450,2023499,ByteDance,"IT, Internet, Software & Services",China,150000,2023500,Geely,Automotive (Automotive and Suppliers),China,120000,2023501,Old Dominion Freight Line,Transportation and Logistics,United States,23000,2023502,Asurion,Insurance,United States,25000,2023503,DuPont De Nemours,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,23000,2023504,Apar Technologies,"IT, Internet, Software & Services",Singapore,2400,2023505,Agence France-Presse (AFP),Media & Advertising,France,2400,2023506,EGGER,"Engineering, Manufacturing",Austria,11200,2023507,CACI International,Professional Services,United States,23000,2023508,LES Mousquetaires,Retail and Wholesale,France,150000,2023509,Veolia Environnement,Utilities,France,220000,2023510,Morgan Stanley,Banking and Financial Services,United States,82000,2023511,HCL Technologies,Professional Services,India,223400,2023512,Fincantieri,"Engineering, Manufacturing",Italy,20000,2023513,Acciona,Conglomerate,Spain,45892,2023514,Pandora,Retail and Wholesale,Denmark,32000,2023515,Novo Nordisk,Banking and Financial Services,Denmark,55000,2023516,Accenture,Professional Services,Ireland,738000,2023517,Vodafone,"Telecommunications Services, Cable Supplier",United Kingdom,104000,2023518,Micro-Star International,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Taiwan,13000,2023519,Bechtle,"Construction, Oil & Gas Operations, Mining and Chemicals",Germany,14505,2023520,EssilorLuxottica,"Clothing, Shoes, Sports Equipment",France,190000,2023521,Mango,"Clothing, Shoes, Sports Equipment",Spain,14000,2023522,Elbit Systems,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Israel,18407,2023523,Hermès International,Retail and Wholesale,France,19700,2023524,Medicover,Health Care Equipment & Services,Sweden ,29000,2023525,Ceconomy,Retail and Wholesale,Germany,50000,2023526,Eurospin Italia,Retail and Wholesale,Italy,20000,2023527,Otis Worldwide,"Engineering, Manufacturing",United States,69000,2023528,Gap,"Clothing, Shoes, Sports Equipment",United States,95000,2023529,BBK Electronics,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",China,17000,2023530,AAC Technologies Holdings,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Hong Kong,52000,2023531,Stellantis,Automotive (Automotive and Suppliers),Netherlands,272367,2023532,Raiffeisen Bank International,Banking and Financial Services,Austria,44559,2023533,AIA Group,Banking and Financial Services,Hong Kong,23000,2023534,Taiwan Semiconductor,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Taiwan,73090,2023535,Levi Strauss & Co,"Clothing, Shoes, Sports Equipment",United States,18000,2023536,Align Technology,"Engineering, Manufacturing",United States,23165,2023537,Manpower,Business Services & Supplies,United States,30900,2023538,Keller Williams Realty,Business Services & Supplies,United States,194453,2023539,Munich Re,Banking and Financial Services,Germany,41389,2023540,Quest Diagnostics,Drugs & Biotechnology,United States,50000,2023541,Lam Research,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,18700,2023542,KLA,"IT, Internet, Software & Services",United States,15000,2023543,China Communications Construction Company,"Construction, Oil & Gas Operations, Mining and Chemicals",China,136506,2023544,Harvey Norman,Retail and Wholesale,Australia,6627,2023545,Elevance Health,Insurance,United States,100000,2023546,International Airlines Group,Transportation and Logistics,United Kingdom,64734,2023547,Porr,"Construction, Oil & Gas Operations, Mining and Chemicals",Austria,20232,2023548,Schmitz Cargobull,"Engineering, Manufacturing",Germany,6900,2023549,Red Bull,"Food, Soft Beverages, Alcohol & Tobacco",Austria,15779,2023550,Sinopec,"Construction, Oil & Gas Operations, Mining and Chemicals",China,374791,2023551,FAW Group,Automotive (Automotive and Suppliers),China,118000,2023552,DEKRA,Professional Services,Germany,48600,2023553,Komatsu,"Engineering, Manufacturing",Japan,64343,2023554,LUSH ,Retail and Wholesale,United Kingdom,12704,2023555,OMRON,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Japan,28034,2023556,AstraZeneca,Drugs & Biotechnology,United Kingdom,83500,2023557,Agilent Technologies,Health Care Equipment & Services,United States,18000,2023558,BayWa,"Construction, Oil & Gas Operations, Mining and Chemicals",Germany,24287,2023559,Shanghai Huayi Group Corporation,"Construction, Oil & Gas Operations, Mining and Chemicals",China,11690,2023560,Jardine Matheson,Conglomerate,China,425000,2023561,Shell,"Construction, Oil & Gas Operations, Mining and Chemicals",Netherlands,93000,2023562,Generali Group,Insurance,Italy,82000,2023563,BOE Technology Group,"Engineering, Manufacturing",China,88343,2023564,Deutsche Post,Transportation and Logistics,Germany,600000,2023565,BW Group,Transportation and Logistics,Bermuda,12500,2023566,Citigroup,Banking and Financial Services,United States,230000,2023567,JetBlue Airways,Transportation and Logistics,United States,20901,2023568,Artsana,Health Care Equipment & Services,Italy,8500,2023569,J Sainsbury,Retail and Wholesale,United Kingdom,111900,2023570,Anhui Construction Engineering Group,"Construction, Oil & Gas Operations, Mining and Chemicals",China,18060,2023571,Bell Food Group,"Food, Soft Beverages, Alcohol & Tobacco",Switzerland,12000,2023572,Credit Agricole,Banking and Financial Services,France,72758,2023573,Palo Alto Networks,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,12561,2023574,Barclays,Banking and Financial Services,United Kingdom,87400,2023575,Dole Food Co. Inc.,"Food, Soft Beverages, Alcohol & Tobacco",Ireland,NA,2023576,Korail,Transportation and Logistics,South Korea,10000,2023577,Nokia,"Telecommunications Services, Cable Supplier",Finland,86900,2023578,Adani Enterprises,Conglomerate,India,23000,2023579,Walgreens Boots Alliance,Retail and Wholesale,United States,325000,2023580,Diehl,Aerospace & Defense,Germany,16550,2023581,Currys,"Telecommunications Services, Cable Supplier",United Kingdom,28000,2023582,TCL Technology,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",China,12000,2023583,Mann + Hummel,"Engineering, Manufacturing",Germany,21149,2023584,Kapsch,"Telecommunications Services, Cable Supplier",Austria,4660,2023585,KSB AG,"Engineering, Manufacturing",Germany,15000,2023586,Adecco Group,Business Services & Supplies,Switzerland,39000,2023587,Mediaset,Media & Advertising,Italy,5000,2023588,Grab,Travel & Leisure ,Singapore,14000,2023589,Saint-Gobain,"Construction, Oil & Gas Operations, Mining and Chemicals",France,166000,2023590,American Eagle Outfitters,"Clothing, Shoes, Sports Equipment",United States,40000,2023591,KDDI,Utilities,Japan,49659,2023592,Cinemark Holdings,Travel & Leisure ,United States,26100,2023593,Seagate Technology,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,40000,2023594,AbbVie,Drugs & Biotechnology,United States,50000,2023595,Colliers International,Professional Services,Canada,18000,2023596,NEC,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Japan,118527,2023597,COFRA Group,Retail and Wholesale,Switzerland,60000,2023598,Banorte,Banking and Financial Services,Mexico,26455,2023599,Accton Technology,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",Taiwan,5484,2023600,Fidelity National Financial,Insurance,United States,21759,2023601,Cognizant,Professional Services,United States,355300,2023602,Amcor,"Engineering, Manufacturing",Australia,44000,2023603,Dongfeng Motor Group,Automotive (Automotive and Suppliers),China,119420,2023604,Carter's,Retail and Wholesale,United States,15500,2023605,Ant Group,Media & Advertising,China,16600,2023606,Kone,"Engineering, Manufacturing",Finland,60000,2023607,Schroders,Banking and Financial Services,United Kingdom,6119,2023608,GS Group,"Construction, Oil & Gas Operations, Mining and Chemicals",South Korea,36000,2023609,Marvell Technology,"Semiconductors, Electronics, Electrical Engineering, Technology Hardware & Equipment",United States,6800,2023610,SEW-Eurodrive,Automotive (Automotive and Suppliers),Germany,21000,2023611,SAIC Motor,Automotive (Automotive and Suppliers),China,215999,2023612,PICC,Insurance,China,10000,2023613,Thai Beverage,Retail and Wholesale,Thailand,43422,2023614,CapitaLand Investment,Professional Services,Singapore,12100,2023615,ConocoPhillips,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,9500,2023616,Moog,"Engineering, Manufacturing",United States,14000,2023617,Allstate,Insurance,United States,54500,2023618,Genpact,Professional Services,United States,115000,2023619,Sage Group,"IT, Internet, Software & Services",United Kingdom,11000,2023620,F5,"IT, Internet, Software & Services",United States,4000,2023621,Kirchhoff Automotive,Automotive (Automotive and Suppliers),Germany,8000,2023622,General Mills,"Food, Soft Beverages, Alcohol & Tobacco",United States,34000,2023623,Modine Manufacturing,Automotive (Automotive and Suppliers),United States,11300,2023624,Black Red White,Retail and Wholesale,Poland,5000,2023625,Minor International,Travel & Leisure ,Thailand,75000,2023626,Mirae Asset Financial Group,Banking and Financial Services,South Korea,12557,2023627,Amica Group,"Engineering, Manufacturing",Poland,3100,2023628,Schaeffler,"Engineering, Manufacturing",Germany,84000,2023629,Eberspaecher,Automotive (Automotive and Suppliers),Germany,10700,2023630,Julius Baer Group,Banking and Financial Services,Switzerland,7185,2023631,CLAAS,"Engineering, Manufacturing",Germany,12000,2023632,Albemarle,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,7400,2023633,Baidu,"IT, Internet, Software & Services",China,41300,2023634,Alba Group,Business Services & Supplies,Germany,8700,2023635,SoftwareOne,"Engineering, Manufacturing",Switzerland,8900,2023636,International Paper,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,39000,2023637,Canadian Tire Corporation,Conglomerate,Canada,34606,2023638,INEOS,"Construction, Oil & Gas Operations, Mining and Chemicals",United Kingdom,23000,2023639,Migros,Retail and Wholesale,Switzerland,97727,2023640,DocuSign,"IT, Internet, Software & Services",United States,7336,2023641,Banco do Brasil,Banking and Financial Services,Brazil,86000,2023642,Illinois Tool Works,"Engineering, Manufacturing",United States,46000,2023643,Bank of Ireland,Banking and Financial Services,Ireland,9894,2023644,LGT Group,Banking and Financial Services,Liechtenstein,5000,2023645,Infosys,Professional Services,India,336000,2023646,UnitedHealth Group,Insurance,United States,400000,2023647,Pacific Century Group,Conglomerate,Hong Kong,47000,2023648,KPMG,Business Services & Supplies,United Kingdom,265000,2023649,Larsen & Toubro,Conglomerate,India,55202,2023650,BNK Financial Group,Banking and Financial Services,South Korea,7862,2023651,Rewe Group,Retail and Wholesale,Germany,384000,2023652,Mediclinic International,Healthcare & Social,South Africa,37000,2023653,Sea Group,"IT, Internet, Software & Services",Singapore,63800,2023654,Rio Tinto,"Construction, Oil & Gas Operations, Mining and Chemicals",United Kingdom,15000,2023655,Downer EDI,Business Services & Supplies,Australia,32000,2023656,Groupe Lactalis,Retail and Wholesale,France,85000,2023657,Owens Corning,"Construction, Oil & Gas Operations, Mining and Chemicals",United States,19000,2023658,Ipsen,"Construction, Oil & Gas Operations, Mining and Chemicals",France,5000,2023659,Orano,Utilities,France,17000,2023660,IAC/InterActiveCorp,Retail and Wholesale,United States,11000,2023661,Thermo Fisher Scientific,Health Care Equipment & Services,United States,130000,2023662,SingTel,"Telecommunications Services, Cable Supplier",Singapore,24000,2023663,NAB - National Australia Bank,Banking and Financial Services,Australia,32000,2023664,Carrier Global,"Engineering, Manufacturing",United States,52000,2023665,Bühler Group,Banking and Financial Services,Switzerland,12500,2023666,Inditex,Retail and Wholesale,Spain,164997,2023667,Sasol,"Construction, Oil & Gas Operations, Mining and Chemicals",South Africa,28630,2023668,Bilfinger,"Construction, Oil & Gas Operations, Mining and Chemicals",Germany,30000,2023669,Kellogg,"Food, Soft Beverages, Alcohol & Tobacco",United States,30000,2023670,PricewaterhouseCoopers,Business Services & Supplies,United Kingdom,328000,2023671,Sartorius,Drugs & Biotechnology,Germany,15000,2023672,Nippon Telegraph and Telephone,"Telecommunications Services, Cable Supplier",Japan,338651,2023673,Bureau Veritas,Business Services & Supplies,France,82000,2023674,Sika,"Construction, Oil & Gas Operations, Mining and Chemicals",Switzerland,33698,2023675,Prudential,Banking and Financial Services,United Kingdom,14681,2023676,Qantas Airways,Transportation and Logistics,Australia,26000,2023677,Wuerth Group,Retail and Wholesale,Germany,43000,2023678,Ajinomoto,"Food, Soft Beverages, Alcohol & Tobacco",Japan,34615,2023679,Atlassian,"Engineering, Manufacturing",Australia,8813,2023680,PSA International,Transportation and Logistics,Singapore,42000,2023681,Anywhere Real Estate Inc.,Business Services & Supplies,United States,8890,2023682,JYSK,Retail and Wholesale,Denmark,30000,2023683,KT ,"Telecommunications Services, Cable Supplier",South Korea,20544,2023684,Sharp,"Engineering, Manufacturing",Japan,45729,2023685,ServiceNow,"IT, Internet, Software & Services",United States,17848,2023686,William Demant Holding,Business Services & Supplies,Denmark,20500,2023687,NN Group,Banking and Financial Services,Netherlands,15000,2023688,Bollore Group,"Engineering, Manufacturing",France,56000,2023689,Crédit Mutuel,Banking and Financial Services,France,77000,2023690,ING Group,Banking and Financial Services,Netherlands,60000,2023691,Jacobs Solutions,Professional Services,United States,60000,2023692,ICON (Ireland),Drugs & Biotechnology,Ireland,41160,2023693,MSC Mediterranean Shipping,Transportation and Logistics,Switzerland,180000,2023694,Hanwha,Conglomerate,South Korea,4927,2023695,Nexity,Business Services & Supplies,France,8500,2023696,Norwegian Cruise Line,Transportation and Logistics,Bermuda,38900,2023697,Keppel,Conglomerate,Singapore,17238,2023698,Howmet Aerospace,Aerospace & Defense,United States,21400,2023699,Magna International,Automotive (Automotive and Suppliers),Canada,174000,2023700,s.Oliver,"Clothing, Shoes, Sports Equipment",Germany,7000,2023
Let’s understand how we can utilize the broadcast function from the ...