From dd3530d09a0e090835d73acb21f2c0ed6e950726 Mon Sep 17 00:00:00 2001 From: Pawas Pandey Date: Tue, 30 Jan 2024 18:36:02 +0530 Subject: [PATCH] Forbes Billionaire Data Analysis --- .../Dataset/billionaires.csv | 2615 ++++++ .../Images/box.png | Bin 0 -> 40829 bytes .../Images/data plot bar.png | Bin 0 -> 102446 bytes .../Images/data plot.png | Bin 0 -> 359324 bytes .../Images/industry vs category.png | Bin 0 -> 33621 bytes .../Images/name.png | Bin 0 -> 42254 bytes .../Images/pie.png | Bin 0 -> 298441 bytes .../Images/rank.png | Bin 0 -> 39440 bytes ...rbes Billionaire Analysis-checkpoint.ipynb | 6 + .../Model/Forbes Billionaire Analysis.ipynb | 7193 +++++++++++++++++ Forbes Billionaire Data Analysis/README.md | 115 + .../requirements.txt | 9 + 12 files changed, 9938 insertions(+) create mode 100644 Forbes Billionaire Data Analysis/Dataset/billionaires.csv create mode 100644 Forbes Billionaire Data Analysis/Images/box.png create mode 100644 Forbes Billionaire Data Analysis/Images/data plot bar.png create mode 100644 Forbes Billionaire Data Analysis/Images/data plot.png create mode 100644 Forbes Billionaire Data Analysis/Images/industry vs category.png create mode 100644 Forbes Billionaire Data Analysis/Images/name.png create mode 100644 Forbes Billionaire Data Analysis/Images/pie.png create mode 100644 Forbes Billionaire Data Analysis/Images/rank.png create mode 100644 Forbes Billionaire Data Analysis/Model/.ipynb_checkpoints/Forbes Billionaire Analysis-checkpoint.ipynb create mode 100644 Forbes Billionaire Data Analysis/Model/Forbes Billionaire Analysis.ipynb create mode 100644 Forbes Billionaire Data Analysis/README.md create mode 100644 Forbes Billionaire Data Analysis/requirements.txt diff --git a/Forbes Billionaire Data Analysis/Dataset/billionaires.csv b/Forbes Billionaire Data Analysis/Dataset/billionaires.csv new file mode 100644 index 000000000..c11565db5 --- /dev/null +++ b/Forbes Billionaire Data Analysis/Dataset/billionaires.csv @@ -0,0 +1,2615 @@ +"name","rank","year","company.founded","company.name","company.relationship","company.sector","company.type","demographics.age","demographics.gender","location.citizenship","location.country code","location.gdp","location.region","wealth.type","wealth.worth in billions","wealth.how.category","wealth.how.from emerging","wealth.how.industry","wealth.how.inherited","wealth.how.was founder","wealth.how.was political" +"Bill Gates","1","1996","1975","Microsoft","founder"," Software","new","40","male","United States","USA","8100000000000.0","North America","founder non-finance","18.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Bill Gates","1","2001","1975","Microsoft","founder"," Software","new","45","male","United States","USA","10600000000000.0","North America","founder non-finance","58.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Bill Gates","1","2014","1975","Microsoft","founder"," Software","new","58","male","United States","USA","0.0","North America","founder non-finance","76.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Warren Buffett","2","1996","1962","Berkshire Hathaway","founder"," Finance","new","65","male","United States","USA","8100000000000.0","North America","founder non-finance","15.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Warren Buffett","2","2001","1962","Berkshire Hathaway","founder"," Finance","new","70","male","United States","USA","10600000000000.0","North America","founder non-finance","32.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Carlos Slim Helu","2","2014","1990","Telmex","founder"," Communications","privatization","74","male","Mexico","MEX","0.0","Latin America","privatized and resources","72.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Oeri Hoffman and Sacher","3","1996","1896","F. Hoffmann-La Roche","","pharmaceuticals","new","0","","Switzerland","CHE","330000000000.0","Europe","inherited","13.1","New Sectors","True","Technology-Medical","3rd generation","True","True" +"Paul Allen","3","2001","1975","Microsoft","founder","technology","new","48","male","United States","USA","10600000000000.0","North America","founder non-finance","30.4","New Sectors","True","Technology-Computer","not inherited","True","True" +"Amancio Ortega","3","2014","1975","Zara","founder","Fashion","new","77","male","Spain","ESP","0.0","Europe","founder non-finance","64.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Lee Shau Kee","4","1996","1976","Henderson Land Development","founder/chairman","real estate","new","68","male","Hong Kong","HKG","160000000000.0","East Asia","self-made finance","12.7","Financial","True","Real Estate","not inherited","True","True" +"Larry Ellison","4","2001","1977","Oracle","founder"," software"," new","56","male","United States","USA","10600000000000.0","North America","founder non-finance","26.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Warren Buffett","4","2014","1839","Berkshire Hathaway","founder"," Finance","aquired","83","male","United States","USA","0.0","North America","founder non-finance","58.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Tsai Wan-lin","5","1996","1962","Lin Yuan Group","founder","banking and insurance","new","71","male","Taiwan","Taiwan","0.0","East Asia","self-made finance","12.2","Financial","True","Hedge funds","not inherited","True","True" +"Theo and Karl Albrecht","5","2001","1913","Aldi","founder","groceries","new","0","male","Germany","DEU","1950000000000.0","Europe","founder non-finance","25.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Larry Ellison","5","2014","1977","Oracle","founder"," software"," new","69","male","United States","USA","0.0","North America","founder non-finance","48.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Walter Thomas and Raymond Kwok","6","1996","1963","Sun Hung Kai Properties","Relation","real estate","new","0","male","Hong Kong","HKG","160000000000.0","East Asia","inherited","11.2","Financial","True","Real Estate","father","True","True" +"Prince Alwaleed Bin Talal Alsaud","6","2001","1980","Kingdom Holding Company","founder","construction/real estate/banking","new","44","male","Saudi Arabia","SAU","183000000000.0","Middle East/North Africa","privatized and resources","20.0","Financial","True","Money Management","not inherited","True","True" +"Charles Koch","6","2014","1940","Koch industries","relation"," Oil refining","new","78","male","United States","USA","0.0","North America","inherited","40.0","Financial","True","Diversified financial","father","True","True" +"David Koch","6","2014","1940","Koch industries","relation"," Oil refining","new","73","male","United States","USA","0.0","North America","inherited","40.0","Financial","True","Diversified financial","father","True","True" +"Li Ka-shing","7","1996","1971","Cheung king","founder","real estate","new","67","male","Hong Kong","HKG","160000000000.0","East Asia","self-made finance","10.6","Financial","True","Real Estate","not inherited","True","True" +"Jim Walton","7","2001","1962","Walmart","relation","retail"," new","53","male","United States","USA","10600000000000.0","North America","inherited","18.8","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Yoshiaki Tsutsumi","8","1996","1894","Seibu Corporation","relation","real estate","aquired","61","male","Japan","JPN","4710000000000.0","East Asia","inherited","9.2","Financial","True","Real Estate","father","True","True" +"John Walton","8","2001","1962","Walmart","relation"," retail"," new","55","male","United States","USA","10600000000000.0","North America","inherited","18.7","Traded Sectors","True","Consumer","father","True","True" +"Sheldon Adelson","8","2014","1952","Las Vegas Sands","founder"," casinos"," acquired","80","male","United States","USA","0.0","North America","self-made finance","38.0","Financial","True","Real Estate","not inherited","True","True" +"Theo and Karl Albrecht","9","1996","1913","Aldi Nord","Relation","groceries","new","0","male","Germany","DEU","2500000000000.0","Europe","inherited","9.0","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"S Robson Walton","9","2001","1962","Walmart","relation","retail"," new","57","male","United States","USA","10600000000000.0","North America","inherited","18.6","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Christy Walton","9","2014","1962","Walmart","relation"," retail"," new","59","female","United States","USA","0.0","North America","inherited","36.7","Non-Traded Sectors","True","Retail, Restaurant","spouse/widow","True","True" +"Hans and Gad Rausing","10","1996","1951","Tetra Pak","relation","food packaging","new","0","male","Sweden","SWE","288000000000.0","Europe","inherited","9.0","Traded Sectors","True","Consumer","father","True","True" +"Alice Walton","10","2001","1962","Walmart","relation","retail"," new","52","female","United States","USA","10600000000000.0","North America","inherited","18.5","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Helen Walton","10","2001","1962","Walmart","relation","retail"," new","81","female","United States","USA","10600000000000.0","North America","inherited","18.5","Traded Sectors","True","Consumer","spouse/widow","True","True" +"Jim Walton","10","2014","1962","Walmart","relation","retail"," new","66","male","United States","USA","0.0","North America","inherited","34.7","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Johanna Quandt","11","1996","1916","BMW","relation","cars","new","68","female","Germany","DEU","2500000000000.0","Europe","inherited","8.1","Traded Sectors","True","Consumer","spouse/widow","True","True" +"Liliane Bettencourt","11","2014","1909","L'Oreal","relation","cosmetics","new","91","female","France","FRA","0.0","Europe","inherited","34.5","Traded Sectors","True","Consumer","father","True","True" +"Haniel family","12","1996","1756","Franz Haniel & Cie","","","new","0","","Germany","DEU","2500000000000.0","Europe","inherited","8.1","Financial","True","Diversified financial","not inherited","True","True" +"Johanna Quandt","12","2001","1916","BMW","relation","cars","new","73","female","Germany","DEU","1950000000000.0","Europe","inherited","17.8","Traded Sectors","True","Consumer","spouse/widow","True","True" +"Stefan Persson","12","2014","1947"," H&M","relation"," fashion"," new","66","male","Sweden","SWE","0.0","Europe","inherited","34.4","Traded Sectors","True","Consumer","father","True","True" +"Paul Allen","13","1996","1975","Microsoft","founder","technology","new","43","male","United States","USA","8100000000000.0","North America","founder non-finance","7.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Steven Ballmer","13","2001","1975","Microsoft","CEO","technology","new","44","male","United States","USA","10600000000000.0","North America","executive","16.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Alice Walton","13","2014","1962","Walmart","relation","retail"," new","64","female","United States","USA","0.0","North America","inherited","34.3","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Kenneth Thomson","14","1996","1934","Thomson Corporation (now Thomson Reuters)","relation","media","acquired","72","male","Canada","CAN","627000000000.0","North America","inherited","7.4","Non-Traded Sectors","True","Media","father","True","True" +"Kenneth Thomson","14","2001","1934","Thomson Corporation (now Thomson Reuters)","relation","media","acquired","77","male","Canada","CAN","733000000000.0","North America","inherited","16.4","Non-Traded Sectors","True","Media","father","True","True" +"S. Robson Walton","14","2014","1962","Walmart","relation","retail"," new","70","male","United States","USA","0.0","North America","inherited","34.2","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"John Kluge","15","1996","1956","Metropolitan Broadcasting Corporation","chairman","media","new","81","male","United States","USA","8100000000000.0","North America","executive","7.2","Non-Traded Sectors","True","Media","not inherited","True","True" +"Liliane Bettencourt","15","2001","1909","L'Oreal","relation","cosmetics","new","78","female","France","FRA","1380000000000.0","Europe","inherited","15.6","Traded Sectors","True","Consumer","father","True","True" +"Bernard Arnault","15","2014","1987","LVMH","founder","luxury goods","acquired","64","male","France","FRA","0.0","Europe","founder non-finance","33.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Tan Yu","16","1996","1972","Asiaworld Internationale Group","founder","real estate","new","0","male","Philippines","PHL","82848194406.0","East Asia","self-made finance","7.0","Financial","True","Real Estate","not inherited","True","True" +"Philip Anschutz","16","2001","1961","Circle A Drilling","investor","oil, railroad, investments","aquired","61","male","United States","USA","10600000000000.0","North America","self-made finance","15.3","Financial","True","Money Management","not inherited","True","True" +"Michael Bloomberg","16","2014","1981","Bloomberg","founder"," finance"," new","72","male","United States","USA","0.0","North America","founder non-finance","33.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Wonowidjojo family","17","1996","1958","Gudang Garam","","cigarettes","new","0","","Indonesia","IDN","227000000000.0","East Asia","inherited","6.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Ingvar Kamprad","17","2001","1943","IKEA","founder","furniture","new","74","male","Sweden","SWE","240000000000.0","Europe","founder non-finance","13.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Larry Page","17","2014","1998","Google","founder"," technology"," new","40","male","United States","USA","0.0","North America","founder non-finance","32.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Carlos Slim Helu","18","1996","1990","Telmex","founder"," Communications","privatization","56","male","Mexico","MEX","397000000000.0","Latin America","privatized and resources","6.1","Non-Traded Sectors","True","Media","not inherited","True","True" +"Li Ka-shing","18","2001","1971","Cheung king","founder","real estate","new","72","male","Hong Kong","HKG","169000000000.0","East Asia","self-made finance","12.6","Financial","True","Real Estate","not inherited","True","True" +"Sumner Redstone","18","2001","1936","National Amusements","relation","media","new","77","male","United States","USA","10600000000000.0","North America","inherited","12.6","Non-Traded Sectors","True","Media","father","True","True" +"Jeff Bezos","18","2014","1995","Amazon","founder"," technology"," new","50","male","United States","USA","0.0","North America","founder non-finance","32.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Larry Ellison","19","1996","1977","Oracle","founder"," software"," new","51","male","United States","USA","8100000000000.0","North America","founder non-finance","6.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Sergey Brin","19","2014","1998","Google","founder"," technology"," new","40","male","United States","USA","0.0","North America","founder non-finance","31.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Chung Ju-yung","20","1996","1946","Hyundai Group","founder","cars","new","0","male","South Korea","KOR","603000000000.0","East Asia","self-made finance","5.9","Financial","True","Diversified financial","not inherited","True","True" +"Leo Kirch","20","2001","1956","Kirch Group","founder","media","new","0","male","Germany","DEU","1950000000000.0","Europe","founder non-finance","12.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Li Ka-shing","20","2014","1950","Cheung Kong","founder","real estate","new","85","male","Hong Kong","HKG","0.0","East Asia","self-made finance","31.0","Financial","True","Diversified financial","not inherited","True","True" +"Gerard Mulliez","21","1996","1961","Auchan","founder","retail","new","0","male","France","FRA","1610000000000.0","Europe","founder non-finance","5.7","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Anne Cox Chambers","21","2001","1898","Cox Enterprises","relation","media","aquired","81","female","United States","USA","10600000000000.0","North America","inherited","11.7","Non-Traded Sectors","True","Media","father","True","True" +"Barbara Cox Anthony","21","2001","1898","Cox Enterprises","relation","media","aquired","77","female","United States","USA","10600000000000.0","North America","inherited","11.7","Non-Traded Sectors","True","Media","father","True","True" +"Mark Zuckerberg","21","2014","2004"," Facebook","founder"," technology"," new","29","male","United States","USA","0.0","North America","founder non-finance","28.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Robert Kuok","22","1996","1980","Tana Exploration Company","relation","oil","new","73","male","Malaysia","MYS","101000000000.0","East Asia","self-made finance","5.7","Financial","True","Money Management","not inherited","True","True" +"Michele Ferrero","22","2014","1946","Ferrero spa","relation","chocolates","new","88","male","Italy","ITA","0.0","Europe","executive","26.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Kwek Leng Beng","23","1996","1948","Hong Leong Group","relation","banking","new","55","male","Singapore","SGP","96400967339.0","East Asia","inherited","5.7","Financial","True","Diversified financial","father","True","True" +"Walter Thomas and Raymond Kwok","23","2001","1963","Sun Hung Kai Properties","Relation","real estate","new","0","male","Hong Kong","HKG","169000000000.0","East Asia","inherited","11.5","Financial","True","Real Estate","father","True","True" +"Aliko Dangote","23","2014","1981","Dangote Group","founder and CEO","commodities (sugar, cement flour)","new","56","male","Nigeria","NGA","0.0","Sub-Saharan Africa","founder non-finance","25.0","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Karl Albrecht","23","2014","1914","Aldi Sud","relation","groceries","new","94","male","Germany","DEU","0.0","Europe","executive","25.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Cheng Yu-tung","24","1996","1929","Chow Tai Fook Enterprises","relation","real estate","new","70","male","Hong Kong","HKG","160000000000.0","East Asia","inherited","5.5","Financial","True","Real Estate","father","True","True" +"John Kluge","24","2001","1956","Metropolitan Broadcasting Corporation","chairman","media","new","86","male","United States","USA","10600000000000.0","North America","executive","10.9","Non-Traded Sectors","True","Media","not inherited","True","True" +"Walter Haefner","25","1996","1957","Automation Center","founder","computer services","new","85","male","Switzerland","CHE","330000000000.0","Europe","founder non-finance","5.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Carlos Slim Helu","25","2001","1990","Telmex","founder"," Communications","privatization","61","male","Mexico","MEX","725000000000.0","Latin America","privatized and resources","10.8","Non-Traded Sectors","True","Media","not inherited","True","True" +"Carl Icahn","25","2014","1968","Icahn Enterprises","founder","investment (via holding company)","new","78","male","United States","USA","0.0","North America","self-made finance","24.5","Financial","True","Diversified financial","not inherited","True","True" +"Philip Knight","26","1996","1964","Nike","founder","apparel","new","58","male","United States","USA","8100000000000.0","North America","founder non-finance","5.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Bernard Arnault","26","2001","1981","LVMH","founder","luxury goods","acquired","52","male","France","FRA","1380000000000.0","Europe","founder non-finance","10.7","Traded Sectors","True","Consumer","not inherited","True","True" +"George Soros","26","2014","1969","Soros Fund Management","founder","hedge funds","new","83","male","United States","USA","0.0","North America","self-made finance","23.0","Financial","True","Hedge funds","not inherited","True","True" +"Michael Otto","27","1996","1950","Otto Group","relation","mail order retail","new","52","male","Germany","DEU","2500000000000.0","Europe","inherited","5.2","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Ernesto Bertarelli","27","2001","1906","Serono","relation","pharmaceuticals","new","35","male","Switzerland","CHE","279000000000.0","Europe","inherited","10.5","New Sectors","True","Technology-Medical","3rd generation","True","True" +"Michael Dell","27","2001","1984","Dell","founder","technology","new","36","male","United States","USA","10600000000000.0","North America","founder non-finance","10.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"David Thomson","27","2014","1934","Thomson Corporation (now Thomson Reuters)","relation","media","acquired","56","male","Canada","CAN","0.0","North America","inherited","22.6","Non-Traded Sectors","True","Media","father","True","True" +"Fong Teng","28","1996","1970","Sino Group","relation","real estate","new","0","male","Hong Kong","HKG","160000000000.0","East Asia","inherited","5.2","Traded Sectors","True","Consumer","father","True","True" +"Lui Che Woo","28","2014","1955","K. Wah Group","founder/chairman","construction, hotels, gaming","new","84","male","Hong Kong","HKG","0.0","East Asia","self-made finance","22.0","Financial","True","Real Estate","not inherited","True","True" +"Robert and Ten Fong Ng","29","1996","1970","Sino Group","relation","real estate","new","0","male","Hong Kong","HKG","160000000000.0","East Asia","inherited","5.2","Financial","True","Real Estate","father","True","True" +"Silvio Berlusconi","29","2001","1978","Fininvest","founder","media","new","64","male","Italy","ITA","1160000000000.0","Europe","privatized and resources","10.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"Dieter Schwarz","29","2014","1930","Schwarz Group","relation","groceries","new","74","male","Germany","DEU","0.0","Europe","inherited","21.1","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Yasuo Takei","30","1996","0","Takefuji","founder","finance","new","66","male","Japan","JPN","4710000000000.0","East Asia","self-made finance","5.2","Financial","True","Money Management","not inherited","True","True" +"Abigail Johnson","30","2001","1946","Fidelity Investments","relation","investment banking","new","39","female","United States","USA","10600000000000.0","North America","inherited","9.1","Financial","True","Money Management","3rd generation","True","True" +"Prince Alwaleed Bin Talal Alsaud","30","2014","1980","Kingdom Holding Company","founder","construction/real estate/banking","new","58","male","Saudi Arabia","SAU","0.0","Middle East/North Africa","privatized and resources","20.4","Financial","True","Diversified financial","not inherited","True","True" +"Antonio Ermirio de Moraes","31","1996","1919","Votorantim Group","relation","metals, paper, cement","new","0","male","Brazil","BRA","854000000000.0","Latin America","inherited","5.1","Traded Sectors","True","Non-consumer industrial","father","True","True" +"Forrest Mars Jr","31","2001","1911","Mars, Incorperated","relation","candy","new","69","male","United States","USA","10600000000000.0","North America","inherited","9.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Jacqueline Mars","31","2001","1911","Mars, Incorperated","relation","candy","new","0","female","United States","USA","10600000000000.0","North America","inherited","9.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"John Mars","31","2001","1911","Mars, Incorperated","relation","candy","new","64","male","United States","USA","10600000000000.0","North America","inherited","9.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Kirsten Rausing","31","2001","1951","Tetra Pak","relation","food packaging","new","0","female","Sweden","SWE","240000000000.0","Europe","inherited","9.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Forrest Mars, Jr.","31","2014","1911","Mars, Incorperated","relation","candy","new","82","male","United States","USA","0.0","North America","inherited","20.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Jacqueline Mars","31","2014","1911","Mars, Incorperated","relation","candy","new","74","female","United States","USA","0.0","North America","inherited","20.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"John Mars","31","2014","1911","Mars, Incorperated","relation","candy","new","77","male","United States","USA","0.0","North America","inherited","20.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Eka Tjipta Widjaja","32","1996","1962","Sinar Mas Group","founder","banking","new","0","male","Indonesia","IDN","227000000000.0","East Asia","self-made finance","5.1","Financial","True","Diversified financial","not inherited","True","True" +"Liliane Bettencourt","33","1996","1909","L'Oreal","relation","cosmetics","new","73","female","France","FRA","1610000000000.0","Europe","inherited","5.0","Traded Sectors","True","Consumer","father","True","True" +"Merck family","34","1996","1668","Merck","","pharmaceuticals","aquired","0","","Germany","DEU","2500000000000.0","Europe","inherited","5.0","New Sectors","True","Technology-Medical","not inherited","True","True" +"Jorge Paulo Lemann","34","2014","1999","Ambev","founder","investment banking/beer","aquired","74","male","Brazil","BRA","0.0","Latin America","founder non-finance","19.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Silvio Berlusconi","35","1996","1978","Fininvest","founder","media","new","59","male","Italy","ITA","1310000000000.0","Europe","privatized and resources","5.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Charles Ergen","35","2001","1980","dish networtk","founder","media","new","48","male","United States","USA","10600000000000.0","North America","founder non-finance","8.8","Non-Traded Sectors","True","Media","not inherited","True","True" +"Ted Turner","35","2001","1970","CNN","founder","media","aquired","62","male","United States","USA","10600000000000.0","North America","founder non-finance","8.8","Non-Traded Sectors","True","Media","not inherited","True","True" +"Lee Shau Kee","35","2014","1976","Henderson Land Development","founder/chairman","real estate","new","86","male","Hong Kong","HKG","0.0","East Asia","self-made finance","19.6","Financial","True","Diversified financial","not inherited","True","True" +"Mohamed Salim Bin Mahfouz","36","1996","1953","National Comercial bank of Saudi Arabia","relation","banking","new","0","male","Saudi Arabia","SAU","158000000000.0","Middle East/North Africa","inherited","5.0","Financial","True","Money Management","father","True","True" +"Steve Ballmer","36","2014","1975","Microsoft","CEO","technology","new","57","male","United States","USA","0.0","North America","executive","19.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Theo Albrecht, Jr.","36","2014","1913","Aldi Nord","Relation","groceries","new","63","male","Germany","DEU","0.0","Europe","inherited","19.3","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Lee Kun-Hee","37","1996","1938","Samsung","relation","electronics","new","0","male","South Korea","KOR","603000000000.0","East Asia","inherited","4.9","New Sectors","True","Technology-Computer","father","True","True" +"Yasuo Takei","37","2001","0","Takefuji","founder","finance","new","71","male","Japan","JPN","4160000000000.0","East Asia","self-made finance","8.3","Financial","True","Money Management","not inherited","True","True" +"John Walton","38","1996","1962","Walmart","relation"," retail"," new","50","male","United States","USA","8100000000000.0","North America","inherited","4.8","Traded Sectors","True","Consumer","father","True","True" +"Suliman Olayan","38","2001","1947","General Contracting Company","founder","oil infrastructure","new","0","male","Saudi Arabia","SAU","183000000000.0","Middle East/North Africa","self-made finance","8.0","Financial","True","Diversified financial","not inherited","True","True" +"Leonardo Del Vecchio","38","2014","1961","?Luxottica","founder","glasses","new","78","male","Italy","ITA","0.0","Europe","founder non-finance","19.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Jim Walton","39","1996","1962","Walmart","relation","retail"," new","48","male","United States","USA","8100000000000.0","North America","inherited","4.8","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Rupert Murdoch","39","2001","1923","News Limited","relation","media","new","70","male","United States","USA","10600000000000.0","North America","inherited","7.8","Non-Traded Sectors","True","Media","father","True","True" +"Len Blavatnik","39","2014","1990","Renova Group","founder","aluminum, oil","new","56","male","United States","USA","0.0","North America","self-made finance","18.7","Financial","True","Diversified financial","not inherited","True","True" +"Helen Walton","40","1996","1962","Walmart","relation","retail"," new","76","female","United States","USA","8100000000000.0","North America","inherited","4.7","Traded Sectors","True","Consumer","spouse/widow","True","True" +"Hans Rausing","40","2001","1951","Tetra Pak","relation","food packaging","new","74","male","Sweden","SWE","240000000000.0","Europe","inherited","7.7","Traded Sectors","True","Consumer","father","True","True" +"Nobutada Saji","40","2001","1899","Suntory","relation","brewery","new","55","male","Japan","JPN","4160000000000.0","East Asia","inherited","7.7","Traded Sectors","True","Consumer","3rd generation","True","True" +"Alisher Usmanov","40","2014","1999","Metalloinvest","founder","metals","new","60","male","Russia","RUS","0.0","Europe","privatized and resources","18.6","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Mukesh Ambani","40","2014","1980","Reliance","relation","textiles","new","56","male","India","IND","0.0","South Asia","inherited","18.6","Resource Related","True","Energy","not inherited","True","True" +"Alice Walton","41","1996","1962","Walmart","relation","retail"," new","47","female","United States","USA","8100000000000.0","North America","inherited","4.7","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"S Robson Walton","42","1996","1962","Walmart","relation","retail"," new","52","male","United States","USA","8100000000000.0","North America","inherited","4.7","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Azim Premji","42","2001","1945","Wipro Limited","relation","software","new","55","male","India","IND","494000000000.0","South Asia","inherited","6.9","New Sectors","True","Technology-Computer","father","True","True" +"Masayoshi Son","42","2014","1981","Softbank","founder/CEO","technology","new","56","male","Japan","JPN","0.0","East Asia","founder non-finance","18.4","New Sectors","True","Technology-Computer","not inherited","True","True" +"Michael Otto","42","2014","1949","Otto Group","relation","mail order retail","new","70","male","Germany","DEU","0.0","Europe","inherited","18.4","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Phil Knight","42","2014","1964","Nike","founder","apparel","new","76","male","United States","USA","0.0","North America","founder non-finance","18.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Henkel family","43","1996","1876","Henkel AG","","chemicals","new","0","","Germany","DEU","2500000000000.0","Europe","inherited","4.6","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Amancio Ortega","43","2001","1975","Zara","founder","Fashion","new","65","male","Spain","ESP","626000000000.0","Europe","founder non-finance","6.6","Traded Sectors","True","Consumer","not inherited","True","True" +"Leonardo Del Vecchio","43","2001","1961","?Luxottica","founder","glasses","new","65","male","Italy","ITA","1160000000000.0","Europe","founder non-finance","6.6","Traded Sectors","True","Consumer","not inherited","True","True" +"Masayoshi Son","44","1996","1981","Softbank","founder/CEO","technology","new","38","male","Japan","JPN","4710000000000.0","East Asia","founder non-finance","4.6","Non-Traded Sectors","True","Media","not inherited","True","True" +"Friedrich Flick","45","1996","1919","Friedrich Flick Industrial Holding","relation","coal","new","69","male","Germany","DEU","2500000000000.0","Europe","inherited","4.5","Financial","True","Money Management","father","True","True" +"Gerald Cavendish Grosvenor","45","2001","1677","Grosvenor Group","relation","real estate","new","49","male","United Kingdom","GBR","1530000000000.0","Europe","inherited","6.5","Financial","True","Real Estate","5th generation or longer","True","True" +"Tadashi Yanai","45","2014","1963","Fast Retailing/Uniqlo","founder","apparel","new","65","male","Japan","JPN","0.0","East Asia","founder non-finance","17.9","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Liem Sioe Liong","46","1996","1952","Salim Group","founder","consumer goods","new","0","male","Indonesia","IDN","227000000000.0","East Asia","self-made finance","4.5","Financial","True","Diversified financial","not inherited","True","True" +"Kirk Kerkorian","46","2001","1924","MGM Grand","investor","real estate","aquired","83","male","United States","USA","10600000000000.0","North America","self-made finance","6.4","Financial","True","Real Estate","not inherited","True","True" +"Gina Rinehart","46","2014","1955","Hancock Prospecting","relation","mining","new","60","female","Australia","AUS","0.0","North America","inherited","17.7","Resource Related","True","Mining and metals","father","True","True" +"Pierre Landolt","47","1996","2001","AxialPar","founder","venture capitalist","new","0","male","Switzerland","CHE","330000000000.0","Europe","founder non-finance","4.5","New Sectors","True","Technology-Medical","not inherited","True","True" +"Charles Schwab","47","2001","1971","Charles Schwab Corporation","founder","brokerage/banking","new","63","male","United States","USA","10600000000000.0","North America","self-made finance","6.3","Financial","True","Money Management","not inherited","True","True" +"Francois Pinault","47","2001","1963","Pinault-Printemps-Redoute (PPR), now known as Kering","founder","apparel","new","64","male","France","FRA","1380000000000.0","Europe","founder non-finance","6.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Mikhail Fridman","47","2014","1989","Alfa Group","founder","investment banking","new","49","male","Russia","RUS","0.0","Europe","privatized and resources","17.6","Resource Related","True","Energy","not inherited","True","True" +"Donald Newhouse","48","1996","1909","Advance Publications","relation","media","new","66","male","United States","USA","8100000000000.0","North America","inherited","4.5","Non-Traded Sectors","True","Media","father","True","True" +"Michael Dell","48","2014","1984","Dell","founder","technology","new","49","male","United States","USA","0.0","North America","founder non-finance","17.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Samuel Newhouse","49","1996","1909","Advance Publications","relation","media","new","68","male","United States","USA","8100000000000.0","North America","inherited","4.5","Non-Traded Sectors","True","Media","father","True","True" +"Pierre Landolt","49","2001","2001","AxialPar","founder","venture capitalist","new","0","male","Switzerland","CHE","279000000000.0","Europe","founder non-finance","6.1","New Sectors","True","Technology-Medical","not inherited","True","True" +"Susanne Klatten","49","2014","1916","BMW","relation","cars","new","51","female","Germany","DEU","0.0","Europe","inherited","17.4","Traded Sectors","True","Consumer","father","True","True" +"Dhanin Chearavanont","50","1996","1921","Charoen Pokphand (CP Group)","relation","retail","new","56","male","Thailand","THA","182000000000.0","East Asia","inherited","4.2","Traded Sectors","True","Consumer","father","True","True" +"George Soros","50","2001","1969","Soros Fund Management","founder","hedge funds","new","70","male","United States","USA","10600000000000.0","North America","self-made finance","6.0","Financial","True","Hedge funds","not inherited","True","True" +"Nasser Al-Kharafi","50","2001","1956","Kharafi Group","relation","construction","new","57","male","Kuwait","KWT","34890773880.0","Middle East/North Africa","inherited","6.0","Non-Traded Sectors","True","Constrution","father","True","True" +"Abigail Johnson","50","2014","1946","Fidelity Investments","relation","investment banking","new","52","female","United States","USA","0.0","North America","inherited","17.3","Financial","True","Money Management","3rd generation","True","True" +"Boehringer family","51","1996","1885","Poehringer Ingelheim","relation","pharmaceuticals","new","0","","Germany","DEU","2500000000000.0","Europe","inherited","4.1","New Sectors","True","Technology-Medical","3rd generation","True","True" +"Viktor Vekselberg","51","2014","1990","Renova Group","founder","aluminum, oil","new","56","male","Russia","RUS","0.0","Europe","privatized and resources","17.2","Resource Related","True","Mining and metals","not inherited","True","True" +"David Sainsbury","52","1996","1869","Sainsbury's","relation","groceries","new","55","male","United Kingdom","GBR","1310000000000.0","Europe","inherited","4.1","Non-Traded Sectors","True","Retail, Restaurant","4th generation","True","True" +"Lee Shau Kee","52","2001","1976","Henderson Land Development","founder/chairman","real estate","new","73","male","Hong Kong","HKG","169000000000.0","East Asia","self-made finance","5.9","Financial","True","Real Estate","not inherited","True","True" +"Lakshmi Mittal","52","2014","1989","ArcelorMittal","founder","steel","new","63","male","India","IND","0.0","South Asia","inherited","16.7","Resource Related","True","Non-consumer industrial","father","True","True" +"Seydoux/Schlumberger families","53","1996","1926","Schlumberger Well Services","","oilfield services","new","0","","France","FRA","1610000000000.0","Europe","inherited","4.0","New Sectors","True","Technology-Medical","not inherited","True","True" +"Eli Broad","53","2001","1957","Kaufman and Broad, SunAmerica","founder","construction/insurance","new/aquired","67","male","United States","USA","10600000000000.0","North America","self-made finance","5.8","Financial","True","Money Management","not inherited","True","True" +"Vladimir Lisin","53","2014","1992","NLMK","owner","steel","aquired","57","male","Russia","RUS","0.0","Europe","privatized and resources","16.6","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Masatoshi Ito","54","1996","1961","Ito-Yokado","founder","retail","new","71","male","Japan","JPN","4710000000000.0","East Asia","founder non-finance","4.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"James Goodnight","54","2001","1976","SAS institute","founder","software","new","58","male","United States","USA","10600000000000.0","North America","founder non-finance","5.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Cheng Yu-tung","54","2014","1929","Chow Tai Fook Enterprises","relation","real estate","new","88","male","Hong Kong","HKG","0.0","East Asia","inherited","16.2","Financial","True","Diversified financial","father","True","True" +"Fukuzo Iwasaki","55","1996","1923","Iwasaki Sangyo Group","relation","real estate","new","71","male","Japan","JPN","4710000000000.0","East Asia","inherited","4.0","Financial","True","Real Estate","father","True","True" +"Kyosuke Kinoshita","55","2001","1948","Acom","relation","consumer loans","new","60","male","Japan","JPN","4160000000000.0","East Asia","inherited","5.6","Financial","True","Money Management","father","True","True" +"Masayoshi Son","55","2001","1981","Softbank","founder/CEO","technology","new","43","male","Japan","JPN","4160000000000.0","East Asia","founder non-finance","5.6","Non-Traded Sectors","True","Media","not inherited","True","True" +"Joseph Safra","55","2014","1955","Banco Safra (now Saftra Group)","founder","banking","new","75","male","Brazil","BRA","0.0","Latin America","self-made finance","16.0","Financial","True","Money Management","not inherited","True","True" +"Mustafa Rahmi Koc","56","1996","1926","Koc Holding","relation","energy, retail, manufacturing","new","65","male","Turkey","TUR","181000000000.0","Middle East/North Africa","inherited","4.0","Financial","True","Money Management","3rd generation","True","True" +"Paul Allen","56","2014","1975","Microsoft","founder","technology","new","61","male","United States","USA","0.0","North America","founder non-finance","15.9","New Sectors","True","Technology-Computer","not inherited","True","True" +"Barbara Cox Anthony","57","1996","1898","Cox Enterprises","relation","media","aquired","72","female","United States","USA","8100000000000.0","North America","inherited","4.0","Non-Traded Sectors","True","Media","father","True","True" +"Luciano Benetton","57","2001","1965","Benetton Group","founder","fashion","new","65","male","Italy","ITA","1160000000000.0","Europe","founder non-finance","5.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Robert Pritzker","57","2001","1957","Hyatt","founder","hotels","aquired","74","male","United States","USA","10600000000000.0","North America","self-made finance","5.5","Financial","True","Real Estate","father","True","True" +"Thomas Pritzker","57","2001","1957","Hyatt","relation","hotels","aquired","50","male","United States","USA","10600000000000.0","North America","inherited","5.5","Financial","True","Real Estate","father","True","True" +"Leonid Mikhelson","57","2014","1994","Novatek","chairman of management committee","gas","new","58","male","Russia","RUS","0.0","Europe","privatized and resources","15.6","Resource Related","True","Energy","not inherited","True","True" +"Anne Cox Chambers","58","1996","1898","Cox Enterprises","relation","media","aquired","76","female","United States","USA","8100000000000.0","North America","inherited","4.0","Non-Traded Sectors","True","Media","father","True","True" +"Anne Cox Chambers","58","2014","1898","Cox Enterprises","relation","media","aquired","94","female","United States","USA","0.0","North America","inherited","15.5","Non-Traded Sectors","True","Media","father","True","True" +"Francois Pinault","58","2014","1963","Pinault-Printemps-Redoute (PPR), now known as Kering","founder","apparel","new","77","male","France","FRA","0.0","Europe","founder non-finance","15.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Iris Fontbona","58","2014","1888","Antofagasta PLC","relation","mining","aquired","71","female","Chile","CHL","0.0","Latin America","inherited","15.5","Resource Related","True","Mining and metals","spouse/widow","True","True" +"Ronald Perelman","59","1996","1980","MacAnderws and Forbes Holdings","founder","holding company","aquired","53","male","United States","USA","8100000000000.0","North America","self-made finance","4.0","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Akira Mori","60","1996","1959","Mori Building","relation","construction","new","66","male","Japan","JPN","4710000000000.0","East Asia","inherited","3.9","Financial","True","Real Estate","father","True","True" +"Curt Engelhorn","60","2001","1865","BASF/Boehringer Mannheim/DePuy","relation","pharmaceuticals","new","74","male","Germany","DEU","1950000000000.0","Europe","inherited","5.4","New Sectors","True","Technology-Medical","4th generation","True","True" +"Gordon Moore","60","2001","1968","Intel ","founder","technology","new","72","male","United States","USA","10600000000000.0","North America","founder non-finance","5.4","New Sectors","True","Technology-Computer","not inherited","True","True" +"Hasso Plattner","60","2001","1972","SAP AG","founder","software","new","57","male","Germany","DEU","1950000000000.0","Europe","founder non-finance","5.4","New Sectors","True","Technology-Computer","not inherited","True","True" +"Paul-Louis Halley","60","2001","1961","Promodes","relation","retail","new","0","male","France","FRA","1380000000000.0","Europe","executive","5.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Otto Beisheim","61","1996","1963","Metro AG","founder","groceries","new","72","male","Germany","DEU","2500000000000.0","Europe","founder non-finance","3.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Azim Premji","61","2014","1945","Wipro Limited","relation","software","new","68","male","India","IND","0.0","South Asia","inherited","15.3","New Sectors","True","Technology-Computer","father","True","True" +"Gennady Timchenko","61","2014","2000","Gunvor Group","founder","oil trading","new","61","male","Russia","RUS","0.0","Europe","privatized and resources","15.3","Resource Related","True","Energy","not inherited","True","True" +"Mohammad Al Amoudi","61","2014","1970","MIDROC","founder","construction/real estate","new","67","male","Saudi Arabia","SAU","0.0","Middle East/North Africa","privatized and resources","15.3","Resource Related","True","Energy","not inherited","True","True" +"Madeleine Schickedanz","62","1996","1927","Quelle Versand","relation","retail","new","52","female","Germany","DEU","2500000000000.0","Europe","inherited","3.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Brenninkmeijer family","63","1996","1841","C&A","relation","retail","new","0","","Netherlands","NLD","443000000000.0","Europe","inherited","3.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Gordon Moore","64","1996","1968","Intel ","founder","technology","new","67","male","United States","USA","8100000000000.0","North America","founder non-finance","3.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Friedrich Flick","64","2001","1919","Friedrich Flick Industrial Holding","relation","coal","new","74","male","Germany","DEU","1950000000000.0","Europe","inherited","5.3","Financial","True","Money Management","father","True","True" +"Gustavo Cisneros","64","2001","1929","Cisneros Group","relation","media","new","55","male","Venezuela","VEN","123000000000.0","Latin America","inherited","5.3","Non-Traded Sectors","True","Media","father","True","True" +"Stefan Persson","64","2001","1947"," H&M","relation"," fashion"," new","53","male","Sweden","SWE","240000000000.0","Europe","inherited","5.3","Traded Sectors","True","Consumer","father","True","True" +"Walter Haefner","64","2001","1957","Automation Center","founder","computer services","new","90","male","Switzerland","CHE","279000000000.0","Europe","founder non-finance","5.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Wang Jianlin","64","2014","1988","Dalian Wanda Group","founder","real estate","new","59","male","China","CHN","0.0","East Asia","self-made finance","15.1","Financial","True","Real Estate","not inherited","True","True" +"Walter Annenberg","65","1996","1936","Philadelphia Inquirer","relation","media","aquired","0","male","United States","USA","8100000000000.0","North America","inherited","3.7","Non-Traded Sectors","True","Media","father","True","True" +"Charles Ergen","65","2014","1980","dish networtk","founder","media","new","61","male","United States","USA","0.0","North America","founder non-finance","15.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Steven Ballmer","66","1996","1975","Microsoft","CEO","technology","new","39","male","United States","USA","8100000000000.0","North America","executive","3.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Stefan Quandt","66","2014","1916","BMW","relation","cars","new","47","male","Germany","DEU","0.0","Europe","inherited","14.9","Traded Sectors","True","Consumer","father","True","True" +"Gregorio Perez Companc","67","1996","1968","Petrolera Perez Companc","relation","oil","new","61","male","Argentina","ARG","272000000000.0","Latin America","inherited","3.6","Traded Sectors","True","Consumer","father","True","True" +"German Larrea Mota Velasco","67","2014","1978","Grupo Mexio","founder","copper","new","60","male","Mexico","MEX","0.0","Latin America","privatized and resources","14.7","Resource Related","True","Mining and metals","not inherited","True","True" +"Curt Engelhorn","68","1996","1865","BASF/Boehringer Mannheim/DePuy","relation","pharmaceuticals","new","69","male","Germany","DEU","2500000000000.0","Europe","inherited","3.6","New Sectors","True","Technology-Medical","4th generation","True","True" +"Yoshitaka Fukuda","68","2001","1967","Aiful","founder","finance","new","53","male","Japan","JPN","4160000000000.0","East Asia","self-made finance","5.2","Financial","True","Money Management","not inherited","True","True" +"Harold Hamm","68","2014","1967","Continental Resources","founder","oil","new","68","male","United States","USA","0.0","North America","privatized and resources","14.6","Resource Related","True","Energy","not inherited","True","True" +"Shin Kyuk-Ho","69","1996","0","","","","","0","","South Korea","KOR","603000000000.0","East Asia","","3.6","Traded Sectors","True","Consumer","not inherited","True","True" +"Alfred Lerner","69","2001","1982","MBNA","chairman","credit cards","subsidiary","0","male","United States","USA","10600000000000.0","North America","executive","5.1","0","True","Other","not inherited","True","True" +"Donald Bren","69","2014","1864","Irvine Company","owner","real estate","aquired","81","male","United States","USA","0.0","North America","self-made finance","14.4","Financial","True","Real Estate","not inherited","True","True" +"Ray Dalio","69","2014","1975","Bridgewater Associates","founder","hedge funds","new","64","male","United States","USA","0.0","North America","self-made finance","14.4","Financial","True","Hedge funds","not inherited","True","True" +"James Arthur and John Irving","70","1996","1882","J.D. Irving","relation","timber","new","0","male","Canada","CAN","627000000000.0","North America","inherited","3.5","Resource Related","True","Energy","3rd generation","True","True" +"Alain Wertheimer","70","2001","1909","Chanel","relation","luxury goods","new","0","male","France","FRA","1380000000000.0","Europe","inherited","5.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"August von Finck","70","2001","1890","Allianz, Merk Finck & Co","relation","banking/insurance","new","70","male","Germany","DEU","1950000000000.0","Europe","inherited","5.0","Financial","True","Money Management","father","True","True" +"Donald Newhouse","70","2001","1909","Advance Publications","relation","media","new","71","male","United States","USA","10600000000000.0","North America","inherited","5.0","Non-Traded Sectors","True","Media","father","True","True" +"Michael Otto","70","2001","1923","Metro AG","relation","retail","new","57","male","Germany","DEU","1950000000000.0","Europe","inherited","5.0","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Samuel Newhouse","70","2001","1909","Advance Publications","relation","media","new","73","male","United States","USA","10600000000000.0","North America","inherited","5.0","Non-Traded Sectors","True","Media","father","True","True" +"Philip Niarchos","71","1996","1952","Niarchos Ltd","relation","shipping","new","42","male","Greece","GRC","147000000000.0","Europe","inherited","3.5","0","True","Other","father","True","True" +"Georg Schaeffler","71","2014","1946","Schaeffler Group","relation","roller bearings","new","49","male","Germany","DEU","0.0","Europe","inherited","14.3","Traded Sectors","True","Non-consumer industrial","father","True","True" +"Wang Yue-che","72","1996","1954","Formosa Plastics","founder","petrochemicals","new","79","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","3.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Luis Carlos Sarmiento","72","2014","1971","Grupo Aval Acciones y Valores, SA","founder","banking","aquired","81","male","Colombia","COL","0.0","Latin America","self-made finance","14.2","Financial","True","Money Management","not inherited","True","True" +"Sakip Sabanci","73","1996","1926","Sabanci Holdings","relation","textiles","new","63","male","Turkey","TUR","181000000000.0","Middle East/North Africa","inherited","3.5","Traded Sectors","True","Consumer","father","True","True" +"Laurene Powell Jobs","73","2014","1976","Apple","relation","technology","new","50","female","United States","USA","0.0","North America","inherited","14.0","New Sectors","True","Technology-Computer","spouse/widow","True","True" +"Ronald Perelman","73","2014","1980","MacAnderws and Forbes Holdings","founder","holding company","aquired","71","male","United States","USA","0.0","North America","self-made finance","14.0","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Serge Dassault","73","2014","1914","Dassault Group","relation","aviation","new","88","male","France","FRA","0.0","Europe","inherited","14.0","0","True","Other","father","True","True" +"Erivan Haub","74","1996","1867","Tenglemann Group","relation","retail","new","63","male","Germany","DEU","2500000000000.0","Europe","inherited","3.4","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Tiong Hiew King","75","1996","1976","Rimbunan Hijau Group","founder","timber","new","60","male","Malaysia","MYS","101000000000.0","East Asia","privatized and resources","3.4","Resource Related","True","Mining and metals","not inherited","True","True" +"Serge Dassault","75","2001","1914","Dassault Group","relation","aviation","new","76","male","France","FRA","1380000000000.0","Europe","inherited","4.9","0","True","Other","father","True","True" +"Kirk Kerkorian","76","1996","1924","MGM Grand","investor","real estate","aquired","78","male","United States","USA","8100000000000.0","North America","self-made finance","3.4","Financial","True","Real Estate","not inherited","True","True" +"Gunter Herz","76","2001","1949","Maxingvest AG","relation","coffee","new","60","male","Germany","DEU","1950000000000.0","Europe","inherited","4.8","Traded Sectors","True","Consumer","father","True","True" +"Tadashi Yanai","76","2001","1963","Fast Retailing/Uniqlo","founder","apparel","new","52","male","Japan","JPN","4160000000000.0","East Asia","founder non-finance","4.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"John Fredriksen","76","2014","1985","Frontline Ltd.","founder","oil tankers","aquired","69","male","Cyprus","CYP","0.0","Europe","founder non-finance","13.6","Traded Sectors","True","Other","not inherited","True","True" +"Vagit Alekperov","76","2014","1990","Lukoil","founder","oil","new","63","male","Russia","RUS","0.0","Europe","privatized and resources","13.6","Resource Related","True","Energy","not inherited","True","True" +"Sumner Redstone","77","1996","1936","National Amusements","relation","media","new","72","male","United States","USA","8100000000000.0","North America","inherited","3.4","Non-Traded Sectors","True","Media","father","True","True" +"Denis Defforey","78","1996","1960","Carrefour","founder","groceries","new","0","male","France","FRA","1610000000000.0","Europe","founder non-finance","3.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Rolf Gerling","78","2001","1904","Gerling Konzern","relation","insurance","new","46","male","Germany","DEU","1950000000000.0","Europe","inherited","4.7","Financial","True","Hedge funds","father","True","True" +"John Paulson","78","2014","1994","Paulson & Co.","founder","hedge funds","new","58","male","United States","USA","0.0","North America","self-made finance","13.5","Financial","True","Hedge funds","not inherited","True","True" +"Rupert Murdoch","78","2014","1923","News Limited","relation","media","new","82","male","United States","USA","0.0","North America","inherited","13.5","Non-Traded Sectors","True","Media","father","True","True" +"Rolf Gerling","79","1996","1904","Gerling Konzern","relation","insurance","new","41","male","Germany","DEU","2500000000000.0","Europe","inherited","3.3","Financial","True","Hedge funds","father","True","True" +"Dieter von Holtzbrinck","79","2001","1948","Holtzbrinck","relation","media","new","59","male","Germany","DEU","1950000000000.0","Europe","inherited","4.6","Non-Traded Sectors","True","Media","father","True","True" +"Edward Johnson","79","2001","1946","Fidelity Investments","relation","investment banking","new","70","male","United States","USA","10600000000000.0","North America","inherited","4.6","Financial","True","Money Management","father","True","True" +"Spiro Latsis","79","2001","1938","EFG International","relation","shipping","new","54","male","Greece","GRC","136000000000.0","Europe","inherited","4.6","Financial","True","Money Management","father","True","True" +"Nina Wang","80","1996","1960","Chinachem Group","relation","chemicals","new","0","female","Hong Kong","HKG","160000000000.0","East Asia","inherited","3.3","Financial","True","Real Estate","spouse/widow","True","True" +"Ma Huateng","80","2014","1998","Tencent","founder","internet","new","42","male","China","CHN","0.0","East Asia","founder non-finance","13.4","New Sectors","True","Technology-Computer","not inherited","True","True" +"Quek Leng Chan","81","1996","1963","Hong Leong Financial Group","founder","financial services","new","55","male","Malaysia","MYS","101000000000.0","East Asia","self-made finance","3.3","Financial","True","Money Management","not inherited","True","True" +"Gerald Cavendish Grosvenor","81","2014","1677","Grosvenor Group","relation","real estate","new","62","male","United Kingdom","GBR","0.0","Europe","inherited","13.0","Financial","True","Real Estate","5th generation or longer","True","True" +"Garry Weston","82","1996","1882","George Weston Limited","relation","","new","0","male","United Kingdom","GBR","1310000000000.0","Europe","inherited","3.3","Traded Sectors","True","Consumer","father","True","True" +"Lorenzo Mendoza","82","2001","1941","Empresas Polar","relation","beer","new","35","male","Venezuela","VEN","123000000000.0","Latin America","inherited","4.5","Traded Sectors","True","Consumer","father","True","True" +"Marvin Davis","82","2001","1945","Davis Petroleum","relation","oil","new","75","male","United States","USA","10600000000000.0","North America","inherited","4.5","Resource Related","True","Energy","father","True","True" +"Masatoshi Ito","82","2001","1961","Ito-Yokado","founder","retail","new","76","male","Japan","JPN","4160000000000.0","East Asia","founder non-finance","4.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Michael Bloomberg","82","2001","1981","Bloomberg","founder"," finance"," new","58","male","United States","USA","10600000000000.0","North America","founder non-finance","4.5","Non-Traded Sectors","True","Media","not inherited","True","True" +"Nicky Oppenheimer","82","2001","1888","De Beers","relation","diamonds","new ","55","male","South Africa","ZAF","122000000000.0","Sub-Saharan Africa","inherited","4.5","Resource Related","True","Mining and metals","3rd generation","True","True" +"Pierre Omidyar","82","2001","1995","Ebay","founder and chairman","e-commerce","new","33","male","United States","USA","10600000000000.0","North America","founder non-finance","4.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Reinhard Mohn","82","2001","1835","Bertelsmann","relation","publishing","new","79","male","Germany","DEU","1950000000000.0","Europe","inherited","4.5","Non-Traded Sectors","True","Media","4th generation","True","True" +"Samuel Johnson","82","2001","1886","S. C. Johnson & Son","relation","cleaning supplies","new","72","male","United States","USA","10600000000000.0","North America","inherited","4.5","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Dilip Shanghvi","82","2014","1983","Sun Pharmaceutical Industries","founder","pharmaceuticals","new","58","male","India","IND","0.0","South Asia","founder non-finance","12.8","New Sectors","True","Technology-Medical","not inherited","True","True" +"Jack Taylor","82","2014","1957","Enterprise","founder","rental cars","new","91","male","United States","USA","0.0","North America","founder non-finance","12.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Johanna Quandt","82","2014","1916","BMW","relation","cars","new","87","female","Germany","DEU","0.0","Europe","inherited","12.8","Traded Sectors","True","Consumer","spouse/widow","True","True" +"Pallonji Mistry","82","2014","1865","?Shapoorji Pallonji Group","Relation","construction","new","84","male","Ireland","IRL","0.0","Europe","inherited","12.8","Non-Traded Sectors","True","Constrution","father","True","True" +"Henry Ross Perot Sr","83","1996","1962","Electronic Data Systems","founder","data processing","new","0","male","United States","USA","8100000000000.0","North America","founder non-finance","3.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Keizo Saji","84","1996","1899","Suntory","relation","brewery","new","0","male","Japan","JPN","4710000000000.0","East Asia","inherited","3.2","Traded Sectors","True","Consumer","3rd generation","True","True" +"Rupert Murdoch","85","1996","1923","News Limited","relation","media","new","65","male","United States","USA","8100000000000.0","North America","inherited","3.2","Non-Traded Sectors","True","Media","father","True","True" +"Richard DeVos","86","1996","1959","Amway","founder","consumer goods","new","70","male","United States","USA","8100000000000.0","North America","founder non-finance","3.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Thomas and Raymond Kwok","86","2014","1963","Sun Hung Kai Properties","Relation","real estate","new","0","male","Hong Kong","HKG","0.0","East Asia","inherited","12.6","Financial","True","Real Estate","father","True","True" +"Vladimir Potanin","86","2014","1991","Interros","founder","private investment company","new","53","male","Russia","RUS","0.0","Europe","privatized and resources","12.6","Resource Related","True","Mining and metals","not inherited","True","True" +"Jay Van Andel","87","1996","1959","Amway","founder","consumer goods","new","71","male","United States","USA","8100000000000.0","North America","founder non-finance","3.2","Traded Sectors","True","Consumer","not inherited","True","True" +"August von Finck","88","1996","1890","Allianz, Merk Finck & Co","relation","banking/insurance","new","65","male","Germany","DEU","2500000000000.0","Europe","inherited","3.1","Financial","True","Money Management","father","True","True" +"James Simons","88","2014","1982","Renaissance Technologies","founder","hedge funds","new","75","male","United States","USA","0.0","North America","self-made finance","12.5","Financial","True","Hedge funds","not inherited","True","True" +"Rinat Akhmetov","88","2014","2000","System Capital Management Group","founder","industrial manufacturing and banking","","47","male","Ukraine","UKR","0.0","Europe","privatized and resources","12.5","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Michael and Rainer Schmidt-Ruthenbeck","89","1996","1923","Metro AG","relation","retail","new","0","male","Germany","DEU","2500000000000.0","Europe","inherited","3.1","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Stanley Ho","90","1996","1962","Sociedade de Turismo e Divers?es de Macau","founder","casinos","new","74","male","Hong Kong","HKG","160000000000.0","East Asia","self-made finance","3.1","Financial","True","Real Estate","not inherited","True","True" +"James Arthur and John Irving","90","2001","1882","J.D. Irving","relation","timber","new","0","male","Canada","CAN","733000000000.0","North America","inherited","4.4","Resource Related","True","Energy","3rd generation","True","True" +"Rudolf Oetker","90","2001","1891","Oetker-Gruppe","relation","food","new","0","male","Germany","DEU","1950000000000.0","Europe","inherited","4.4","Traded Sectors","True","Consumer","3rd generation","True","True" +"Alberto Bailleres Gonzalez","90","2014","1960","Penoles","relation","mining","privatization","82","male","Mexico","MEX","0.0","Latin America","inherited","12.4","Resource Related","True","Mining and metals","father","True","True" +"Kyosuke Kinoshita","91","1996","1948","Acom","relation","consumer loans","new","55","male","Japan","JPN","4710000000000.0","East Asia","inherited","3.1","Financial","True","Money Management","father","True","True" +"Robin Li","91","2014","2000","Baidu","founder","internet","new","45","male","China","CHN","0.0","East Asia","founder non-finance","12.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Chatri Sophonpanich","92","1996","1944","Bangkok Bank","relation","banking","new","0","male","Thailand","THA","182000000000.0","East Asia","inherited","3.1","Financial","True","Money Management","not inherited","True","True" +"Lee Bass","92","2001","1919","Sid Richardson Gasoline Co","relation","oil","new","44","male","United States","USA","10600000000000.0","North America","inherited","4.3","Resource Related","True","Energy","father","True","True" +"Maurice Greenberg","92","2001","1919","AIG","Chairman and Chief Executive Officer","insurance","new","75","male","United States","USA","10600000000000.0","North America","self-made finance","4.3","Financial","True","Money Management","not inherited","True","True" +"Philip Knight","92","2001","1964","Nike","founder","apparel","new","63","male","United States","USA","10600000000000.0","North America","founder non-finance","4.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Ernesto Bertarelli","92","2014","1906","Serono","relation","pharmaceuticals","new","48","male","Switzerland","CHE","0.0","Europe","inherited","12.0","New Sectors","True","Technology-Medical","3rd generation","True","True" +"Hans Rausing","92","2014","1944","Tetra Pak","relation","food packaging","new","87","male","Sweden","SWE","0.0","Europe","inherited","12.0","Traded Sectors","True","Consumer","father","True","True" +"Peter Haas Sr","93","1996","1853","Levi Strauss & co","relation","jeans","new","0","male","United States","USA","8100000000000.0","North America","inherited","3.1","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Lemos family","94","1996","1860","Efploia Shipping","","shipping","new","0","","Greece","GRC","147000000000.0","Europe","inherited","3.0","Financial","True","Money Management","not inherited","True","True" +"Zong Qinghou","94","2014","1987","Hangzhou Wahaha Group","founder","beverages","new","68","male","China","CHN","0.0","East Asia","founder non-finance","11.6","Traded Sectors","True","Consumer","not inherited","True","True" +"Jassim Al-Kharafi","95","1996","1956","Kharafi Group","relation","diversified investments","new","0","male","Kuwait","KWT","31492936826.0","Middle East/North Africa","inherited","3.0","Financial","True","Money Management","father","True","True" +"Fukuzo Iwasaki","95","2001","1923","Iwasaki Sangyo Group","relation","real estate","new","76","male","Japan","JPN","4160000000000.0","East Asia","inherited","4.2","Financial","True","Real Estate","father","True","True" +"David & Simon Reuben","95","2014","1990","Trans-World Metals","founder","aluminum","new","71","male","United Kingdom","GBR","0.0","Europe","self-made finance","11.5","Financial","True","Money Management","not inherited","True","True" +"Robert Kuok","95","2014","1971","Shangri-La Hotels","founder","hotels","new","90","male","Malaysia","MYS","0.0","East Asia","self-made finance","11.5","Financial","True","Diversified financial","not inherited","True","True" +"Suliman Olayan","96","1996","1947","General Contracting Company","founder","oil infrastructure","new","0","male","Saudi Arabia","SAU","158000000000.0","Middle East/North Africa","self-made finance","3.0","Financial","True","Diversified financial","not inherited","True","True" +"Micky Arison","96","2001","1972","Carnival Corporation","relation","cruises","new","51","male","United States","USA","10600000000000.0","North America","inherited","4.1","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Patrick Wang","96","2001","1959","Johnson Electric","relation","automotive parts","new","50","male","Hong Kong","HKG","169000000000.0","East Asia","inherited","4.1","Traded Sectors","True","Consumer","father","True","True" +"Khoo Teck Puat","97","1996","1960","Malayan Banking","founder","banking","new","79","male","Singapore","SGP","96400967339.0","East Asia","self-made finance","3.0","Financial","True","Real Estate","not inherited","True","True" +"Andrey Melnichenko","97","2014","1993","MDM Bank","founder","banking","new","41","male","Russia","RUS","0.0","Europe","privatized and resources","11.4","Resource Related","True","Energy","not inherited","True","True" +"Dhanin Chearavanont","97","2014","1921","Charoen Pokphand (CP Group)","relation","retail","new","74","male","Thailand","THA","0.0","East Asia","inherited","11.4","Traded Sectors","True","Consumer","father","True","True" +"Henry Sy","97","2014","1960","SM Malls","founder","retail","new","89","male","Philippines","PHL","0.0","East Asia","self-made finance","11.4","Financial","True","Diversified financial","not inherited","True","True" +"John Mars","98","1996","1911","Mars, Incorperated","relation","candy","new","59","male","United States","USA","8100000000000.0","North America","inherited","3.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Alfred Heineken","98","2001","1864","Heineken International","relation","beer","new","0","male","Netherlands","NLD","426000000000.0","Europe","inherited","4.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Donald Bren","98","2001","1864","Irvine Company","owner","real estate","aquired","68","male","United States","USA","10600000000000.0","North America","self-made finance","4.0","Financial","True","Real Estate","not inherited","True","True" +"Erivan Haub","98","2001","1867","Tenglemann Group","relation","retail","new","68","male","Germany","DEU","1950000000000.0","Europe","inherited","4.0","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Galen Weston","98","2001","1882","George Weston Limited","relation","food distribution","new","60","male","Canada","CAN","733000000000.0","North America","inherited","4.0","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Ty Warner","98","2001","1986","Ty Inc.","founder","toys","new","57","male","United States","USA","10600000000000.0","North America","founder non-finance","4.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Walter Annenberg","98","2001","1936","Philadelphia Inquirer","relation","media","aquired","0","male","United States","USA","10600000000000.0","North America","inherited","4.0","Non-Traded Sectors","True","Media","father","True","True" +"Jacqueline Mars","99","1996","1911","Mars, Incorperated","relation","candy","new","0","female","United States","USA","8100000000000.0","North America","inherited","3.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Jay and Arthur Pritzker","100","1996","1957","Hyatt","relation","hotels","aquired","0","male","United States","USA","8100000000000.0","North America","inherited","3.0","Financial","True","Real Estate","father","True","True" +"Ananda Krishnan","100","2014","1984","Usaha Tegas Sdn Bhd","founder","real estate","new","75","male","Malaysia","MYS","0.0","East Asia","founder non-finance","11.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"German Khan","100","2014","1989","Alfa Group","founder","oil and gas","new","52","male","Russia","RUS","0.0","Europe","privatized and resources","11.3","Resource Related","True","Energy","not inherited","True","True" +"Robert Pritzker","101","1996","1957","Hyatt","relation","hotels","aquired","69","male","United States","USA","8100000000000.0","North America","inherited","3.0","Financial","True","Real Estate","father","True","True" +"Forrest Mars Sr","102","1996","1911","Mars, Incorperated","relation","candy","new","0","male","United States","USA","8100000000000.0","North America","inherited","3.0","Traded Sectors","True","Consumer","father","True","True" +"Alejandro Santo Domingo Davila","102","2014","1889","Santo Domingo Group","relation","beer","aquired","37","male","Colombia","COL","0.0","Latin America","inherited","11.1","Traded Sectors","True","Consumer","father","True","True" +"Lee Kun-Hee","102","2014","1938","Samsung","relation","electronics","new","72","male","South Korea","KOR","0.0","East Asia","inherited","11.1","New Sectors","True","Technology-Computer","father","True","True" +"Miuccia Prada","102","2014","1913","Prada","relation","luxury goods","new","64","female","Italy","ITA","0.0","Europe","inherited","11.1","Traded Sectors","True","Consumer","father","True","True" +"Shiv Nadar","102","2014","1976","HCL","founder","technology","new","68","male","India","IND","0.0","South Asia","founder non-finance","11.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Forrest Mars Jr","103","1996","1911","Mars, Incorperated","relation","candy","new","64","male","United States","USA","8100000000000.0","North America","inherited","3.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Rudolf Oetker","104","1996","1891","Oetker-Gruppe","relation","food","new","0","male","Germany","DEU","2500000000000.0","Europe","inherited","2.9","Traded Sectors","True","Consumer","3rd generation","True","True" +"Henry Ross Perot Sr","104","2001","1962","Electronic Data Systems","founder","data processing","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","3.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Jon Huntsman","104","2001","1982","Huntsman chemical","founder","chemicals","new","63","male","United States","USA","10600000000000.0","North America","founder non-finance","3.8","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Leonard Lauder","104","2001","1946","Est?Lauder","relation","makeup","new","67","male","United States","USA","10600000000000.0","North America","inherited","3.8","Traded Sectors","True","Consumer","father","True","True" +"Sid Bass","104","2001","1919","Sid Richardson Gasoline Co","relation","oil","new","58","male","United States","USA","10600000000000.0","North America","inherited","3.8","Resource Related","True","Energy","father","True","True" +"Tsai Wan-lin","104","2001","1962","Lin Yuan Group","founder","banking and insurance","new","76","male","Taiwan","Taiwan","0.0","East Asia","self-made finance","3.8","Financial","True","Hedge funds","not inherited","True","True" +"Koo Cha-kyung","105","1996","1947","LG Group","relation","electronics","new","0","male","South Korea","KOR","603000000000.0","East Asia","inherited","2.9","Financial","True","Diversified financial","father","True","True" +"William Hewlett","106","1996","1939","Hewlett-Packard","founder","printers","new","0","male","United States","USA","8100000000000.0","North America","founder non-finance","2.9","New Sectors","True","Technology-Computer","not inherited","True","True" +"Petr Kellner","106","2014","1991","PPF (Prvn? privatizacn? fond)","founder","investment","new","49","male","Czech Republic","CZE","0.0","Europe","self-made finance","11.0","Financial","True","Money Management","not inherited","True","True" +"Robert & Philip Ng","106","2014","1970","Sino Group","relation","real estate","new","0","male","Singapore","SGP","0.0","East Asia","inherited","11.0","Financial","True","Real Estate","father","True","True" +"Steve Cohen","106","2014","1992","SAC Capital Advisors","founder","hedge funds","new","58","male","United States","USA","0.0","North America","self-made finance","11.0","Financial","True","Hedge funds","not inherited","True","True" +"Karl-Heinz Kipp","107","1996","1965","Massa","founder","retail","new","72","male","Germany","DEU","2500000000000.0","Europe","founder non-finance","2.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Putera Sampoerna","108","1996","1913","Sampoerna","relation","cigarette","new","0","male","Indonesia","IDN","227000000000.0","East Asia","inherited","2.8","Traded Sectors","True","Consumer","father","True","True" +"Gianni Agnelli","109","1996","1899","Fiat","relation","cars","new","0","male","Italy","ITA","1310000000000.0","Europe","inherited","2.8","Traded Sectors","True","Consumer","3rd generation","True","True" +"Carl Icahn","109","2001","1968","Icahn Enterprises","founder","investment (via holding company)","new","65","male","United States","USA","10600000000000.0","North America","self-made finance","3.7","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Mehmet Karamehmet","109","2001","1923","Cukurova Holding","chairman","textiles, industrial goods, media","new","56","male","Turkey","TUR","196000000000.0","Middle East/North Africa","executive","3.7","Non-Traded Sectors","True","Media","not inherited","True","True" +"Nina Wang","109","2001","1960","Chinachem Group","relation","chemicals","new","0","female","Hong Kong","HKG","169000000000.0","East Asia","inherited","3.7","Financial","True","Real Estate","spouse/widow","True","True" +"Robert Kuok","109","2001","1971","Shangri-La Hotels","founder","hotels","new","78","male","Malaysia","MYS","92783947368.0","East Asia","self-made finance","3.7","Financial","True","Money Management","not inherited","True","True" +"Sanjiv Sidhu","109","2001","1988","i2 Technologies","founder","software","new","0","male","United States","USA","10600000000000.0","North America","self-made finance","3.7","Financial","True","Money Management","not inherited","True","True" +"Shari Arison","109","2001","1972","Carnival Corporation","relation","banking","new","43","female","Israel","ISR","130000000000.0","Middle East/North Africa","inherited","3.7","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Andrew Beal","109","2014","1988","Beal Bank","founder","real estate/banking","new","61","male","United States","USA","0.0","North America","self-made finance","10.9","Financial","True","Money Management","not inherited","True","True" +"Mikhail Prokhorov","109","2014","1993","Norilsk Nickel","owner","precious metals","privatization","48","male","Russia","RUS","0.0","Europe","privatized and resources","10.9","Financial","True","Diversified financial","not inherited","True","True" +"Chey Jong-hyon","110","1996","1953","SK Group","founder","textiles","aquired","0","male","South Korea","KOR","603000000000.0","East Asia","self-made finance","2.8","Financial","True","Diversified financial","not inherited","True","True" +"Jean-Louis Dumas","111","1996","1837","Hermes","relation","luxury fashion","new","57","male","France","FRA","1610000000000.0","Europe","inherited","2.7","Traded Sectors","True","Consumer","4th generation","True","True" +"Alexei Mordashov","111","2014","1993","Severstal","general director","mining","privatization","48","male","Russia","RUS","0.0","Europe","privatized and resources","10.5","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Hansjoerg Wyss","111","2014","1974","Synthes USA","founder/CEO","medical technology","new division","79","male","Switzerland","CHE","0.0","Europe","founder non-finance","10.5","New Sectors","True","Technology-Medical","not inherited","True","True" +"Dietmar Hopp","112","1996","1972","SAP AG","founder","software","new","55","male","Germany","DEU","2500000000000.0","Europe","founder non-finance","2.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Gunter Herz","113","1996","1949","Maxingvest AG","relation","coffee","new","55","male","Germany","DEU","2500000000000.0","Europe","inherited","2.7","Traded Sectors","True","Consumer","father","True","True" +"Charlene de Carvalho-Heineken","113","2014","1864","Heineken International","relation","beer","new","59","female","Netherlands","NLD","0.0","Europe","inherited","10.4","Traded Sectors","True","Consumer","father","True","True" 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Financial","relation","finance ","new","0","male","Taiwan","Taiwan","0.0","East Asia","inherited","2.7","Financial","True","Hedge funds","father","True","True" +"John Simplot","115","2001","1929","J.R. Simplot Company","founder","agricultural products","new","92","male","United States","USA","10600000000000.0","North America","founder non-finance","3.6","Traded Sectors","True","Consumer","not inherited","True","True" +"Edgar Bronfman","116","1996","1857","Seagrams","relation","liquor","new","67","male","United States","USA","8100000000000.0","North America","inherited","2.7","Traded Sectors","True","Consumer","father","True","True" +"Antonio Ermirio de Moraes","116","2001","1919","Votorantim Group","relation","metals, paper, cement","new","0","male","Brazil","BRA","560000000000.0","Latin America","inherited","3.5","Traded Sectors","True","Non-consumer industrial","father","True","True" +"Craig McCaw","116","2001","1987","McCaw Cellular","founder","cell phones","new","51","male","United States","USA","10600000000000.0","North America","founder non-finance","3.5","Non-Traded Sectors","True","Media","not inherited","True","True" +"Kazuo Okada","116","2001","1973","Wynn Resorts","founder","casinos","new","58","male","Japan","JPN","4160000000000.0","East Asia","self-made finance","3.5","Financial","True","Real Estate","not inherited","True","True" +"Ng Teng Fong","116","2001","1962","Far East Organization","founder","real estate","new","72","male","Singapore","SGP","89285087395.0","East Asia","self-made finance","3.5","Financial","True","Real Estate","not inherited","True","True" +"Nicolas Hayek","116","2001","1986","Swatch Group","founder","watches","merger","72","male","Switzerland","CHE","279000000000.0","Europe","founder non-finance","3.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Reinhold Wuerth","116","2001","1945","Adolf Wurth Group","relation","screws","new","0","male","Germany","DEU","1950000000000.0","Europe","executive","3.5","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Sakip Sabanci","116","2001","1926","Sabanci Holdings","relation","textiles","new","68","male","Turkey","TUR","196000000000.0","Middle East/North Africa","inherited","3.5","Traded Sectors","True","Consumer","father","True","True" +"Stephan Schmidheiny","116","2001","1912","Holcim","relation","construction","new","53","male","Switzerland","CHE","279000000000.0","Europe","inherited","3.5","Financial","True","Money Management","4th generation","True","True" +"Charles Bronfman","117","1996","1857","Seagrams","relation","liquor","new","64","male","Canada","CAN","627000000000.0","North America","inherited","2.6","Traded Sectors","True","Consumer","father","True","True" +"Li Hejun","117","2014","1994","Hanergy Solar","founder/chairman","energy","new","46","male","China","CHN","0.0","East Asia","privatized and resources","10.3","Resource Related","True","Energy","not inherited","True","True" +"Sergei Galitsky","117","2014","1994","Magnit","founder","retail","new","46","male","Russia","RUS","0.0","Europe","founder non-finance","10.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Leo Kirch","118","1996","1956","Kirch Group","founder","media","new","0","male","Germany","DEU","2500000000000.0","Europe","founder non-finance","2.6","Non-Traded Sectors","True","Media","not inherited","True","True" +"Von Siemens family","119","1996","1847","Siemens","","industrial automation","new","0","","Germany","DEU","2500000000000.0","Europe","inherited","2.6","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Kjeld Kirk Kristiansen","119","2014","1949","Lego","relation","toys","new","66","male","Denmark","DEN","0.0","Europe","inherited","10.2","Traded Sectors","True","Consumer","3rd generation","True","True" +"Marcel Herrmann Telles","119","2014","1885","Ambev","founder","investment banking/beer","aquired","64","male","Brazil","BRA","0.0","Latin America","founder non-finance","10.2","Traded Sectors","True","Consumer","not inherited","True","True" +"John Latsis","120","1996","1938","EFG International","relation","shipping","new","0","male","Greece","GRC","147000000000.0","Europe","inherited","2.6","Financial","True","Money Management","father","True","True" +"Yaw Teck-seng","121","1996","1963","Samling Strategic Corp","founder","logging","new","0","male","Malaysia","MYS","101000000000.0","East Asia","privatized and resources","2.6","Resource Related","True","Mining and metals","not inherited","True","True" +"Charles Butt","121","2014","1905","H-E-B supermarket","relation","groceries","new","76","male","United States","USA","0.0","North America","inherited","10.1","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Alfred Heineken","122","1996","1864","Heineken International","relation","beer","new","0","female","Netherlands","NLD","443000000000.0","Europe","inherited","2.6","Traded Sectors","True","Consumer","father","True","True" +"Carrie Perrodo","122","2014","1975","Perenco","relation","oil","new","63","female","France","FRA","0.0","Europe","inherited","10.0","0","True","Other","spouse/widow","True","True" +"David Tepper","122","2014","1993","Appaloosa Management","founder","hedge funds","new","56","male","United States","USA","0.0","North America","self-made finance","10.0","Financial","True","Hedge funds","not inherited","True","True" +"George Kaiser","122","2014","1940","Kaiser-Francis Oil Company","relation","oil","new","71","male","United States","USA","0.0","North America","inherited","10.0","Resource Related","True","Energy","father","True","True" +"Hinduja Brothers","122","2014","1914","Hinduja Group","relation","media, exports","new","0","male","United Kingdom","GBR","0.0","Europe","inherited","10.0","Financial","True","Diversified financial","father","True","True" +"Jack Ma","122","2014","1999","Alibaba group","founder","internet","new","49","male","China","CHN","0.0","East Asia","founder non-finance","10.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Patrick Soon-Shiong","122","2014","1997","American Pharmaceutical Partners ","founder","healthcare","new","62","male","United States","USA","0.0","North America","founder non-finance","10.0","New Sectors","True","Technology-Medical","not inherited","True","True" +"Stephen Schwarzman","122","2014","1985","Blackstone Group","founder","private equity","new","67","male","United States","USA","0.0","North America","self-made finance","10.0","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Jaime Augusto Zobel de Ayala","123","1996","1834","Ayala Corporation","relation","construcion","new","0","male","Philippines","PHL","82848194406.0","East Asia","inherited","2.6","Financial","True","Money Management","4th generation","True","True" +"George Ty","124","1996","1962","Metropolitan Bank and Trust Company","founder","banking","new","0","male","Philippines","PHL","82848194406.0","East Asia","self-made finance","2.6","Financial","True","Money Management","not inherited","True","True" +"Ann Kroenke","124","2001","1962","Walmart","relation","retail"," new","0","female","United States","USA","10600000000000.0","North America","inherited","3.4","Traded Sectors","True","Consumer","father","True","True" +"Charles Bronfman","124","2001","1857","Seagrams","relation","liquor","new","69","male","Canada","CAN","733000000000.0","North America","inherited","3.4","Traded Sectors","True","Consumer","father","True","True" +"David Geffen","124","2001","1970","Asylum Records/Geffen Records/Dreamworks","founder","entertainment","new","58","male","United States","USA","10600000000000.0","North America","founder non-finance","3.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Dhirubhai Ambani","124","2001","1966","Reliance","founder","textiles","new","0","male","India","IND","494000000000.0","South Asia","founder non-finance","3.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Gerard Louis-Dreyfus","124","2001","1851","Louis Dreyfus Group","relation","energy","new","68","male","France","FRA","1380000000000.0","Europe","inherited","3.4","Financial","True","Money Management","4th generation","True","True" +"James Sorenson","124","2001","1977","Sorenson Companies","founder","real estate","new","79","male","United States","USA","10600000000000.0","North America","self-made finance","3.4","Financial","True","Real Estate","not inherited","True","True" +"Samuel Johnson","125","1996","1886","S. C. Johnson & Son","relation","cleaning supplies","new","67","male","United States","USA","8100000000000.0","North America","inherited","2.6","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Henry Hillman","126","1996","1942","Pittsburgh Coke & Chemical","relation","coal","new","77","male","United States","USA","8100000000000.0","North America","inherited","2.6","Financial","True","Money Management","father","True","True" +"Julio Bozano","127","1996","1960","Banco Bozano Simonsen","founder","banking","new","60","male","Brazil","BRA","854000000000.0","Latin America","self-made finance","2.5","Financial","True","Money Management","not inherited","True","True" +"Porsche family","128","1996","1931","Porsche","","cars","new","0","","Germany","DEU","2500000000000.0","Europe","inherited","2.5","0","True","0","father","True","True" +"Peter Livanos","129","1996","1949","Ceres Hellenic","relation","shipping","new","0","male","Greece","GRC","147000000000.0","Europe","inherited","2.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Giorgio Armani","129","2014","1975","Armani","founder","luxury goods","new","79","male","Italy","ITA","0.0","Europe","founder non-finance","9.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Michael Kadoorie","130","1996","1890","CLP Holdings","relation","utilities","new","55","male","Hong Kong","HKG","160000000000.0","East Asia","inherited","2.5","Financial","True","Money Management","father","True","True" +"Akira Mori","130","2001","1959","Mori Building","relation","construction","new","66","male","Japan","JPN","4160000000000.0","East Asia","inherited","3.3","Financial","True","Real Estate","father","True","True" +"Amos Hosetter Jr","130","2001","1964","Continental Cablevision","founder","media","new","64","male","United States","USA","10600000000000.0","North America","founder non-finance","3.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"Bernard Marcus","130","2001","1979","Home Depot","founder","home improvement retail","new","71","male","United States","USA","10600000000000.0","North America","founder non-finance","3.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Edgar Bronfman","130","2001","1857","Seagrams","relation","liquor","new","72","male","United States","USA","10600000000000.0","North America","inherited","3.3","Traded Sectors","True","Consumer","father","True","True" +"Eitaro Itoyama","130","2001","0","","","golf courses","","58","male","Japan","JPN","4160000000000.0","East Asia","self-made finance","3.3","Financial","True","Real Estate","not inherited","True","True" +"Martin Ebner","130","2001","1985","BZ Bank","founder","banking","new","0","male","Switzerland","CHE","279000000000.0","Europe","self-made finance","3.3","Financial","True","Money Management","not inherited","True","True" +"Ronald Perelman","130","2001","1980","MacAnderws and Forbes Holdings","founder","holding company","aquired","58","male","United States","USA","10600000000000.0","North America","self-made finance","3.3","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Ryoichi Jinnai","130","2001","1962","Promise Consumer Finance","founder","finance","new","74","male","Japan","JPN","4160000000000.0","East Asia","self-made finance","3.3","Financial","True","Money Management","not inherited","True","True" +"Richard Kinder","130","2014","1997","Kinder Morgan Energy Partners","founder","energy","new","69","male","United States","USA","0.0","North America","founder non-finance","9.5","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Tsai Eng-Meng","130","2014","1962","Want Want China","relation","food","new","57","male","Taiwan","Taiwan","0.0","East Asia","inherited","9.5","Traded Sectors","True","Consumer","father","True","True" +"Henry Fok","131","1996","1962","Sociedade de Turismo e Divers?es de Macau","investor","casinos","new","72","male","Hong Kong","HKG","160000000000.0","East Asia","self-made finance","2.5","Financial","True","Real Estate","not inherited","True","True" +"Goroemon Yoshimoto","132","1996","0","","","","","0","male","Japan","JPN","4710000000000.0","East Asia","","2.5","Financial","True","Real Estate","not inherited","True","True" +"Edward Johnson, III.","132","2014","1946","Fidelity Investments","relation","investment banking","new","83","male","United States","USA","0.0","North America","inherited","9.3","Financial","True","Money Management","father","True","True" +"Eric Schmidt","132","2014","1998","google","executive chairman","technology","new","58","male","United States","USA","0.0","North America","executive","9.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Hiroshi Mikitani","132","2014","1997","Rakuten","founder","e-commerce","new","49","male","Japan","JPN","0.0","East Asia","founder non-finance","9.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Samuel Newhouse, Jr.","132","2014","1909","Advance Publications","relation","media","new","86","male","United States","USA","0.0","North America","inherited","9.3","Non-Traded Sectors","True","Media","father","True","True" +"Rinji Shino","133","1996","1949","Meiko Group","","real estate","","0","male","Japan","JPN","4710000000000.0","East Asia","","2.5","Financial","True","Real Estate","not inherited","True","True" +"Yasuyuki Nambu","134","1996","1976","Pasona Inc","founder","staffing services","new","0","male","Japan","JPN","4710000000000.0","East Asia","founder non-finance","2.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Rafik Al-Hariri","135","1996","1978","Saudi Oger","founder","construction","aquired","52","male","Lebanon","LBN","13690217121.0","Middle East/North Africa","privatized and resources","2.5","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Alejo Peralta","136","1996","1939","Groupo IUSA","relation","construction","new","0","male","Mexico","MEX","397000000000.0","Latin America","inherited","2.5","Non-Traded Sectors","True","Media","father","True","True" +"Dietrich Mateschitz","136","2014","1984","Red Bull","founder","beverages","new","69","male","Austria","AUT","0.0","Europe","founder non-finance","9.2","Traded Sectors","True","Consumer","not inherited","True","True" +"John van Vlissingen","137","1996","1975","BCD Holdings","founder","travel company","new","57","male","Netherlands","NLD","443000000000.0","Europe","privatized and resources","2.5","Resource Related","True","Energy","not inherited","True","True" +"Joao Roberto Marinho","137","2014","1925","Globo Organizations","relation","media","new","60","male","Brazil","BRA","0.0","Latin America","inherited","9.1","Non-Traded Sectors","True","Media","father","True","True" +"Jose Roberto Marinho","137","2014","1925","Globo Organizations","relation","media","new","58","male","Brazil","BRA","0.0","Latin America","inherited","9.1","Non-Traded Sectors","True","Media","father","True","True" +"Roberto Marinho","137","2014","1925","Globo Organizations","relation","media","new","66","male","Brazil","BRA","0.0","Latin America","inherited","9.1","Non-Traded Sectors","True","Media","father","True","True" +"Roman Abramovich","137","2014","1988","Millhouse LLC","founder","private investment company","new","47","male","Russia","RUS","0.0","Europe","privatized and resources","9.1","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Sheikh Saleh Bin Abdul Aziz Al-rajhi","138","1996","1957","Al Rajhi bank","founder","Banking","new","0","male","Saudi Arabia","SAU","158000000000.0","Middle East/North Africa","self-made finance","2.5","Financial","True","Money Management","not inherited","True","True" +"Charles Koch","138","2001","1940","Koch industries","relation"," Oil refining","new","65","male","United States","USA","10600000000000.0","North America","inherited","3.2","Resource Related","True","Energy","father","True","True" +"David Koch","138","2001","1940","Koch industries","relation"," Oil refining","new","60","male","United States","USA","10600000000000.0","North America","inherited","3.2","Resource Related","True","Energy","father","True","True" +"Donald Fisher","138","2001","1969","The Gap","founder","clothing ","new","72","male","United States","USA","10600000000000.0","North America","founder non-finance","3.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Doris Fisher","138","2001","1969","The Gap","founder","clothing ","new","70","female","United States","USA","10600000000000.0","North America","founder non-finance","3.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Karl-Heinz Kipp","138","2001","1965","Massa","founder","retail","new","77","male","Germany","DEU","1950000000000.0","Europe","founder non-finance","3.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Philippe Foriel-Destezet","138","2001","1996","Adecco","owner","HR consulting","aquired","65","male","France","FRA","1380000000000.0","Europe","executive","3.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Preston Tisch","138","2001","1946","Loews Corporation","founder","retail","new","74","male","United States","USA","10600000000000.0","North America","founder non-finance","3.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Ronald Lauder","138","2001","1946","Est?Lauder","relation","makeup","new","59","male","United States","USA","10600000000000.0","North America","inherited","3.2","Traded Sectors","True","Consumer","father","True","True" +"Mohammed Jameel","139","1996","1945","Abdul Latif Jameel Co. Ltd","relation","auto dealerships","new","0","male","Saudi Arabia","SAU","158000000000.0","Middle East/North Africa","inherited","2.5","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Maersk McKinney Moller","140","1996","1905","Maersk Group","relation","shipping","new","82","male","Denmark","DNK","188000000000.0","Europe","inherited","2.5","Financial","True","Diversified financial","father","True","True" +"Nicky Oppenheimer","141","1996","1888","De Beers","relation","diamonds","new ","50","male","South Africa","ZAF","148000000000.0","Sub-Saharan Africa","inherited","2.5","Resource Related","True","Mining and metals","3rd generation","True","True" +"Alain Wertheimer","141","2014","1909","Chanel","relation","luxury goods","new","65","male","France","FRA","0.0","Europe","inherited","9.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Charoen Sirivadhanabhakdi","141","2014","1941","ThaiBev","founder","alcohol","privatization","69","male","Thailand","THA","0.0","East Asia","privatized and resources","9.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Gerard Wertheimer","141","2014","1909","Chanel","relation","luxury goods","new","63","male","France","FRA","0.0","Europe","inherited","9.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Silvio Berlusconi","141","2014","1978","Fininvest","founder","media","new","77","male","Italy","ITA","0.0","Europe","privatized and resources","9.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Vladimir Yevtushenkov","141","2014","1993","Sistema/Sitronics","Chairman/founder","technology","new","65","male","Russia","RUS","0.0","Europe","privatized and resources","9.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Ernesto Bertarelli","142","1996","1906","Serono","relation","pharmaceuticals","new","30","male","Switzerland","CHE","330000000000.0","Europe","inherited","2.5","New Sectors","True","Technology-Medical","3rd generation","True","True" +"Banyong Lamsam","143","1996","1945","Kasikornbank","relation","banking","new","0","male","Thailand","THA","182000000000.0","East Asia","inherited","2.5","Financial","True","Money Management","not inherited","True","True" +"George Soros","144","1996","1969","Soros Fund Management","founder","hedge funds","new","65","male","United States","USA","8100000000000.0","North America","self-made finance","2.5","Financial","True","Hedge funds","not inherited","True","True" +"Abigail Johnson","145","1996","1946","Fidelity Investments","relation","investment banking","new","34","female","United States","USA","8100000000000.0","North America","inherited","2.5","Financial","True","Money Management","3rd generation","True","True" +"Jon Huntsman","146","1996","1982","Huntsman chemical","founder","chemicals","new","58","male","United States","USA","8100000000000.0","North America","founder non-finance","2.5","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Ennio Doris","146","2001","1982","Mediolanum SpA","founder","asset management","new","60","male","Italy","ITA","1160000000000.0","Europe","self-made finance","3.1","Financial","True","Hedge funds","not inherited","True","True" +"Gianni Agnelli","146","2001","1899","Fiat","relation","cars","new","0","male","Italy","ITA","1160000000000.0","Europe","inherited","3.1","Traded Sectors","True","Consumer","3rd generation","True","True" +"Lester Crown","146","2001","1919","General Dynamics","relation","aerospace and defense","new","75","male","United States","USA","10600000000000.0","North America","inherited","3.1","Financial","True","Money Management","father","True","True" +"Rafik Al-Hariri","146","2001","1978","Saudi Oger","founder","construction","aquired","57","male","Lebanon","LBN","17649751244.0","Middle East/North Africa","privatized and resources","3.1","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"William Wrigley","146","2001","1891","Wm Wrigley Jr. Company","relation","gum","new","37","male","United States","USA","10600000000000.0","North America","inherited","3.1","Traded Sectors","True","Consumer","4th generation","True","True" +"Carlos Alberto Sicupira","146","2014","1999","Ambev","founder","investment banking/beer","aquired","66","male","Brazil","BRA","0.0","Latin America","founder non-finance","8.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Hisakazu Yamaguchi","147","1996","1950","Daiwan Can","relation","cans","new","0","male","Japan","JPN","4710000000000.0","East Asia","inherited","2.4","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Alexei Kuzmichev","147","2014","1989","Alfa Group","founder","investment banking","new","51","male","Russia","RUS","0.0","Europe","privatized and resources","8.8","Resource Related","True","Energy","not inherited","True","True" +"Dmitry Rybolovlev","147","2014","1930","Uralkali","owner","fertilizer","aquired","47","male","Russia","RUS","0.0","Europe","executive","8.8","Traded Sectors","True","Consumer","not inherited","True","True" +"Elaine Marshall","147","2014","1940","Koch industries","relation"," Oil refining","new","71","female","United States","USA","0.0","North America","inherited","8.8","Financial","True","Diversified financial","spouse/widow","True","True" +"Hasso Plattner","147","2014","1972","SAP AG","founder","software","new","70","male","Germany","DEU","0.0","Europe","founder non-finance","8.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Thomas Peterffy","147","2014","1977","Interactive Brokers","founder, chairman, ceo","stock brokerage","new","69","male","United States","USA","0.0","North America","self-made finance","8.8","Financial","True","Money Management","not inherited","True","True" +"Kanichiro Ishibashi","148","1996","1931","Bridgestone Corp","relation","tires","new","0","male","Japan","JPN","4710000000000.0","East Asia","inherited","2.4","Resource Related","True","Mining and metals","father","True","True" +"Andrew Gotianun","149","1996","1955","Filinvest Development Corporation","founder","real estate","new","0","male","Philippines","PHL","82848194406.0","East Asia","self-made finance","2.4","Financial","True","Real Estate","not inherited","True","True" +"Anacleto Angelini","150","1996","1955","Angelini Group","founder","mining","new","82","male","Chile","CHL","75800000000.0","Latin America","privatized and resources","2.3","Resource Related","True","Energy","not inherited","True","True" +"Dieter Schwarz","151","1996","1930","Schwarz Group","relation","groceries","new","0","male","Germany","DEU","2500000000000.0","Europe","inherited","2.3","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"A Jerrold Perenchio","151","2001","1955","Univision","former chairman and CEO","media","aquired","70","male","United States","USA","10600000000000.0","North America","executive","3.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Emilio Azcarraga Jean","151","2001","1955","Grupo Televisa","relation","media","new","33","male","Mexico","MEX","725000000000.0","Latin America","inherited","3.0","Non-Traded Sectors","True","Media","father","True","True" +"George Lucas","151","2001","1971","Lucasfilm","founder","Star Wars","new","56","male","United States","USA","10600000000000.0","North America","founder non-finance","3.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Henry Hillman","151","2001","1942","Pittsburgh Coke & Chemical","relation","coal","new","82","male","United States","USA","10600000000000.0","North America","inherited","3.0","Financial","True","Money Management","father","True","True" +"Khoo Teck Puat","151","2001","1960","Malayan Banking","founder","banking","new","84","male","Singapore","SGP","89285087395.0","East Asia","self-made finance","3.0","Financial","True","Real Estate","not inherited","True","True" +"Mohammed Jameel","151","2001","1945","Abdul Latif Jameel Co. Ltd","relation","auto dealerships","new","0","male","Saudi Arabia","SAU","183000000000.0","Middle East/North Africa","inherited","3.0","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Ricardo Salinas Pliego","151","2001","1906","Grupo Salinas/Group Elektra","relation","telecommunications","new","45","male","Mexico","MEX","725000000000.0","Latin America","inherited","3.0","Non-Traded Sectors","True","Retail, Restaurant","4th generation","True","True" +"Riley Bechtel","151","2001","1898","Bechtel Corporation","relation and chairman","construction","new","48","male","United States","USA","10600000000000.0","North America","inherited","3.0","Non-Traded Sectors","True","Constrution","4th generation","True","True" +"Robert Bass","151","2001","1919","Sid Richardson Gasoline Co","relation","oil","new","53","male","United States","USA","10600000000000.0","North America","inherited","3.0","Resource Related","True","Energy","father","True","True" +"Saleh Kamel","151","2001","1969","Dallah al Baraka Group","founder","airport maintenance","new","59","male","Saudi Arabia","SAU","183000000000.0","Middle East/North Africa","self-made finance","3.0","Financial","True","Money Management","not inherited","True","True" +"Stephen Bechtel","151","2001","1898","Bechtel Corporation","relation","construction","new","75","male","United States","USA","10600000000000.0","North America","inherited","3.0","Non-Traded Sectors","True","Constrution","4th generation","True","True" +"Ciputra","152","1996","1961","Ciputra Development","founder","real estate","new","0","male","Indonesia","IDN","227000000000.0","East Asia","self-made finance","2.3","Financial","True","Real Estate","not inherited","True","True" +"Ludwig Merckle","152","2014","1881","Ratiopharm","relation","pharmaceuticals","new","49","male","Germany","DEU","0.0","Europe","inherited","8.6","New Sectors","True","Technology-Medical","4th generation","True","True" +"Leonardo Del Vecchio","153","1996","1961","?Luxottica","founder","glasses","new","60","male","Italy","ITA","1310000000000.0","Europe","founder non-finance","2.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Antonia Johnson","153","2014","1873","Axel Johnson Group","relation","trade investment","new","70","female","Sweden","SWE","0.0","Europe","inherited","8.5","Financial","True","Diversified financial","4th generation","True","True" +"Donald Newhouse","153","2014","1909","Advance Publications","relation","media","new","84","male","United States","USA","0.0","North America","inherited","8.5","Non-Traded Sectors","True","Media","father","True","True" +"Galen Weston","153","2014","1882","George Weston Limited","relation","food distribution","new","73","male","Canada","CAN","0.0","North America","inherited","8.5","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Hank & Doug Meijer","153","2014","1934","Meijer","relation","groceries","new","0","male","United States","USA","0.0","North America","inherited","8.5","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Michael Kadoorie","153","2014","1901","CLP Holdings","relation","utilities","new","72","male","Hong Kong","HKG","0.0","East Asia","inherited","8.5","Financial","True","Diversified financial","father","True","True" +"Michele Ferrero","154","1996","1946","Ferrero spa","relation","chocolates","new","69","male","Italy","ITA","1310000000000.0","Europe","executive","2.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Eitaro Itoyama","155","1996","0","","","golf courses","","53","male","Japan","JPN","4710000000000.0","East Asia","self-made finance","2.3","Financial","True","Real Estate","not inherited","True","True" +"Akio Morita","156","1996","1946","Sony","founder","technology","new","0","male","Japan","JPN","4710000000000.0","East Asia","founder non-finance","2.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Kim Woo-choong","157","1996","1967","Daewoo Group","founder","textiles","new","0","male","South Korea","KOR","603000000000.0","East Asia","privatized and resources","2.3","Financial","True","Diversified financial","not inherited","True","True" +"Kjeld Kirk Kristiansen","158","1996","1949","Lego","relation","toys","new","48","male","Denmark","DNK","188000000000.0","Europe","inherited","2.3","Traded Sectors","True","Consumer","3rd generation","True","True" +"Elon Musk","158","2014","1999","Paypal, SpaceX, Tesla Motors","investor/founder","technology","new","42","male","United States","USA","0.0","North America","founder non-finance","8.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Joseph Lau","158","2014","1978","Chinese Estates Holdings","founder","real estate","new","62","male","Hong Kong","HKG","0.0","East Asia","self-made finance","8.4","Financial","True","Real Estate","not inherited","True","True" +"Stephan Schmidheiny","159","1996","1912","Holcim","relation","construction","new","48","male","Switzerland","CHE","330000000000.0","Europe","inherited","2.3","Financial","True","Money Management","4th generation","True","True" +"Robert Bass","160","1996","1919","Sid Richardson Gasoline Co","relation","oil","new","48","male","United States","USA","8100000000000.0","North America","inherited","2.3","Resource Related","True","Energy","father","True","True" +"August von Finck","160","2014","1890","Allianz, Merk Finck & Co","relation","banking/insurance","new","83","male","Germany","DEU","0.0","Europe","inherited","8.3","Financial","True","Diversified financial","father","True","True" +"Ricardo Salinas Pliego","160","2014","1906","Grupo Salinas/Group Elektra","relation","telecommunications","new","58","male","Mexico","MEX","0.0","Latin America","inherited","8.3","Non-Traded Sectors","True","Retail, Restaurant","4th generation","True","True" +"Andronico Luksic","161","1996","1888","Antofagasta","founder","copper","aquired","69","male","Chile","CHL","75800000000.0","Latin America","privatized and resources","2.2","Resource Related","True","Mining and metals","not inherited","True","True" +"Adrian and John Swire","162","1996","1816","Swire","relation","trading company","new","0","male","Hong Kong","HKG","160000000000.0","East Asia","inherited","2.2","Financial","True","Money Management","4th generation","True","True" +"Dietmar Hopp","162","2001","1972","SAP AG","founder","software","new","60","male","Germany","DEU","1950000000000.0","Europe","founder non-finance","2.9","New Sectors","True","Technology-Computer","not inherited","True","True" +"Hiroshi Yamauchi","162","2001","1889","Nintendo","relation","video games","new","73","male","Japan","JPN","4160000000000.0","East Asia","inherited","2.9","New Sectors","True","Technology-Computer","3rd generation","True","True" +"Joseph and Moise Safra","162","2001","1955","Banco Safra (now Saftra Group)","founder","banking","new","0","male","Brazil","BRA","560000000000.0","Latin America","self-made finance","2.9","Financial","True","Money Management","not inherited","True","True" +"Leslie Wexner","162","2001","1963","Limited Brands","founder","clothing","new","59","male","United States","USA","10600000000000.0","North America","founder non-finance","2.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Lorenzo Zambrano","162","2001","1906","Cemex","relation","cement","new","56","male","Mexico","MEX","725000000000.0","Latin America","inherited","2.9","Non-Traded Sectors","True","Constrution","3rd generation","True","True" +"Andrei Skoch","162","2014","1999","Metallionvest","partner","mining","new","48","male","Russia","RUS","0.0","Europe","privatized and resources","8.2","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Pierre Omidyar","162","2014","1995","Ebay","founder and chairman","e-commerce","new","46","male","United States","USA","0.0","North America","founder non-finance","8.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Xavier Niel","162","2014","1999","Iliad","founder","internet service provider","new","46","male","France","FRA","0.0","Europe","founder non-finance","8.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Prajogo Pangestu","163","1996","1977","Barito Pacific","founder","petrochemicals","new","0","male","Indonesia","IDN","227000000000.0","East Asia","privatized and resources","2.2","Resource Related","True","Mining and metals","not inherited","True","True" +"Akihiko Otsuka","164","1996","1921","Otsuka Holdings","relation","pharmaceuticals","new","0","male","Japan","JPN","4710000000000.0","East Asia","inherited","2.2","New Sectors","True","Technology-Medical","father","True","True" +"Kazuo Matsuda","165","1996","1963","Nichiei","founder","small-company lending","new","0","male","Japan","JPN","4710000000000.0","East Asia","self-made finance","2.2","Financial","True","Money Management","not inherited","True","True" +"Margarita Louis-Dreyfus","165","2014","1851","Louis-Dreyfus Goup","relation","commodities (wheat, oil, shipping)","new","50","female","Switzerland","CHE","0.0","Europe","inherited","8.1","Resource Related","True","Mining and metals","spouse/widow","True","True" +"Lucio Tan","166","1996","1982","Asia Brewery","founder","beverages","new","61","male","Philippines","PHL","82848194406.0","East Asia","self-made finance","2.2","Financial","True","Money Management","not inherited","True","True" +"Pierre Castel","166","2014","1949","Goupe Castel","founder","beverages","new","87","male","France","FRA","0.0","Europe","founder non-finance","8.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Philip Anschutz","167","1996","1961","Circle A Drilling","investor","oil, railroad, investments","aquired","56","male","United States","USA","8100000000000.0","North America","self-made finance","2.2","Financial","True","Money Management","not inherited","True","True" +"Aloysio de Andrade Faria","167","2001","1925","Banco Real","relation","banking","new","80","male","Brazil","BRA","560000000000.0","Latin America","inherited","2.8","Financial","True","Money Management","father","True","True" +"Charles Dolan","167","2001","1972","Cablevision and HBO","founder","media","new","74","male","United States","USA","10600000000000.0","North America","founder non-finance","2.8","Non-Traded Sectors","True","Media","not inherited","True","True" +"Jack Taylor","167","2001","1957","Enterprise","founder","rental cars","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","2.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"John Sall","167","2001","1976","SAS institute","founder","software","new","54","male","United States","USA","10600000000000.0","North America","founder non-finance","2.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Klaus Jacobs","167","2001","1895","Jacobs Suchard AG","relation","chocolate and coffee","new","0","male","Switzerland","CHE","279000000000.0","Europe","inherited","2.8","Traded Sectors","True","Consumer","3rd generation","True","True" +"Steven Udvar-Hazy","167","2001","1973","International Lease Finance Corporation","founder","aircraft leasing","new","55","male","United States","USA","10600000000000.0","North America","founder non-finance","2.8","0","True","Other","not inherited","True","True" +"Yoshiaki Tsutsumi","167","2001","1894","Seibu Corporation","relation","real estate","aquired","66","male","Japan","JPN","4160000000000.0","East Asia","inherited","2.8","Financial","True","Real Estate","father","True","True" +"Emmanuel Besnier","167","2014","1933","Lactalis","relation","cheese","new","43","male","France","FRA","0.0","Europe","inherited","7.9","Traded Sectors","True","Consumer","father","True","True" +"Marvin Davis","168","1996","1945","Davis Petroleum","relation","oil","new","70","male","United States","USA","8100000000000.0","North America","inherited","2.2","Resource Related","True","Energy","father","True","True" +"Blair Parry-Okeden","168","2014","1898","Cox Enterprises","relation","media","aquired","63","female","United States","USA","0.0","North America","inherited","7.7","Non-Traded Sectors","True","Media","3rd generation","True","True" +"David Duffield","168","2014","1987","PeopleSoft","founder","software","new","73","male","United States","USA","0.0","North America","founder non-finance","7.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Jean-Claude Decaux","168","2014","1964","JCDecaux","founder","advertising","new","76","male","France","FRA","0.0","Europe","founder non-finance","7.7","Non-Traded Sectors","True","Media","not inherited","True","True" +"Jim Kennedy","168","2014","1898","Cox Enterprises","relation","media","aquired","66","male","United States","USA","0.0","North America","inherited","7.7","Non-Traded Sectors","True","Media","3rd generation","True","True" +"Reinhold Wuerth","168","2014","1945","Adolf Wurth Group","relation","screws","new","78","male","Germany","DEU","0.0","Europe","executive","7.7","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Lee Bass","169","1996","1919","Sid Richardson Gasoline Co","relation","oil","new","39","male","United States","USA","8100000000000.0","North America","inherited","2.2","Resource Related","True","Energy","father","True","True" +"Roberto Marinho","170","1996","1925","Globo Organizations","relation","media","new","0","male","Brazil","BRA","854000000000.0","Latin America","inherited","2.1","Non-Traded Sectors","True","Media","father","True","True" +"Philippe Bouriez","171","1996","1975","Cora","founder","retail","new","0","male","France","FRA","1610000000000.0","Europe","founder non-finance","2.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Stefan Schoerghuber","172","1996","1954","Schorghuber Group","relation","real estate","new","34","male","Germany","DEU","2500000000000.0","Europe","inherited","2.1","Financial","True","Real Estate","father","True","True" +"Anneliese Brost","173","1996","1948","Westdeutsche Allgemeine Zeitung","founder","media","new","75","female","Germany","DEU","2500000000000.0","Europe","founder non-finance","2.1","Non-Traded Sectors","True","Media","not inherited","True","True" +"Jacques Servier","173","2014","1954","Laboratories Servier","founder","pharmaceuticals","new","92","male","France","FRA","0.0","Europe","founder non-finance","7.6","New Sectors","True","Technology-Medical","not inherited","True","True" +"Johann Rupert","173","2014","1940","Rembrandt Group","relation","tobacco/luxury brands","new","63","male","South Africa","ZAF","0.0","Sub-Saharan Africa","inherited","7.6","Traded Sectors","True","Consumer","father","True","True" +"R Budi Hartono","173","2014","1951","Djarum","relation","tobacco","new","73","male","Indonesia","IDN","0.0","East Asia","self-made finance","7.6","Financial","True","Money Management","not inherited","True","True" +"Tsai Wan-Tsai","173","2014","1961","Fubon Financial holding Company","founder","banking","new","84","male","Taiwan","Taiwan","0.0","East Asia","self-made finance","7.6","Financial","True","Money Management","not inherited","True","True" +"Funke family","174","1996","0","","","","","0","","Germany","DEU","2500000000000.0","Europe","","2.1","Non-Traded Sectors","True","Media","not inherited","True","True" +"Bruno Schroder","174","2001","1800","Schroders","relation","banking","new","68","male","United Kingdom","GBR","1530000000000.0","Europe","inherited","2.7","Financial","True","Money Management","4th generation","True","True" +"Cheng Yu-tung","174","2001","1929","Chow Tai Fook Enterprises","relation","real estate","new","75","male","Hong Kong","HKG","169000000000.0","East Asia","inherited","2.7","Financial","True","Real Estate","father","True","True" +"Jeffrey Skoll","174","2001","1995","Ebay","president","e-commerce","new","36","male","Canada","CAN","733000000000.0","North America","executive","2.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Samuel LeFrak","174","2001","1905","LeFrack ","relation","real estate","new","0","male","United States","USA","10600000000000.0","North America","inherited","2.7","Financial","True","Real Estate","3rd generation","True","True" +"Wang Yue-che","174","2001","1954","Formosa Plastics","founder","petrochemicals","new","84","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","2.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Kumar Birla","175","1996","1857","Aditya Birla Group","relation","cement","new","28","male","India","IND","400000000000.0","South Asia","inherited","2.1","Resource Related","True","Mining and metals","4th generation","True","True" 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States","USA","0.0","North America","executive","7.5","Non-Traded Sectors","True","Media","not inherited","True","True" +"John Menard, Jr.","177","2014","1972","Menards","founder","hardware stores","new","74","male","United States","USA","0.0","North America","founder non-finance","7.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Klaus Tschira","177","2014","1972","SAP AG","founder","software","new","73","male","Germany","DEU","0.0","Europe","founder non-finance","7.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Leonard Lauder","177","2014","1946","Est?Lauder","relation","makeup","new","80","male","United States","USA","0.0","North America","inherited","7.5","Traded Sectors","True","Consumer","father","True","True" +"Lee Seng Wee","178","1996","1919","Oversea-Chinese Banking Corporation","chairman","banking","new","71","male","Singapore","SGP","96400967339.0","East Asia","inherited","2.1","Financial","True","Money 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Info Service","founder","mobile phones","new","0","male","Thailand","THA","182000000000.0","East Asia","privatized and resources","2.1","Financial","True","Real Estate","not inherited","True","True" +"Leonard Lauder","181","1996","1946","Est?Lauder","relation","makeup","new","62","male","United States","USA","8100000000000.0","North America","inherited","2.1","Traded Sectors","True","Consumer","father","True","True" +"Ronald Lauder","182","1996","1946","Est?Lauder","relation","makeup","new","59","male","United States","USA","8100000000000.0","North America","inherited","2.1","Traded Sectors","True","Consumer","father","True","True" +"Alan Gerry","182","2001","1956","Cablevision Industries","founder","media","new","71","male","United States","USA","10600000000000.0","North America","founder non-finance","2.5","Non-Traded Sectors","True","Media","not inherited","True","True" +"Bernard Ecclestone","182","2001","1974","Formula One Group","investor and CEO","racing","aquired","70","male","United Kingdom","GBR","1530000000000.0","Europe","executive","2.5","0","True","Other","not inherited","True","True" +"David Rockefeller","182","2001","1870","Standard Oil","relation","oil","new","85","male","United States","USA","10600000000000.0","North America","inherited","2.5","Resource Related","True","Energy","3rd generation","True","True" +"Eugenio Garza Lagnera","182","2001","1890","Femsa","relation","beverages","new","0","male","Mexico","MEX","725000000000.0","Latin America","inherited","2.5","0","True","0","3rd generation","True","True" +"Joan Kroc","182","2001","1940","McDonald's","relation","restaurants","new","0","female","United States","USA","10600000000000.0","North America","inherited","2.5","Non-Traded Sectors","True","Retail, Restaurant","spouse/widow","True","True" +"John Malone","182","2001","1968","Tele-Communications Inc","CEO","telecommunications","merger","60","male","United States","USA","10600000000000.0","North America","executive","2.5","Non-Traded Sectors","True","Media","not inherited","True","True" +"Kerry Packer","182","2001","1936","Consolidated Press Holdings Limited","relation","media","aquired","63","male","Australia","AUS","379000000000.0","North America","inherited","2.5","Non-Traded Sectors","True","Media","3rd generation","True","True" +"Michael and Rainer Schmidt-Ruthenbeck","182","2001","1923","Metro AG","relation","retail","new","0","male","Germany","DEU","1950000000000.0","Europe","inherited","2.5","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Mustafa Rahmi Koc","182","2001","1926","Koc Holding","relation","energy, retail, manufacturing","new","70","male","Turkey","TUR","196000000000.0","Middle East/North Africa","inherited","2.5","Financial","True","Money Management","3rd generation","True","True" +"Otto Beisheim","182","2001","1963","Metro AG","founder","groceries","new","77","male","Germany","DEU","1950000000000.0","Europe","founder non-finance","2.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Robert Rowling","182","2001","1980","Tana Exploration Company","relation","oil","new","47","male","United States","USA","10600000000000.0","North America","self-made finance","2.5","Financial","True","Money Management","not inherited","True","True" +"Takemitsu Takizaki","182","2001","1974","Keyence","founder","technology","new","55","male","Japan","JPN","4160000000000.0","East Asia","founder non-finance","2.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Ted Turner","183","1996","1970","CNN","founder","media","aquired","57","male","United States","USA","8100000000000.0","North America","founder non-finance","2.1","Non-Traded Sectors","True","Media","not inherited","True","True" +"Vincent Bollore","183","2014","1822","Bollore","relation","paper manufacturing/investment","new","61","male","France","FRA","0.0","Europe","inherited","7.4","Financial","True","Diversified financial","3rd generation","True","True" +"Michel Fribourg","184","1996","1813","Continental Grain Company","relation","comodities","new","0","male","United States","USA","8100000000000.0","North America","inherited","2.1","Traded Sectors","True","Consumer","3rd generation","True","True" +"Jim Pattison","184","2014","1961","Jim Pattison Group","founder CEO owner","autos","new","85","male","Canada","CAN","0.0","North America","self-made finance","7.3","Financial","True","Diversified financial","not inherited","True","True" +"Michael Hartono","184","2014","1951","Djarum","relation","tobacco","new","74","male","Indonesia","IDN","0.0","East Asia","executive","7.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Roberto Rocca","185","1996","1945","Techint","Chairman and Chief Executive 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AG","founder","gaming","new","67","male","Austria","AUT","0.0","Europe","founder non-finance","7.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Peter Woo","186","2014","1955","Worldwide Shipping Group","relation","real estate","new","68","male","Hong Kong","HKG","0.0","East Asia","inherited","7.2","Financial","True","Real Estate","father","True","True" +"Alain Wertheimer","187","1996","1909","Chanel","relation","luxury goods","new","0","male","France","FRA","1610000000000.0","Europe","inherited","2.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Jacques Servier","188","1996","1954","Laboratories Servier","founder","pharmaceuticals","new","0","male","France","FRA","1610000000000.0","Europe","self-made finance","2.0","Financial","True","Diversified financial","not inherited","True","True" +"Verspieren family","189","1996","1880","Verspieren","","insurance","new","0","","France","FRA","1610000000000.0","Europe","inherited","2.0","Traded Sectors","True","Non-consumer industrial","5th generation or longer","True","True" +"Alfred von Oppenheim","190","1996","1789","?Sal. Oppenheim","relation","banking","new","0","male","Germany","DEU","2500000000000.0","Europe","inherited","2.0","Financial","True","Money Management","4th generation","True","True" +"He Xiangjian","190","2014","1968","Midea","founder","appliances","new","71","male","China","CHN","0.0","East Asia","founder non-finance","7.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Peter Woo","191","1996","1955","Worldwide Shipping Group","relation","real estate","new","50","male","Hong Kong","HKG","160000000000.0","East Asia","inherited","2.0","Financial","True","Real Estate","father","True","True" +"Dietmar Hopp","191","2014","1972","SAP AG","founder","software","new","73","male","Germany","DEU","0.0","Europe","founder non-finance","7.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Eyal Ofer","191","2014","1950","Zodiac Maritime Agencies","relation","shipping","new","63","male","Israel","ISR","0.0","Middle East/North Africa","inherited","7.0","Financial","True","Real Estate","father","True","True" +"Graeme Hart","191","2014","1987","Rank Group","founder","private equity","new","58","male","New Zealand","NZL","0.0","North America","self-made finance","7.0","Financial","True","Diversified financial","not inherited","True","True" +"Kumar Birla","191","2014","1857","Aditya Birla Group","relation","cement","new","46","male","India","IND","0.0","South Asia","inherited","7.0","Resource Related","True","Mining and metals","4th generation","True","True" +"Ralph Lauren","191","2014","1967","Ralph Lauren","founder","clothing","new","74","male","United States","USA","0.0","North America","founder non-finance","7.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Djuhar Sutanto","192","1996","1952","Salim Group","founder","consumer goods","new","0","male","Indonesia","IDN","227000000000.0","East Asia","self-made finance","2.0","Financial","True","Diversified financial","not 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inherited","True","True" +"Leonard Stern","194","2001","1932","Hartz Group","relation","pet supplies, real estate","new","62","male","United States","USA","10600000000000.0","North America","inherited","2.4","Financial","True","Real Estate","father","True","True" +"Mikhail Khodorkovsky","194","2001","1993","Yukos","Chairman and Chief Executive Officer","oil","privatization","37","male","Russia","RUS","307000000000.0","Europe","privatized and resources","2.4","Resource Related","True","Energy","not inherited","True","True" +"Emilio Azcarraga Jean","195","1996","1955","Grupo Televisa","relation","media","new","28","male","Mexico","MEX","397000000000.0","Latin America","inherited","2.0","Non-Traded Sectors","True","Media","father","True","True" +"John Gokongwei","196","1996","1957","JG Summit Holdings","founder","manufacturing","new","0","male","Philippines","PHL","82848194406.0","East Asia","self-made finance","2.0","Financial","True","Diversified financial","not inherited","True","True" 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Jianjun","196","2014","1984","Great Wall Motors","chairman","autos","privatization","50","male","China","CHN","0.0","East Asia","privatized and resources","6.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Yang Huiyan","196","2014","1997","Country Garden Holdings","relation","property development","new","32","female","China","CHN","0.0","East Asia","inherited","6.9","Financial","True","Real Estate","father","True","True" +"Henry Sy","197","1996","1960","SM Malls","founder","retail","new","71","male","Philippines","PHL","82848194406.0","East Asia","founder non-finance","2.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Manuel Villar","198","1996","1975","C&P Homes","founder","real estate","new","0","male","Philippines","PHL","82848194406.0","East Asia","self-made finance","2.0","Financial","True","Real Estate","not inherited","True","True" +"George Kaiser","198","2001","1940","Kaiser-Francis Oil Company","relation","oil","new","58","male","United States","USA","10600000000000.0","North America","inherited","2.3","Resource Related","True","Energy","father","True","True" +"Gordon Getty","198","2001","1904","Getty ","relation","oil","new","60","male","United States","USA","10600000000000.0","North America","inherited","2.3","Resource Related","True","Energy","father","True","True" +"Henry Samueli","198","2001","1991","Broadcom Corporation","founder","semiconductors","new","46","male","United States","USA","10600000000000.0","North America","founder non-finance","2.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Martin Bouygues","198","2001","1952","Bouygues S.A.","relation","construction","new","49","male","France","FRA","1380000000000.0","Europe","inherited","2.3","Non-Traded Sectors","True","Media","father","True","True" +"Ralph Lauren","198","2001","1967","Ralph Lauren","founder","clothing","new","62","male","United States","USA","10600000000000.0","North America","founder non-finance","2.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Ray Hunt","198","2001","1934","Hunt Oil. Co","relation","oil","new","58","male","United States","USA","10600000000000.0","North America","inherited","2.3","Resource Related","True","Energy","father","True","True" +"Richard Schulze","198","2001","1966","Best Buy","founder","retail","new","60","male","United States","USA","10600000000000.0","North America","founder non-finance","2.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Robert Bosch Jr","198","2001","1886","Robert Bosch GmbH","relation","auto engines","new","73","male","Germany","DEU","1950000000000.0","Europe","inherited","2.3","Traded Sectors","True","Consumer","father","True","True" +"Susan Thompson Buffett","198","2001","1962","Berkshire Hathaway","relation"," Finance","new","68","female","United States","USA","10600000000000.0","North America","inherited","2.3","Traded Sectors","True","Consumer","spouse/widow","True","True" +"Terry Gou","198","2001","1974","Foxconn","founder","technology","new","0","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","2.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"William Davidson","198","2001","1932","Guardian Industries","relation","glass","new","78","male","United States","USA","10600000000000.0","North America","executive","2.3","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Emilio Botin","199","1996","1857","Grupo Santander","relation","banking","new","61","male","Spain","ESP","641000000000.0","Europe","inherited","2.0","Financial","True","Money Management","father","True","True" +"Thomas Schmidheiny","200","1996","1912","Holcim","relation","cement","new","50","male","Switzerland","CHE","330000000000.0","Europe","inherited","2.0","Non-Traded Sectors","True","Constrution","4th generation","True","True" +"George Lucas","201","1996","1971","Lucasfilm","founder","Star Wars","new","51","male","United States","USA","8100000000000.0","North America","founder non-finance","2.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Charles Koch","202","1996","1940","Koch industries","relation"," Oil refining","new","60","male","United States","USA","8100000000000.0","North America","inherited","2.0","Resource Related","True","Energy","father","True","True" +"Chung Mong-Koo","202","2014","1967","Hyundai","relation","cars","new","75","male","South Korea","KOR","0.0","East Asia","inherited","6.8","Traded Sectors","True","Consumer","father","True","True" +"Dustin Moskovitz","202","2014","2004","Facebook","founder","internet","new","29","male","United States","USA","0.0","North America","founder non-finance","6.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Jan Koum","202","2014","2009","WhatsApp","founder","mobile app","new","38","male","United States","USA","0.0","North America","founder non-finance","6.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"David Koch","203","1996","1940","Koch industries","relation"," Oil refining","new","55","male","United States","USA","8100000000000.0","North America","inherited","2.0","Resource Related","True","Energy","father","True","True" +"Lester Crown","204","1996","1919","General Dynamics","relation","aerospace and defense","new","70","male","United States","USA","8100000000000.0","North America","inherited","2.0","Financial","True","Money Management","father","True","True" +"Donald Bren","205","1996","1864","Irvine Company","owner","real estate","aquired","63","male","United States","USA","8100000000000.0","North America","self-made finance","2.0","Financial","True","Real Estate","not inherited","True","True" +"Nassef Sawiris","205","2014","1950","Orascom","relation","construction","new","53","male","Egypt","FIN","0.0","Europe","inherited","6.7","Non-Traded Sectors","True","Constrution","father","True","True" +"Nicky Oppenheimer","205","2014","1888","De Beers","relation","diamonds","new ","68","male","South Africa","ZAF","0.0","Sub-Saharan Africa","inherited","6.7","Resource Related","True","Mining and metals","3rd generation","True","True" +"Martha Ingram","206","1996","1946","Ingram Industries","relation","transportation","new","60","female","United States","USA","8100000000000.0","North America","inherited","2.0","Non-Traded Sectors","True","Retail, Restaurant","spouse/widow","True","True" +"James Goodnight","207","1996","1976","SAS institute","founder","software","new","53","male","United States","USA","8100000000000.0","North America","founder non-finance","2.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Takemitsu Takizaki","207","2014","1974","Keyence","founder","technology","new","68","male","Japan","JPN","0.0","East Asia","founder non-finance","6.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Ray Hunt","208","1996","1934","Hunt Oil. Co","relation","oil","new","53","male","United States","USA","8100000000000.0","North America","inherited","2.0","Resource Related","True","Energy","father","True","True" +"James Packer","208","2014","1936","Consolidated Press Holdings Limited","relation","media","aquired","46","male","Australia","AUS","0.0","North America","inherited","6.5","Financial","True","Real Estate","3rd generation","True","True" +"Leonid Fedun","208","2014","1990","Lukoil","Vice President","oil","new","57","male","Russia","RUS","0.0","Europe","privatized and resources","6.5","Resource Related","True","Energy","not inherited","True","True" +"Micky Arison","208","2014","1972","Carnival Corporation","relation","cruises","new","64","male","United States","USA","0.0","North America","inherited","6.5","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Oleg Deripaska","208","2014","1994","SibAl","founder","aluminum","new","46","male","Russia","RUS","0.0","Europe","privatized and resources","6.5","Resource Related","True","Mining and metals","not inherited","True","True" +"Laurence Tisch","209","1996","1946","Loews Corporation","founder","retail","new","0","male","United States","USA","8100000000000.0","North America","founder non-finance","2.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Barbara Piasecka Johnson","209","2001","1886","Johnson & Johnson","relation","medical supplies","new","64","female","United States","USA","10600000000000.0","North America","inherited","2.2","New Sectors","True","Technology-Medical","spouse/widow","True","True" +"Bernard Sherman","209","2001","1959","Empire Laboratories","relation","pharmaceuticals","new","59","male","Canada","CAN","733000000000.0","North America","inherited","2.2","New Sectors","True","Technology-Medical","father","True","True" +"David Duffield","209","2001","1987","PeopleSoft","founder","software","new","60","male","United States","USA","10600000000000.0","North America","founder non-finance","2.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Frank Lowy","209","2001","1960","Westfield Group","founder","shopping centers","new","70","male","Australia","AUS","379000000000.0","North America","self-made finance","2.2","Financial","True","Real Estate","not inherited","True","True" +"H Wayne Huizenga","209","2001","1968","Waste Management","founder","waste management","new","63","male","United States","USA","10600000000000.0","North America","self-made finance","2.2","Financial","True","0","not inherited","True","True" +"James Kim","209","2001","1969","Amkor","founder","semiconductors","new","65","male","United States","USA","10600000000000.0","North America","founder non-finance","2.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Jean-Claude Decaux","209","2001","1964","JCDecaux","founder","advertising","new","63","male","France","FRA","1380000000000.0","Europe","founder non-finance","2.2","Non-Traded 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Truett Cathy","224","2014","1946","Chick-fil-A","founder","restaurants","new","92","male","United States","USA","0.0","North America","founder non-finance","6.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Sumner Redstone","224","2014","1936","National Amusements","relation","media","new","90","male","United States","USA","0.0","North America","inherited","6.2","Non-Traded Sectors","True","Media","father","True","True" +"Alberto Bailleres Gonzalez","225","1996","1960","Penoles","relation","mining","privatization","63","male","Mexico","MEX","397000000000.0","Latin America","inherited","1.8","Resource Related","True","Mining and metals","father","True","True" +"Huang Shi-hui","226","1996","1903","Chinfon Group","relation","automobiles","new","0","male","Taiwan","Taiwan","0.0","East Asia","inherited","1.8","Traded Sectors","True","Consumer","3rd generation","True","True" +"Moores 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Group","chairman of the board","financial services","new","58","male","Russia","RUS","0.0","Europe","privatized and resources","6.1","Resource Related","True","Energy","not inherited","True","True" +"Richard LeFrak","227","2014","1883","LeFrack ","relation","real estate","new","68","male","United States","USA","0.0","North America","inherited","6.1","Financial","True","Real Estate","4th generation","True","True" +"Sandra Ortega Mera","227","2014","1975","Zara","relation","clothing","new","45","female","Spain","ESP","0.0","Europe","inherited","6.1","Traded Sectors","True","Consumer","father","True","True" +"Thomas Frist, Jr.","227","2014","1968","Hostpital Corporation of America","founder/relation","hospitals","new","75","male","United States","USA","0.0","North America","founder non-finance","6.1","New Sectors","True","Technology-Medical","not inherited","True","True" +"Bennett Dorrance","228","1996","1869","Campbell Soup","relation","soup","aquired","63","male","United 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Gaylord","234","2001","1975","Gaylord Entertainment Company","founder","media","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","2.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Fayez Sarofim","234","2001","1958","Fayez Sarofim & Co","relation","money management","new","72","male","United States","USA","10600000000000.0","North America","self-made finance","2.0","Financial","True","Money Management","not inherited","True","True" +"Gary Winnick","234","2001","1997","Global Crossing limited","founder","fiber optic cables","new","0","male","United States","USA","10600000000000.0","North America","self-made finance","2.0","Financial","True","Money Management","not inherited","True","True" +"Georg Thyssen-Bornemisza","234","2001","1926","TBG (Thyssen-Bornemisza Group) Holdings","relation","steel","new","0","male","Switzerland","CHE","279000000000.0","Europe","inherited","2.0","Traded Sectors","True","Non-consumer 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Sectors","True","Technology-Computer","not inherited","True","True" +"Richard Li","234","2001","1971","Cheung king","relation","real estate","new","34","male","Hong Kong","HKG","169000000000.0","East Asia","inherited","2.0","Non-Traded Sectors","True","Media","father","True","True" +"Robert Naify","234","2001","1912","","relation","movie theatres","new","79","male","United States","USA","10600000000000.0","North America","inherited","2.0","0","True","0","father","True","True" +"Theodore Waitt","234","2001","1985","Gateway","founder","computers","new","38","male","United States","USA","10600000000000.0","North America","founder non-finance","2.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Chan Laiwa","234","2014","1988","Fuwah International Group","founder","real estate","new","73","female","China","CHN","0.0","East Asia","self-made finance","6.0","Financial","True","Real Estate","not inherited","True","True" +"Denis O'Brien","234","2014","1997","Estat Digiphone (O2)","founder","telecommunications","new","55","male","Ireland","IRL","0.0","Europe","privatized and resources","6.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Filaret Galchev","234","2014","1999","Rosuglesbyt","founder","coal","new","50","male","Russia","RUS","0.0","Europe","founder non-finance","6.0","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Ira Rennert","234","2014","1975","Renco","founder","investment","new","79","male","United States","USA","0.0","North America","self-made finance","6.0","Financial","True","Diversified financial","not inherited","True","True" +"James Irving","234","2014","1882","J.D. Irving","relation","timber","new","85","male","Canada","CAN","0.0","North America","inherited","6.0","Financial","True","Diversified financial","3rd generation","True","True" +"Patrizio Bertelli","234","2014","1913","Prada","relation","luxury goods","new","68","male","Italy","ITA","0.0","Europe","inherited","6.0","Traded Sectors","True","Consumer","father","True","True" +"Piya Bhirombhakdi","235","1996","1933","Boon Rawd Brewery","relation","beer","new","0","male","Thailand","THA","182000000000.0","East Asia","inherited","1.7","Traded Sectors","True","Consumer","3rd generation","True","True" +"Boonchai Bencharongkul","236","1996","1989","Total Access Communications","chairman","telecomm","new","0","male","Thailand","THA","182000000000.0","East Asia","executive","1.7","Non-Traded Sectors","True","Media","not inherited","True","True" +"Gordon Getty","237","1996","1904","Getty ","relation","oil","new","45","male","United States","USA","8100000000000.0","North America","inherited","1.7","Resource Related","True","Energy","father","True","True" +"Theodore Waitt","238","1996","1985","Gateway","founder","computers","new","33","male","United States","USA","8100000000000.0","North America","founder non-finance","1.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Harry Brakemann Helmsley","239","1996","1938","Helmsley hotels","founder","real estate","aquired","0","male","United States","USA","8100000000000.0","North America","self-made finance","1.7","Financial","True","Real Estate","not inherited","True","True" +"Joan Kroc","240","1996","1940","McDonald's","relation","restaurants","new","0","female","United States","USA","8100000000000.0","North America","inherited","1.7","Non-Traded Sectors","True","Retail, Restaurant","spouse/widow","True","True" +"Charles Schwab","240","2014","1971","Charles Schwab Corporation","founder","brokerage/banking","new","76","male","United States","USA","0.0","North America","self-made 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America","inherited","1.7","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Luis Carlos Sarmiento Angulo","242","1996","1971","Grupo Aval Acciones y Valores, SA","founder","banking","aquired","63","male","Colombia","COL","97200000000.0","Latin America","self-made finance","1.6","Financial","True","Money Management","not inherited","True","True" +"Paul-Louis Halley","243","1996","1961","Promodes","relation","retail","new","0","male","France","FRA","1610000000000.0","Europe","executive","1.6","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Rochling family","244","1996","1822","Rochling Group","","coal","new","0","","Germany","DEU","2500000000000.0","Europe","inherited","1.6","Traded Sectors","True","Non-consumer industrial","3rd generation","True","True" +"Hui Ka Yan","244","2014","1997","Evergrande Group","chairman","real estate","new","55","male","China","CHN","0.0","East Asia","self-made finance","5.7","Financial","True","Real 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States","USA","0.0","North America","founder non-finance","5.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Patrick McGovern","244","2014","1964","International Data Goup","founder","technology publishing","new","76","male","United States","USA","0.0","North America","founder non-finance","5.7","Non-Traded Sectors","True","Media","not inherited","True","True" +"Sunil Mittal","244","2014","1980","Bharti Enterprises","founder","telecommunications","new","56","male","India","IND","0.0","South Asia","founder non-finance","5.7","Non-Traded Sectors","True","Media","not inherited","True","True" +"Klaus Tschira","245","1996","1972","SAP AG","founder","software","new","55","male","Germany","DEU","2500000000000.0","Europe","founder non-finance","1.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Lo Ying Shek","246","1996","1963","Great Eagle Holdings","founder","real estate","new","0","male","Hong Kong","HKG","160000000000.0","East 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consulting","new","0","male","Canada","CAN","733000000000.0","North America","founder non-finance","1.9","New Sectors","True","Technology-Computer","not inherited","True","True" +"Yasuyuki Nambu","251","2001","1976","Pasona Inc","founder","staffing services","new","0","male","Japan","JPN","4160000000000.0","East Asia","founder non-finance","1.9","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Riley Bechtel","252","1996","1898","Bechtel Corporation","relation and chairman","construction","new","43","male","United States","USA","8100000000000.0","North America","inherited","1.6","Non-Traded Sectors","True","Constrution","4th generation","True","True" +"Peter Nicholas","253","1996","1979","Boston Scientific","founder","medical devices","new","55","male","United States","USA","8100000000000.0","North America","founder non-finance","1.6","New Sectors","True","Technology-Medical","not inherited","True","True" +"Ray Lee Hunt","253","2014","1934","Hunt Oil. Co","relation","oil","new","71","male","United States","USA","0.0","North America","inherited","5.6","Resource Related","True","Energy","father","True","True" +"Stanley Kroenke","253","2014","1991","Kroenke Sports Enterprises","founder","real estate/sports teams","new","66","male","United States","USA","0.0","North America","founder non-finance","5.6","0","True","Other","not inherited","True","True" +"Teh Hong Piow","253","2014","1966","Public Bank","founder","banking","new","83","male","Malaysia","MYS","0.0","East Asia","self-made finance","5.6","Financial","True","Money Management","not inherited","True","True" +"Stephen Bechtel","254","1996","1898","Bechtel Corporation","relation","construction","new","70","male","United States","USA","8100000000000.0","North America","inherited","1.6","Non-Traded Sectors","True","Constrution","4th generation","True","True" +"Peugeot family","255","1996","1810","Peugeot","","cars","new","0","","France","FRA","1610000000000.0","Europe","inherited","1.5","Traded Sectors","True","Consumer","3rd generation","True","True" +"Karl Diehl","256","1996","1902","Diehl Stiftung","relation","armaments","new","0","male","Germany","DEU","2500000000000.0","Europe","inherited","1.5","Traded Sectors","True","Non-consumer industrial","father","True","True" +"Arthur Irving","256","2014","1924","Irving Oil","relation","oil","new","84","male","Canada","CAN","0.0","North America","inherited","5.5","Resource Related","True","Energy","father","True","True" +"Bruno Schroder","256","2014","1800","Schroders","relation","banking","new","81","male","United Kingdom","GBR","0.0","Europe","inherited","5.5","Financial","True","Money Management","4th generation","True","True" +"Carlos and Alejandro Bulgheroni","256","2014","1948","Bridas Energy","relation","oil","new","0","male","Argentina","ARG","0.0","Latin America","inherited","5.5","Resource 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family","257","1996","0","","","","","0","","Germany","DEU","2500000000000.0","Europe","","1.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Albert von Thurn und Taxis","258","1996","1615","von Thurn and Taxis family","relation","postal service, beverages","new","12","male","Germany","DEU","2500000000000.0","Europe","inherited","1.5","Financial","True","Money Management","5th generation or longer","True","True" +"John Jahr","259","1996","0","","","media","","0","male","Germany","DEU","2500000000000.0","Europe","inherited","1.5","Non-Traded Sectors","True","Media","not inherited","True","True" +"Freudenberg family","260","1996","1849","Freudenberg Group","","cleaning supplies","new","0","","Germany","DEU","2500000000000.0","Europe","inherited","1.5","Traded Sectors","True","Consumer","4th generation","True","True" +"Lakshmi Mittal","261","1996","1989","ArcelorMittal","founder","steel","new","45","male","India","IND","400000000000.0","South Asia","inherited","1.5","Resource Related","True","Energy","father","True","True" +"Kenshin Oshima","262","1996","1978","SFCG","president","banking","new","48","male","Japan","JPN","4710000000000.0","East Asia","self-made finance","1.5","Financial","True","Money Management","not inherited","True","True" +"Martin Hilti","263","1996","1941","Hilti","founder","tools","new","0","male","Liechtenstein","LIE","2504012993.0","Europe","founder non-finance","1.5","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Melker Schorling","263","2014","1987","Melker Schorling AB (MSAB)","founder","investment","new","66","male","Sweden","SWE","0.0","Europe","self-made finance","5.4","Financial","True","Diversified financial","not inherited","True","True" +"Sergei Popov","263","2014","1996","MDM Bank","founder/vice chairman","banking","new","42","male","Russia","RUS","0.0","Europe","self-made finance","5.4","Financial","True","Money Management","not inherited","True","True" +"Stephen Ross","263","2014","1972","The Related Companies","founder","real estate","new","73","male","United States","USA","0.0","North America","self-made finance","5.4","Financial","True","Real Estate","not inherited","True","True" +"Terry Gou","263","2014","1974","Foxconn","founder","technology","new","63","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","5.4","New Sectors","True","Technology-Computer","not inherited","True","True" +"Yeoh Tiong Lay","264","1996","1955","YTL Corporation","founder","construction, utilities","new","0","male","Malaysia","MYS","101000000000.0","East Asia","founder non-finance","1.5","0","True","0","not inherited","True","True" +"Ananda Krishnan","265","1996","1984","Usaha Tegas Sdn Bhd","founder","real estate","new","57","male","Malaysia","MYS","101000000000.0","East Asia","founder non-finance","1.5","Non-Traded Sectors","True","Media","not inherited","True","True" +"Bernardo Garza Sada","266","1996","1890","Grupo ALFA","relation","aluminum","new","0","male","Mexico","MEX","397000000000.0","Latin America","inherited","1.5","Financial","True","Diversified financial","3rd generation","True","True" +"Juffali family","267","1996","1946","Juffali Group","","electricity","new","0","","Saudi Arabia","SAU","158000000000.0","Middle East/North Africa","inherited","1.5","Financial","True","Diversified financial","not inherited","True","True" +"Americo Amorim","267","2014","1870","Corticeira Amorim","relation","cork","new","79","male","Portugal","PRT","0.0","Europe","inherited","5.3","Resource Related","True","Energy","3rd generation","True","True" +"Anders Holch Povlsen","267","2014","1975","Bestseller","relation","fashion","new","41","male","Denmark","DEN","0.0","Europe","inherited","5.3","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Stef Wertheimer","267","2014","1952","ISCAR","founder","industrial tools","new","87","male","Israel","ISR","0.0","Middle East/North Africa","founder non-finance","5.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Willi and Isolde Liebherr","268","1996","1949","Liebherr","relation","construction","new","0","married couple","Switzerland","CHE","330000000000.0","Europe","inherited","1.5","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Martin Ebner","269","1996","1985","BZ Bank","founder","banking","new","0","male","Switzerland","CHE","330000000000.0","Europe","self-made finance","1.5","Financial","True","Money Management","not inherited","True","True" +"Sergio Mantegazza","270","1996","1928","Globus","relation","travel company","new","68","male","Switzerland","CHE","330000000000.0","Europe","inherited","1.5","0","True","Other","father","True","True" +"Andrew Forrest","270","2014","2003","Fortescue Metals Group","Chairman","iron ore","new","52","male","Australia","AUS","0.0","North America","privatized and resources","5.2","Resource Related","True","Mining and metals","not inherited","True","True" +"Bidzina Ivanishvili","270","2014","1990","Rossiysky Kredit","founder","metals/banking","new","58","male","Georgia","GEO","0.0","Europe","privatized and resources","5.2","Financial","True","Diversified financial","not inherited","True","True" +"Karl-Heinz Kipp","270","2014","1965","Massa","founder","retail","new","90","male","Germany","DEU","0.0","Europe","founder non-finance","5.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Ken Griffin","270","2014","1990","Citadel LLC","founder","hedge funds","new","45","male","United States","USA","0.0","North America","self-made finance","5.2","Financial","True","Hedge funds","not inherited","True","True" +"Kwee brothers","270","2014","1961","Pontiac Land","relation","real estate","new","69","male","Singapore","SGP","0.0","East Asia","inherited","5.2","Financial","True","Real Estate","father","True","True" +"Maria Asuncion Aramburuzabala","270","2014","1925","Grupo Modelo","relation","beer","new","50","female","Mexico","MEX","0.0","Latin America","inherited","5.2","Traded Sectors","True","Consumer","3rd generation","True","True" +"Wee Cho Yaw","270","2014","1935","United Overseas Bank","relation","banking","new","85","male","Singapore","SGP","0.0","East Asia","inherited","5.2","Financial","True","Money Management","father","True","True" +"Shi Wen-long","271","1996","1960","Chi Mei Corporation","founder","plastics","new","0","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","1.5","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Prachai Leophairatana","272","1996","1978","Thai Petrochemical Industry","founder","petrochemicals","new","0","male","Thailand","THA","182000000000.0","East Asia","inherited","1.5","Traded Sectors","True","Non-consumer industrial","3rd generation","True","True" +"Blase Golisano","272","2001","1971","Paychex","founder","payroll processing","new","59","male","United States","USA","10600000000000.0","North America","founder non-finance","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Carl Pohlad","272","2001","1920","Marquette Bank","owner","banking","aquired","85","male","United States","USA","10600000000000.0","North America","self-made finance","1.8","Financial","True","Money Management","not inherited","True","True" +"Charles Butt","272","2001","1905","H-E-B supermarket","relation","groceries","new","62","male","United States","USA","10600000000000.0","North America","inherited","1.8","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Daniel Abraham","272","2001","1940","Slim-Fast","founder","beverages","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","1.8","Traded Sectors","True","Consumer","not inherited","True","True" +"Donald Hall","272","2001","1910","Hallmark Cards","relation","greeting cards","new","72","male","United States","USA","10600000000000.0","North America","inherited","1.8","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Herbert Allen","272","2001","1922","Allen & Company","relation","investment banking","new","61","male","United States","USA","10600000000000.0","North America","inherited","1.8","Financial","True","Money Management","father","True","True" +"Irwin Jacobs","272","2001","1985","Qualcomm","founder","software","new","67","male","United States","USA","10600000000000.0","North America","founder non-finance","1.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Jeronimo Arango","272","2001","1958","Aurrera","founder","supermarkets","new","75","male","Mexico","MEX","725000000000.0","Latin America","founder non-finance","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"John Fisher","272","2001","1969","The Gap","relation","clothing ","new","39","male","United States","USA","10600000000000.0","North America","inherited","1.8","Traded Sectors","True","Consumer","father","True","True" +"Juan and Carlos March","272","2001","1916","Acciona Trasmediterranea","relation","shipping","new","0","male","Spain","ESP","626000000000.0","Europe","inherited","1.8","Financial","True","Diversified financial","3rd generation","True","True" +"Julio Bozano","272","2001","1960","Banco Bozano Simonsen","founder","banking","new","65","male","Brazil","BRA","560000000000.0","Latin America","self-made finance","1.8","Financial","True","Money Management","not inherited","True","True" +"Kenichi Mabuchi","272","2001","1946","Mabuchi Motor Company","founder","electric motors","new","48","male","Japan","JPN","4160000000000.0","East Asia","founder non-finance","1.8","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Lakshmi Mittal","272","2001","1989","ArcelorMittal","founder","steel","new","50","male","United Kingdom","GBR","1530000000000.0","Europe","inherited","1.8","Resource Related","True","Energy","father","True","True" +"Leslie Gonda","272","2001","1973","ILFC","founder","aircraft leasing","new","81","male","United States","USA","10600000000000.0","North America","founder non-finance","1.8","Traded Sectors","True","Consumer","not inherited","True","True" +"Maria Asuncion Aramburuzabala","272","2001","1925","Grupo Modelo","relation","beer","new","37","female","Mexico","MEX","725000000000.0","Latin America","inherited","1.8","Traded Sectors","True","Consumer","3rd generation","True","True" +"Mary Alice Dorrance Malone","272","2001","1869","Campbell Soup","relation","soup","aquired","51","female","United States","USA","10600000000000.0","North America","inherited","1.8","Traded Sectors","True","Consumer","3rd generation","True","True" +"Richard Branson","272","2001","1972","Virgin Group","founder","media","new","50","male","United Kingdom","GBR","1530000000000.0","Europe","founder non-finance","1.8","Non-Traded Sectors","True","Media","not inherited","True","True" +"Richard Farmer","272","2001","1968","Cintas Corporation","founder","uniforms","new","66","male","United States","USA","10600000000000.0","North America","founder non-finance","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Ronald Burkle","272","2001","1986","Yucaipa Companies","founder","private equity","new","48","male","United States","USA","10600000000000.0","North America","founder non-finance","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Vladimir Potanin","272","2001","1991","Interros","founder","private investment company","new","40","male","Russia","RUS","307000000000.0","Europe","privatized and resources","1.8","Resource Related","True","Mining and metals","not inherited","True","True" +"John Abele","273","1996","1979","Boston Scientific","founder","medical devices","new","79","male","United States","USA","8100000000000.0","North America","founder non-finance","1.5","New Sectors","True","Technology-Medical","not inherited","True","True" +"James Cargill","274","1996","1865","Cargill","relation","food processing/commodities","new","71","male","United States","USA","8100000000000.0","North America","inherited","1.5","Financial","True","Money Management","3rd generation","True","True" +"Margaret Cargill","275","1996","1865","Cargill","relation","food processing/commodities","new","76","female","United States","USA","8100000000000.0","North America","inherited","1.5","Financial","True","Diversified financial","3rd generation","True","True" +"Michel David-Weill","276","1996","1848","Lazard","relation","banking","new","0","male","France","FRA","1610000000000.0","Europe","inherited","1.4","Financial","True","Money Management","father","True","True" +"Serge Dassault","277","1996","1914","Dassault Group","relation","aviation","new","71","male","France","FRA","1610000000000.0","Europe","inherited","1.4","0","True","Other","father","True","True" +"Robert Bosch Jr","278","1996","1886","Robert Bosch GmbH","relation","auto engines","new","68","male","Germany","DEU","2500000000000.0","Europe","inherited","1.4","Traded Sectors","True","Consumer","father","True","True" +"Finn Rausing","278","2014","1951","Tetra Pak","relation","food packaging","new","59","male","Sweden","SWE","0.0","Europe","inherited","5.1","0","True","Other","3rd generation","True","True" +"Jacqueline Desmarais","278","2014","1925","Power Corporation of Canada","relation","utilities/financial services","aquired","85","female","Canada","CAN","0.0","North America","inherited","5.1","Financial","True","Money Management","spouse/widow","True","True" +"Kirsten Rausing","278","2014","1951","Tetra Pak","relation","food packaging","new","61","female","Sweden","SWE","0.0","Europe","inherited","5.1","Traded Sectors","True","Consumer","3rd generation","True","True" +"Takemitsu Takizaki","279","1996","1974","Keyence","founder","technology","new","50","male","Japan","JPN","4710000000000.0","East Asia","founder non-finance","1.4","New Sectors","True","Technology-Computer","not inherited","True","True" +"Hiroshi Yamauchi","280","1996","1889","Nintendo","relation","video games","new","68","male","Japan","JPN","4710000000000.0","East Asia","inherited","1.4","New Sectors","True","Technology-Computer","3rd generation","True","True" +"Tajudin Ramli","281","1996","1937","Malaysia Airlines","Chairman and Chief Executive Officer","airplanes","state owned enterprise","0","male","Malaysia","MYS","101000000000.0","East Asia","privatized and resources","1.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Anil Ambani","281","2014","1980","Reliance","relation","textiles","new","54","male","India","IND","0.0","South Asia","inherited","5.0","Financial","True","Diversified financial","not inherited","True","True" +"Antonio Del Valle Ruiz","281","2014","1998","Mexichem","Honorary President for Life","chemicals","aquired","75","male","Mexico","MEX","0.0","Latin America","executive","5.0","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Bruce Halle","281","2014","1960","Discount Tire","founder","retail","new","83","male","United States","USA","0.0","North America","founder non-finance","5.0","Traded Sectors","True","Consumer","not inherited","True","True" +"David Green","281","2014","1970","Hobby Lobby","founder","retail","new","72","male","United States","USA","0.0","North America","founder non-finance","5.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Frederik Paulsen","281","2014","1950","Ferring Pharmaceuticals","relation","pharmaceuticals","new","63","male","Sweden","SWE","0.0","Europe","inherited","5.0","New Sectors","True","Technology-Medical","father","True","True" +"George Roberts","281","2014","1976","Kohlberg Kravis Roberts","founder","leveraged buyouts","new","70","male","United States","USA","0.0","North America","self-made finance","5.0","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Gordon Moore","281","2014","1968","Intel ","founder","technology","new","85","male","United States","USA","0.0","North America","founder non-finance","5.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Harry Triguboff","281","2014","1968","Meriton","founder","real estate","new","81","male","Australia","AUS","0.0","North America","self-made finance","5.0","Financial","True","Real Estate","not inherited","True","True" +"Henry Kravis","281","2014","1976","Kohlberg Kravis Roberts","founder","leveraged buyouts","new","70","male","United States","USA","0.0","North America","self-made finance","5.0","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Joe Lewis","281","2014","1975","Tavistock Group","founder","currency trading","new","77","male","United Kingdom","GBR","0.0","Europe","self-made finance","5.0","","True","Diversified financial","not inherited","True","True" +"Micky Jagtiani","281","2014","1973","Landmark Group","founder","retail","new","62","male","India","IND","0.0","South Asia","founder non-finance","5.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Richard Branson","281","2014","1972","Virgin Group","founder","media","new","63","male","United Kingdom","GBR","0.0","Europe","founder non-finance","5.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Stein Erik Hagen","281","2014","1977","RIMI","founder","groceries","new","57","male","Norway","NOR","0.0","Europe","founder non-finance","5.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Walter Kwok","281","2014","1963","Sun Hung Kai Properties","relation","real estate","new","63","male","Hong Kong","HKG","0.0","East Asia","inherited","5.0","Financial","True","Real Estate","father","True","True" +"Alfonso Romo Garza","282","1996","1981","Pulsar International","founder","agriculture","new","0","male","Mexico","MEX","397000000000.0","Latin America","self-made finance","1.4","Financial","True","Money Management","not inherited","True","True" +"Jorge Larrea","283","1996","1990","Grupo Mexico","owner","copper","privatized","0","male","Mexico","MEX","397000000000.0","Latin America","privatized and resources","1.4","Resource Related","True","Mining and metals","not inherited","True","True" +"Maria Asuncion Aramburuzabala","284","1996","1925","Grupo Modelo","relation","beer","new","32","female","Mexico","MEX","397000000000.0","Latin America","inherited","1.4","Traded Sectors","True","Consumer","3rd generation","True","True" +"Stefan Persson","285","1996","1947"," H&M","relation"," fashion"," new","48","male","Sweden","SWE","288000000000.0","Europe","inherited","1.4","Traded Sectors","True","Consumer","father","True","True" +"Klaus Jacobs","286","1996","1895","Jacobs Suchard AG","relation","chocolate and coffee","new","0","male","Switzerland","CHE","330000000000.0","Europe","inherited","1.4","Traded Sectors","True","Consumer","3rd generation","True","True" +"Krit Ratanarak","287","1996","1945","Bank of Ayudhya/Bangkok Broadcasting and Television Company","relation","banking, media","new","49","male","Thailand","THA","182000000000.0","East Asia","inherited","1.4","Non-Traded Sectors","True","Media","father","True","True" +"Ayhan Sahenk","288","1996","1951","Dogus Holding","founder","construction","new","0","male","Turkey","TUR","181000000000.0","Middle East/North Africa","self-made finance","1.4","Financial","True","Money Management","not inherited","True","True" +"Richard Branson","289","1996","1972","Virgin Group","founder","media","new","45","male","United Kingdom","GBR","1310000000000.0","Europe","founder non-finance","1.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"James Sorenson","290","1996","1977","Sorenson Companies","founder","real estate","new","74","male","United States","USA","8100000000000.0","North America","self-made finance","1.4","Financial","True","Real Estate","not inherited","True","True" +"H Wayne Huizenga","291","1996","1968","Waste Management","founder","waste management","new","58","male","United States","USA","8100000000000.0","North America","self-made finance","1.4","Financial","True","0","not inherited","True","True" +"Kenneth Troutt","292","1996","1988","Excel Communications","founder","telecomm","new","48","male","United States","USA","8100000000000.0","North America","founder non-finance","1.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Andre Kudelski","292","2001","1951","Kudelski Group","relation","software","new","0","male","Switzerland","CHE","279000000000.0","Europe","inherited","1.7","New Sectors","True","Technology-Computer","father","True","True" +"Clayton Mathile","292","2001","1946","Iams","former CEO","pet food","new","60","male","United States","USA","10600000000000.0","North America","executive","1.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Clemmie Spangler Jr","292","2001","1991","Bank of North Carolina","relation","banking","new","68","male","United States","USA","10600000000000.0","North America","inherited","1.7","Financial","True","Money Management","father","True","True" +"Donald Trump","292","2001","1920","The Trump Organization","relation","real estate","new","55","male","United States","USA","10600000000000.0","North America","inherited","1.7","Financial","True","Real Estate","father","True","True" +"Eugene Melnyk","292","2001","1989","Biovail Corporation","founder","pharmaceuticals","new","0","male","Canada","CAN","733000000000.0","North America","founder non-finance","1.7","0","True","Other","not inherited","True","True" +"Giorgio Armani","292","2001","1975","Armani","founder","luxury goods","new","66","male","Italy","ITA","1160000000000.0","Europe","founder non-finance","1.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Gregorio Perez Companc","292","2001","1968","Petrolera Perez Companc","relation","oil","new","66","male","Argentina","ARG","269000000000.0","Latin America","inherited","1.7","Traded Sectors","True","Consumer","father","True","True" +"James Jannard","292","2001","1975","Oakley, Inc","founder","apparel and eyewear","new","51","male","United States","USA","10600000000000.0","North America","founder non-finance","1.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Jess Jackson","292","2001","1982","Kendall-Jackson","founder","wine","new","71","male","United States","USA","10600000000000.0","North America","founder non-finance","1.7","Traded Sectors","True","Consumer","not inherited","True","True" +"John Arrillaga","292","2001","1960","","founder","real estate","new","63","male","United States","USA","10600000000000.0","North America","self-made finance","1.7","Financial","True","Real Estate","not inherited","True","True" +"Kenneth Morrison","292","2001","1899","Morrisons","relation","supermarkets","new","69","male","United Kingdom","GBR","1530000000000.0","Europe","inherited","1.7","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Kumar Birla","292","2001","1857","Aditya Birla Group","relation","cement","new","33","male","India","IND","494000000000.0","South Asia","inherited","1.7","Resource Related","True","Mining and metals","4th generation","True","True" +"Lawrence Flinn Jr","292","2001","1975","UVSG","investor ","media","aquired","0","male","United States","USA","10600000000000.0","North America","executive","1.7","Non-Traded Sectors","True","Media","not inherited","True","True" +"Michele Ferrero","292","2001","1946","Ferrero spa","relation","chocolates","new","74","male","Italy","ITA","1160000000000.0","Europe","executive","1.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Rachman Halim","292","2001","1958","Gudang Garam","relation","cigarette","new","53","male","Indonesia","IDN","160000000000.0","East Asia","inherited","1.7","Traded Sectors","True","Consumer","father","True","True" +"Richard Peery","292","2001","1960","","founder","real estate","new","60","male","United States","USA","10600000000000.0","North America","self-made finance","1.7","Financial","True","Real Estate","not inherited","True","True" +"Robert Rich Sr","292","2001","1945","Rich Products","founder","food processing","new","87","male","United States","USA","10600000000000.0","North America","founder non-finance","1.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Roger Sant","292","2001","1981","AES","founder","energy","new","0","male","United States","USA","10600000000000.0","North America","privatized and resources","1.7","Resource Related","True","Energy","not inherited","True","True" +"Rupert Johnson","292","2001","1947","Franklin Resources","relation","mutal funds","new","60","male","United States","USA","10600000000000.0","North America","inherited","1.7","Financial","True","Money Management","father","True","True" +"Scott McNealy","292","2001","1982","Sun Microsystems","founder","microchips","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","1.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Maurice Greenberg","293","1996","1919","AIG","Chairman and Chief Executive Officer","insurance","new","70","male","United States","USA","8100000000000.0","North America","self-made finance","1.4","Financial","True","Money Management","not inherited","True","True" +"Alfred Lerner","294","1996","1982","MBNA","chairman","credit cards","subsidiary","0","male","United States","USA","8100000000000.0","North America","executive","1.4","0","True","Other","not inherited","True","True" +"David Rockefeller","295","1996","1870","Standard Oil","relation","oil","new","80","male","United States","USA","8100000000000.0","North America","inherited","1.4","Resource Related","True","Energy","3rd generation","True","True" +"Albert Frere","295","2014","1956","Groupe Bruxelles Lambert","founder","steel/banking","aquired","88","male","Belgium","BEL","0.0","Europe","self-made finance","4.9","Financial","True","Diversified financial","not inherited","True","True" +"Cyrus Poonawalla","295","2014","1966","Serum Institute of India","founder","biotech","new","72","male","India","IND","0.0","South Asia","founder non-finance","4.9","New Sectors","True","Technology-Medical","not inherited","True","True" +"Erivan Haub","295","2014","1867","Tenglemann Group","relation","retail","new","81","male","Germany","DEU","0.0","Europe","inherited","4.9","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Frits Goldschmeding","295","2014","1960","Randstad","founder","staffing company","new","80","male","Netherlands","NLD","0.0","Europe","founder non-finance","4.9","0","True","Other","not inherited","True","True" +"George Lucas","295","2014","1971","Lucasfilm","founder","Star Wars","new","69","male","United States","USA","0.0","North America","founder non-finance","4.9","Non-Traded Sectors","True","Media","not inherited","True","True" +"Heinz-Horst Deichmann","295","2014","1913","Heinrich Deichmann-Schuhe","relation","shoes","new","87","male","Germany","DEU","0.0","Europe","inherited","4.9","Traded Sectors","True","Consumer","father","True","True" +"Kunio Busujima","295","2014","1950","Sankyo","founder","pachinko gaming machines","new","88","male","Japan","JPN","0.0","East Asia","founder non-finance","4.9","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Robert Rowling","295","2014","1980","Tana Exploration Company","relation","oil","new","60","male","United States","USA","0.0","North America","self-made finance","4.9","Financial","True","Diversified financial","not inherited","True","True" +"Savitri Jindal","295","2014","1969","O.P. Jindal Group","relation","steel","new","63","female","India","IND","0.0","South Asia","inherited","4.9","Resource Related","True","Non-consumer industrial","spouse/widow","True","True" +"Shashi and Ravi Ruia","295","2014","1969","Essar Group","founder","steel/oil","new","0","male","India","IND","0.0","South Asia","self-made finance","4.9","Financial","True","Diversified financial","not inherited","True","True" +"Jose Said Saffie","296","1996","0","","","","","0","male","Chile","CHL","75800000000.0","Latin America","self-made finance","1.3","Finance","True","banking","not inherited","True","True" +"Jaime Said Demarfa","297","1996","0","","","","","0","male","Chile","CHL","75800000000.0","Latin America","executive","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Carlos Ardila Lulle","298","1996","1904","Organizacion Ardila Lulle","relation","soft drinks","aquired","0","male","Colombia","COL","97200000000.0","Latin America","inherited","1.3","Traded Sectors","True","Consumer","father","True","True" +"Julio Mario Santo Domingo","299","1996","1889","Santo Domingo Group","founder","beer","aquired","72","male","Colombia","COL","97200000000.0","Latin America","founder non-finance","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Hans-Werner Hector","300","1996","1972","SAP AG","founder","software","new","56","male","Germany","DEU","2500000000000.0","Europe","founder non-finance","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Reinhard Mohn","301","1996","1835","Bertelsmann","relation","publishing","new","74","male","Germany","DEU","2500000000000.0","Europe","inherited","1.3","Non-Traded Sectors","True","Media","4th generation","True","True" +"Baldwin and Nikolaus Knauf","302","1996","1953","Edmond de Rothschild Group","relation","banking","new","0","male","Germany","DEU","2500000000000.0","Europe","inherited","1.3","Non-Traded Sectors","True","Constrution","father","True","True" +"Reinhold Wuerth","303","1996","1945","Adolf Wurth Group","relation","screws","new","60","male","Germany","DEU","2500000000000.0","Europe","executive","1.3","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Chen Din Hwa","304","1996","1954","Nan Fung Textiles","founder","cotton yarn","new","73","male","Hong Kong","HKG","160000000000.0","East Asia","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Sjamsul Nursalim","305","1996","1951","Gajah Tunggal","owner","tires","new","0","male","Indonesia","IDN","227000000000.0","East Asia","","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Abdulla bin Ahmad Al Ghurair","305","2014","1960","Al-Ghurair Group","relation","industrial goods","new","0","male","United Arab Emirates","ARE","0.0","Middle East/North Africa","inherited","4.8","Financial","True","Diversified financial","father","True","True" +"Ann Walton Kroenke","305","2014","1962","Walmart","relation","retail","new","65","female","United States","USA","0.0","North America","inherited","4.8","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Bruce Kovner","305","2014","1983","Caxton Associates","founder","commodities trading","new","69","male","United States","USA","0.0","North America","self-made finance","4.8","Financial","True","Hedge funds","not inherited","True","True" +"Daniel Ziff","305","2014","1927","Ziff Davis Inc","relation","publishing","new","42","male","United States","USA","0.0","North America","inherited","4.8","Financial","True","Diversified financial","3rd generation","True","True" +"Dirk Ziff","305","2014","1928","Ziff Davis Inc","relation","publishing","new","49","male","United States","USA","0.0","North America","inherited","4.8","Financial","True","Diversified financial","3rd generation","True","True" +"Gwendolyn Sontheim Meyer","305","2014","1865","Cargill","relation","food processing/commodities","new","52","female","United States","USA","0.0","North America","inherited","4.8","Financial","True","Money Management","3rd generation","True","True" +"Juan Roig","305","2014","1977","Mercadona","relation","groceries","new","64","male","Spain","ESP","0.0","Europe","inherited","4.8","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Karl Wlaschek","305","2014","1953","BILLA","founder","groceries","new","96","male","Austria","AUT","0.0","Europe","founder non-finance","4.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Laurence Graff","305","2014","1960","Graff Diamonds","founder","diamonds","new","75","male","United Kingdom","GBR","0.0","Europe","founder non-finance","4.8","Traded Sectors","True","Consumer","not inherited","True","True" +"Liselott Persson","305","2014","1947"," H&M","inherited"," fashion"," new","64","female","Sweden","SWE","0.0","Europe","inherited","4.8","Traded Sectors","True","Consumer","father","True","True" +"Pauline MacMillan Keinath","305","2014","1865","Cargill","relation","food processing/commodities","new","80","female","United States","USA","0.0","North America","inherited","4.8","Financial","True","Money Management","3rd generation","True","True" +"Robert Ziff","305","2014","1928","Ziff Davis Inc","relation","publishing","new","47","male","United States","USA","0.0","North America","inherited","4.8","Financial","True","Diversified financial","3rd generation","True","True" +"Whitney MacMillan","305","2014","1865","Cargill","relation","food processing/commodities","new","85","male","United States","USA","0.0","North America","inherited","4.8","Financial","True","Money Management","3rd generation","True","True" +"Zhang Zhidong","305","2014","1998","Tencent","founder","internet","new","42","male","China","CHN","0.0","East Asia","founder non-finance","4.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Mochtar Riady","306","1996","1948","Lippo Group","founder","banking","new","0","male","Indonesia","IDN","227000000000.0","East Asia","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Tadahiro Yoshida","307","1996","1934","YKK","relation","zippers","new","49","male","Japan","JPN","4710000000000.0","East Asia","inherited","1.3","Traded Sectors","True","Consumer","father","True","True" +"Den Fujita","308","1996","1971","McDonald's Japan","founder","restaurants","franchise","70","male","Japan","JPN","4710000000000.0","East Asia","founder non-finance","1.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Hiroshi Takei","309","1996","0","","","","","0","male","Japan","JPN","4710000000000.0","East Asia","","1.3","Financial","True","Real Estate","not inherited","True","True" +"Masafumi Miyamoto","310","1996","1983","Square","founder","video games","subsidiary","0","male","Japan","JPN","4710000000000.0","East Asia","founder non-finance","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Soichiro Fukutake","311","1996","1955","Benesse Corporation","relation","publishing","new","50","male","Japan","JPN","4710000000000.0","East Asia","inherited","1.3","0","True","Other","father","True","True" +"Edward Johnson","312","1996","1946","Fidelity Investments","relation","investment banking","new","65","male","United States","USA","8100000000000.0","North America","inherited","1.3","Financial","True","Money Management","father","True","True" +"Abilio dos Santos Diniz","312","2001","1948","Companhia Brasileira de Distribui?ao","relation","retail","new","64","male","Brazil","BRA","560000000000.0","Latin America","inherited","1.6","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Andrew McKelvey","312","2001","1967","Monster Worldwide","founder","advertising","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","1.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Chen Din Hwa","312","2001","1954","Nan Fung Textiles","founder","cotton yarn","new","78","male","Hong Kong","HKG","169000000000.0","East Asia","self-made finance","1.6","Financial","True","Real Estate","not inherited","True","True" +"Dennis Bakke","312","2001","1981","AES Corporation","founder","energy","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","1.6","Resource Related","True","Other","not inherited","True","True" +"Dennis Washington","312","2001","1964","Washington Companies","founder","construction","new","66","male","United States","USA","10600000000000.0","North America","founder non-finance","1.6","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Didier Primat","312","2001","1920","Schlumberger","relation","oil field services","new","56","male","France","FRA","1380000000000.0","Europe","inherited","1.6","Resource Related","True","Energy","3rd generation","True","True" +"Gary Magness","312","2001","1968","TCI","relation","cable","new","47","male","United States","USA","10600000000000.0","North America","inherited","1.6","Non-Traded Sectors","True","Media","father","True","True" +"George Mitchell","312","2001","1946","Mitchell Energy and Development Co","founder","shale","new","81","male","United States","USA","10600000000000.0","North America","privatized and resources","1.6","Resource Related","True","Energy","not inherited","True","True" +"Gil Shwed","312","2001","1993","Check Point","founder","software","new","33","male","Israel","ISR","130000000000.0","Middle East/North Africa","founder non-finance","1.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Jackson Stephens","312","2001","1946","Stephens Group","founder","media","new","77","male","United States","USA","10600000000000.0","North America","self-made finance","1.6","Financial","True","Diversified financial","not inherited","True","True" +"Jean-Louis Dumas","312","2001","1837","Hermes","relation","luxury fashion","new","62","male","France","FRA","1380000000000.0","Europe","inherited","1.6","Traded Sectors","True","Consumer","4th generation","True","True" +"Kemal Uzan","312","2001","1956","","founder","construction","new","66","male","Turkey","TUR","196000000000.0","Middle East/North Africa","privatized and resources","1.6","Financial","True","Diversified financial","not inherited","True","True" +"Kwek Leng Beng","312","2001","1948","Hong Leong Group","relation","banking","new","60","male","Singapore","SGP","89285087395.0","East Asia","inherited","1.6","Financial","True","Diversified financial","father","True","True" +"Lee Kun-Hee","312","2001","1938","Samsung","relation","electronics","new","59","male","South Korea","KOR","533000000000.0","East Asia","inherited","1.6","New Sectors","True","Technology-Computer","father","True","True" +"Michael Birck","312","2001","1975","Tellabs","founder","telecom","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","1.6","Non-Traded Sectors","True","Media","not inherited","True","True" +"Perry Bass","312","2001","1960","Bass Brothers Enterprises","relation","oil","new","86","male","United States","USA","10600000000000.0","North America","inherited","1.6","Resource Related","True","Energy","father","True","True" +"Richard DeVos","312","2001","1959","Amway","founder","consumer goods","new","75","male","United States","USA","10600000000000.0","North America","founder non-finance","1.6","Traded Sectors","True","Consumer","not inherited","True","True" +"Robert Johnson","312","2001","1980","Black Entertainment Television","founder","media","new","54","male","United States","USA","10600000000000.0","North America","founder non-finance","1.6","0","True","0","not inherited","True","True" +"Roberto Rocca","312","2001","1945","Techint","Chairman and Chief Executive Officer","steel","new","0","male","Argentina","ARG","269000000000.0","Latin America","self-made finance","1.6","Financial","True","Diversified financial","not inherited","True","True" +"Sanford Weill","312","2001","1960","Cogan, Berlind, Weill & Levitt","founder","stock broker","new","68","male","United States","USA","10600000000000.0","North America","self-made finance","1.6","Financial","True","Money Management","not inherited","True","True" +"Stanley Hubbard","312","2001","1925","Hubbard Broadcasting Inc","owner","media","new","67","male","United States","USA","10600000000000.0","North America","executive","1.6","Non-Traded Sectors","True","Media","not inherited","True","True" +"Tetsuro Funai","312","2001","1961","Funai Electric","founder","electronics","new","74","male","Japan","JPN","4160000000000.0","East Asia","founder non-finance","1.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Vladimir Bogdanov","312","2001","1993","Surgutneftegaz","president","oil","privatization","49","male","Russia","RUS","307000000000.0","Europe","privatized and resources","1.6","Resource Related","True","Energy","not inherited","True","True" +"William Morean","312","2001","1966","Jabil Circuit","founder","computer parts","new","45","male","United States","USA","10600000000000.0","North America","founder non-finance","1.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Donald Hall","313","1996","1910","Hallmark Cards","relation","greeting cards","new","67","male","United States","USA","8100000000000.0","North America","inherited","1.3","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Ralph Lauren","314","1996","1967","Ralph Lauren","founder","clothing","new","57","male","United States","USA","8100000000000.0","North America","founder non-finance","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Samuel LeFrak","315","1996","1905","LeFrack ","relation","real estate","new","0","male","United States","USA","8100000000000.0","North America","inherited","1.3","Financial","True","Real Estate","3rd generation","True","True" +"Leslie Wexner","316","1996","1963","Limited Brands","founder","clothing","new","44","male","United States","USA","8100000000000.0","North America","founder non-finance","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Craig McCaw","317","1996","1987","McCaw Cellular","founder","cell phones","new","46","male","United States","USA","8100000000000.0","North America","founder non-finance","1.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"Dorrance Hill Hamilton","318","1996","1869","Campbell Soup","relation","soup","aquired","0","female","United States","USA","8100000000000.0","North America","inherited","1.3","Traded Sectors","True","Consumer","3rd generation","True","True" +"Amos Hosetter Jr","319","1996","1964","Continental Cablevision","founder","media","new","59","male","United States","USA","8100000000000.0","North America","founder non-finance","1.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"Andrew Tan","319","2014","1993","Alliance Global Group","Chairman and Chief Executive Officer","real estate, retail","new","61","male","Philippines","PHL","0.0","East Asia","self-made finance","4.7","Financial","True","Diversified financial","not inherited","True","True" +"Arnon Milchan","319","2014","1991","New Regency Films","founder","movies","new","69","male","Israel","ISR","0.0","Middle East/North Africa","founder non-finance","4.7","Non-Traded Sectors","True","Media","not inherited","True","True" +"Frank Lowy","319","2014","1960","Westfield Group","founder","shopping centers","new","83","male","Australia","AUS","0.0","North America","self-made finance","4.7","Financial","True","Real Estate","not inherited","True","True" +"Horst Paulmann","319","2014","1976","Hipermercados Jumbo","founder","supermarkets","new","79","male","Chile","CHL","0.0","Latin America","founder non-finance","4.7","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Sergio Mantegazza","319","2014","1928","Globus","relation","travel company","new","86","male","Switzerland","CHE","0.0","Europe","inherited","4.7","0","True","Other","father","True","True" +"Shari Arison","319","2014","1972","Carnival Corporation","relation","banking","new","56","female","Israel","ISR","0.0","Middle East/North Africa","inherited","4.7","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Lorenzo Mendoza","320","1996","1941","Empresas Polar","relation","beer","new","30","male","Venezuela","VEN","68258588863.0","Latin America","inherited","1.3","Traded Sectors","True","Consumer","father","True","True" +"Roberto and Gabriel Andrade","321","1996","1948","Andrade Gutierrez","founder","construction","new","0","male","Brazil","BRA","854000000000.0","Latin America","founder non-finance","1.2","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Abilio dos Santos Diniz","322","1996","1948","Companhia Brasileira de Distribui?ao","relation","retail","new","59","male","Brazil","BRA","854000000000.0","Latin America","inherited","1.2","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Luiz Alberto Garcia","323","1996","1929","Algar Group","relation","media","new","0","male","Brazil","BRA","854000000000.0","Latin America","inherited","1.2","Non-Traded Sectors","True","Media","father","True","True" +"Michael DeGroote","324","1996","1924","Laidlaw Transport","owner","trucking","aquired","0","male","Canada","CAN","627000000000.0","North America","founder non-finance","1.2","Trucking","True","services","not inherited","True","True" +"Alvaro Noboa","325","1996","1946","Exportadora Bananera Noboa","relation","banannas","new","0","male","Ecuador","ECU","25200000000.0","Latin America","inherited","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Diane Hendricks","325","2014","1982","ABC Supply","founder","roofing","new","67","female","United States","USA","0.0","North America","founder non-finance","4.6","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Mike Adenuga","325","2014","1990","Conoil/Globacom","founder","oil/telecommunications","new","60","male","Nigeria","NGA","0.0","Sub-Saharan Africa","privatized and resources","4.6","Non-Traded Sectors","True","Media","not inherited","True","True" +"Pierre Bellon","325","2014","1960","Sodexo","founder","catering","new","84","male","France","FRA","0.0","Europe","founder non-finance","4.6","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Leibbrand family","326","1996","0","","","","","0","","Germany","DEU","2500000000000.0","Europe","","1.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Reimann family","327","1996","1923","Benckiser","","consumer goods","aquired","0","","Germany","DEU","2500000000000.0","Europe","inherited","1.2","0","True","0","not inherited","True","True" +"Conle famle","328","1996","0","Sirosa","","real estate","","0","","Germany","DEU","2500000000000.0","Europe","","1.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"David Sun","328","2014","1987","Kingston Technology","founder","technology","new","62","male","United States","USA","0.0","North America","founder non-finance","4.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Dieter Schnabel","328","2014","1950","Helm AG","relation","chemicals","aquired","68","male","Germany","DEU","0.0","Europe","inherited","4.5","Traded Sectors","True","Non-consumer industrial","father","True","True" +"James Dyson","328","2014","1993","Dyson","founder","vacuum cleaners","new","66","male","United Kingdom","GBR","0.0","Europe","founder non-finance","4.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Jay Y. Lee","328","2014","1938","Samsung","relation","electronics","new","45","male","South Korea","KOR","0.0","East Asia","inherited","4.5","New Sectors","True","Technology-Computer","3rd generation","True","True" +"John A. Sobrato","328","2014","1979","Sobrato Organization","founder","real estate","new","74","male","United States","USA","0.0","North America","self-made finance","4.5","Financial","True","Real Estate","not inherited","True","True" +"John Tu","328","2014","1987","Kingston Technology","founder","technology","new","73","male","United States","USA","0.0","North America","founder non-finance","4.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Kirk Kerkorian","328","2014","1924","MGM Grand","investor","real estate","aquired","96","male","United States","USA","0.0","North America","self-made finance","4.5","Financial","True","Real Estate","not inherited","True","True" +"Lynn Schusterman","328","2014","1971","Samson Investment Company","relation","oil and gas","new","75","female","United States","USA","0.0","North America","inherited","4.5","Resource Related","True","Energy","spouse/widow","True","True" +"Majid Al Futtaim","328","2014","1995","Majid Al Futtaim","founder","retail","new","0","male","United Arab Emirates","ARE","0.0","Middle East/North Africa","self-made finance","4.5","Financial","True","Real Estate","not inherited","True","True" +"Michael Herz","328","2014","1949","Maxingvest AG","relation","coffee","new","70","male","Germany","DEU","0.0","Europe","inherited","4.5","Traded Sectors","True","Consumer","father","True","True" +"Trevor Rees-Jones","328","2014","1994","Chief Oil and Gas ","founder","oil","new","62","male","United States","USA","0.0","North America","privatized and resources","4.5","Resource Related","True","Energy","not inherited","True","True" +"Wolfgang Herz","328","2014","1949","Maxingvest AG","relation","coffee","new","63","male","Germany","DEU","0.0","Europe","inherited","4.5","Traded Sectors","True","Consumer","father","True","True" +"Masakazu Shiiki","329","1996","1946","Sanyo Shinpan","founder","finace","new","0","male","Japan","JPN","4710000000000.0","East Asia","self-made finance","1.2","Financial","True","Money Management","not inherited","True","True" +"Lorenzo Zambrano","330","1996","1906","Cemex","relation","cement","new","51","male","Mexico","MEX","397000000000.0","Latin America","inherited","1.2","Non-Traded Sectors","True","Constrution","3rd generation","True","True" +"Wee Cho Yaw","331","1996","1935","United Overseas Bank","relation","banking","new","67","male","Singapore","SGP","96400967339.0","East Asia","inherited","1.2","Financial","True","Money Management","father","True","True" +"Frances Koshland Geballe","332","1996","1853","Levi Strauss & co","relation","jeans","new","0","female","United States","USA","8100000000000.0","North America","inherited","1.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Josephine Haas","333","1996","1853","Levi Strauss & co","relation","jeans","new","0","female","United States","USA","8100000000000.0","North America","inherited","1.2","Non-Traded Sectors","True","Retail, Restaurant","spouse/widow","True","True" +"Richard Goldman","334","1996","1950","Goldman Insurance and Risk Management","founder","insurance","new","0","male","United States","USA","8100000000000.0","North America","self-made finance","1.2","Financial","True","Hedge funds","not inherited","True","True" +"Barbara Piasecka Johnson","335","1996","1886","Johnson & Johnson","relation","medical supplies","new","59","female","United States","USA","8100000000000.0","North America","inherited","1.2","New Sectors","True","Technology-Medical","spouse/widow","True","True" +"William Davidson","336","1996","1932","Guardian Industries","relation","glass","new","73","male","United States","USA","8100000000000.0","North America","executive","1.2","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Abdul Al Rahman Al Jeraisy","336","2001","1956","Jeraisy Group","founder","industrial goods","new","0","male","Saudi Arabia","SAU","183000000000.0","Middle East/North Africa","founder non-finance","1.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Bennett Dorrance","336","2001","1869","Campbell Soup","relation","soup","aquired","58","male","United States","USA","10600000000000.0","North America","inherited","1.5","Traded Sectors","True","Consumer","3rd generation","True","True" +"Billy Joe McCombs","336","2001","1958","Red McCombs Automotive Group","founder","auto sales, energy","new","73","male","United States","USA","10600000000000.0","North America","self-made finance","1.5","Financial","True","Real Estate","not inherited","True","True" +"Carl Berg","336","2001","1965","Berg and Berg","owner","real estate","aquired","63","male","United States","USA","10600000000000.0","North America","self-made finance","1.5","Financial","True","Real Estate","not inherited","True","True" +"Carlos Peralta","336","2001","1939","Groupo IUSA","relation","construction","new","49","male","Mexico","MEX","725000000000.0","Latin America","inherited","1.5","Non-Traded Sectors","True","Media","father","True","True" +"Christoph Blocher","336","2001","1936","EMS-Chemie","Chairman and Chief Executive Officer","chemicals","new","0","male","Switzerland","CHE","279000000000.0","Europe","executive","1.5","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Enric Bernat","336","2001","1958","Chupa Chups","founder","confectionary","aquired","0","male","Spain","ESP","626000000000.0","Europe","founder non-finance","1.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Frank Batten","336","2001","1982","The Weather Channel","founder","media","new","74","male","United States","USA","10600000000000.0","North America","founder non-finance","1.5","Non-Traded Sectors","True","Media","not inherited","True","True" +"George Roberts","336","2001","1969","Kohlberg Kravis Roberts","founder","leveraged buyouts","new","56","male","United States","USA","10600000000000.0","North America","self-made finance","1.5","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Harold Simmons","336","2001","1974","","investor ","leveraged buyouts","","69","male","United States","USA","10600000000000.0","North America","self-made finance","1.5","Financial","True","Money Management","not inherited","True","True" +"Henry Kravis","336","2001","1976","Kohlberg Kravis Roberts","founder","leveraged buyouts","new","57","male","United States","USA","10600000000000.0","North America","self-made finance","1.5","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Henry Yuen","336","2001","1986","Gemstar-TV Guide International","founder","media","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","1.5","Non-Traded Sectors","True","Media","not inherited","True","True" +"John Sobrato","336","2001","1979","Sobrato Organization","founder","real estate","new","61","male","United States","USA","10600000000000.0","North America","self-made finance","1.5","Financial","True","Real Estate","not inherited","True","True" +"Kenneth Troutt","336","2001","1988","Excel Communications","founder","telecomm","new","53","male","United States","USA","10600000000000.0","North America","founder non-finance","1.5","Non-Traded Sectors","True","Media","not inherited","True","True" +"Kim Magness","336","2001","1968","TeleCommunications Inc","relation","telecommunications","new","0","male","United States","USA","10600000000000.0","North America","inherited","1.5","Non-Traded Sectors","True","Media","father","True","True" +"Laurance Rockefeller","336","2001","1870","Standard Oil","relation","oil","new","90","male","United States","USA","10600000000000.0","North America","inherited","1.5","Resource Related","True","Mining and metals","3rd generation","True","True" +"Luis Carlos Sarmiento Angulo","336","2001","1971","Grupo Aval Acciones y Valores, SA","founder","banking","aquired","68","male","Colombia","COL","98200000000.0","Latin America","self-made finance","1.5","Financial","True","Money Management","not inherited","True","True" +"Marius Nacht","336","2001","1993","Check Point","founder","software","new","35","male","Israel","ISR","130000000000.0","Middle East/North Africa","founder non-finance","1.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Mitchell Rales","336","2001","1979","Danaher","founder","venture capitalist","new","44","male","United States","USA","10600000000000.0","North America","founder non-finance","1.5","New Sectors","True","Technology-Medical","not inherited","True","True" +"Rem Viakhirev","336","2001","1989","Gazprom","CEO","natural gas","state owned enterprise","0","male","Russia","RUS","307000000000.0","Europe","privatized and resources","1.5","Resource Related","True","Energy","not inherited","True","True" +"Richard Goldman","336","2001","1950","Goldman Insurance and Risk Management","founder","insurance","new","0","male","United States","USA","10600000000000.0","North America","self-made finance","1.5","Financial","True","Hedge funds","not inherited","True","True" +"Richard Kinder","336","2001","1997","Kinder Morgan Energy Partners","founder","energy","new","54","male","United States","USA","10600000000000.0","North America","founder non-finance","1.5","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Richard Marriott","336","2001","1927","Marriot","relation","hotels","new","62","male","United States","USA","10600000000000.0","North America","inherited","1.5","Financial","True","Real Estate","father","True","True" +"Roberto Marinho","336","2001","1925","Globo Organizations","relation","media","new","0","male","Brazil","BRA","560000000000.0","Latin America","inherited","1.5","Non-Traded Sectors","True","Media","father","True","True" +"Stelios Haji-Ioannou","336","2001","1995","Easy Jet","founder","airline","new","0","male","Greece","GRC","136000000000.0","Europe","founder non-finance","1.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Steven Rales","336","2001","1979","Danaher","founder","venture capitalist","new","48","male","United States","USA","10600000000000.0","North America","founder non-finance","1.5","New Sectors","True","Technology-Medical","not inherited","True","True" +"Tiong Hiew King","336","2001","1976","Rimbunan Hijau Group","founder","timber","new","65","male","Malaysia","MYS","92783947368.0","East Asia","privatized and resources","1.5","Resource Related","True","Mining and metals","not inherited","True","True" +"Dennis Washington","337","1996","1964","Washington Companies","founder","construction","new","61","male","United States","USA","8100000000000.0","North America","founder non-finance","1.2","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Kathryn McCurry Albertson","338","1996","1939","Albertsons","relation","groceries","new","0","female","United States","USA","8100000000000.0","North America","inherited","1.2","Non-Traded Sectors","True","Retail, Restaurant","spouse/widow","True","True" +"Robert Galvin","339","1996","1928","Motorola","relation","telecommunications","new","73","male","United States","USA","8100000000000.0","North America","inherited","1.2","Non-Traded Sectors","True","Media","father","True","True" +"Donald Fisher","340","1996","1969","The Gap","founder","clothing ","new","67","male","United States","USA","8100000000000.0","North America","founder non-finance","1.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Barbara Carlson Gage","340","2014","1938","Carlson Inc","relation","hospitality","new","71","female","United States","USA","0.0","North America","inherited","4.4","Financial","True","Real Estate","father","True","True" +"Guenter Herz & Family","340","2014","1949","Maxingvest AG","relation","coffee","new","73","male","Germany","DEU","0.0","Europe","inherited","4.4","Traded Sectors","True","Consumer","father","True","True" +"Kelcy Warren","340","2014","1994","Energy Transfer Partners","Chairman and Chief Executive Officer","gas and propane","new","58","male","United States","USA","0.0","North America","executive","4.4","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Luo Jye","340","2014","1967","Maxxis","founder","tires","new","88","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","4.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Marilyn Carlson Nelson","340","2014","1938","Carlson Inc","relation","hospitality","new","74","female","United States","USA","0.0","North America","inherited","4.4","Financial","True","Real Estate","father","True","True" +"Doris Fisher","341","1996","1969","The Gap","founder","clothing ","new","65","female","United States","USA","8100000000000.0","North America","founder non-finance","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"David Duffield","342","1996","1987","PeopleSoft","founder","software","new","55","male","United States","USA","8100000000000.0","North America","founder non-finance","1.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Fayez Sarofim","343","1996","1958","Fayez Sarofim & Co","relation","money management","new","67","male","United States","USA","8100000000000.0","North America","self-made finance","1.2","Financial","True","Money Management","not inherited","True","True" +"Paul Mellon","344","1996","1869","Mellon Bank","relation","banking","new","0","male","United States","USA","8100000000000.0","North America","inherited","1.2","0","True","Other","3rd generation","True","True" +"Susan Thompson Buffett","345","1996","1962","Berkshire Hathaway","relation"," Finance","new","63","female","United States","USA","8100000000000.0","North America","inherited","1.2","Traded Sectors","True","Consumer","spouse/widow","True","True" +"Dan Olsson","345","2014","1939","Stena Sphere","relation","shipping","new","67","male","Sweden","SWE","0.0","Europe","inherited","4.3","Financial","True","Diversified financial","father","True","True" +"Emanuele (Lino) Saputo","345","2014","1954","Saputo Inc","relation","cheese","new","77","male","Canada","CAN","0.0","North America","inherited","4.3","Traded Sectors","True","Consumer","father","True","True" +"Guo Guangchang","345","2014","1992","Fosun Group","founder","investment","new","47","male","China","CHN","0.0","East Asia","self-made finance","4.3","Financial","True","Diversified financial","not inherited","True","True" +"Lee Shin Cheng","345","2014","1969","IOI Group","founder and chairman","palm oil/real estate","new","74","male","Malaysia","MYS","0.0","East Asia","privatized and resources","4.3","Resource Related","True","Mining and metals","not inherited","True","True" +"Liang Wengen","345","2014","1989","Sany Heavy Industry","founder","heavy manufacturing","new","57","male","China","CHN","0.0","East Asia","founder non-finance","4.3","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Paul Tudor Jones, II.","345","2014","1980","Tudor Investment Corporation","founder","hedge funds","new","59","male","United States","USA","0.0","North America","self-made finance","4.3","Financial","True","Hedge funds","not inherited","True","True" +"Sam Zell","345","2014","1968","Equity Group Investments","founder","real estate","new","72","male","United States","USA","0.0","North America","self-made finance","4.3","Financial","True","Real Estate","not inherited","True","True" +"Samvel Karapetyan","345","2014","1999","Tashir Group","founder","real estate","new","48","male","Russia","RUS","0.0","Europe","founder non-finance","4.3","Financial","True","Other","not inherited","True","True" +"Wang Chuanfu","345","2014","1995","BYD Company","founder","mobile phone batteries","new","48","male","China","CHN","0.0","East Asia","founder non-finance","4.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Sam Zell","346","1996","1968","Equity Group Investments","founder","real estate","new","54","male","United States","USA","8100000000000.0","North America","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Peter Haas Jr","347","1996","1853","Levi Strauss & co","relation","jeans","new","0","male","United States","USA","8100000000000.0","North America","inherited","1.2","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Bemberg family","348","1996","1888","Cerveza Quilmes","relation","beverages","new","0","","Argentina","ARG","272000000000.0","Latin America","inherited","1.1","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Leon Feffer","349","1996","1939","Suzano Papel e Celulose","founder","paper","new","0","male","Brazil","BRA","854000000000.0","Latin America","founder non-finance","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Galen Weston","350","1996","1882","George Weston Limited","relation","food distribution","new","55","male","Canada","CAN","627000000000.0","North America","inherited","1.1","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Run Run Shaw","351","1996","1957","Shaw Brothers Studio","founder","media","new","0","male","Hong Kong","HKG","160000000000.0","East Asia","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"George Wong","352","1996","1950","Chyau Fwu Corp","relation","real estate","new","0","male","Hong Kong","HKG","160000000000.0","East Asia","inherited","1.1","Financial","True","Real Estate","not inherited","True","True" +"Dhirubhai Ambani","353","1996","1966","Reliance","founder","textiles","new","0","male","India","IND","400000000000.0","South Asia","founder non-finance","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Kenichi Mabuchi","354","1996","1946","Mabuchi Motor Company","founder","electric motors","new","-7","male","Japan","JPN","4710000000000.0","East Asia","founder non-finance","1.1","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Akira Mori","354","2014","1959","Mori Building","relation","construction","new","77","male","Japan","JPN","0.0","East Asia","inherited","4.2","Financial","True","Real Estate","father","True","True" +"Bernard Ecclestone","354","2014","1978","Formula One Group","investor and CEO","racing","aquired","83","male","United Kingdom","GBR","0.0","Europe","executive","4.2","0","True","Other","not inherited","True","True" +"Elizabeth Mohn","354","2014","1835","Bertelsmann","relation","media","new","73","female","Germany","DEU","0.0","Europe","inherited","4.2","Non-Traded Sectors","True","Media","spouse/widow","True","True" +"Enrique Razon","354","2014","1940","International Containter Terminal Services","relation","port containers","new","54","male","Philippines","PHL","0.0","East Asia","inherited","4.2","Financial","True","Real Estate","father","True","True" +"Friede Springer","354","2014","1946","Axel Sbringer AG","relation","publishing","new","71","female","Germany","DEU","0.0","Europe","inherited","4.2","Non-Traded Sectors","True","Media","spouse/widow","True","True" +"Jeronimo Arango","354","2014","1958","Aurrera","founder","supermarkets","new","88","male","Mexico","MEX","0.0","Latin America","founder non-finance","4.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Leonard Stern","354","2014","1926","Hartz Group","relation","pet supplies, real estate","new","75","male","United States","USA","0.0","North America","inherited","4.2","Financial","True","Real Estate","father","True","True" +"Lin Rong San","354","2014","1989","Union Bank of Taiwan","founder","banking/publishing","new","74","male","Taiwan","Taiwan","0.0","East Asia","self-made finance","4.2","Financial","True","Real Estate","not inherited","True","True" +"Malcolm Glazer","354","2014","1984","First Allied Corporation","founder","investments/real estate, sports teams","new","85","male","United States","USA","0.0","North America","founder non-finance","4.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Ralph Dommermuth","354","2014","1988","United Internet","founder","internet provider","new","50","male","Germany","DEU","0.0","Europe","founder non-finance","4.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Ted Lerner","354","2014","1952","Lerner Enterprises","founder","real estate","new","88","male","United States","USA","0.0","North America","self-made finance","4.2","Financial","True","Real Estate","not inherited","True","True" +"Wang Wenyin","354","2014","1994","Amer International Group","owner","copper/mining","new","46","male","China","CHN","0.0","East Asia","privatized and resources","4.2","Resource Related","True","Mining and metals","not inherited","True","True" +"William Ding","354","2014","1997","NetEase","founder and CEO","internet","new","42","male","China","CHN","0.0","East Asia","founder non-finance","4.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Kazuo Inamori","355","1996","1959","Kyocera","founder","electronics","new","0","male","Japan","JPN","4710000000000.0","East Asia","founder non-finance","1.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Isono family","356","1996","0","","","","","0","","Japan","JPN","4710000000000.0","East Asia","","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Renichi Takenaka","357","1996","1610","Takenaka","relation","construction","new","0","male","Japan","JPN","4710000000000.0","East Asia","inherited","1.1","Non-Traded Sectors","True","Constrution","5th generation or longer","True","True" +"Ryusuke Kimura","358","1996","0","","","","","0","","Japan","JPN","4710000000000.0","East Asia","","1.1","0","True","Other","not inherited","True","True" +"Kim Suk-won","359","1996","0","","","","","0","","South Korea","KOR","603000000000.0","East Asia","","1.1","Financial","True","Diversified financial","not inherited","True","True" +"Yahaya Ahmad","360","1996","1980","DRB-HICOM Group","Chairman and Chief Executive Officer","cars","state owned enterprise","0","male","Malaysia","MYS","101000000000.0","East Asia","privatized and resources","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Eugenio Garza Lagnera","361","1996","1890","Femsa","relation","beverages","new","0","male","Mexico","MEX","397000000000.0","Latin America","inherited","1.1","0","True","0","3rd generation","True","True" +"Roberto Gonzalez Barrera","362","1996","1948","Maseca","founder","tortillas","new","49","male","Mexico","MEX","397000000000.0","Latin America","self-made finance","1.1","Financial","True","Money Management","not inherited","True","True" +"Isaac Saba Raffoul","363","1996","1892","Groupo Casa Saba","founder","pharmaceuticals","aquired","72","male","Mexico","MEX","397000000000.0","Latin America","self-made finance","1.1","Financial","True","Diversified financial","not inherited","True","True" +"Barbara Carlson Gage","363","2001","1938","Carlson Inc","relation","hospitality","new","59","female","United States","USA","10600000000000.0","North America","inherited","1.4","Financial","True","Real Estate","father","True","True" +"Emilio Botin","363","2001","1857","Grupo Santander","relation","banking","new","66","male","Spain","ESP","626000000000.0","Europe","inherited","1.4","Financial","True","Money Management","father","True","True" +"Franklin Booth","363","2001","1962","Berkshire Hathaway","investor "," Finance","new","78","male","United States","USA","10600000000000.0","North America","self-made finance","1.4","Financial","True","Money Management","not inherited","True","True" +"George Lindemann","363","2001","1972","Vision Cable, Metro Mobile, Southern Union","Chairman and Chief Executive Officer","media, pipelines","new","64","male","United States","USA","10600000000000.0","North America","self-made finance","1.4","Financial","True","Money Management","not inherited","True","True" +"Gloria von Thurn und Taxis","363","2001","1615","von Thurn and Taxis family","relation","postal service, beverages","new","0","female","Germany","DEU","1950000000000.0","Europe","inherited","1.4","Financial","True","Money Management","5th generation or longer","True","True" +"Jay Van Andel","363","2001","1959","Amway","founder","consumer goods","new","76","male","United States","USA","10600000000000.0","North America","founder non-finance","1.4","Traded Sectors","True","Consumer","not inherited","True","True" +"John van Vlissingen","363","2001","1975","BCD Holdings","founder","travel company","new","62","male","Netherlands","NLD","426000000000.0","Europe","privatized and resources","1.4","Resource Related","True","Energy","not inherited","True","True" +"Koo Chen-fu","363","2001","1940","Koos group","founder","financial services","new ","0","male","Taiwan","Taiwan","0.0","East Asia","self-made finance","1.4","Financial","True","Diversified financial","not inherited","True","True" +"Marilyn Carlson Nelson","363","2001","1938","Carlson Inc","relation","hospitality","new","62","female","United States","USA","10600000000000.0","North America","inherited","1.4","Financial","True","Real Estate","father","True","True" +"Mark Cuban","363","2001","1995","Broadcast.com","founder","web broadcasting","new","40","male","United States","USA","10600000000000.0","North America","founder non-finance","1.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Michael Hilti","363","2001","0","","","","","54","male","Liechtenstein","LIE","2491800559.0","Europe","executive","1.4","Non-Traded Sectors","True","Constrution","father","True","True" +"Miuccia Prada","363","2001","1913","Prada","relation","luxury goods","new","51","female","Italy","ITA","1160000000000.0","Europe","inherited","1.4","Traded Sectors","True","Consumer","father","True","True" +"Pierre Bellon","363","2001","1960","Sodexo","founder","catering","new","71","male","France","FRA","1380000000000.0","Europe","founder non-finance","1.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Rafael del Pino","363","2001","1952","Ferrovial","relation","construction","new","80","male","Spain","ESP","626000000000.0","Europe","inherited","1.4","Non-Traded Sectors","True","Constrution","father","True","True" +"Robert McNair","363","2001","1983","Cogen Technologies","founder","cogeneration","new","60","male","United States","USA","10600000000000.0","North America","privatized and resources","1.4","Resource Related","True","Energy","not inherited","True","True" +"Roman Abramovich","363","2001","1988","Millhouse LLC","founder","private investment company","new","34","male","Russia","RUS","307000000000.0","Europe","privatized and resources","1.4","Resource Related","True","Energy","not inherited","True","True" +"Soichiro Fukutake","363","2001","1955","Benesse Corporation","relation","publishing","new","55","male","Japan","JPN","4160000000000.0","East Asia","inherited","1.4","0","True","Other","father","True","True" +"Stanley Druckenmiller","363","2001","1981","Duquesne Capital","founder","hedge funds","new","47","male","United States","USA","10600000000000.0","North America","self-made finance","1.4","Financial","True","Hedge funds","not inherited","True","True" +"Stein Erik Hagen","363","2001","1977","RIMI","founder","groceries","new","44","male","Norway","NOR","174000000000.0","Europe","founder non-finance","1.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Stephen Case","363","2001","1985","AOL","Chairman and Chief Executive Officer","internet company","new","49","male","United States","USA","10600000000000.0","North America","executive","1.4","New Sectors","True","Technology-Computer","not inherited","True","True" +"Thomas Frist","363","2001","1968","Hostpital Corporation of America","founder/relation","hospitals","new","62","male","United States","USA","10600000000000.0","North America","founder non-finance","1.4","New Sectors","True","Technology-Medical","not inherited","True","True" +"Willi and Isolde Liebherr","363","2001","1949","Liebherr","relation","construction","new","0","married couple","Switzerland","CHE","279000000000.0","Europe","inherited","1.4","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"William Ford","363","2001","1903","Ford Motor Company","relation","automobiles","new","0","male","United States","USA","10600000000000.0","North America","inherited","1.4","Traded Sectors","True","Consumer","3rd generation","True","True" +"William Kellogg","363","2001","1962","Khol's","CEO","retail","new","57","male","United States","USA","10600000000000.0","North America","executive","1.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Juan and Carlos March","364","1996","1916","Acciona Trasmediterranea","relation","shipping","new","0","male","Spain","ESP","641000000000.0","Europe","inherited","1.1","Financial","True","Diversified financial","3rd generation","True","True" +"Baron Hans Heinrich Thyssen-Bornemisza","365","1996","1926","TBG (Thyssen-Bornemisza Group) Holdings","relation","steel","new","0","male","Switzerland","CHE","330000000000.0","Europe","inherited","1.1","Traded Sectors","True","Non-consumer industrial","3rd generation","True","True" +"Chang Yung Fa","366","1996","1961","Evergreen Group","founder","shipping","new","69","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","1.1","0","True","Other","not inherited","True","True" +"Robert Haas","367","1996","1853","Levi Strauss & co","relation","jeans","new","0","male","United States","USA","8100000000000.0","North America","inherited","1.1","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Anthony Bamford","367","2014","1945","JCB","relation","heavy equiptment (excavators, backhoes and tractors)","new","68","male","United Kingdom","GBR","0.0","Europe","inherited","4.1","Non-Traded Sectors","True","Constrution","father","True","True" +"Barry Lam","367","2014","1988","Quanta Computer","founder","laptops","new","64","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","4.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Beny Steinmetz","367","2014","1940","Steinmetz Diamond Group and BSGR","relation","diamonds","new","57","male","Israel","ISR","0.0","Middle East/North Africa","inherited","4.1","Resource Related","True","Mining and metals","father","True","True" +"Eduardo Saverin","367","2014","2004","Facebook","founder","internet","new","31","male","Brazil","BRA","0.0","Latin America","founder non-finance","4.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Francisco Ivens de Sa Dias Branco","367","2014","1927","M. Dias Branco S.A.","relation","food production","new","77","male","Brazil","BRA","0.0","Latin America","executive","4.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Ingvar Kamprad","367","2014","1943","IKEA","founder","furniture","new","87","male","Sweden","SWE","0.0","Europe","founder non-finance","4.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Nancy Walton Laurie","367","2014","1962","Walmart","relation"," retail"," new","62","female","United States","USA","0.0","North America","inherited","4.1","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Shahid Khan","367","2014","1956","Flex-N-Gate","owner","auto parts","aquired","63","male","United States","USA","0.0","North America","executive","4.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Hope Hill Van Beuren","368","1996","1869","Campbell Soup","relation","soup","aquired","35","female","United States","USA","8100000000000.0","North America","inherited","1.1","Traded Sectors","True","Consumer","3rd generation","True","True" +"Charlotte Colket Weber","369","1996","1869","Campbell Soup","relation","soup","aquired","35","female","United States","USA","8100000000000.0","North America","inherited","1.1","Traded Sectors","True","Consumer","3rd generation","True","True" +"Evelyn Danzig Haas","370","1996","1853","Levi Strauss & co","relation","jeans","new","0","female","United States","USA","8100000000000.0","North America","inherited","1.1","Non-Traded Sectors","True","Retail, Restaurant","spouse/widow","True","True" +"Ted Schwartz","371","1996","1973","APAC Customer Services","founder","outsourcing","new","0","male","United States","USA","8100000000000.0","North America","founder non-finance","1.1","Non-Traded Sectors","True","Media","not inherited","True","True" +"William Ford","372","1996","1903","Ford Motor Company","relation","automobiles","new","0","male","United States","USA","8100000000000.0","North America","inherited","1.1","Traded Sectors","True","Consumer","3rd generation","True","True" +"Richard Rainwater","373","1996","1986","ENSCO International","founder","hedge funds","new","51","male","United States","USA","8100000000000.0","North America","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Michael Dell","374","1996","1984","Dell","founder","technology","new","31","male","United States","USA","8100000000000.0","North America","founder non-finance","1.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Reese Rowling","375","1996","1980","Tana Exploration Company","founder","oil","new","0","male","United States","USA","8100000000000.0","North America","privatized and resources","1.1","Resource Related","True","Energy","not inherited","True","True" +"Arkady Rotenberg","375","2014","1930","SGM Group, Mostotrest, TPS Avia","owner","construction","new, privitization","62","male","Russia","RUS","0.0","Europe","privatized and resources","4.0","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Bertil Hult","375","2014","1977","EF Education","founder","education, language schools","new","73","male","Sweden","SWE","0.0","Europe","founder non-finance","4.0","0","True","Other","not inherited","True","True" +"Chairul Tanjung","375","2014","1987","Para Group (aka CT Corp)","founder","investment banking","new","51","male","Indonesia","IDN","0.0","East Asia","privatized and resources","4.0","Financial","True","Diversified financial","not inherited","True","True" +"Curt Engelhorn","375","2014","1865","BASF/Boehringer Mannheim/DePuy","relation","pharmaceuticals","new","87","male","Germany","DEU","0.0","Europe","inherited","4.0","New Sectors","True","Technology-Medical","4th generation","True","True" +"David & Frederick Barclay","375","2014","1968","Press Holdings","founder","media","new","80","male","United Kingdom","GBR","0.0","Europe","founder non-finance","4.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Erich Kellerhals","375","2014","1963","Media Markt","founder","retail","new","75","male","Germany","DEU","0.0","Europe","founder non-finance","4.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Gustaf Douglas","375","2014","1984","Investment AB Latour","founder","security ","new","76","male","Sweden","SWE","0.0","Europe","founder non-finance","4.0","0","True","Other","not inherited","True","True" +"Gustavo Cisneros","375","2014","1929","Cisneros Group","relation","media","new","68","male","Venezuela","VEN","0.0","Latin America","inherited","4.0","Non-Traded Sectors","True","Media","father","True","True" +"John Morris","375","2014","1972","Bass Pro Shops","founder","sports retail","new","65","male","United States","USA","0.0","North America","founder non-finance","4.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Lars Larsen","375","2014","1979","JYSK","founder and CEO","retail","new","65","male","Denmark","DEN","0.0","Europe","founder non-finance","4.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Lei Jun","375","2014","2010","Xiaomi Tech","founder","technology","new","44","male","China","CHN","0.0","East Asia","founder non-finance","4.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Randal Kirk","375","2014","1984","General Injectables and Vaccines/Third Security LLC","founder","biotech investing","new","60","male","United States","USA","0.0","North America","founder non-finance","4.0","New Sectors","True","Technology-Medical","not inherited","True","True" +"Wang Wei","375","2014","1993","S.F. Express","founder","express delivery services","new","0","male","China","CHN","0.0","East Asia","founder non-finance","4.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Curtis LeRoy Carlson","376","1996","1938","Carlson","founder","hospitality","new","0","male","United States","USA","8100000000000.0","North America","founder non-finance","1.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Charles Schwab","377","1996","1971","Charles Schwab Corporation","founder","brokerage/banking","new","58","male","United States","USA","8100000000000.0","North America","self-made finance","1.1","Financial","True","Money Management","not inherited","True","True" +"Eli Broad","378","1996","1957","Kaufman and Broad, SunAmerica","founder","construction/insurance","new/aquired","62","male","United States","USA","8100000000000.0","North America","self-made finance","1.1","Financial","True","Money Management","not inherited","True","True" +"Carl Lindner Jr","379","1996","1959","American Financial Group","founder","banking","new","76","male","United States","USA","8100000000000.0","North America","founder non-finance","1.1","0","True","0","not inherited","True","True" +"Thomas Frist","380","1996","1968","Hostpital Corporation of America","founder/relation","hospitals","new","57","male","United States","USA","8100000000000.0","North America","founder non-finance","1.1","New Sectors","True","Technology-Medical","not inherited","True","True" +"Charles Gates Jr","381","1996","1911","Gates Rubber Company","relation","tires","aquired","74","male","United States","USA","8100000000000.0","North America","inherited","1.1","Resource Related","True","Mining and metals","father","True","True" +"Gustavo Cisneros","382","1996","1929","Cisneros Group","relation","media","new","50","male","Venezuela","VEN","68258588863.0","Latin America","inherited","1.1","Non-Traded Sectors","True","Media","father","True","True" +"Ahmed Ali Kanoo","383","1996","1890","YBA Kanoo","relation","shipping","new","0","male","Bahrain","BHR","6100000000.0","Middle East/North Africa","inherited","1.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Larragoiti family","384","1996","1895","SulAmerica Seguros","","insurance","new","0","","Brazil","BRA","854000000000.0","Latin America","inherited","1.0","Financial","True","Hedge funds","not inherited","True","True" +"Norberto Odebrecht","385","1996","1944","Odebrecht Group","founder","construction","new","0","male","Brazil","BRA","854000000000.0","Latin America","founder non-finance","1.0","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Gerard Louis-Dreyfus","386","1996","1851","Louis Dreyfus Group","relation","energy","new","63","male","France","FRA","1610000000000.0","Europe","inherited","1.0","Financial","True","Money Management","4th generation","True","True" +"Nathaniel Rothschild","387","1996","1811","?N M Rothschild & Sons","relation","banking","new","0","male","United Kingdom","GBR","1310000000000.0","Europe","inherited","1.0","Financial","True","Money Management","5th generation or longer","True","True" +"Alfredo Harp Helu","387","2001","1884","Banamex","owner","banking","aquired","57","male","Mexico","MEX","725000000000.0","Latin America","self-made finance","1.3","Financial","True","Money Management","not inherited","True","True" +"Andronico Luksic","387","2001","1888","Antofagasta","founder","copper","aquired","74","male","Chile","CHL","72300000000.0","Latin America","privatized and resources","1.3","Resource Related","True","Mining and metals","not inherited","True","True" +"Anthony Bamford","387","2001","1945","JCB","relation","heavy equiptment (excavators, backhoes and tractors)","new","55","male","United Kingdom","GBR","1530000000000.0","Europe","inherited","1.3","Non-Traded Sectors","True","Constrution","father","True","True" +"Arthur Williams Jr","387","2001","1977","A.L. Williams & Associates","founder","life insurance ","new","58","male","United States","USA","10600000000000.0","North America","self-made finance","1.3","Financial","True","Hedge funds","not inherited","True","True" +"Arturo Moreno","387","2001","1947","Outdoor Systems","CEO","advertising","new","54","male","United States","USA","10600000000000.0","North America","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Bradley Hughes","387","2001","1972","Public Storage","founder","self-storage","new","67","male","United States","USA","10600000000000.0","North America","founder non-finance","1.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Calisto Tanzi","387","2001","1961","Parmalat","founder","dairy","new","0","male","Italy","ITA","1160000000000.0","Europe","founder non-finance","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Carlo De Benedetti","387","2001","1976","CIR Group","relation","media","aquired","0","male","Italy","ITA","1160000000000.0","Europe","inherited","1.3","Non-Traded Sectors","True","Media","father","True","True" +"Charles Munger","387","2001","1962","Berkshire Hathaway","vice-chairman"," Finance","new","76","male","United States","USA","10600000000000.0","North America","executive","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Donald Sturm","387","2001","1884","Peter Kiewit Sons","owner","investments","new","0","male","United States","USA","10600000000000.0","North America","self-made finance","1.3","Financial","True","Money Management","not inherited","True","True" +"Eliodoro Matte","387","2001","1920","CMPC","relation","timber and paper","new","55","male","Chile","CHL","72300000000.0","Latin America","inherited","1.3","Traded Sectors","True","Consumer","father","True","True" +"Francesco Micheli","387","2001","1999","e.Biscom-Fastweb","chairman","new technology","new","0","male","Italy","ITA","1160000000000.0","Europe","self-made finance","1.3","Financial","True","Money Management","not inherited","True","True" +"Germain Lamonde","387","2001","1985","EXFO","founder","service assurance instruments","new","0","male","Canada","CAN","733000000000.0","North America","founder non-finance","1.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"Haim Saban","387","2001","1988","Saban Entertainment","founder","media","new","56","male","United States","USA","10600000000000.0","North America","founder non-finance","1.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"Hans-Werner Hector","387","2001","1972","SAP AG","founder","software","new","61","male","Germany","DEU","1950000000000.0","Europe","founder non-finance","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Henry Sy","387","2001","1960","SM Malls","founder","retail","new","76","male","Philippines","PHL","76261998621.0","East Asia","founder non-finance","1.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Isaac Saba Raffoul","387","2001","1892","Groupo Casa Saba","founder","pharmaceuticals","aquired","77","male","Mexico","MEX","725000000000.0","Latin America","self-made finance","1.3","Financial","True","Diversified financial","not inherited","True","True" +"James Moran","387","2001","1968","JM Family Enterprises","founder","auto dealerships","new","82","male","United States","USA","10600000000000.0","North America","founder non-finance","1.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Johann Rupert","387","2001","1940","Rembrandt Group","relation","tobacco/luxury brands","new","50","male","South Africa","ZAF","122000000000.0","Sub-Saharan Africa","inherited","1.3","Traded Sectors","True","Consumer","father","True","True" +"Kenneth Langone","387","2001","1979","Home Depot","founder","home improvement retail","new","65","male","United States","USA","10600000000000.0","North America","self-made finance","1.3","Financial","True","Money Management","not inherited","True","True" +"Mikhail Fridman","387","2001","1989","Alfa Group","founder","investment banking","new","36","male","Russia","RUS","307000000000.0","Europe","privatized and resources","1.3","Resource Related","True","Energy","not inherited","True","True" +"Patrick Guerrand","387","2001","1837","Hermes","relation","luxury fashion","new","0","male","France","FRA","1380000000000.0","Europe","inherited","1.3","0","True","Other","5th generation or longer","True","True" +"Pierce Marshall","387","2001","1870","Standard Oil","relation","oil","new","0","male","United States","USA","10600000000000.0","North America","inherited","1.3","Resource Related","True","Energy","father","True","True" +"Putera Sampoerna","387","2001","1913","Sampoerna","relation","cigarette","new","0","male","Indonesia","IDN","160000000000.0","East Asia","inherited","1.3","Traded Sectors","True","Consumer","father","True","True" +"Richard Pratt","387","2001","1948","Visy Industries","relation","paper","new","66","male","Australia","AUS","379000000000.0","North America","inherited","1.3","Traded Sectors","True","Consumer","father","True","True" +"Roberto Hernandez Ramirez","387","2001","1884","Banamex","former CEO","banking","aquired","0","male","Mexico","MEX","725000000000.0","Latin America","self-made finance","1.3","Financial","True","Money Management","not inherited","True","True" +"Rong Yiren","387","2001","1978","China International Trust and Investment Corp","founder","investment","new","0","male","China","CHN","1330000000000.0","East Asia","privatized and resources","1.3","Financial","True","Money Management","not inherited","True","True" +"Saleh Al Rajhi","387","2001","1957","Al-Rajhi Bank","founder","banking","new","89","male","Saudi Arabia","SAU","183000000000.0","Middle East/North Africa","self-made finance","1.3","Financial","True","Money Management","not inherited","True","True" +"Silvio Scaglia","387","2001","1999","Fastweb","founder","telecommunications","new","42","male","Italy","ITA","1160000000000.0","Europe","founder non-finance","1.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"Steven Jobs","387","2001","1976","Apple","founder","technology","new","46","male","United States","USA","10600000000000.0","North America","founder non-finance","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Vagit Alekperov","387","2001","1990","Lukoil","founder","oil","new","50","male","Russia","RUS","307000000000.0","Europe","privatized and resources","1.3","Resource Related","True","Energy","not inherited","True","True" +"Vincent Smith","387","2001","1992","Patrol Software North America","founder","software","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Wallace McCain","387","2001","1956","McCain Foods Limited","founder","food","new","71","male","Canada","CAN","733000000000.0","North America","founder non-finance","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"William Levine","387","2001","1947","Outdoor Systems","founder","advertising","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","1.3","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Adolf Merckle","388","1996","1881","Ratiopharm","relation","pharmaceuticals","new","61","male","Germany","DEU","2500000000000.0","Europe","inherited","1.0","New Sectors","True","Technology-Medical","4th generation","True","True" +"Bernard (Barry) Sherman","388","2014","1959","Empire Laboratories","relation","pharmaceuticals","new","72","male","Canada","CAN","0.0","North America","inherited","3.9","New Sectors","True","Technology-Medical","father","True","True" +"Daniel Och","388","2014","1994","Och-Ziff Capital Management Group","founder, chairman, ceo","hedge funds","new","53","male","United States","USA","0.0","North America","self-made finance","3.9","Financial","True","Hedge funds","not inherited","True","True" +"Donald Trump","388","2014","1920","The Trump Organization","relation","real estate","new","67","male","United States","USA","0.0","North America","inherited","3.9","Non-Traded Sectors","True","Media","father","True","True" +"Heinz-Georg Baus","388","2014","1960","Bauhaus","founder","home improvement retail","new","80","male","Germany","DEU","0.0","Europe","founder non-finance","3.9","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"John Gokongwei, Jr.","388","2014","1954","JG Summit Holdings","founder","manufacturing, real estate, aviation","new","86","male","Philippines","PHL","0.0","East Asia","self-made finance","3.9","Financial","True","Diversified financial","not inherited","True","True" +"Martha Ingram","388","2014","1946","Ingram Industries","relation","transportation","new","78","female","United States","USA","0.0","North America","inherited","3.9","Non-Traded Sectors","True","Retail, Restaurant","spouse/widow","True","True" +"Riley Bechtel","388","2014","1898","Bechtel Corporation","relation and chairman","construction","new","61","male","United States","USA","0.0","North America","inherited","3.9","Non-Traded Sectors","True","Constrution","4th generation","True","True" +"Stephen Bechtel, Jr.","388","2014","1898","Bechtel Corporation","relation","construction","new","88","male","United States","USA","0.0","North America","inherited","3.9","Non-Traded Sectors","True","Constrution","4th generation","True","True" +"Strwher family","389","1996","0","","","","","0","","Germany","DEU","2500000000000.0","Europe","","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Werhahn family","390","1996","1844","Wilh. Werhahn KG","","building materials","new","0","","Germany","DEU","2500000000000.0","Europe","inherited","1.0","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Chao Kuang-Piu","391","1996","1960","","founder","wool","new","0","male","Hong Kong","HKG","160000000000.0","East Asia","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Shoul Eisenberg","392","1996","1968","Israel Corporation","founder","fertalizers","state owned enterprise","0","male","Israel","ISR","109000000000.0","Middle East/North Africa","privatized and resources","1.0","Financial","True","Diversified financial","not inherited","True","True" +"Sammy Ofer","393","1996","1950","Zodiac Maritime Agencies","relation","shipping","new","0","male","Israel","ISR","109000000000.0","Middle East/North Africa","inherited","1.0","Traded Sectors","True","Consumer","father","True","True" +"Otani Family","394","1996","0","","","","","0","","Japan","JPN","4710000000000.0","East Asia","","1.0","Financial","True","Real Estate","not inherited","True","True" +"Shoichiro Toyoda","395","1996","1937","Toyota Motors","relation","cars","new","0","male","Japan","JPN","4710000000000.0","East Asia","inherited","1.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Junichi Murata","396","1996","0","","","","","0","","Japan","JPN","4710000000000.0","East Asia","","1.0","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Alain Merieux","396","2014","1897","Institut Merieux","relation","pharmaceuticals","new","76","male","France","FRA","0.0","Europe","inherited","3.8","New Sectors","True","Technology-Medical","3rd generation","True","True" +"Alexander Abramov","396","2014","1992","EvrazHolding","Chairman","steel ","aquired","55","male","Russia","RUS","0.0","Europe","privatized and resources","3.8","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Andreas von Bechtolsheim","396","2014","1982","Sun Microsystems","founder","microchips","new","58","male","Germany","DEU","0.0","Europe","founder non-finance","3.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Jeffrey Skoll","396","2014","1995","Ebay","president","e-commerce","new","49","male","United States","USA","0.0","North America","executive","3.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Mark Shoen","396","2014","1945","U-haul","relation","self storage","new","62","male","United States","USA","0.0","North America","inherited","3.8","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Mitchell Rales","396","2014","1969","Danaher","founder","venture capitalist","new","57","male","United States","USA","0.0","North America","founder non-finance","3.8","Traded Sectors","True","Technology-Medical","not inherited","True","True" +"Odd Reitan","396","2014","1972","Reitan Group","founder","groceries","new","62","male","Norway","NOR","0.0","Europe","founder non-finance","3.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Peter Hargreaves","396","2014","1981","Hargreaves Lansdown","founder","financial services","new","67","male","United Kingdom","GBR","0.0","Europe","self-made finance","3.8","Financial","True","Money Management","not inherited","True","True" +"Steve Wynn","396","2014","1973","Wynn Resorts (formarly Mirage Resorts)","founder","casinos","new","72","male","United States","USA","0.0","North America","self-made finance","3.8","Financial","True","Real Estate","not inherited","True","True" +"Uday Kotak","396","2014","1985","Kotak Mahindra Bank","founder","banking","new","54","male","India","IND","0.0","South Asia","self-made finance","3.8","Financial","True","Money Management","not inherited","True","True" +"Walter Faria","396","2014","1994","Grupo Petropolis","owner","beer","aquired","58","male","Brazil","BRA","0.0","Latin America","executive","3.8","Traded Sectors","True","Consumer","not inherited","True","True" +"William Koch","396","2014","1940","Koch industries","relation"," Oil refining","new","73","male","United States","USA","0.0","North America","inherited","3.8","Resource Related","True","Energy","father","True","True" +"Halim Saad","397","1996","0","Renong","Chairman and Chief Executive Officer","","","0","male","Malaysia","MYS","101000000000.0","East Asia","privatized and resources","1.0","Financial","True","Diversified financial","not inherited","True","True" +"Jeronimo Arango","398","1996","1958","Aurrera","founder","supermarkets","new","70","male","Mexico","MEX","397000000000.0","Latin America","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Ricardo Salinas Pliego","399","1996","1906","Grupo Salinas/Group Elektra","relation","telecommunications","new","40","male","Mexico","MEX","397000000000.0","Latin America","inherited","1.0","Non-Traded Sectors","True","Retail, Restaurant","4th generation","True","True" +"Autrey family","400","1996","0","","","","","0","","Mexico","MEX","397000000000.0","Latin America","","1.0","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Ana Maria Brescia Cafferata","401","1996","1889","Grupo Prescia (now Pandora Group)","relation","mining, banking","new","0","female","Peru","PER","53975906967.0","Latin America","inherited","1.0","Resource Related","True","Mining and metals","father","True","True" +"Eugenio Lopez","402","1996","1961","Jumex","owner","drinks","new","0","male","Philippines","PHL","82848194406.0","East Asia","self-made finance","1.0","Financial","True","Diversified financial","not inherited","True","True" +"Saleh Kamel","403","1996","1969","Dallah al Baraka Group","founder","airport maintenance","new","54","male","Saudi Arabia","SAU","158000000000.0","Middle East/North Africa","self-made finance","1.0","Financial","True","Money Management","not inherited","True","True" +"Abdul Aziz Al-Sulaiman","404","1996","1968","Rolaco Trading and Contracting Company","founder","construction","new","0","male","Saudi Arabia","SAU","158000000000.0","Middle East/North Africa","self-made finance","1.0","Financial","True","Money Management","not inherited","True","True" +"Alicia and Esther Koplowitz","405","1996","1952","Construcciones y Contratas","relation","construction","aquired","0","female","Spain","ESP","641000000000.0","Europe","inherited","1.0","Non-Traded Sectors","True","Constrution","father","True","True" +"Henri Andre","406","1996","1877","Andre & Cie","relation","grain","new","0","male","Switzerland","CHE","330000000000.0","Europe","inherited","1.0","Financial","True","Money Management","3rd generation","True","True" +"Eric Andre","407","1996","1877","Andre & Cie","relation","grain","new","0","male","Switzerland","CHE","330000000000.0","Europe","inherited","1.0","Financial","True","Money Management","3rd generation","True","True" +"Boonsong Asavabhokhin","408","1996","0","","","","","0","male","Thailand","THA","182000000000.0","East Asia","","1.0","Financial","True","Real Estate","not inherited","True","True" +"Aloys Wobben","408","2014","1984","Enercon","founder","wind energy","new","62","male","Germany","DEU","0.0","Europe","privatized and resources","3.7","Resource Related","True","Energy","not inherited","True","True" +"Axel Oberwelland","408","2014","1903","Storck","relation","candy","new","47","male","Germany","DEU","0.0","Europe","inherited","3.7","Traded Sectors","True","Consumer","4th generation","True","True" +"Charles Dolan","408","2014","1972","Cablevision and HBO","founder","media","new","87","male","United States","USA","0.0","North America","founder non-finance","3.7","Non-Traded Sectors","True","Media","not inherited","True","True" +"Daniel Gilbert","408","2014","1985","Quicken Loans","founder","real estate","new","52","male","United States","USA","0.0","North America","self-made finance","3.7","Financial","True","Money Management","not inherited","True","True" +"Gong Hongjia","408","2014","2001","Hikvision","owner and vice chair","security equipment","new","49","male","Hong Kong","HKG","0.0","East Asia","self-made finance","3.7","Financial","True","Diversified financial","not inherited","True","True" +"Guenther Fielmann","408","2014","1972","Fielmann AG","founder","glasses","new","74","male","Germany","DEU","0.0","Europe","founder non-finance","3.7","0","True","Other","not inherited","True","True" +"Igor Kesaev","408","2014","1991","Mercury Company","founder","cigarettes","new","47","male","Russia","RUS","0.0","Europe","privatized and resources","3.7","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Isabel dos Santos","408","2014","1997","Unitel Interneational Holdings","founder","telecom/investments","new","40","female","Angola","AGO","0.0","Sub-Saharan Africa","privatized and resources","3.7","Financial","True","Diversified financial","not inherited","True","True" +"Jiang Bin","408","2014","2001","GoerTek","founder","electronic componants","new","47","male","China","CHN","0.0","East Asia","founder non-finance","3.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"John Sall","408","2014","1976","SAS institute","founder","software","new","65","male","United States","USA","0.0","North America","founder non-finance","3.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Joseph Tsai","408","2014","1999","Alibaba","founder/vice chairman","e-commerce","new","50","male","Canada","CAN","0.0","North America","executive","3.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Karen Pritzker","408","2014","1957","Hyatt","relation","hotels","aquired","56","female","United States","USA","0.0","North America","inherited","3.7","Financial","True","Real Estate","father","True","True" +"Martin & Olivier Bouygues","408","2014","1952","Bouygues S.A.","relation","construction","new","0","male","France","FRA","0.0","Europe","inherited","3.7","Non-Traded Sectors","True","Constrution","father","True","True" +"Michael Stoschek","408","2014","1919","Brose","relation","auto parts","new","66","male","Germany","DEU","0.0","Europe","inherited","3.7","Traded Sectors","True","Consumer","3rd generation","True","True" +"Murat Ulker","408","2014","1944","Yildiz Holding","relation","food products","new","54","male","Turkey","TUR","0.0","Middle East/North Africa","inherited","3.7","Traded Sectors","True","Consumer","father","True","True" +"Nathan Kirsh","408","2014","1990","Jetro Holdings","investor","retail","aquired","82","male","Swaziland","SWZ","0.0","Sub-Saharan Africa","executive","3.7","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Niels Peter Louis-Hansen","408","2014","1957","Coloplast","relation","medical devices","new","66","male","Denmark","DEN","0.0","Europe","inherited","3.7","New Sectors","True","Technology-Medical","father","True","True" +"Ronald Lauder","408","2014","1946","Est?Lauder","relation","makeup","new","70","male","United States","USA","0.0","North America","inherited","3.7","Traded Sectors","True","Consumer","father","True","True" +"Wu Yajun","408","2014","1995","Longfor Properties","founder","real estate","new","50","female","China","CHN","0.0","East Asia","privatized and resources","3.7","Financial","True","Real Estate","not inherited","True","True" +"Zhang Jindong","408","2014","1990","Suning Group","founder/president","retail, home appliances","new","50","male","China","CHN","0.0","East Asia","founder non-finance","3.7","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Zhang Xin","408","2014","1995","SOHO China","founder","real estate","new","48","female","China","CHN","0.0","East Asia","self-made finance","3.7","Financial","True","Real Estate","not inherited","True","True" +"John Sall","409","1996","1976","SAS institute","founder","software","new","54","male","United States","USA","8100000000000.0","North America","founder non-finance","1.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"James Jannard","410","1996","1975","Oakley, Inc","founder","apparel and eyewear","new","46","male","United States","USA","8100000000000.0","North America","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Kenneth Tuchman","411","1996","1982","Teletech","founder","outsourcing","new","0","male","United States","USA","8100000000000.0","North America","founder non-finance","1.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Michael Bloomberg","412","1996","1981","Bloomberg","founder"," finance"," new","53","male","United States","USA","8100000000000.0","North America","founder non-finance","1.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Laurance Rockefeller","413","1996","1870","Standard Oil","relation","oil","new","85","male","United States","USA","8100000000000.0","North America","inherited","1.0","Resource Related","True","Mining and metals","3rd generation","True","True" +"Randolph Hearst","414","1996","1887","Hearst Corporation","relation","media","new","0","male","United States","USA","8100000000000.0","North America","inherited","1.0","Non-Traded Sectors","True","Media","3rd generation","True","True" +"Fred Lennon","415","1996","1947","Swagelok Company","founder","manufacturing","new","0","male","United States","USA","8100000000000.0","North America","founder non-finance","1.0","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Winthrop Rockefeller","416","1996","1870","Standard Oil","relation","oil","new","47","male","United States","USA","8100000000000.0","North America","inherited","1.0","Resource Related","True","Energy","3rd generation","True","True" +"Dirk Ziff","417","1996","1928","Ziff Davis Inc","relation","publishing","new","31","male","United States","USA","8100000000000.0","North America","inherited","1.0","Financial","True","Hedge funds","3rd generation","True","True" +"Robert Ziff","418","1996","1928","Ziff Davis Inc","relation","publishing","new","21","male","United States","USA","8100000000000.0","North America","inherited","1.0","Financial","True","Hedge funds","3rd generation","True","True" +"Daniel Ziff","419","1996","1927","Ziff Davis Inc","relation","publishing","new","24","male","United States","USA","8100000000000.0","North America","inherited","1.0","Financial","True","Hedge funds","3rd generation","True","True" +"James Moran","420","1996","1968","JM Family Enterprises","founder","auto dealerships","new","77","male","United States","USA","8100000000000.0","North America","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Jack Taylor","421","1996","1957","Enterprise","founder","rental cars","new","0","male","United States","USA","8100000000000.0","North America","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Anthony O'Reilly","421","2001","1904","Independent News & Media","chairman","media","new","64","male","Ireland","IRL","109000000000.0","Europe","executive","1.2","Non-Traded Sectors","True","Media","not inherited","True","True" +"Archie Aldis Emmerson","421","2001","1949","Sierra Pacific Industries","founder","lumber, real estate","new","71","male","United States","USA","10600000000000.0","North America","privatized and resources","1.2","Resource Related","True","Mining and metals","not inherited","True","True" +"Brian Roberts","421","2001","1969","Comcast","relation","media","new","0","male","United States","USA","10600000000000.0","North America","inherited","1.2","Non-Traded Sectors","True","Media","father","True","True" +"Daniel Ziff","421","2001","1927","Ziff Davis Inc","relation","publishing","new","29","male","United States","USA","10600000000000.0","North America","inherited","1.2","Financial","True","Hedge funds","3rd generation","True","True" +"David Bromilow","421","2001","1924","ADIDAS","investor ","clothing ","new","0","male","Thailand","THA","116000000000.0","East Asia","executive","1.2","Non-Traded Sectors","True","Media","not inherited","True","True" +"Dirk Ziff","421","2001","1928","Ziff Davis Inc","relation","publishing","new","36","male","United States","USA","10600000000000.0","North America","inherited","1.2","Financial","True","Hedge funds","3rd generation","True","True" +"Edward Bass","421","2001","1919","Sid Richardson Gasoline Co","relation","oil","new","56","male","United States","USA","10600000000000.0","North America","inherited","1.2","Resource Related","True","Energy","father","True","True" +"Frederick Field","421","2001","1865","Marshall Field and Company","relation","retail","new","48","male","United States","USA","10600000000000.0","North America","inherited","1.2","Non-Traded Sectors","True","Retail, Restaurant","5th generation or longer","True","True" +"Harold Lenfest","421","2001","1974","Lenfest Communications","founder","media","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","1.2","Non-Traded Sectors","True","Media","not inherited","True","True" +"Herbert Siegel","421","2001","1977","BHC Communications","Chairman and Chief Executive Officer","television","new","73","male","United States","USA","10600000000000.0","North America","executive","1.2","Non-Traded Sectors","True","Media","not inherited","True","True" +"Jaime Augusto Zobel de Ayala","421","2001","1834","Ayala Corporation","relation","construcion","new","0","male","Philippines","PHL","76261998621.0","East Asia","inherited","1.2","Financial","True","Money Management","4th generation","True","True" +"John Fredriksen","421","2001","1985","Frontline Ltd.","founder","oil tankers","aquired","56","male","Norway","NOR","174000000000.0","Europe","founder non-finance","1.2","Non-Traded Sectors","True","Media","not inherited","True","True" +"John Krehbiel Jr","421","2001","1938","Molex Incorporated","co-chairman","electronic interconnectors","new","0","male","United States","USA","10600000000000.0","North America","executive","1.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"John Marriott Jr","421","2001","1927","Marriot","relation","hotels","new","65","male","United States","USA","10600000000000.0","North America","inherited","1.2","Financial","True","Real Estate","father","True","True" +"Jon Stryker","421","2001","1941","Stryker Corporation","relation","medical supplies","new","42","male","United States","USA","10600000000000.0","North America","inherited","1.2","New Sectors","True","Technology-Medical","3rd generation","True","True" +"Joseph Jamail Jr","421","2001","1987","","lawer","lawsuits","","75","male","United States","USA","10600000000000.0","North America","executive","1.2","0","True","Other","not inherited","True","True" +"Kunio Busujima","421","2001","1950","Sankyo","founder","pachinko gaming machines","new","33","male","Japan","JPN","4160000000000.0","East Asia","founder non-finance","1.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Lee Seng Wee","421","2001","1919","Oversea-Chinese Banking Corporation","chairman","banking","new","76","male","Singapore","SGP","89285087395.0","East Asia","inherited","1.2","Financial","True","Money Management","father","True","True" +"Lucio Tan","421","2001","1982","Asia Brewery","founder","beverages","new","66","male","Philippines","PHL","76261998621.0","East Asia","privatized and resources","1.2","Financial","True","Money Management","not inherited","True","True" +"Marc Rich","421","2001","1974","Glencore","founder","oil","new","66","male","Switzerland","CHE","279000000000.0","Europe","self-made finance","1.2","Financial","True","Hedge funds","not inherited","True","True" +"Marguerite Harbert","421","2001","1993","Harbart Corporation","relation","construction","new","77","female","United States","USA","10600000000000.0","North America","inherited","1.2","0","True","Other","spouse/widow","True","True" +"Mortimer Zuckerman","421","2001","1970","Boston Properties","founder","real estate","new","63","male","United States","USA","10600000000000.0","North America","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Peter Nicholas","421","2001","1979","Boston Scientific","founder","medical devices","new","60","male","United States","USA","10600000000000.0","North America","founder non-finance","1.2","New Sectors","True","Technology-Medical","not inherited","True","True" +"Renato Soru","421","2001","1988","Tiscali","founder","internet service company","new","0","male","Italy","ITA","1160000000000.0","Europe","founder non-finance","1.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Richard Scaife","421","2001","1869","Mellon","relation","banking, oil, aluminum","new","0","male","United States","USA","10600000000000.0","North America","inherited","1.2","Financial","True","Money Management","3rd generation","True","True" +"Robert Ziff","421","2001","1928","Ziff Davis Inc","relation","publishing","new","31","male","United States","USA","10600000000000.0","North America","inherited","1.2","Financial","True","Hedge funds","3rd generation","True","True" +"Ron and Fred Mannix","421","2001","1914","Mancal Group","relation","oil","new","0","male","Canada","CAN","733000000000.0","North America","inherited","1.2","Non-Traded 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Christopher Reyes","430","2014","1976","Reyes Holdings","ceo","beer and food distribution","aquired","60","male","United States","USA","0.0","North America","executive","3.6","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Jan Kulczyk","430","2014","1988","Kulczyk Investments","founder","telecom, oil, beer","privatization","64","male","Poland","POL","0.0","Europe","privatized and resources","3.6","Non-Traded Sectors","True","Media","not inherited","True","True" +"Jerry Speyer","430","2014","1978","Tishman Speyer","founder","real estate","new","73","male","United States","USA","0.0","North America","self-made finance","3.6","Financial","True","Real Estate","not inherited","True","True" +"Jude Reyes","430","2014","1976","Reyes Holdings","ceo","beer and food distribution","aquired","58","male","United States","USA","0.0","North America","executive","3.6","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Maria-Elisabeth Schaeffler","430","2014","1946","Schaeffler Group","relation","roller bearings","new","72","female","Germany","DEU","0.0","Europe","inherited","3.6","Traded Sectors","True","Non-consumer industrial","spouse/widow","True","True" +"Michael Platt","430","2014","2000","BlueCrest Capital Management","founder","hedge funds","new","45","male","United Kingdom","GBR","0.0","Europe","self-made finance","3.6","Financial","True","Hedge funds","not inherited","True","True" +"Reid Hoffman","430","2014","2002","LinkedIn","founder","internet","new","46","male","United States","USA","0.0","North America","founder non-finance","3.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Sheldon Solow","430","2014","1974","Solow Building Company","founder","real estate","aquired","85","male","United States","USA","0.0","North America","self-made finance","3.6","Financial","True","Real Estate","not inherited","True","True" +"Steven Rales","430","2014","1979","Danaher","founder","venture capitalist","new","62","male","United States","USA","0.0","North America","founder non-finance","3.6","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Steven Udvar-Hazy","430","2014","1973","International Lease Finance Corporation","founder","aircraft leasing","new","68","male","United States","USA","0.0","North America","founder non-finance","3.6","0","True","Other","not inherited","True","True" +"Zarakh Iliev","430","2014","0","","founder","real estate","","47","male","Russia","RUS","0.0","Europe","self-made finance","3.6","Financial","True","Real Estate","not inherited","True","True" +"Zhang Shiping","430","2014","1994","China Hongqiao","founder","aluminum","new","67","male","China","CHN","0.0","East Asia","privatized and resources","3.6","Resource Related","True","Mining and metals","not inherited","True","True" +"Adi Godrej","446","2014","1897","Godrej Group","relation","security","new","71","male","India","IND","0.0","South Asia","inherited","3.5","Traded Sectors","True","Consumer","3rd generation","True","True" +"Andreas Struengmann","446","2014","1986","Hexal AG","founder","pharmaceuticals","new","64","male","Germany","DEU","0.0","Europe","founder non-finance","3.5","New Sectors","True","Technology-Medical","not inherited","True","True" +"Bernard Marcus","446","2014","1979","Home Depot","founder","home improvement retail","new","84","male","United States","USA","0.0","North America","founder non-finance","3.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Evan Williams","446","2014","2006","Twitter","founder","internet","new","41","male","United States","USA","0.0","North America","founder non-finance","3.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"George Bishop","446","2014","1981","GeoSouthern","founder","oil and gas","new","77","male","United States","USA","0.0","North America","privatized and resources","3.5","Resource Related","True","Energy","not inherited","True","True" +"H. 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States","USA","10600000000000.0","North America","self-made finance","1.1","Financial","True","Hedge funds","not inherited","True","True" +"Peter Woo","452","2001","1955","Worldwide Shipping Group","relation","real estate","new","55","male","Hong Kong","HKG","169000000000.0","East Asia","inherited","1.1","Financial","True","Real Estate","father","True","True" +"Quek Leng Chan","452","2001","1963","Hong Leong Financial Group","founder","financial services","new","60","male","Malaysia","MYS","92783947368.0","East Asia","self-made finance","1.1","Financial","True","Money Management","not inherited","True","True" +"Robert Dedman","452","2001","1957","ClubCorp","founder","golf courses","new","0","male","United States","USA","10600000000000.0","North America","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Robert McLane","452","2001","1894","McLane Company","relation","groceries","new","64","male","United States","USA","10600000000000.0","North America","inherited","1.1","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Ronda Stryker","452","2001","1941","Stryker Corporation","relation","medical supplies","new","46","female","United States","USA","10600000000000.0","North America","inherited","1.1","New Sectors","True","Technology-Medical","3rd generation","True","True" +"Roy Disney","452","2001","1923","Disney","relation","entertainment","new","71","male","United States","USA","10600000000000.0","North America","inherited","1.1","Non-Traded Sectors","True","Media","father","True","True" +"Sidney Kimmel","452","2001","1970","Jones Apparel Group","founder","apparel","new","73","male","United States","USA","10600000000000.0","North America","founder non-finance","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Stanley Ho","452","2001","1962","Sociedade de Turismo e Divers?es de Macau","founder","casinos","new","79","male","Hong Kong","HKG","169000000000.0","East Asia","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Thomas Flatley","452","2001","1958","The Flatley Co","founder","real estate","new","68","male","United States","USA","10600000000000.0","North America","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Victor Fung","452","2001","1906","Li & Fung Group","relation","supply chain","new","56","male","Hong Kong","HKG","169000000000.0","East Asia","inherited","1.1","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Viktor Chernomyrdin","452","2001","1989","Gazprom","founder","natural gas","state owned enterprise","0","male","Russia","RUS","307000000000.0","Europe","privatized and resources","1.1","Resource Related","True","Energy","not inherited","True","True" +"Viscount Rothermere","452","2001","1896","Associated Newspapers","relation","media","new","0","male","United Kingdom","GBR","1530000000000.0","Europe","inherited","1.1","Non-Traded Sectors","True","Media","4th generation","True","True" +"Walter Scott Jr","452","2001","1884","Piewit Corporation","former CEO","construction","new","69","male","United States","USA","10600000000000.0","North America","executive","1.1","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"William Cook","452","2001","1963","Cook Group","founder","medical technology","new","69","male","United States","USA","10600000000000.0","North America","founder non-finance","1.1","New Sectors","True","Technology-Medical","not inherited","True","True" +"William Fung","452","2001","1906","Li & Fung Group","relation","supply chain","new","53","male","Hong Kong","HKG","169000000000.0","East Asia","inherited","1.1","Traded Sectors","True","Consumer","3rd generation","True","True" +"Andrei 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Spielberg","466","2014","1994","DreamWorks","founder","movies","new","67","male","United States","USA","0.0","North America","founder non-finance","3.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Sun Guangxin","466","2014","1989","Xinjiang Guanghui Industry Investment Group","founder","energy","new","51","male","China","CHN","0.0","East Asia","self-made finance","3.4","Financial","True","Diversified financial","not inherited","True","True" +"Tamara Gustavson","466","2014","1972","Public Storage","relation","self storage","new","52","female","United States","USA","0.0","North America","inherited","3.4","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Wolfgang Marguerre","466","2014","1983","Octapharma","founder","biopharmaceutical","new","73","male","Germany","DEU","0.0","Europe","founder non-finance","3.4","New Sectors","True","Technology-Medical","not inherited","True","True" +"Aloysio de Andrade Faria","483","2014","1925","Banco 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LLC","founder","hedge funds","new","65","male","United States","USA","0.0","North America","self-made finance","3.3","Financial","True","Hedge funds","not inherited","True","True" +"Jean Pierre Cayard","483","2014","1936","La Martiniquaise","relation","wine and spirits","new","71","male","France","FRA","0.0","Europe","inherited","3.3","Traded Sectors","True","Consumer","father","True","True" +"Marc Benioff","483","2014","1999","salesforce.com","founder","cloud computing","new","49","male","United States","USA","0.0","North America","founder non-finance","3.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Matthias Reimann-Andersen","483","2014","1923","Benckiser","relation","consumer goods","aquired","48","male","Germany","DEU","0.0","Europe","inherited","3.3","Traded Sectors","True","Consumer","father","True","True" +"Mikhail Gutseriev","483","2014","2002","Russneft","owner","oil/investments","new","55","male","Russia","RUS","0.0","Europe","privatized and resources","3.3","Resource Related","True","Energy","not inherited","True","True" +"Otto Happel","483","2014","1920","GEA Group","relation","food and energy processess","new","66","male","Germany","DEU","0.0","Europe","inherited","3.3","0","True","Other","father","True","True" +"Phillip Frost","483","2014","1972","Opko Health","Chairman and Chief Executive Officer","pharmaceuticals","aquired","77","male","United States","USA","0.0","North America","executive","3.3","New Sectors","True","Technology-Medical","not inherited","True","True" +"Renate Reimann-Haas","483","2014","1923","Benckiser","relation","consumer goods","aquired","62","female","Germany","DEU","0.0","Europe","inherited","3.3","Traded Sectors","True","Consumer","father","True","True" +"Renzo Rosso","483","2014","1978","Diesel","founder","fashion","new","58","male","Italy","ITA","0.0","Europe","founder non-finance","3.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Samuel Yin","483","2014","0","Ruentex Group","","retail, financial services, real estate","","63","male","Taiwan","Taiwan","0.0","East Asia","","3.3","Financial","True","Diversified financial","not inherited","True","True" +"Sarik Tara","483","2014","1957","Enka insaat ve Sanayi","founder","construction","new","83","male","Turkey","TUR","0.0","Middle East/North Africa","founder non-finance","3.3","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Stefan Reimann-Andersen","483","2014","1923","Benckiser","relation","consumer goods","aquired","50","male","Germany","DEU","0.0","Europe","inherited","3.3","Traded Sectors","True","Consumer","father","True","True" +"Stephan Schmidheiny","483","2014","1912","Holcim","relation","construction","new","66","male","Switzerland","CHE","0.0","Europe","inherited","3.3","Financial","True","Diversified financial","4th generation","True","True" +"Terrence Pegula","483","2014","1983","East Resources","founder","natural gas","new","63","male","United States","USA","0.0","North America","privatized and resources","3.3","Resource Related","True","Energy","not inherited","True","True" +"Wolfgang Reimann","483","2014","1923","Benckiser","relation","consumer goods","aquired","61","male","Germany","DEU","0.0","Europe","inherited","3.3","Traded Sectors","True","Consumer","father","True","True" +"Albert Frere","490","2001","1956","Groupe Bruxelles Lambert","founder","steel/banking","aquired","75","male","Belgium","BEL","237000000000.0","Europe","self-made finance","1.0","Financial","True","Money Management","not inherited","True","True" +"Alberto Vilar","490","2001","1980","Amerindo Investment Advisors","founder","investment banking","new","0","male","United States","USA","10600000000000.0","North America","self-made finance","1.0","Financial","True","Money Management","not inherited","True","True" +"Alicia Koplowitz","490","2001","1952","Construcciones y Contratas","relation","construction","aquired","48","female","Spain","ESP","626000000000.0","Europe","inherited","1.0","Non-Traded Sectors","True","Constrution","father","True","True" +"Amalia Lacroze de Fortabat","490","2001","1926","Loma Negra","relation","cement","new","0","female","Argentina","ARG","269000000000.0","Latin America","inherited","1.0","Non-Traded Sectors","True","Constrution","spouse/widow","True","True" +"Ananda Krishnan","490","2001","1984","Usaha Tegas Sdn Bhd","founder","real estate","new","62","male","Malaysia","MYS","92783947368.0","East Asia","founder non-finance","1.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Antonia Johnson","490","2001","1873","Axel Johnson Group","relation","trade investment","new","57","female","Sweden","SWE","240000000000.0","Europe","inherited","1.0","Financial","True","Money Management","4th generation","True","True" +"Barry Diller","490","2001","1986","IAC ","Chairman and Chief Executive Officer","media","new","59","male","United States","USA","10600000000000.0","North America","executive","1.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Belmiro de Azevedo","490","2001","1959","Sonae SGPS","chairman","retail","aquired","59","male","Portugal","PRT","122000000000.0","Europe","executive","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Benjamin de Rothschild","490","2001","1953","Edmond de Rothschild Group","relation","banking","new","0","male","Switzerland","CHE","279000000000.0","Europe","inherited","1.0","Financial","True","Money Management","5th generation or longer","True","True" +"Bruce Kovner","490","2001","1983","Caxton Associates","founder","commodities trading","new","55","male","United States","USA","10600000000000.0","North America","self-made finance","1.0","Financial","True","Hedge funds","not inherited","True","True" +"Charles Simonyi","490","2001","1975","Microsoft","head of Microsoft's application software group","software","new","53","male","United States","USA","10600000000000.0","North America","executive","1.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Chey Tae-Won","490","2001","1958","SK Corporation","chariman","petrochemicals, textiles","new","40","male","South Korea","KOR","533000000000.0","East Asia","inherited","1.0","Traded Sectors","True","Consumer","father","True","True" +"David Filo","490","2001","1994","Yahoo!","founder","software","new","34","male","United States","USA","10600000000000.0","North America","founder non-finance","1.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Dean White","490","2001","1935","Whiteco Industries","relation","advertising","new","77","male","United States","USA","10600000000000.0","North America","inherited","1.0","Financial","True","Real Estate","father","True","True" +"Donald Schneider","490","2001","1935","Schneider National","relation","trucking","new","65","male","United States","USA","10600000000000.0","North America","inherited","1.0","0","True","Other","father","True","True" +"Dorrance Hill Hamilton","490","2001","1869","Campbell Soup","relation","soup","aquired","0","female","United States","USA","10600000000000.0","North America","inherited","1.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Ernestina Herrera de Noble","490","2001","1945","Grupo Clarin","relation","media","new","0","female","Argentina","ARG","269000000000.0","Latin America","inherited","1.0","Non-Traded Sectors","True","Media","spouse/widow","True","True" +"Esther Koplowitz","490","2001","1952","Construcciones y Contratas","relation","construction","aquired","50","female","Spain","ESP","626000000000.0","Europe","inherited","1.0","Non-Traded Sectors","True","Constrution","father","True","True" +"Frank Levinson","490","2001","1988","Finisar","founder","data storage","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","1.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Gabriel Escarrer","490","2001","1956","Melia Hotels International","founder","hotels","new","66","male","Spain","ESP","626000000000.0","Europe","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"George Ying Chow Lien","490","2001","1949","Overseas Chinese Union Bank","founder","banking","new","0","male","Singapore","SGP","89285087395.0","East Asia","self-made finance","1.0","Financial","True","Money Management","not inherited","True","True" +"Gerald Cadogan","490","2001","1712","Cadogan Estates","relation","real estate","new","0","male","United Kingdom","GBR","1530000000000.0","Europe","inherited","1.0","Financial","True","Real Estate","5th generation or longer","True","True" +"German Larrea Mota Velasco","490","2001","1978","Grupo Mexio","founder","copper","new","47","male","Mexico","MEX","725000000000.0","Latin America","privatized and resources","1.0","Resource Related","True","Mining and metals","not inherited","True","True" +"Hope Hill Van Beuren","490","2001","1869","Campbell Soup","relation","soup","aquired","55","female","United States","USA","10600000000000.0","North America","inherited","1.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Jacob and Yehudith Richter","490","2001","1992","Medinol","founder","pharmaceuticals","new","0","married couple","Israel","ISR","130000000000.0","Middle East/North Africa","founder non-finance","1.0","New Sectors","True","Technology-Medical","not inherited","True","True" +"Jacques Servier","490","2001","1954","Laboratories Servier","founder","pharmaceuticals","new","0","male","France","FRA","1380000000000.0","Europe","self-made finance","1.0","Financial","True","Diversified financial","not inherited","True","True" +"James France","490","2001","1947","NASCAR","relation","sports","new","56","male","United States","USA","10600000000000.0","North America","inherited","1.0","0","True","Other","father","True","True" +"Jerome Kohlberg","490","2001","1976","Kohberg Kravis Roberts & Co","founder","private equity","new","75","male","United States","USA","10600000000000.0","North America","self-made finance","1.0","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Jerry Yang","490","2001","1994","Yahoo!","founder","software","new","32","male","United States","USA","10600000000000.0","North America","founder non-finance","1.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"John Doerr","490","2001","1972","Kleinter Perkins Caufield & Byers","employee","venture capitalist","new","50","male","United States","USA","10600000000000.0","North America","self-made finance","1.0","Financial","True","Venture Capital","not inherited","True","True" +"John Todd","490","2001","1929","Todd Energy","relation","oil","new","0","male","New Zealand","NZL","53872593337.0","North America","inherited","1.0","Resource Related","True","Energy","3rd generation","True","True" +"Julian Robertson","490","2001","1980","Tiger Management Corp","founder","hedge funds","new","69","male","United States","USA","10600000000000.0","North America","self-made finance","1.0","Financial","True","Hedge funds","not inherited","True","True" +"Lee Hon Chiu","490","2001","1920","Hysan Development","relation","real estate","new","0","male","Hong Kong","HKG","169000000000.0","East Asia","inherited","1.0","Financial","True","Real Estate","father","True","True" +"Malcolm Green Chace III","490","2001","1984","First Allied Corporation","founder","investments/real estate, sports teams","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Mark Dixon","490","2001","1989","Regus","founder","business centers","new","0","male","United Kingdom","GBR","1530000000000.0","Europe","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Michael Lee-Chin","490","2001","1950","Otto Group","relation","mail order retail","new","50","male","Canada","CAN","733000000000.0","North America","inherited","1.0","Financial","True","Hedge funds","father","True","True" +"Norman Waitt","490","2001","1985","Gateway","founder","computers","new","0","male","United States","USA","10600000000000.0","North America","founder non-finance","1.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Onsi Sawiris","490","2001","1950","Orascom","founder","construction","new","71","male","Egypt","EGY","97600000000.0","Middle East/North Africa","founder non-finance","1.0","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Pincus Green","490","2001","1974","Glencore","founder","oil","new","65","male","Switzerland","CHE","279000000000.0","Europe","privatized and resources","1.0","Resource Related","True","Energy","not inherited","True","True" +"Scott Kriens","490","2001","1996","Juniper Networks","CEO","networking equipment","new","0","male","United States","USA","10600000000000.0","North America","executive","1.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Sheldon Adelson","490","2001","1988","Las Vegas Sands","founder"," casinos"," acquired","67","male","United States","USA","10600000000000.0","North America","self-made finance","1.0","Financial","True","Real Estate","not inherited","True","True" +"Shoji Uehara","490","2001","1912","Taisho Pharmaceutical","relation","pharmaceuticals","new","0","male","Japan","JPN","4160000000000.0","East Asia","inherited","1.0","New Sectors","True","Technology-Medical","father","True","True" +"Thomas Bailey","490","2001","1969","Janus Capital Group","founder","mutual funds","new","64","male","United States","USA","10600000000000.0","North America","self-made finance","1.0","Financial","True","Money Management","not inherited","True","True" +"Toichi Takenaka","490","2001","1610","Takenaka Corporation","relation","construction","new","58","male","Japan","JPN","4160000000000.0","East Asia","inherited","1.0","Non-Traded Sectors","True","Constrution","5th generation or longer","True","True" +"Tom Gores","490","2001","1995","Platinum Equity","founder","private equity","new","36","male","United States","USA","10600000000000.0","North America","self-made finance","1.0","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Vinod Khosla","490","2001","1982","Sun Microsystems","founder","software","new","46","male","United States","USA","10600000000000.0","North America","self-made finance","1.0","Financial","True","Venture Capital","not inherited","True","True" +"Wee Cho Yaw","490","2001","1935","United Overseas Bank","relation","banking","new","72","male","Singapore","SGP","89285087395.0","East Asia","inherited","1.0","Financial","True","Money Management","father","True","True" +"William France Jr","490","2001","1947","NASCAR","relation","sports","new","68","male","United States","USA","10600000000000.0","North America","inherited","1.0","0","True","Other","father","True","True" +"William Hearst III","490","2001","1887","Hearst Corporation","relation","media","new","51","male","United States","USA","10600000000000.0","North America","inherited","1.0","Non-Traded Sectors","True","Media","3rd generation","True","True" +"Austen Cargill, II.","506","2014","1865","Cargill","relation","food processing/commodities","new","63","male","United States","USA","0.0","North America","inherited","3.2","Financial","True","Money Management","3rd generation","True","True" +"Christoffel Wiese","506","2014","1979","Shoprite","Exectuitve Director","consumer retail","aquired","72","male","South Africa","ZAF","0.0","Sub-Saharan Africa","executive","3.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Desh Bandhu Gupta","506","2014","1968","Lupin Limited","founder","pharmaceuticals","new","76","male","India","IND","0.0","South Asia","founder non-finance","3.2","New Sectors","True","Technology-Medical","not inherited","True","True" +"Frederick Smith","506","2014","1971","FedEx","founder","shipping","new","69","male","United States","USA","0.0","North America","founder non-finance","3.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"George Lindemann","506","2014","1972","Vision Cable, Metro Mobile, Southern Union","Chairman and Chief Executive Officer","media, pipelines","new","77","male","United States","USA","0.0","North America","self-made finance","3.2","Financial","True","Diversified financial","not inherited","True","True" +"Gianluigi Aponte","506","2014","1970","MSC","founder","shipping","new","0","male","Switzerland","CHE","0.0","Europe","founder non-finance","3.2","0","True","Other","not inherited","True","True" +"Heidi Horten","506","2014","1936","Horten AG","relation","retail","new","73","female","Austria","AUT","0.0","Europe","inherited","3.2","Non-Traded Sectors","True","Retail, Restaurant","spouse/widow","True","True" +"Issad Rebrab","506","2014","1971","CEVITAL","founder","manufacturing (agriculture, steel, electronics)","new","70","male","Algeria","DZA","0.0","Middle East/North Africa","founder non-finance","3.2","Traded Sectors","True","Consumer","not inherited","True","True" +"James Cargill, II.","506","2014","1865","Cargill","relation","food processing/commodities","new","64","male","United States","USA","0.0","North America","inherited","3.2","Financial","True","Money Management","3rd generation","True","True" +"Julian Robertson, Jr.","506","2014","1980","Tiger Management Corp","founder","hedge funds","new","82","male","United States","USA","0.0","North America","self-made finance","3.2","Financial","True","Hedge funds","not inherited","True","True" +"Liu Yonghao","506","2014","1982","New Hope Group","founder","animal feed","new","62","male","China","CHN","0.0","East Asia","founder non-finance","3.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Lu Xiangyang","506","2014","1995","BYD","vice chairman","automobiles","new","51","male","China","CHN","0.0","East Asia","executive","3.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Marianne Liebmann","506","2014","1865","Cargill","relation","food processing/commodities","new","60","female","United States","USA","0.0","North America","inherited","3.2","Financial","True","Money Management","3rd generation","True","True" +"Rafaela Aponte","506","2014","1970","MSC","founder","shipping","new","0","female","Switzerland","CHE","0.0","Europe","founder non-finance","3.2","0","True","Other","not inherited","True","True" +"Spiro Latsis","506","2014","1938","EFG International","relation","shipping","new","67","male","Greece","GRC","0.0","Europe","inherited","3.2","Financial","True","Money Management","father","True","True" +"Victor Pinchuk","506","2014","1983","Interpipe","founder","pipelines","new","53","male","Ukraine","UKR","0.0","Europe","privatized and resources","3.2","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Alexander Svetakov","520","2014","1993","Absolut","owner","banking, real estate","new","46","male","Russia","RUS","0.0","Europe","self-made finance","3.1","Financial","True","Money Management","not inherited","True","True" +"Andre Esteves","520","2014","2008","BTG Pactual","founder","banking","new","45","male","Brazil","BRA","0.0","Latin America","self-made finance","3.1","Financial","True","Money Management","not inherited","True","True" +"Anthony Pritzker","520","2014","1957","Hyatt","relation","hotels","aquired","53","male","United States","USA","0.0","North America","inherited","3.1","Financial","True","Real Estate","father","True","True" +"Antonio Ermirio de Moraes","520","2014","1919","Votorantim Group","relation","metals, paper, cement","new","85","male","Brazil","BRA","0.0","Latin America","inherited","3.1","Financial","True","Diversified financial","father","True","True" +"Archie Aldis Emmerson","520","2014","1949","Sierra Pacific Industries","founder","lumber, real estate","new","84","male","United States","USA","0.0","North America","privatized and resources","3.1","Resource Related","True","Mining and metals","not inherited","True","True" +"Daniel D'Aniello","520","2014","1987","Carlyle Group","founder","private equity","new","67","male","United States","USA","0.0","North America","self-made finance","3.1","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"David Azrieli","520","2014","1985","Azrieli Group","founder","shopping centers","new","91","male","Canada","CAN","0.0","North America","self-made finance","3.1","Financial","True","Real Estate","not inherited","True","True" +"David Rubenstein","520","2014","1987","Carlyle Group","founder","private equity","new","64","male","United States","USA","0.0","North America","self-made finance","3.1","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Eddie & Sol Zakay","520","2014","0","Topland Group","founder","real estate","new","63","male","United Kingdom","GBR","0.0","Europe","self-made finance","3.1","Financial","True","Real Estate","not inherited","True","True" +"Ermirio Pereira de Moraes","520","2014","1919","Votorantim Group","relation","metals, paper, cement","new","81","male","Brazil","BRA","0.0","Latin America","inherited","3.1","Financial","True","Diversified financial","father","True","True" +"Hans Peter Wild","520","2014","1931","?Rudolf WILD GmbH & Co. KG","relation","natural flavors","new","72","male","Germany","DEU","0.0","Europe","inherited","3.1","Traded Sectors","True","Consumer","father","True","True" +"Isaac Perlmutter","520","2014","1998","Marvel Entertainment","CEO","media","aquired","71","male","United States","USA","0.0","North America","executive","3.1","Non-Traded Sectors","True","Media","not inherited","True","True" +"James Jannard","520","2014","1975","Oakley, Inc","founder","apparel and eyewear","new","64","male","United States","USA","0.0","North America","founder non-finance","3.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Jay Robert (J.B.) Pritzker","520","2014","1957","Hyatt","relation","hotels","aquired","49","male","United States","USA","0.0","North America","inherited","3.1","Financial","True","Real Estate","father","True","True" +"Jeremy Jacobs, Sr.","520","2014","1915","Delaware North Companies","relation","hospitality and food service","new","74","male","United States","USA","0.0","North America","inherited","3.1","Traded Sectors","True","Consumer","father","True","True" +"Judy Faulkner","520","2014","1979","Epic Systems","founder","healthcare management","new","70","female","United States","USA","0.0","North America","founder non-finance","3.1","New Sectors","True","Technology-Medical","not inherited","True","True" +"Maria Helena Moraes Scripilliti","520","2014","1919","Votorantim Group","relation","metals, paper, cement","new","83","female","Brazil","BRA","0.0","Latin America","inherited","3.1","Financial","True","Diversified financial","father","True","True" +"Mohamed Mansour","520","2014","1952","Mansour Group","relation","automobiles","new","66","male","Egypt","EGY","0.0","Middle East/North Africa","inherited","3.1","Financial","True","Diversified financial","father","True","True" +"Mohammed Al Issa","520","2014","1979","Savola Group","shareholder","food processing","new","89","male","Saudi Arabia","SAU","0.0","Middle East/North Africa","","3.1","Financial","True","Diversified financial","not inherited","True","True" +"Najib Mikati","520","2014","1982","Investcom","founder","telecommunications","new","58","male","Lebanon","LBN","0.0","Middle East/North Africa","privatized and resources","3.1","Non-Traded Sectors","True","Media","not inherited","True","True" +"Peter Kellogg","520","2014","1931","Spear, Leeds & Kellogg","relation","investment banking","new","71","male","United States","USA","0.0","North America","inherited","3.1","Financial","True","Diversified financial","father","True","True" +"Roger Wang","520","2014","1992","Golden Eagle International Group","founder","retail","new","65","male","United States","USA","0.0","North America","founder non-finance","3.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Shi Yuzhu","520","2014","2005","Giant Interactive","founder","software","new","51","male","China","CHN","0.0","East Asia","founder non-finance","3.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Stanley Druckenmiller","520","2014","1981","Duquesne Capital","founder","hedge funds","new","60","male","United States","USA","0.0","North America","self-made finance","3.1","Financial","True","Hedge funds","not inherited","True","True" +"Stelios Haji-Ioannou","520","2014","1995","Easy Jet","founder","airline","new","47","male","Cyprus","CYP","0.0","Europe","founder non-finance","3.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Syed Mokhtar AlBukhary","520","2014","1911","MMC Corp./DRBHicom","owner","rice trading, mining, infrastructure","privatization","62","male","Malaysia","MYS","0.0","East Asia","privatized and resources","3.1","Financial","True","Diversified financial","not inherited","True","True" +"Taha Mikati","520","2014","1982","Investcom","founder","telecommunications","new","69","male","Lebanon","LBN","0.0","Middle East/North Africa","privatized and resources","3.1","Non-Traded Sectors","True","Media","not inherited","True","True" +"Theo Mueller","520","2014","1896","Muller","relation","dairy products","new","74","male","Germany","DEU","0.0","Europe","executive","3.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Wang Yung-Tsai","520","2014","1954","Formosa Plastics","founder","petrochemicals","new","93","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","3.1","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"William Conway, Jr.","520","2014","1987","Carlyle Group","founder","private equity","new","64","male","United States","USA","0.0","North America","self-made finance","3.1","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Yitzhak Tshuva","520","2014","1992","El-Ad Group","founder and chairman","real estate","new","65","male","Israel","ISR","0.0","Middle East/North Africa","self-made finance","3.1","Financial","True","Real Estate","not inherited","True","True" +"Alexander Nesis","551","2014","1991","ICT Group","founder","private equity","new","51","male","Russia","RUS","0.0","Europe","privatized and resources","3.0","Resource Related","True","Mining and metals","not inherited","True","True" +"Amos Hostetter, Jr.","551","2014","1964","Continental Cablevision","founder","media","new","77","male","United States","USA","0.0","North America","founder non-finance","3.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Anthony Pratt","551","2014","1948","Pratt Industries/Visy Industries","relation","paper","new","53","male","Australia","AUS","0.0","North America","inherited","3.0","Traded Sectors","True","Consumer","father","True","True" +"Brian Acton","551","2014","2009","WhatsApp","founder","software","new","42","male","United States","USA","0.0","North America","founder non-finance","3.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Edward Lampert","551","2014","1988","ESL Investment","founder","investment banking","new","51","male","United States","USA","0.0","North America","founder non-finance","3.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Fred DeLuca","551","2014","1965","Subway","founder","restaurant","new","66","male","United States","USA","0.0","North America","founder non-finance","3.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Friedhelm Loh","551","2014","1961","Loh Group","relation","industrial software","new","67","male","Germany","DEU","0.0","Europe","inherited","3.0","Traded Sectors","True","Non-consumer industrial","father","True","True" +"H. Fisk Johnson","551","2014","1886","S. C. Johnson & Son","relation","cleaning supplies","new","55","male","United States","USA","0.0","North America","inherited","3.0","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Harry Stine","551","2014","1965","The Stine Seed Group","founder","seeds","new","72","male","United States","USA","0.0","North America","founder non-finance","3.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Helen Johnson-Leipold","551","2014","1886","S. C. Johnson & Son","relation","cleaning supplies","new","57","female","United States","USA","0.0","North America","inherited","3.0","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Husnu Ozyegin","551","2014","1987","FIBA Holding","founder","finance","new","69","male","Turkey","TUR","0.0","Middle East/North Africa","self-made finance","3.0","Financial","True","Money Management","not inherited","True","True" +"Imogene Powers Johnson","551","2014","1886","S. C. Johnson & Son","relation","cleaning supplies","new","84","female","United States","USA","0.0","North America","inherited","3.0","Traded Sectors","True","Consumer","4th generation","True","True" +"James Leprino","551","2014","1950","Leprino Foods","relation and chairman","cheese","new","76","male","United States","USA","0.0","North America","inherited","3.0","Traded Sectors","True","Consumer","father","True","True" +"Jerry Jones","551","2014","1970","Jones Oil and Land Lease","founder","oil and gas","new","71","male","United States","USA","0.0","North America","founder non-finance","3.0","0","True","Other","not inherited","True","True" +"John Catsimatidis","551","2014","1971","Gristedes Foods","founder","groceries","new","65","male","United States","USA","0.0","North America","privatized and resources","3.0","Resource Related","True","Energy","not inherited","True","True" +"John Paul DeJoria","551","2014","1980","John Paul Mitchell Systems/Patron Spirits Company","founder","hair care products/tequila","new","70","male","United States","USA","0.0","North America","founder non-finance","3.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Kerr Neilson","551","2014","1994","Platinum Asset Management","founder","asset management","new","64","male","Australia","AUS","0.0","North America","self-made finance","3.0","Financial","True","Diversified financial","not inherited","True","True" +"Kushal Pal Singh","551","2014","1946","DLF Limited","relation and chairman","real estate","new","82","male","India","IND","0.0","South Asia","inherited","3.0","Financial","True","Real Estate","father","True","True" +"Lawrence Ho","551","2014","1962","Sociedade de Turismo e Divers?es de Macau, SA","relation","real estate","new","37","male","Hong Kong","HKG","0.0","East Asia","inherited","3.0","Financial","True","Real Estate","father","True","True" +"Lu Zhiqiang","551","2014","1985","Oceanwide Group of Beijing","chairman","real estate, financial services and computers","new","61","male","China","CHN","0.0","East Asia","self-made finance","3.0","Financial","True","Diversified financial","not inherited","True","True" +"Michel Leclercq","551","2014","1976","Oxylane","founder","sports equipment","new","74","male","France","FRA","0.0","Europe","founder non-finance","3.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Paul Ramsay","551","2014","1964","Ramsay Health Care","founder","hospitals","new","78","male","Australia","AUS","0.0","North America","founder non-finance","3.0","New Sectors","True","Technology-Medical","not inherited","True","True" +"Peter Buck","551","2014","1965","Subway","founder","restaurant","new","83","male","United States","USA","0.0","North America","founder non-finance","3.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Robert Rich, Jr.","551","2014","1945","Rich Products Corporation","relation","frozen foods","new","73","male","United States","USA","0.0","North America","inherited","3.0","Traded Sectors","True","Consumer","father","True","True" +"S. Curtis Johnson","551","2014","1886","S. C. Johnson & Son","relation","cleaning supplies","new","58","male","United States","USA","0.0","North America","inherited","3.0","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Samuel Tak Lee","551","2014","1958","Prudential Enterprise","relation","real estate","new","74","male","Hong Kong","HKG","0.0","East Asia","inherited","3.0","Financial","True","Real Estate","father","True","True" +"Tang Yiu","551","2014","1981","Belle Holdings","founder","footwear","new","80","male","Hong Kong","HKG","0.0","East Asia","founder non-finance","3.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Wang Yusuo","551","2014","1992","ENN Energy Group","founder","natural gas","new","49","male","China","CHN","0.0","East Asia","privatized and resources","3.0","Resource Related","True","Energy","not inherited","True","True" +"Winnie Johnson-Marquart","551","2014","1886","S. C. Johnson & Son","relation","cleaning supplies","new","54","female","United States","USA","0.0","North America","inherited","3.0","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Anil Agarwal","580","2014","1986","Vedanta Resources","founder","metals and mining","new","60","male","India","IND","0.0","South Asia","privatized and resources","2.9","Resource Related","True","Mining and metals","not inherited","True","True" +"Carlo Benetton","580","2014","1965","Benetton Group","founder","fashion","new","70","male","Italy","ITA","0.0","Europe","founder non-finance","2.9","Traded Sectors","True","Consumer","not inherited","True","True" +"David Filo","580","2014","1994","Yahoo!","founder","software","new","47","male","United States","USA","0.0","North America","founder non-finance","2.9","New Sectors","True","Technology-Computer","not inherited","True","True" +"David Rockefeller, Sr.","580","2014","1870","Standard Oil","relation","oil","new","98","male","United States","USA","0.0","North America","inherited","2.9","Resource Related","True","Energy","3rd generation","True","True" +"Do Won Chang","580","2014","1984","Forever 21","founder","fashion","new","0","male","United States","USA","0.0","North America","founder non-finance","2.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Farhad Moshiri","580","2014","1999","Metalloinvest","founder","metals","new","58","male","United Kingdom","GBR","0.0","Europe","privatized and resources","2.9","Resource Related","True","Mining and metals","not inherited","True","True" +"Fernando Roberto Moreira Salles","580","2014","1926","Unibanco","relation","banking","new","67","male","Brazil","BRA","0.0","Latin America","inherited","2.9","Financial","True","Money Management","3rd generation","True","True" +"Gilberto Benetton","580","2014","1965","Benetton Group","founder","fashion","new","72","male","Italy","ITA","0.0","Europe","founder non-finance","2.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Giuliana Benetton","580","2014","1965","Benetton Group","founder","fashion","new","76","female","Italy","ITA","0.0","Europe","founder non-finance","2.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Herbert Louis","580","2014","1886","S. C. Johnson & Son","relation","cleaning supplies","new","85","male","United States","USA","0.0","North America","inherited","2.9","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Igor Olenicoff","580","2014","1973","Olen Properties","founder","real estate","new","71","male","United States","USA","0.0","North America","self-made finance","2.9","Financial","True","Real Estate","not inherited","True","True" +"Jaime Gilinski Bacal","580","2014","1991","Gilinski Group","relation","banking, real estate","aquired","56","male","Colombia","COL","0.0","Latin America","self-made finance","2.9","Financial","True","Money Management","not inherited","True","True" +"Jin Sook Chang","580","2014","1984","Forever 21","founder","fashion","new","0","female","United States","USA","0.0","North America","founder non-finance","2.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Joao Moreira Salles","580","2014","1926","Unibanco","relation","banking","new","52","male","Brazil","BRA","0.0","Latin America","inherited","2.9","Financial","True","Money Management","3rd generation","True","True" +"John Arnold","580","2014","2003","Centaurus Advisors","founder","hedge funds","new","39","male","United States","USA","0.0","North America","self-made finance","2.9","Financial","True","Hedge funds","not inherited","True","True" +"John Fisher","580","2014","1969","The Gap","relation","clothing ","new","52","male","United States","USA","0.0","North America","inherited","2.9","Traded Sectors","True","Consumer","father","True","True" +"Josephine Louis","580","2014","1886","S. C. Johnson & Son","relation","cleaning supplies","new","83","female","United States","USA","0.0","North America","inherited","2.9","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Joshua Harris","580","2014","1990","Apollo Group Management","founder","private equity","new","49","male","United States","USA","0.0","North America","self-made finance","2.9","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Luciano Benetton","580","2014","1965","Benetton Group","founder","fashion","new","78","male","Italy","ITA","0.0","Europe","founder non-finance","2.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Magdalena Martullo-Blocher","580","2014","1936","EMS-Chemie","relation and ceo","petrochemicals","aquired","45","female","Switzerland","CHE","0.0","Europe","inherited","2.9","Traded Sectors","True","Non-consumer industrial","father","True","True" +"Marc Rowan","580","2014","1990","Apollo Group Management","founder","private equity","new","52","male","United States","USA","0.0","North America","self-made finance","2.9","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Michael Pieper","580","2014","1911","Artemis Goup","relation","kitchen appliances","aquired","68","male","Switzerland","CHE","0.0","Europe","inherited","2.9","Traded Sectors","True","Consumer","father","True","True" +"Michael Ying","580","2014","1968","Esprit Holdings Limited","former chairman and CEO","clothing","new","64","male","Hong Kong","HKG","0.0","East Asia","executive","2.9","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Oprah Winfrey","580","2014","1986","Harpo Productions","founder, chairwoman, ceo","media","new","60","female","United States","USA","0.0","North America","founder non-finance","2.9","Non-Traded Sectors","True","Media","not inherited","True","True" +"Pedro Moreira Salles","580","2014","1926","Unibanco","relation","banking","new","54","male","Brazil","BRA","0.0","Latin America","inherited","2.9","Financial","True","Money Management","3rd generation","True","True" +"Rahel Blocher","580","2014","1936","EMS-Chemie","relation","petrochemicals","aquired","38","female","Switzerland","CHE","0.0","Europe","inherited","2.9","Traded Sectors","True","Non-consumer industrial","father","True","True" +"Robert Kraft","580","2014","1972","International Forest Products","founder","paper products","new","72","male","United States","USA","0.0","North America","founder non-finance","2.9","0","True","Other","not inherited","True","True" +"Thomas Pritzker","580","2014","1957","Hyatt","relation","hotels","aquired","63","male","United States","USA","0.0","North America","inherited","2.9","Financial","True","Real Estate","father","True","True" +"Tom Gores","580","2014","1995","Platinum Equity","founder","private equity","new","49","male","United States","USA","0.0","North America","self-made finance","2.9","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Walter Scott, Jr.","580","2014","1884","Piewit Corporation","former CEO","construction","new","82","male","United States","USA","0.0","North America","executive","2.9","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Walther Moreira Salles Junior","580","2014","1926","Unibanco","relation","banking","new","57","male","Brazil","BRA","0.0","Latin America","inherited","2.9","Financial","True","Money Management","3rd generation","True","True" +"Abilio dos Santos Diniz","609","2014","1948","Companhia Brasileira de Distribui?ao","relation","retail","new","77","male","Brazil","BRA","0.0","Latin America","inherited","2.8","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Alexandra Schorghuber","609","2014","1954","Schorghuber Group","relation","real estate","new","55","female","Germany","DEU","0.0","Europe","inherited","2.8","Financial","True","Real Estate","spouse/widow","True","True" +"Alexandre Soares dos Santos","609","2014","1792","Jeronimo Martins","relation","groceries","new","79","male","Portugal","PRT","0.0","Europe","inherited","2.8","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Alfred Taubman","609","2014","1950","Taubman Centers","founder","real estate (shopping malls)","new","90","male","United States","USA","0.0","North America","self-made finance","2.8","Financial","True","Real Estate","not inherited","True","True" +"Angela Leong","609","2014","1962","Sociedade de Turismo e Divers?es de Macau, SA","relation","real estate","new","52","female","Hong Kong","HKG","0.0","East Asia","inherited","2.8","Financial","True","Real Estate","spouse/widow","True","True" +"Bernard Broermann","609","2014","1984","Asklepios Kliniken GmbH","founder","hospitals","new","70","male","Germany","DEU","0.0","Europe","founder non-finance","2.8","New Sectors","True","Technology-Medical","not inherited","True","True" +"Chee Chen Tung","609","2014","1969","Orient Overseas Container Line","relation","shipping","new","72","male","Hong Kong","HKG","0.0","East Asia","inherited","2.8","Traded Sectors","True","Other","father","True","True" +"Dirk Rossmann","609","2014","1972","Rossmann","founder","retail","new","67","male","Germany","DEU","0.0","Europe","founder non-finance","2.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Edward DeBartolo, Jr.","609","2014","1944","Edward J. DeBartolo Corporation","relation","real estate","new","67","male","United States","USA","0.0","North America","inherited","2.8","Financial","True","Real Estate","father","True","True" +"Erman Ilicak","609","2014","1994","Ronesans Construction","founder","construction","new","46","male","Turkey","TUR","0.0","Middle East/North Africa","founder non-finance","2.8","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Gautam Adani","609","2014","1988","Adani Group","founder","energy (coal, oil and gas)","new","51","male","India","IND","0.0","South Asia","privatized and resources","2.8","Resource Related","True","Mining and metals","not inherited","True","True" +"Huang Rulun","609","2014","1991","Century Golden Resources Group","founder","real estate","new","62","male","China","CHN","0.0","East Asia","self-made finance","2.8","Financial","True","Real Estate","not inherited","True","True" +"Joan Tisch","609","2014","1946","Loews Corporation","relation","retail","new","88","female","United States","USA","0.0","North America","inherited","2.8","Financial","True","Diversified financial","spouse/widow","True","True" +"John Caudwell","609","2014","1986","Midland Mobile Phones","founder","cell phones","new","61","male","United Kingdom","GBR","0.0","Europe","founder non-finance","2.8","Traded Sectors","True","Consumer","not inherited","True","True" +"Krit Ratanarak","609","2014","1945","Bank of Ayudhya/Bangkok Broadcasting and Television Company","relation","banking, media","new","67","male","Thailand","THA","0.0","East Asia","inherited","2.8","Non-Traded Sectors","True","Media","father","True","True" +"Leandro Rizzuto","609","2014","1959","Conair","founder","hair care products ","new","75","male","United States","USA","0.0","North America","founder non-finance","2.8","Traded Sectors","True","Consumer","not inherited","True","True" +"Mary Alice Dorrance Malone","609","2014","1869","Campbell Soup","relation","soup","aquired","64","female","United States","USA","0.0","North America","inherited","2.8","Traded Sectors","True","Consumer","3rd generation","True","True" +"Masahiro Miki","609","2014","1985","ABC-Mart","founder","shoe retail","new","58","male","Japan","JPN","0.0","East Asia","founder non-finance","2.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Michael & Rainer Schmidt-Ruthenbeck","609","2014","1923","Metro AG","relation","retail","new","0","male","Germany","DEU","0.0","Europe","inherited","2.8","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Michael Moritz","609","2014","1972","Sequoia Capital","partner","venture capitalist","new","59","male","United States","USA","0.0","North America","self-made finance","2.8","Financial","True","Venture Capital","not inherited","True","True" +"Naguib Sawiris","609","2014","1950","Orascom","relation","construction","new","59","male","Egypt","EGY","0.0","Middle East/North Africa","inherited","2.8","Non-Traded Sectors","True","Media","father","True","True" +"Othman Benjelloun","609","2014","1949","RMA Watanya","relation","insurance","new","81","male","Morocco","MAR","0.0","Middle East/North Africa","inherited","2.8","Financial","True","Money Management","father","True","True" +"Peter Sondakh","609","2014","1980","Golden Eagle Energy","owner","coal","new","62","male","Indonesia","IDN","0.0","East Asia","self-made finance","2.8","Financial","True","Diversified financial","not inherited","True","True" +"Philippe Foriel-Destezet","609","2014","1996","Adecco","owner","HR consulting","aquired","78","male","France","FRA","0.0","Europe","executive","2.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Robert Bass","609","2014","1919","Sid Richardson Gasoline Co","relation","oil","new","66","male","United States","USA","0.0","North America","inherited","2.8","Resource Related","True","Energy","father","True","True" +"Saif Al Ghurair","609","2014","1960","Al-Ghurair Group","relation","industrial goods","new","0","male","United Arab Emirates","ARE","0.0","Middle East/North Africa","inherited","2.8","Financial","True","Diversified financial","father","True","True" +"Suh Kyung-Bae","609","2014","1945","AmorePacific","relation","cosmetics","new","51","male","South Korea","KOR","0.0","East Asia","inherited","2.8","Traded Sectors","True","Consumer","father","True","True" +"Viktor Rashnikov","609","2014","1925","Magnitogorsk Metallurgical Enterprise","general director","iron and steel","privatization","65","male","Russia","RUS","0.0","Europe","privatized and resources","2.8","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"W. Herbert Hunt","609","2014","1920","Petro-Hunt","relation","oil","new","85","male","United States","USA","0.0","North America","inherited","2.8","Resource Related","True","Energy","father","True","True" +"Wilbur Ross, Jr.","609","2014","2000","WL Ross & Co","founder","leveraged buyouts","new","76","male","United States","USA","0.0","North America","self-made finance","2.8","Financial","True","Diversified financial","not inherited","True","True" +"Yang Kai","609","2014","1951","China Huishan Dairy Holding","chairman","dairy products","new","57","male","China","CHN","0.0","East Asia","executive","2.8","Traded Sectors","True","Consumer","not inherited","True","True" +"Ziyad Manasir","609","2014","1992","Stroygazconsulting","founder","construction","new","48","male","Russia","RUS","0.0","Europe","privatized and resources","2.8","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Richard Chandler","641","2014","1986","Chandler Corporation","founder","private equity","new","55","male","New Zealand","NZL","0.0","North America","self-made finance","2.8","Financial","True","Diversified financial","not inherited","True","True" +"Dagmar Dolby","642","2014","1965","Dolby Laboratories","relation","video technology","new","72","female","United States","USA","0.0","North America","inherited","2.7","New Sectors","True","Technology-Computer","spouse/widow","True","True" +"David Bonderman","642","2014","1992","TPG Capital","founder","private equity","new","71","male","United States","USA","0.0","North America","self-made finance","2.7","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Elaine Wynn","642","2014","1973","Wynn Resorts (formarly Mirage Resorts)","founder","casinos","new","70","female","United States","USA","0.0","North America","self-made finance","2.7","Financial","True","Real Estate","not inherited","True","True" +"Eva Maria Bucher-Haefner","642","2014","1976","CA Technologies","relation","software","new","57","female","Switzerland","CHE","0.0","Europe","inherited","2.7","New Sectors","True","Technology-Computer","father","True","True" +"Hanni Toosbuy Kasprzak","642","2014","1963","ECCO","relation","shoes","new","56","female","Denmark","DEN","0.0","Europe","inherited","2.7","Traded Sectors","True","Consumer","father","True","True" +"Jean-Michel Besnier","642","2014","1933","Lactalis","relation","cheese","new","46","male","France","FRA","0.0","Europe","inherited","2.7","Traded Sectors","True","Consumer","father","True","True" +"Jeff Sutton","642","2014","1994","Wharton Properties","founder","real estate","new","54","male","United States","USA","0.0","North America","self-made finance","2.7","Financial","True","Real Estate","not inherited","True","True" +"Johan Johannson","642","2014","1866","Joh. Johannson","relation","groceries","new","47","male","Norway","NOR","0.0","Europe","inherited","2.7","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Law Kar Po","642","2014","1961","Park Hotel Group","founder","real estate","new","66","male","Hong Kong","HKG","0.0","East Asia","self-made finance","2.7","Financial","True","Real Estate","not inherited","True","True" +"Liu Qiangdong","642","2014","2004","JD.com","founder","e-commerce","new","39","male","China","CHN","0.0","East Asia","founder non-finance","2.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Marie Besnier Beauvalot","642","2014","1933","Lactalis","relation","cheese","new","33","female","France","FRA","0.0","Europe","inherited","2.7","Traded Sectors","True","Consumer","father","True","True" +"Michael Rubin","642","2014","1995","Kynetic/GSI","founder","e-commerce","new","41","male","United States","USA","0.0","North America","founder non-finance","2.7","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Miguel Krigsner","642","2014","1977","O Botic?rio","founder","cosmetics","new","64","male","Brazil","BRA","0.0","Latin America","founder non-finance","2.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Patrice Motsepe","642","2014","1997","African Rainbow Minerals","founder and executive chairman","mining","new","52","male","South Africa","ZAF","0.0","Sub-Saharan Africa","privatized and resources","2.7","Resource Related","True","Mining and metals","not inherited","True","True" +"Qiu Guanghe","642","2014","1996","Zhejiang Semir Garment","chairman","retail","new","62","male","China","CHN","0.0","East Asia","founder non-finance","2.7","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Robert Pera","642","2014","2005","Ubiquiti Networks","founder","wireless products","new","35","male","United States","USA","0.0","North America","founder non-finance","2.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Ron Burkle","642","2014","1986","Yucaipa Companies","founder","private equity","new","61","male","United States","USA","0.0","North America","founder non-finance","2.7","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Tong Jinquan","642","2014","1992","Summit","chairman","real estate","new","59","male","China","CHN","0.0","East Asia","self-made finance","2.7","Financial","True","Real Estate","not inherited","True","True" +"Ye Chenghai","642","2014","1998","Shenzhen Salubris Pharmaceuticals","chairman","pharmaceuticals","new","70","male","Hong Kong","HKG","0.0","East Asia","executive","2.7","New Sectors","True","Technology-Medical","not inherited","True","True" +"Yeoh Tiong Lay","642","2014","1955","YTL Corporation","founder","construction, utilities","new","84","male","Malaysia","MYS","0.0","East Asia","founder non-finance","2.7","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"A. Jerrold Perenchio","663","2014","1955","Univision","former chairman and CEO","media","aquired","83","male","United States","USA","0.0","North America","executive","2.6","Non-Traded Sectors","True","Media","not inherited","True","True" +"Anita Zucker","663","2014","1670","Hudson's Bay Company","relation","retail","privatization","62","female","United States","USA","0.0","North America","inherited","2.6","Traded Sectors","True","Non-consumer industrial","spouse/widow","True","True" +"Cristina Green","663","2014","1903","Arcadia","owner","fashion retail","aquired","0","female","United Kingdom","GBR","0.0","Europe","executive","2.6","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Daniel Mate","663","2014","1974","Glencore Xstrata","leadership","mining","new","50","male","Spain","ESP","0.0","Europe","privatized and resources","2.6","Resource Related","True","Mining and metals","not inherited","True","True" +"Danil Khachaturov","663","2014","1921","Rosgosstrakh","chairman","insurance","privatization","42","male","Russia","RUS","0.0","Europe","privatized and resources","2.6","Financial","True","Hedge funds","not inherited","True","True" +"Edson de Godoy Bueno","663","2014","1972","Amil","founder","healthcare management","new","70","male","Brazil","BRA","0.0","Latin America","founder non-finance","2.6","Financial","True","Real Estate","not inherited","True","True" +"Emilio Azcarraga Jean","663","2014","1955","Grupo Televisa","relation","media","new","46","male","Mexico","MEX","0.0","Latin America","inherited","2.6","Non-Traded Sectors","True","Media","father","True","True" +"Helmut Sohmen","663","2014","1955","BW Group","relation","shipping","new","74","male","Austria","AUT","0.0","Europe","inherited","2.6","Traded Sectors","True","Other","father","True","True" +"Herbert Allen, Jr.","663","2014","1922","Allen & Company","relation","investment banking","new","74","male","United States","USA","0.0","North America","inherited","2.6","Financial","True","Money Management","father","True","True" +"Hui Lin Chit","663","2014","1985","Hengan Internationl Group Company Limited","founder","diapers","new","61","male","China","CHN","0.0","East Asia","founder non-finance","2.6","Traded Sectors","True","Consumer","not inherited","True","True" +"Jason Chang","663","2014","1984","Advanced Semiconductor Engineering","founder","electronics","new","69","male","Singapore","SGP","0.0","East Asia","founder non-finance","2.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Maria Luisa Solari Falabella","663","2014","1889","SACI Falabella","relation","retail","new","73","female","Chile","CHL","0.0","Latin America","inherited","2.6","Non-Traded Sectors","True","Retail, Restaurant","4th generation","True","True" +"Mark Cuban","663","2014","1995","Broadcast.com","founder","web broadcasting","new","55","male","United States","USA","0.0","North America","founder non-finance","2.6","Non-Traded Sectors","True","Media","not inherited","True","True" +"Martin Viessmann","663","2014","1917","Viessmann Group","relation","heating systems","new","60","male","Germany","DEU","0.0","Europe","inherited","2.6","Traded Sectors","True","Non-consumer industrial","3rd generation","True","True" +"Pan Zhengmin","663","2014","1993","AAC Technologies","founder","electronics","new","44","male","China","CHN","0.0","East Asia","founder non-finance","2.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Patrick Lee","663","2014","1994","Lee & Man Paper Manufacturing","founder","paper","new","72","male","Hong Kong","HKG","0.0","East Asia","founder non-finance","2.6","Traded Sectors","True","Consumer","not inherited","True","True" +"Philip Green","663","2014","1903","Arcadia","owner","fashion retail","aquired","0","male","United Kingdom","GBR","0.0","Europe","executive","2.6","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Reinhold Schmieding","663","2014","1981","Arthrex Inc","founder","medical supplies","new","59","male","United States","USA","0.0","North America","founder non-finance","2.6","New Sectors","True","Technology-Medical","not inherited","True","True" +"Richard Rainwater","663","2014","1986","ENSCO International","founder","hedge funds","new","69","male","United States","USA","0.0","North America","self-made finance","2.6","Financial","True","Real Estate","not inherited","True","True" +"Sean Parker","663","2014","1999","Napster, Plaxo, Airtime","founder","internet companies","new","34","male","United States","USA","0.0","North America","founder non-finance","2.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Sze Man Bok","663","2014","1985","Hengan Internationl Group Company Limited","founder","diapers","new","64","male","China","CHN","0.0","East Asia","founder non-finance","2.6","Traded Sectors","True","Consumer","not inherited","True","True" +"Torbjorn Tornqvist","663","2014","1997","Gunvor Group","founder","oil trading","new","60","male","Sweden","SWE","0.0","Europe","privatized and resources","2.6","Resource Related","True","Energy","not inherited","True","True" +"Ty Warner","663","2014","1986","Ty Inc.","founder","toys","new","69","male","United States","USA","0.0","North America","self-made finance","2.6","Financial","True","Real Estate","not inherited","True","True" +"Vasily Anisimov","663","2014","1999","Metalloinvest/Coalco","investor","real estate and metals","new","62","male","Russia","RUS","0.0","Europe","privatized and resources","2.6","Resource Related","True","Mining and metals","not inherited","True","True" +"Vladimir Bogdanov","663","2014","1993","Surgutneftegaz","president","oil","privatization","62","male","Russia","RUS","0.0","Europe","privatized and resources","2.6","Resource Related","True","Energy","not inherited","True","True" +"Yasumitsu Shigeta","663","2014","1988","Hikari Tsushin","founder","mobile phones","new","49","male","Japan","JPN","0.0","East Asia","founder non-finance","2.6","Non-Traded Sectors","True","Media","not inherited","True","True" +"Abdulla Al Futtaim","687","2014","1930","Al-Futtaim Group","relation","trading","new","0","male","United Arab Emirates","ARE","0.0","Middle East/North Africa","inherited","2.5","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Aristotelis Mistakidis","687","2014","1974","Glencore Xstrata","co-director of zinc, copper and lead","mining","new","52","male","Greece","GRC","0.0","Europe","privatized and resources","2.5","Resource Related","True","Mining and metals","not inherited","True","True" +"Belmiro de Azevedo","687","2014","1959","Sonae SGPS","chairman","retail","aquired","75","male","Portugal","PRT","0.0","Europe","executive","2.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Bernardo Matte","687","2014","1920","CMPC","relation","timber and paper","new","58","male","Chile","CHL","0.0","Latin America","inherited","2.5","Traded Sectors","True","Consumer","father","True","True" +"Bernd Freier","687","2014","1969","s.Oliver","founder","fashion","new","57","male","Germany","DEU","0.0","Europe","founder non-finance","2.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Charles Dunstone","687","2014","1989","The Carphone Warehouse","founder","cell phones","new","50","male","United Kingdom","GBR","0.0","Europe","founder non-finance","2.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Chey Tae-Won","687","2014","1958","SK Corporation","chariman","petrochemicals, textiles","new","53","male","South Korea","KOR","0.0","East Asia","inherited","2.5","Traded Sectors","True","Consumer","father","True","True" +"Clive Calder","687","2014","1975","Zomba Group","founder","music","new","67","male","United Kingdom","GBR","0.0","Europe","founder non-finance","2.5","Non-Traded Sectors","True","Media","not inherited","True","True" +"Dan Friedkin","687","2014","1969","Gulf States Toyota Distributors","relation","automobiles","new","49","male","United States","USA","0.0","North America","inherited","2.5","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Dan Gertler","687","2014","1996","DGI Group","founder","mining","new","40","male","Israel","ISR","0.0","Middle East/North Africa","privatized and resources","2.5","Resource Related","True","Mining and metals","not inherited","True","True" +"David Cheriton","687","2014","1998","Google","investor","venture capitalist","new","62","male","Canada","CAN","0.0","North America","executive","2.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Eduardo Belmont Anderson","687","2014","1988","Belcorp","founder","cosmetics","new","68","male","Peru","PER","0.0","Latin America","founder non-finance","2.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Eliodoro Matte","687","2014","1920","CMPC","relation","timber and paper","new","68","male","Chile","CHL","0.0","Latin America","inherited","2.5","Traded Sectors","True","Consumer","father","True","True" +"Ennio Doris","687","2014","1982","Mediolanum SpA","founder","asset management","new","73","male","Italy","ITA","0.0","Europe","self-made finance","2.5","Financial","True","Money Management","not inherited","True","True" +"Folorunsho Alakija","687","2014","1991","Famfa Limited","founder","fashion/oil","new","63","female","Nigeria","NGA","0.0","Sub-Saharan Africa","privatized and resources","2.5","Resource Related","True","Energy","not inherited","True","True" +"Francisco Jose Riberas Mera","687","2014","1958","Corporation Gestamp SL","relation","steel","new","49","male","Spain","ESP","0.0","Europe","inherited","2.5","Resource Related","True","Non-consumer industrial","father","True","True" +"H. Wayne Huizenga","687","2014","1968","Waste Management","founder","waste management","new","76","male","United States","USA","0.0","North America","self-made finance","2.5","Financial","True","Diversified financial","not inherited","True","True" +"Henry Hillman","687","2014","1942","Pittsburgh Coke & Chemical","relation","coal","new","95","male","United States","USA","0.0","North America","inherited","2.5","Financial","True","Diversified financial","father","True","True" +"Hubert Burda","687","2014","1898","Hubert Burda Media","relation","media","new","74","male","Germany","DEU","0.0","Europe","inherited","2.5","Non-Traded Sectors","True","Media","father","True","True" +"Jack Dangermond","687","2014","1969","Environmental Systems Research Institute","founder","software","new","68","male","United States","USA","0.0","North America","founder non-finance","2.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Jeff Greene","687","2014","0","","founder","real estate","","59","male","United States","USA","0.0","North America","self-made finance","2.5","Financial","True","Real Estate","not inherited","True","True" +"John Dorrance, III.","687","2014","1869","Campbell Soup","relation","soup","aquired","70","male","Ireland","IRL","0.0","Europe","inherited","2.5","Traded Sectors","True","Consumer","3rd generation","True","True" +"Juan Maria Riberas Mera","687","2014","1958","Corporation Gestamp SL","relation","steel","new","0","male","Spain","ESP","0.0","Europe","inherited","2.5","Resource Related","True","Non-consumer industrial","father","True","True" +"Juan-Miguel Villar Mir","687","2014","1911","Obrascon Huarte Lain S.A.","Chairman and Chief Executive Officer","construction","aquired","82","male","Spain","ESP","0.0","Europe","executive","2.5","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Kjell Inge Rokke","687","2014","1841","Aker Soulutions ASA","owner","oil","aquired","55","male","Norway","NOR","0.0","Europe","executive","2.5","0","True","Other","not inherited","True","True" +"Madeleine Olsson Ericksson","687","2014","1939","Stena Sphere","relation","shipping","new","69","female","Sweden","SWE","0.0","Europe","inherited","2.5","Financial","True","Diversified financial","father","True","True" +"Michael Milken","687","2014","1935","Drexel Burnham Lambert","head of high-yield bond trading dept","investment banking","new","67","male","United States","USA","0.0","North America","self-made finance","2.5","Financial","True","Diversified financial","not inherited","True","True" +"Min Kao","687","2014","1989","Garmin","founder","GPS technology","new","65","male","United States","USA","0.0","North America","founder non-finance","2.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Mochtar Riady","687","2014","1948","Lippo Group","founder","banking","new","84","male","Indonesia","IDN","0.0","East Asia","self-made finance","2.5","Financial","True","Diversified financial","not inherited","True","True" +"Neil Bluhm","687","2014","1969","JMB Realty","founder","real estate","new","76","male","United States","USA","0.0","North America","self-made finance","2.5","Financial","True","Real Estate","not inherited","True","True" +"Pang Kang","687","2014","1720","Foshan Haitian Flavoring and Food","chairman","soy sauce","new","58","male","China","CHN","0.0","East Asia","executive","2.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Patricia Matte","687","2014","1920","CMPC","relation","timber and paper","new","70","female","Chile","CHL","0.0","Latin America","inherited","2.5","Traded Sectors","True","Consumer","father","True","True" +"Philip Niarchos","687","2014","1952","Niarchos Ltd","relation","shipping","new","60","male","Greece","GRC","0.0","Europe","inherited","2.5","0","True","Other","father","True","True" +"Phillip Ruffin","687","2014","1942","New Frontier Hotel and Casino","owner","casinos","aquired","78","male","United States","USA","0.0","North America","self-made finance","2.5","Financial","True","Real Estate","not inherited","True","True" +"Shigenobu Nagamori","687","2014","1973","Nidec","founder","electronics","new","69","male","Japan","JPN","0.0","East Asia","founder non-finance","2.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Siegfried Meister","687","2014","1973","Rational AG","founder","kitchen appliances","new","76","male","Germany","DEU","0.0","Europe","founder non-finance","2.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Stefan Olsson","687","2014","1939","Stena Sphere","relation","shipping","new","65","male","Sweden","SWE","0.0","Europe","inherited","2.5","Financial","True","Diversified financial","father","True","True" +"Teddy Sagi","687","2014","1999","Playtech","founder","gambling software","new","42","male","Israel","ISR","0.0","Middle East/North Africa","founder non-finance","2.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Timothy Headington","687","2014","1978","Headington Oil","founder","oil","new","63","male","United States","USA","0.0","North America","privatized and resources","2.5","Resource Related","True","Energy","not inherited","True","True" +"Valery Kogan","687","2014","1992","East Line Group","investor","airport","new","62","male","Russia","RUS","0.0","Europe","self-made finance","2.5","Financial","True","Real Estate","not inherited","True","True" +"Warren Stephens","687","2014","1933","Stephans Inc.","relation","financial services","new","57","male","United States","USA","0.0","North America","inherited","2.5","Financial","True","Money Management","father","True","True" +"William Erbey","687","2014","1988","Ocwen Financial","executive chairman","mortgages","new","64","male","United States","USA","0.0","North America","self-made finance","2.5","Financial","True","Money Management","not inherited","True","True" +"William Fung","687","2014","1906","Li & Fung Group","relation","supply chain","new","65","male","Hong Kong","HKG","0.0","East Asia","inherited","2.5","0","True","Other","3rd generation","True","True" +"William Wrigley, Jr.","687","2014","1891","Wm Wrigley Jr. Company","relation","gum","new","50","male","United States","USA","0.0","North America","inherited","2.5","Traded Sectors","True","Consumer","4th generation","True","True" +"Abdullah Al Rajhi","731","2014","1957","Al Rajhi bank","founder","Banking","new","0","male","Saudi Arabia","SAU","0.0","Middle East/North Africa","self-made finance","2.4","Financial","True","Money Management","not inherited","True","True" +"Andrej Babis","731","2014","1993","Agrofert","owner and former CEO","agriculteral","new","59","male","Czech Republic","CZE","0.0","Europe","executive","2.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Barry Diller","731","2014","1986","IAC ","Chairman and Chief Executive Officer","media","new","72","male","United States","USA","0.0","North America","executive","2.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Bharat Desai","731","2014","1980","Syntel","founder","IT Consulting","new","61","male","United States","USA","0.0","North America","founder non-finance","2.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Brijmohan Lall Munjal","731","2014","1947","Hero Group","founder","bicycles","new","90","male","India","IND","0.0","South Asia","founder non-finance","2.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Carlos Ardila Lulle","731","2014","1904","Organizacion Ardila Lulle","relation","soft drinks","aquired","83","male","Colombia","COL","0.0","Latin America","inherited","2.4","Traded Sectors","True","Consumer","father","True","True" +"Edwin Leong","731","2014","1977","Tai Hung Fai Enterprise","founder","real estate","new","62","male","Hong Kong","HKG","0.0","East Asia","self-made finance","2.4","Financial","True","Real Estate","not inherited","True","True" +"Esther Grether","731","2014","1899","Doetsch Grether","relation","beauty and health care products","new","78","female","Switzerland","CHE","0.0","Europe","inherited","2.4","Traded Sectors","True","Consumer","spouse/widow","True","True" +"George Argyros","731","2014","1969","Arnel & Affiliates","investor","real estate","new","77","male","United States","USA","0.0","North America","self-made finance","2.4","Financial","True","Real Estate","not inherited","True","True" +"Henry Fong Yun Wah","731","2014","1948","Hip Shing Hong Group","founder","real estate","new","89","male","Hong Kong","HKG","0.0","East Asia","self-made finance","2.4","Financial","True","Real Estate","not inherited","True","True" +"Ingeburg Herz","731","2014","1949","Maxingvest AG","relation","coffee","new","92","female","Germany","DEU","0.0","Europe","inherited","2.4","Traded Sectors","True","Consumer","spouse/widow","True","True" +"Juan Abello","731","2014","1938","Abello Laboratories","relation","pharmaceuticals","new","72","male","Spain","ESP","0.0","Europe","inherited","2.4","Financial","True","Diversified financial","father","True","True" +"Ken Fisher","731","2014","1979","Fisher Investments","founder","money management","new","63","male","United States","USA","0.0","North America","self-made finance","2.4","Financial","True","Money Management","not inherited","True","True" +"Kevin Plank","731","2014","1998","Under Armour","founder","apparel","new","41","male","United States","USA","0.0","North America","founder non-finance","2.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Kwek Leng Beng","731","2014","1948","Hong Leong Group","relation","banking","new","73","male","Singapore","SGP","0.0","East Asia","inherited","2.4","Financial","True","Diversified financial","father","True","True" +"Lawrence Stroll","731","2014","1981","Michael Kors","chairman","retail","new","54","male","Canada","CAN","0.0","North America","executive","2.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Leszek Czarnecki","731","2014","1996","Getin Holding","founder","banking","new","52","male","Poland","POL","0.0","Europe","self-made finance","2.4","Financial","True","Money Management","not inherited","True","True" +"Liang Yunchao","731","2014","1995","Guangdong By-Health Biotechnology","founder","nutrition supplements","new","45","male","China","CHN","0.0","East Asia","founder non-finance","2.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Louis Le Duff","731","2014","1976","Brioche Doree","founder","restaurant","new","67","male","France","FRA","0.0","Europe","founder non-finance","2.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Ma Jianrong","731","2014","1990","Shenzhou International","relative","textiles","new","50","male","China","CHN","0.0","East Asia","inherited","2.4","Traded Sectors","True","Consumer","father","True","True" +"Maja Oeri","731","2014","1896","Roche","relative","pharmaceuticals","new","59","female","Switzerland","CHE","0.0","Europe","inherited","2.4","New Sectors","True","Technology-Medical","father","True","True" +"Manuel Jove","731","2014","1980","Fadesa","founder","real estate","new","72","male","Spain","ESP","0.0","Europe","self-made finance","2.4","Financial","True","Real Estate","not inherited","True","True" +"Mortimer Zuckerman","731","2014","1970","Boston Properties","founder","real estate","new","76","male","United States","USA","0.0","North America","self-made finance","2.4","Financial","True","Real Estate","not inherited","True","True" +"Onsi Sawiris","731","2014","1950","Orascom","founder","construction","new","84","male","Egypt","EGY","0.0","Middle East/North Africa","founder non-finance","2.4","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Pankaj Patel","731","2014","1952","Cadila Healthcare","relation","pharmaceuticals","new","60","male","India","IND","0.0","South Asia","inherited","2.4","New Sectors","True","Technology-Medical","father","True","True" +"Richard Desmond","731","2014","1974","Northern & Shell","founder","media","new","62","male","United Kingdom","GBR","0.0","Europe","founder non-finance","2.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Rodney Lewis","731","2014","1983","Lewis Energy","founder","oil and natural gas","new","60","male","United States","USA","0.0","North America","privatized and resources","2.4","Resource Related","True","Energy","not inherited","True","True" +"Saleh Kamel","731","2014","1969","Dallah al Baraka Group","founder","airport maintenance","new","72","male","Saudi Arabia","SAU","0.0","Middle East/North Africa","self-made finance","2.4","Financial","True","Diversified financial","not inherited","True","True" +"Sebastian Pinera","731","2014","1976","Bancard","founder","credit cards","new","64","male","Chile","CHL","0.0","Latin America","privatized and resources","2.4","Financial","True","Diversified financial","not inherited","True","True" +"Silas Chou","731","2014","1981","Michael Kors","chairman","retail","new","67","male","Hong Kong","HKG","0.0","East Asia","executive","2.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Stephen Lansdown","731","2014","1981","Hargreaves Lansdown","founder","financial services","new","61","male","Guernsey","GGY","0.0","Europe","self-made finance","2.4","Financial","True","Money Management","not inherited","True","True" +"Tilman Fertitta","731","2014","1980","Landry's Restaurant","founder","restaurant","aquired","56","male","United States","USA","0.0","North America","founder non-finance","2.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Peter Lim","763","2014","1991","Wilmar International","investor","palm oil","new","60","male","Singapore","SGP","0.0","East Asia","self-made finance","2.4","Financial","True","Diversified financial","not inherited","True","True" +"Alexander Mamut","764","2014","1999","Livejournal","investor","technology","new","54","male","Russia","RUS","0.0","Europe","privatized and resources","2.3","Financial","True","Diversified financial","not inherited","True","True" +"Alexander Ponomarenko","764","2014","1957","NCSP Group","chairman","port","privatization","49","male","Russia","RUS","0.0","Europe","privatized and resources","2.3","Financial","True","Real Estate","not inherited","True","True" +"Alexander Skorobogatko","764","2014","1958","NCSP Group","chairman","port","privatization","46","male","Russia","RUS","0.0","Europe","privatized and resources","2.3","Financial","True","Real Estate","not inherited","True","True" +"Bernard Saul, II.","764","2014","1899","B. F. Saul Company","relation","mortgage banking","new","81","male","United States","USA","0.0","North America","inherited","2.3","Financial","True","Money Management","3rd generation","True","True" +"Bill Gross","764","2014","1971","PIMCO","founder","mutual funds","new","69","male","United States","USA","0.0","North America","self-made finance","2.3","Financial","True","Diversified financial","not inherited","True","True" +"Cai Kui","764","2014","1995","Longfor Properties","founder","real estate","new","51","male","China","CHN","0.0","East Asia","self-made finance","2.3","Financial","True","Real Estate","not inherited","True","True" +"Caprotti Bernardo","764","2014","1957","Esselunga","founder","groceries","new","88","male","Italy","ITA","0.0","Europe","founder non-finance","2.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Chen Fashu","764","2014","2000","Zijin Mining Group","investor","mining","new","53","male","China","CHN","0.0","East Asia","self-made finance","2.3","Financial","True","Diversified financial","not inherited","True","True" +"Clemmie Spangler, Jr.","764","2014","1991","Bank of North Carolina","relation","banking","new","81","male","United States","USA","0.0","North America","inherited","2.3","Financial","True","Diversified financial","father","True","True" +"David Murdock","764","2014","1851","Dole Food Company","Chairman and Chief Executive Officer","food","aquired","90","male","United States","USA","0.0","North America","executive","2.3","Traded Sectors","True","Consumer","not inherited","True","True" +"George Ty","764","2014","1962","Metropolitan Bank and Trust Company","founder","banking","new","81","male","Philippines","PHL","0.0","East Asia","self-made finance","2.3","Financial","True","Money Management","not inherited","True","True" +"Henadiy Boholyubov","764","2014","1992","Privatbank","owner","Banking","new","52","male","Ukraine","UKR","0.0","Europe","self-made finance","2.3","Financial","True","Money Management","not inherited","True","True" +"Indu Jain","764","2014","1838","Bennett, Coleman & Co Ltd.","relation","media","new","77","female","India","IND","0.0","South Asia","inherited","2.3","Non-Traded Sectors","True","Media","spouse/widow","True","True" +"James France","764","2014","1947","NASCAR","relation","sports","new","69","male","United States","USA","0.0","North America","inherited","2.3","0","True","Other","father","True","True" +"Jean (Gigi) Pritzker","764","2014","1957","Hyatt","relation","hotels","aquired","52","female","United States","USA","0.0","North America","inherited","2.3","Financial","True","Real Estate","father","True","True" +"Jean Claude Gandur","764","2014","1994","Addax Petroleum","founder","oil","new","65","male","Switzerland","CHE","0.0","Europe","privatized and resources","2.3","Resource Related","True","Energy","not inherited","True","True" +"Jia Yueting","764","2014","2000","Leshi Television","founder","entertainment","new","41","male","China","CHN","0.0","East Asia","founder non-finance","2.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"John Whittaker","764","2014","1971","The Peel Group","founder","real estate","aquired","71","male","United Kingdom","GBR","0.0","Europe","self-made finance","2.3","Financial","True","Real Estate","not inherited","True","True" +"Julio Ponce","764","2014","1968","Quimica y Minera de Chile","chairman","mining","privatization","68","male","Chile","CHL","0.0","Latin America","privatized and resources","2.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Kenneth Langone","764","2014","1979","Home Depot","founder","home improvement retail","new","78","male","United States","USA","0.0","North America","self-made finance","2.3","Financial","True","Diversified financial","not inherited","True","True" +"Kuok Khoon Hong","764","2014","1991","Wilmar International","founder","palm oil","new","64","male","Singapore","SGP","0.0","East Asia","privatized and resources","2.3","Resource Related","True","Mining and metals","not inherited","True","True" +"Mario Moretti Polegato","764","2014","1995","Geox","founder","footwear","new","61","male","Italy","ITA","0.0","Europe","founder non-finance","2.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Michal Solowow","764","2014","1945","Synthos","investor","chemicals","aquired","51","male","Poland","POL","0.0","Europe","self-made finance","2.3","Financial","True","Diversified financial","not inherited","True","True" +"Penny Pritzker","764","2014","1957","Hyatt","relation","hotels","aquired","54","female","United States","USA","0.0","North America","inherited","2.3","Financial","True","Real Estate","father","True","True" +"Richard Marriott","764","2014","1927","Marriot","relation","hotels","new","75","male","United States","USA","0.0","North America","inherited","2.3","Financial","True","Real Estate","father","True","True" +"Robert Miller CA","764","2014","1968","Future Electronics","founder","electronics","new","68","male","Canada","CAN","0.0","North America","founder non-finance","2.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Stanley Hubbard","764","2014","1925","Hubbard Broadcasting Inc","owner","media","new","80","male","United States","USA","0.0","North America","executive","2.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"Victor Fung","764","2014","1906","Li & Fung Group","relation","supply chain","new","68","male","United States","USA","0.0","North America","inherited","2.3","0","True","Other","3rd generation","True","True" +"Wang Changtian","764","2014","2000","Beijing Enlight","chairman","entertainment","new","48","male","China","CHN","0.0","East Asia","founder non-finance","2.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"Xu Jingren","764","2014","1971","Yangtze River Pharmaceutical Group","founder","pharmaceuticals","new","69","male","China","CHN","0.0","East Asia","founder non-finance","2.3","New Sectors","True","Technology-Medical","not inherited","True","True" +"Xue Xiangdong","764","2014","2001","DHC Software","founder","software","new","55","male","China","CHN","0.0","East Asia","founder non-finance","2.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Youssef Mansour","764","2014","1952","Mansour Group","relation","automobiles","new","68","male","Egypt","EGY","0.0","Middle East/North Africa","inherited","2.3","Financial","True","Diversified financial","father","True","True" +"Andreas Halvorsen","796","2014","1999","Viking Global Equities","founder and ceo","hedge funds","new","52","male","Norway","NOR","0.0","Europe","self-made finance","2.2","Financial","True","Hedge funds","not inherited","True","True" +"Bahaa Hariri","796","2014","1978","Saudi Oger","relation","construction","aquired","47","male","Lebanon","LBN","0.0","Middle East/North Africa","inherited","2.2","Financial","True","Real Estate","father","True","True" +"Bill Marriott, Jr.","796","2014","1927","Marriot","relation","hotels","new","81","male","United States","USA","0.0","North America","inherited","2.2","Financial","True","Real Estate","father","True","True" +"Bulat Utemuratov","796","2014","1995","ATF Bank","founder","banking","new","56","male","Kazakhstan","KAZ","0.0","South Asia","privatized and resources","2.2","Resource Related","True","Mining and metals","not inherited","True","True" +"Chip Wilson","796","2014","1998","Lululemon Athletica","founder","apparel","new","57","male","Canada","CAN","0.0","North America","founder non-finance","2.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Daniel Loeb","796","2014","1995","Third Point LLC","founder","hedge funds","new","52","male","United States","USA","0.0","North America","self-made finance","2.2","Financial","True","Hedge funds","not inherited","True","True" +"Giuseppe De'Longhi","796","2014","1902","De'Longhi Group","relation","aplliances","new","74","male","Italy","ITA","0.0","Europe","inherited","2.2","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Jack Dorsey","796","2014","2006","Twitter","founder","internet companies","new","37","male","United States","USA","0.0","North America","founder non-finance","2.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Jean Coutu","796","2014","1969","Jean Coutu Group","founder","retail","new","86","male","Canada","CAN","0.0","North America","founder non-finance","2.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Jiang Rensheng","796","2014","2001","Chongqing Zhifei Biological Products","founder, chairman","pharmaceuticals","new","60","male","China","CHN","0.0","East Asia","founder non-finance","2.2","New Sectors","True","Technology-Medical","not inherited","True","True" +"Joe Mansueto","796","2014","1984","Morningstar, Inc","founder","media","new","57","male","United States","USA","0.0","North America","self-made finance","2.2","Financial","True","Money Management","not inherited","True","True" +"John de Mol","796","2014","1994","Endemol","founder","media","new","58","male","Netherlands","NLD","0.0","Europe","founder non-finance","2.2","Non-Traded Sectors","True","Media","not inherited","True","True" +"Kalanithi Maran","796","2014","1993","Sun Group","founder, chairman","media","new","48","male","India","IND","0.0","South Asia","founder non-finance","2.2","Non-Traded Sectors","True","Media","not inherited","True","True" +"Lindsay Fox","796","2014","1956","Linfox","founder","trucking and logistics","new","76","male","Australia","AUS","0.0","North America","founder non-finance","2.2","0","True","Other","not inherited","True","True" +"Manuel Lao Hernandez","796","2014","1978","Cirsa","founder","entertainment","new","69","male","Spain","ESP","0.0","Europe","founder non-finance","2.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Mark Coombs","796","2014","1998","Ashmore Group","founder","financial services","new","53","male","United Kingdom","GBR","0.0","Europe","self-made finance","2.2","Financial","True","Money Management","not inherited","True","True" +"Martin Haefner","796","2014","1976","CA Technologies","relation","software","new","60","male","Switzerland","CHE","0.0","Europe","inherited","2.2","New Sectors","True","Technology-Computer","father","True","True" +"Martin Naughton","796","2014","1973","Glen Dimplex Group","founder","domestic appliances","new","74","male","Ireland","IRL","0.0","Europe","founder non-finance","2.2","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Moise Safra","796","2014","1955","Banco Safra (now Saftra Group)","founder","banking","new","79","male","Brazil","BRA","0.0","Latin America","self-made finance","2.2","Financial","True","Money Management","not inherited","True","True" +"Nadhmi Auchi","796","2014","1979","General Mediterranean Holding","founder","banking, real estate","new","76","male","United Kingdom","GBR","0.0","Europe","self-made finance","2.2","Financial","True","Real Estate","not inherited","True","True" +"Naruatsu Baba","796","2014","2008","Colopl","founder","software","new","36","male","Japan","JPN","0.0","East Asia","founder non-finance","2.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Peter Thiel","796","2014","1998","PayPal","founder","e-commerce, venture capital","new","46","male","United States","USA","0.0","North America","founder non-finance","2.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Regina de Camargo Pires Oliveira Dias","796","2014","1939","Grupo Camargo Correra","relation","construction","new","60","female","Brazil","BRA","0.0","Latin America","inherited","2.2","Non-Traded Sectors","True","Constrution","father","True","True" +"Renata de Camargo Nascimento","796","2014","1939","Grupo Camargo Correra","relation","construction","new","63","female","Brazil","BRA","0.0","Latin America","inherited","2.2","Non-Traded Sectors","True","Constrution","father","True","True" +"Richard Peery","796","2014","1960","","founder","real estate","new","75","male","United States","USA","0.0","North America","self-made finance","2.2","Financial","True","Real Estate","not inherited","True","True" +"Romesh T. Wadhwani","796","2014","2002","Symphony Technology Group","founder","private equity","new","66","male","United States","USA","0.0","North America","founder non-finance","2.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Rossana Camargo de Arruda Botelho","796","2014","1939","Grupo Camargo Correra","relation","construction","new","64","female","Brazil","BRA","0.0","Latin America","inherited","2.2","Non-Traded Sectors","True","Constrution","father","True","True" +"Semahat Arsel","796","2014","1926","Koc Holding","relation","energy, retail, manufacturing","new","85","female","Turkey","TUR","0.0","Middle East/North Africa","inherited","2.2","Financial","True","Diversified financial","3rd generation","True","True" +"Stephen Bisciotti","796","2014","1983","Allegis Group","founder","staffing company","new","53","male","United States","USA","0.0","North America","founder non-finance","2.2","0","True","Other","not inherited","True","True" +"Ted Turner","796","2014","1970","CNN","founder","media","aquired","75","male","United States","USA","0.0","North America","founder non-finance","2.2","Non-Traded Sectors","True","Media","not inherited","True","True" +"Tor Peterson","796","2014","1974","Glencore Xstrata","employee","mining","new","49","male","United States","USA","0.0","North America","privatized and resources","2.2","Resource Related","True","Mining and metals","not inherited","True","True" +"Goh Cheng Liang","827","2014","1962","Nipsea","chairman","paint","joint venture","0","male","Singapore","SGP","0.0","East Asia","founder non-finance","2.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Alexander Dzhaparidze","828","2014","1995","Petroalliance","founder","oil services","new","58","male","Russia","RUS","0.0","Europe","privatized and resources","2.1","Resource Related","True","Energy","not inherited","True","True" +"Alexander Knaster","828","2014","2005","Pamplona Capital Management","founder","bank","new","55","male","United States","USA","0.0","North America","privatized and resources","2.1","Resource Related","True","Energy","not inherited","True","True" +"Alicia Koplowitz","828","2014","1952","Construcciones y Contratas","relation","construction","aquired","59","female","Spain","ESP","0.0","Europe","inherited","2.1","Non-Traded Sectors","True","Constrution","father","True","True" +"Antonio Luiz Seabra","828","2014","1969","Natura Cosmeticos","founder","cosmetics","new","71","male","Brazil","BRA","0.0","Latin America","founder non-finance","2.1","Traded Sectors","True","Consumer","not inherited","True","True" +"B. Wayne Hughes","828","2014","1972","Public Storage","founder","self-storage","new","80","male","United States","USA","0.0","North America","founder non-finance","2.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Charles Bronfman","828","2014","1857","Seagrams","relation","liquor","new","82","male","Canada","CAN","0.0","North America","inherited","2.1","Traded Sectors","True","Consumer","father","True","True" +"David Hains","828","2014","1980","Portland House Group","founder","hedge funds","new","83","male","Australia","AUS","0.0","North America","self-made finance","2.1","Financial","True","Money Management","not inherited","True","True" +"David Penaloza Sandoval","828","2014","1969","Pinfra","founder","construction","new","67","male","Mexico","MEX","0.0","Latin America","founder non-finance","2.1","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Edward Bass","828","2014","1919","Sid Richardson Gasoline Co","relation","oil","new","69","male","United States","USA","0.0","North America","inherited","2.1","Resource Related","True","Energy","father","True","True" +"Ferit Sahenk","828","2014","1951","Dogus Holding","relation","construction,banking","new","49","male","Turkey","TUR","0.0","Middle East/North Africa","inherited","2.1","Financial","True","Money Management","father","True","True" +"Gerald J. Ford","828","2014","1926","Golden State Bancorp","Chairman","insurance","new","69","male","United States","USA","0.0","North America","self-made finance","2.1","Financial","True","Money Management","not inherited","True","True" +"Helena Revoredo","828","2014","1976","Prosegur","relation","security","new","67","female","Spain","ESP","0.0","Europe","inherited","2.1","Financial","True","Money Management","spouse/widow","True","True" +"Howard Schultz","828","2014","1971","Starbucks","Chairman and Chief Executive Officer","coffee","new","60","male","United States","USA","0.0","North America","executive","2.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Igor Makarov","828","2014","1992","Itera","founder","gas","new","51","male","Russia","RUS","0.0","Europe","privatized and resources","2.1","Resource Related","True","Energy","not inherited","True","True" +"Ihor Kolomoyskyy","828","2014","1992","Privatbank","owner","Banking","new","51","male","Ukraine","UKR","0.0","Europe","self-made finance","2.1","Financial","True","Money Management","not inherited","True","True" +"James Coulter","828","2014","1992","TPG Capital","founder","private equity","new","54","male","United States","USA","0.0","North America","self-made finance","2.1","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Jerry Yang","828","2014","1994","Yahoo!","founder","software","new","45","male","United States","USA","0.0","North America","founder non-finance","2.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Johnelle Hunt","828","2014","1961","J.B. Hunt Transport Services","founder","trucking ","new","82","female","United States","USA","0.0","North America","founder non-finance","2.1","0","True","Other","not inherited","True","True" +"Lee Bass","828","2014","1919","Sid Richardson Gasoline Co","relation","oil","new","57","male","United States","USA","0.0","North America","inherited","2.1","Resource Related","True","Energy","father","True","True" +"Liu Zhongtian","828","2014","1993","Zhongwang Holdings","founder and chairman","aluminum","new","50","male","China","CHN","0.0","East Asia","founder non-finance","2.1","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Malvinder and Shivinder Singh","828","2014","1961","Ranbaxy Laboratories","relation","pharmaceuticals","new","0","male","India","IND","0.0","South Asia","inherited","2.1","New Sectors","True","Technology-Medical","3rd generation","True","True" +"Michael Jaharis","828","2014","1988","Kos Pharmaceuticals","founder","pharmaceuticals","new","85","male","United States","USA","0.0","North America","founder non-finance","2.1","New Sectors","True","Technology-Medical","not inherited","True","True" +"Mustafa Rahmi Koc","828","2014","1926","Koc Holding","relation","energy, retail, manufacturing","new","83","male","Turkey","TUR","0.0","Middle East/North Africa","inherited","2.1","Financial","True","Diversified financial","3rd generation","True","True" +"N. Murray Edwards","828","2014","1989","Canadian Natural Resources","chairman","oil","new","54","male","Canada","CAN","0.0","North America","privatized and resources","2.1","Resource Related","True","Energy","not inherited","True","True" +"Raj Kumar & Kishin RK","828","2014","1947","Royal Holdings/RB Capital","relation","real estate","new","59","male","Singapore","SGP","0.0","East Asia","inherited","2.1","Financial","True","Real Estate","father","True","True" +"Reinfried Pohl","828","2014","1975","Deutsche Verm?gensberatung?","founder","financial services","new","85","male","Germany","DEU","0.0","Europe","self-made finance","2.1","Financial","True","Money Management","not inherited","True","True" +"Richard Schulze","828","2014","1966","Best Buy","founder","retail","new","73","male","United States","USA","0.0","North America","founder non-finance","2.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Sandro Veronesi","828","2014","1987","Calzedonia Group","founder","retail","new","54","male","Italy","ITA","0.0","Europe","founder non-finance","2.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Stephen Mandel, Jr.","828","2014","1997","Lone Pine Capital","founder","hedge funds","new","57","male","United States","USA","0.0","North America","self-made finance","2.1","Financial","True","Hedge funds","not inherited","True","True" +"Sukanto Tanoto","828","2014","1973","Royal Golden Eagle International","founder","lumber","new","64","male","Indonesia","IDN","0.0","East Asia","self-made finance","2.1","Financial","True","Diversified financial","not inherited","True","True" +"Sylvia Stroher","828","2014","1927","Wella AG","relation","hair care","new","58","female","Germany","DEU","0.0","Europe","inherited","2.1","Traded Sectors","True","Consumer","3rd generation","True","True" +"T.Y. Tsai","828","2014","1954","Cathay Financial","relation","financial services","new","0","male","Taiwan","Taiwan","0.0","East Asia","inherited","2.1","Financial","True","Money Management","not inherited","True","True" +"Taizo Son","828","2014","2002","GungHo Online Entertainment","founder","internet companies","new","0","male","Japan","JPN","0.0","East Asia","founder non-finance","2.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Thomas Bruch","828","2014","1828","Globus & Co.","relation","food retail","new","63","male","Germany","DEU","0.0","Europe","inherited","2.1","Non-Traded Sectors","True","Retail, Restaurant","5th generation or longer","True","True" +"Tom Golisano","828","2014","1971","Paychex","founder","payroll processing ","new","72","male","United States","USA","0.0","North America","founder non-finance","2.1","0","True","Other","not inherited","True","True" +"Vincent Lo","828","2014","1971","Shui On Group","founder","construction","new","65","male","Hong Kong","HKG","0.0","East Asia","self-made finance","2.1","Financial","True","Real Estate","not inherited","True","True" +"Zhang Li","828","2014","1994","Guangzho R&F","chairman","real estate","new","61","male","China","CHN","0.0","East Asia","self-made finance","2.1","Financial","True","Real Estate","not inherited","True","True" +"Zhou Hongyi","828","2014","2005","Qihoo","founder","internet companies","new","43","male","China","CHN","0.0","East Asia","founder non-finance","2.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Zhu Gongshan","828","2014","2008","GCL-Poly Energy Holdings","founder","solar energy","new","56","male","China","CHN","0.0","East Asia","privatized and resources","2.1","Resource Related","True","Energy","not inherited","True","True" +"Herbert Simon","868","2014","1960","Simon Property Group","founder","real estate","new","79","male","United States","USA","0.0","North America","self-made finance","2.1","Financial","True","Real Estate","not inherited","True","True" +"Alec Gores","869","2014","1987","The Gores Group","founder","private equity","new","60","male","United States","USA","0.0","North America","self-made finance","2.0","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Alexei Ananyev","869","2014","1992","Technoserv","founder","technology","new","49","male","Russia","RUS","0.0","Europe","self-made finance","2.0","Financial","True","Money Management","not inherited","True","True" +"Arne Wilhelmsen","869","2014","1969","Royal Caribbean Cruises","relation","cruises","new","83","male","Norway","NOR","0.0","Europe","inherited","2.0","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Bachtiar Karim","869","2014","1932","Musim Mas","relation","oleochemicals and palm oil","new","57","male","Indonesia","IDN","0.0","East Asia","inherited","2.0","Traded Sectors","True","Non-consumer industrial","father","True","True" +"Benjamin de Rothschild","869","2014","1953","Edmond de Rothschild Group","relation","banking","new","50","male","Switzerland","CHE","0.0","Europe","inherited","2.0","Financial","True","Money Management","father","True","True" +"Bennett Dorrance","869","2014","1869","Campbell Soup","relation","soup","aquired","68","male","United States","USA","0.0","North America","inherited","2.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Brad Kelley","869","2014","1991","Commonwealth Brands","founder","tobacco","new","57","male","United States","USA","0.0","North America","founder non-finance","2.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Bruce Karsh","869","2014","1995","Oaktree Capital Management","founder","asset management","new","58","male","United States","USA","0.0","North America","self-made finance","2.0","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Cai Dongqing","869","2014","1999","Guangdong Alpha Animation and Culture Co","chairman","animation","new","44","male","China","CHN","0.0","East Asia","executive","2.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Carl Bennet","869","2014","1989","Carl Bennet AB","investor","investments","new","62","male","Sweden","SWE","0.0","Europe","self-made finance","2.0","Financial","True","Diversified financial","not inherited","True","True" +"Carlo Fidani","869","2014","1948","Orlando Corp","relation","construction","new","59","male","Canada","CAN","0.0","North America","inherited","2.0","Financial","True","Real Estate","3rd generation","True","True" +"Carlos Hank Rhon","869","2014","1992","Grupo Financiero Interacciones","founder","banking","new","66","male","Mexico","MEX","0.0","Latin America","privatized and resources","2.0","Financial","True","Money Management","not inherited","True","True" +"Catherine Lozick","869","2014","1947","Swagelok","relation","manufacturing","new","69","female","United States","USA","0.0","North America","inherited","2.0","Traded Sectors","True","Non-consumer industrial","father","True","True" +"Chanchai Ruayrungruang","869","2014","1984","Reignwood Group","founder","real estate","new","60","male","China","CHN","0.0","East Asia","founder non-finance","2.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Clayton Mathile","869","2014","1946","Iams","former CEO","pet food","new","73","male","United States","USA","0.0","North America","executive","2.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Daniel Pritzker","869","2014","1957","Hyatt","relation","hotels","aquired","55","male","United States","USA","0.0","North America","inherited","2.0","Financial","True","Real Estate","father","True","True" +"Dean White","869","2014","1935","Whiteco Industries","relation","advertising","new","90","male","United States","USA","0.0","North America","inherited","2.0","Financial","True","Real Estate","father","True","True" +"Dermot Desmond","869","2014","1995","International Investment and Underwriting","founder","private equity","new","63","male","Ireland","IRL","0.0","Europe","self-made finance","2.0","Financial","True","Money Management","not inherited","True","True" +"Dmitry Ananyev","869","2014","1992","Technoserv","founder","technology","new","45","male","Russia","RUS","0.0","Europe","self-made finance","2.0","Financial","True","Money Management","not inherited","True","True" +"Dmitry Pumpyansky","869","2014","1934","TMK Pipes","former CEO","steel","privatization","49","male","Russia","RUS","0.0","Europe","privatized and resources","2.0","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Drayton McLane, Jr.","869","2014","1894","McLane Company","relation","groceries","new","77","male","United States","USA","0.0","North America","inherited","2.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Erwin Franz Mueller","869","2014","1953","Mueller","founder","retail","new","81","male","Germany","DEU","0.0","Europe","founder non-finance","2.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Fiona Geminder","869","2014","1948","Visy Industries","relation","paper","new","49","female","Australia","AUS","0.0","North America","inherited","2.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Florentino Perez","869","2014","1983","Actividades de Construccion y Servicios","Chairman and Chief Executive Officer","construction","aquired","66","male","Spain","ESP","0.0","Europe","executive","2.0","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Georg von Opel","869","2014","1862","Opel","relation","cars","new","47","male","Germany","DEU","0.0","Europe","inherited","2.0","Financial","True","Real Estate","4th generation","True","True" +"Gordon Getty","869","2014","1904","Getty ","relation","oil","new","80","male","United States","USA","0.0","North America","inherited","2.0","Resource Related","True","Energy","father","True","True" +"Guy Laliberte","869","2014","1984","Cirque du Soleil","founder","entertainment","new","54","male","Canada","CAN","0.0","North America","founder non-finance","2.0","0","True","Other","not inherited","True","True" +"Heloise Waislitz","869","2014","1948","Visy Industries","relation","paper","new","51","female","Australia","AUS","0.0","North America","inherited","2.0","Traded Sectors","True","Consumer","3rd generation","True","True" +"Howard Marks","869","2014","1995","Oaktree Capital Management","founder","asset management","new","67","male","United States","USA","0.0","North America","self-made finance","2.0","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"James Dinan","869","2014","1991","York Capital management","founder","hedge funds","new","54","male","United States","USA","0.0","North America","self-made finance","2.0","Financial","True","Hedge funds","not inherited","True","True" +"Jim Breyer","869","2014","2006","Breyer Capital","founder","venture capitalist","new","52","male","United States","USA","0.0","North America","founder non-finance","2.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"John Farber","869","2014","1950","ICC Industries","founder","chemicals","new","88","male","United States","USA","0.0","North America","founder non-finance","2.0","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"John Pritzker","869","2014","1957","Hyatt","relation","hotels","aquired","61","male","United States","USA","0.0","North America","inherited","2.0","Financial","True","Real Estate","father","True","True" +"Jorge Perez","869","2014","1979","The Related Companies","founder","real estate","new","64","male","United States","USA","0.0","North America","self-made finance","2.0","Financial","True","Real Estate","not inherited","True","True" +"Jose and Francisco Jose Calderon Rojas","869","2014","1890","FEMSA","relation","retail","new","59","male","Mexico","MEX","0.0","Latin America","inherited","2.0","Traded Sectors","True","Consumer","father","True","True" +"Li Sze Lim","869","2014","1994","Guangzho R&F","founder and chairman","real estate","new","57","male","Hong Kong","HKG","0.0","East Asia","self-made finance","2.0","Financial","True","Real Estate","not inherited","True","True" +"Matt & Dan Walsh","869","2014","1898","Walsh Group","relation","construction","new","0","male","United States","USA","0.0","North America","inherited","2.0","Non-Traded Sectors","True","Constrution","3rd generation","True","True" +"Meg Whitman","869","2014","1935","Hewlett-Packard","president and ceo","technology","new","57","female","United States","USA","0.0","North America","executive","2.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Nicolas Berggruen","869","2014","1988","Alpha Investment Management","founder","hedge funds","new","52","male","United States","USA","0.0","North America","self-made finance","2.0","Financial","True","Diversified financial","not inherited","True","True" +"Nicolas Puech","869","2014","1837","Hermes","relation","luxury fashion","new","71","male","France","FRA","0.0","Europe","inherited","2.0","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Noam Gottesman","869","2014","1995","GLG Partners","founder","hedge funds","new","52","male","United States","USA","0.0","North America","self-made finance","2.0","Financial","True","Hedge funds","not inherited","True","True" +"Or Wai Sheun","869","2014","1961","Kowloon Development","chairman","real estate","new","62","male","Hong Kong","HKG","0.0","East Asia","self-made finance","2.0","Financial","True","Real Estate","not inherited","True","True" +"Robert Fisher","869","2014","1969","The Gap","relation","clothing ","new","60","male","United States","USA","0.0","North America","inherited","2.0","Traded Sectors","True","Consumer","father","True","True" +"Robert McNair","869","2014","1983","Cogen Technologies","founder","cogeneration","new","77","male","United States","USA","0.0","North America","privatized and resources","2.0","Resource Related","True","Energy","not inherited","True","True" +"Ron Baron","869","2014","1982","Baron Capital Group","founder","investment banking","new","70","male","United States","USA","0.0","North America","self-made finance","2.0","Financial","True","Money Management","not inherited","True","True" +"Roustam Tariko","869","2014","1998","Russian Standard Vodka","founder","liquor","new","51","male","Russia","RUS","0.0","Europe","self-made finance","2.0","Financial","True","Money Management","not inherited","True","True" +"Sam Goi","869","2014","1969","Tee Yih Jia Food Manufacturing","executive chairman","food manufacturing","aquired","65","male","Singapore","SGP","0.0","East Asia","executive","2.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Shen Guojun","869","2014","1988","Intime Retail","chairman","retail","new","51","male","China","CHN","0.0","East Asia","executive","2.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Shin Chang-Jae","869","2014","1958","Kyobo Life Insurance","relation","insurance","new","60","male","South Korea","KOR","0.0","East Asia","inherited","2.0","Financial","True","Hedge funds","father","True","True" +"Sit Kwong Lam","869","2014","1994","Shenzhen Brightoil Group","founder","oil","new","46","male","Hong Kong","HKG","0.0","East Asia","privatized and resources","2.0","Resource Related","True","Energy","not inherited","True","True" +"Sun Weijie","869","2014","1997","Yantai Jereh Oilfield Services Group","founder and chairman","oil exploration equipment","new","50","male","China","CHN","0.0","East Asia","founder non-finance","2.0","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Thomas Siebel","869","2014","1993","Siebel Systems","founder","software","new","61","male","United States","USA","0.0","North America","founder non-finance","2.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Tsai Hong-tu","869","2014","1962","Cathay Life Insurance","relation","financial services","new","61","male","Taiwan","Taiwan","0.0","East Asia","inherited","2.0","Financial","True","Money Management","father","True","True" +"Vyacheslav Kantor","869","2014","1961","Acron Group","president","fertilizers","privatization","60","male","Russia","RUS","0.0","Europe","privatized and resources","2.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Wang Wenxue","869","2014","1998","China Fortune Land Development","chairman","real estate","new","46","male","China","CHN","0.0","East Asia","self-made finance","2.0","Financial","True","Real Estate","not inherited","True","True" +"William Fisher","869","2014","1969","The Gap","relation","clothing ","new","56","male","United States","USA","0.0","North America","inherited","2.0","Traded Sectors","True","Consumer","father","True","True" +"Alex Beard","925","2014","1974","Glencore Xstrata","leadership","mining","new","46","male","United Kingdom","GBR","0.0","Europe","privatized and resources","2.0","Resource Related","True","Mining and metals","not inherited","True","True" +"Henry Samueli","925","2014","1991","Broadcom Corporation","founder","semiconductors","new","59","male","United States","USA","0.0","North America","founder non-finance","2.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Nevaldo Rocha","925","2014","1956","Riachuelo","founder","retail","new","84","male","Brazil","BRA","0.0","Latin America","founder non-finance","2.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"S. Daniel Abraham","925","2014","1940","Slim-Fast","founder","beverages","new","89","male","United States","USA","0.0","North America","founder non-finance","2.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Shin Dong-Bin","925","2014","1948","Lotte Group","relation","retail","new","59","male","South Korea","KOR","0.0","East Asia","inherited","2.0","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Wu Yiling","925","2014","1992","Yiling Pharmaceuticals","founder","pharmaceuticals","new","64","male","China","CHN","0.0","East Asia","founder non-finance","2.0","New Sectors","True","Technology-Medical","not inherited","True","True" +"Alvaro Saieh Bendeck","931","2014","1871","Corpbanca","Chairman","banking","new","64","male","Chile","CHL","0.0","Latin America","self-made finance","1.9","Financial","True","Money Management","not inherited","True","True" +"Andrei Klyamko","931","2014","1995","Smart-Holding","owner","steel","new","52","male","Russia","RUS","0.0","Europe","privatized and resources","1.9","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Andrei Kozitsyn","931","2014","1935","Urals mining and Metals Company","president","mining","privatization","53","male","Russia","RUS","0.0","Europe","privatized and resources","1.9","Resource Related","True","Mining and metals","not inherited","True","True" +"Bob Parsons","931","2014","1997","Go Daddy","founder","internet domain and web hosting","new","63","male","United States","USA","0.0","North America","founder non-finance","1.9","New Sectors","True","Technology-Computer","not inherited","True","True" +"Chandru Raheja","931","2014","1956","K. Raheja Corp","founder","real estate","new","73","male","India","IND","0.0","South Asia","self-made finance","1.9","Financial","True","Real Estate","not inherited","True","True" +"Daniel Roullier","931","2014","1959","Groupe Roullier","founder","fertilizers","new","77","male","France","FRA","0.0","Europe","founder non-finance","1.9","Traded Sectors","True","Consumer","not inherited","True","True" +"David Gottesman","931","2014","1964","First Manhattan","founder","investment banking","new","87","male","United States","USA","0.0","North America","self-made finance","1.9","Financial","True","Diversified financial","not inherited","True","True" +"Donald Sterling","931","2014","1961","Lesser Towers","owner","real estate","new","78","male","United States","USA","0.0","North America","self-made finance","1.9","Financial","True","Real Estate","not inherited","True","True" +"Dulce Pugliese de Godoy Bueno","931","2014","1972","Amil","founder","healthcare management","new","66","female","Brazil","BRA","0.0","Latin America","founder non-finance","1.9","Financial","True","Real Estate","not inherited","True","True" +"Eduardo Eurnekian","931","2014","1988","Corporacion America","founder","airports","new","81","male","Argentina","ARG","0.0","Latin America","self-made finance","1.9","Financial","True","Real Estate","not inherited","True","True" +"Fayez Sarofim","931","2014","1958","Fayez Sarofim & Co","relation","money management","new","85","male","United States","USA","0.0","North America","self-made finance","1.9","Financial","True","Money Management","not inherited","True","True" +"Fritz Draexlmaier","931","2014","1958","Draxlmaier Group","relation","automotive components","new","0","male","Germany","DEU","0.0","Europe","inherited","1.9","Traded Sectors","True","Consumer","father","True","True" +"Fu Meicheng","931","2014","2005","Zhejiang Huace Film & TV","chairman","media","new","56","male","China","CHN","0.0","East Asia","executive","1.9","Non-Traded Sectors","True","Media","not inherited","True","True" +"Hans Melchers","931","2014","1873","HAL Investments","relation","investments","new","75","male","Netherlands","NLD","0.0","Europe","executive","1.9","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Ian Wood","931","2014","1912","Wood Group","relation","oil","new","71","male","United Kingdom","GBR","0.0","Europe","inherited","1.9","Resource Related","True","Energy","father","True","True" +"John Arrillaga","931","2014","1960","","founder","real estate","new","76","male","United States","USA","0.0","North America","self-made finance","1.9","Financial","True","Real Estate","not inherited","True","True" +"John Kapoor","931","2014","1990","INSYS Thereputics","founder","pharmaceuticals","new","70","male","United States","USA","0.0","North America","founder non-finance","1.9","New Sectors","True","Technology-Medical","not inherited","True","True" +"Jonathan Harmsworth","931","2014","1894","Associated Newspapers","relation","media","new","46","male","United Kingdom","GBR","0.0","Europe","inherited","1.9","Non-Traded Sectors","True","Media","4th generation","True","True" +"Lev Kvetnoi","931","2014","1937","Vnukovo Airport","owner","airports","privatization","48","male","Russia","RUS","0.0","Europe","privatized and resources","1.9","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Liao Long-Shing","931","2014","1949","Chang Chun Group","relation","petrochemicals","new","0","male","Taiwan","Taiwan","0.0","East Asia","inherited","1.9","Traded Sectors","True","Non-consumer industrial","father","True","True" +"Lirio Parisotto","931","2014","1988","Geracao Futuro L Par","founder","invetsments","new","60","male","Brazil","BRA","0.0","Latin America","self-made finance","1.9","Financial","True","Diversified financial","not inherited","True","True" +"Michael Klein","931","2014","1957","Casas Bahia","relation","retail","new","63","male","Brazil","BRA","0.0","Latin America","inherited","1.9","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Mikhail Balakin","931","2014","1954","SU-155","chairman","construction","privatization","52","male","Russia","RUS","0.0","Europe","privatized and resources","1.9","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Miloud Chaabi","931","2014","1948","Ynna Holding","founder","hotels and supermarkets","new","85","male","Morocco","MAR","0.0","Middle East/North Africa","self-made finance","1.9","Financial","True","Diversified financial","not inherited","True","True" +"Mo Tianquan","931","2014","2012","SouFun Holdings","founder","internet","new","50","male","China","CHN","0.0","East Asia","founder non-finance","1.9","New Sectors","True","Technology-Computer","not inherited","True","True" +"Mohamed Al Fayed","931","2014","1849","House of Fraser","owner","retail","aquired","85","male","Egypt","EGY","0.0","Middle East/North Africa","executive","1.9","0","True","0","not inherited","True","True" +"Norman Braman","931","2014","1957","Braman Enterprises","founder","retail","new","81","male","United States","USA","0.0","North America","founder non-finance","1.9","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Pat Stryker","931","2014","1941","Stryker Corporation","relation","medical supplies","new","57","female","United States","USA","0.0","North America","inherited","1.9","New Sectors","True","Technology-Medical","3rd generation","True","True" +"Richard Li","931","2014","1971","Cheung Kong","relation","real estate","new","47","male","Hong Kong","HKG","0.0","East Asia","inherited","1.9","Non-Traded Sectors","True","Media","father","True","True" +"Robert Duggan","931","2014","1991","Pharmacyclics","investor","pharmaceuticals","aquired","69","male","United States","USA","0.0","North America","executive","1.9","New Sectors","True","Technology-Medical","not inherited","True","True" +"Ronald Southern","931","2014","1947","ATCO","founder","logistics","new","83","male","Canada","CAN","0.0","North America","privatized and resources","1.9","energy","True","Real Estate","not inherited","True","True" +"Rubens Ometto Silveira Mello","931","2014","1936","Cosan","chairman","ethanol","aquired","64","male","Brazil","BRA","0.0","Latin America","privatized and resources","1.9","Resource Related","True","Energy","not inherited","True","True" +"Sid Bass","931","2014","1919","Sid Richardson Gasoline Co","relation","oil","new","71","male","United States","USA","0.0","North America","inherited","1.9","Resource Related","True","Energy","father","True","True" +"Song Zuowen","931","2014","1978","Nanshan Group","founder","property, textile manufacturing","new","66","male","China","CHN","0.0","East Asia","privatized and resources","1.9","Financial","True","Diversified financial","not inherited","True","True" +"Subhash Chandra","931","2014","1976","Essel Group","founder","media","new","63","male","India","IND","0.0","South Asia","founder non-finance","1.9","Non-Traded Sectors","True","Media","not inherited","True","True" +"Sulaiman Al Rajhi","931","2014","1957","Al Rajhi bank","founder","Banking","new","94","male","Saudi Arabia","SAU","0.0","Middle East/North Africa","self-made finance","1.9","Financial","True","Money Management","not inherited","True","True" +"Tseng Shin-Yi","931","2014","1949","Chang Chun Group","founder","petrochemicals","new","86","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","1.9","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Wei Ing-Chou","931","2014","1991","Tingyi","founder","beverages and food","new","61","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","1.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Wei Yin-Chun","931","2014","1991","Tingyi","founder","beverages and food","new","57","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","1.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Wei Ying-Chiao","931","2014","1991","Tingyi","founder","beverages and food","new","59","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","1.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Wei Yin-Heng","931","2014","1991","Tingyi","founder","beverages and food","new","55","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","1.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Wolfgang Leitner","931","2014","1852","Andritz AG","president and ceo","processing machinary","new","60","male","Austria","AUT","0.0","Europe","executive","1.9","0","True","Other","not inherited","True","True" +"Ajay Kalsi","973","2014","1998","Indusgas","founder","gas","new","53","male","India","IND","0.0","South Asia","privatized and resources","1.9","Resource Related","True","Energy","not inherited","True","True" +"Ayman Asfari","973","2014","1981","Petrofac","Chief Executive","petrochemicals","new","55","male","United Kingdom","GBR","0.0","Europe","privatized and resources","1.9","Resource Related","True","Energy","not inherited","True","True" +"Diego Della Valle","973","2014","1920","Tod's","relation","leather","new","60","male","Italy","ITA","0.0","Europe","executive","1.9","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Hans-Werner Hector","973","2014","1972","SAP AG","founder","software","new","74","male","Germany","DEU","0.0","Europe","founder non-finance","1.9","New Sectors","True","Technology-Computer","not inherited","True","True" +"Kavitark Ram Shriram","973","2014","1998","Google","investor","venture capitalist","new","57","male","United States","USA","0.0","North America","self-made finance","1.9","Financial","True","Venture Capital","not inherited","True","True" +"Li Shufu","973","2014","1986","Geely Automobile","founder","automobiles","new","50","male","China","CHN","0.0","East Asia","founder non-finance","1.9","Traded Sectors","True","Consumer","not inherited","True","True" +"Li Zhongchu","973","2014","1995","Beijing Shiji Information Technology","founder","software","new","50","male","China","CHN","0.0","East Asia","founder non-finance","1.9","New Sectors","True","Technology-Computer","not inherited","True","True" +"Marc Ladreit de Lacharriere","973","2014","1991","FIMALAC","founder and CEO","financial services","new","73","male","France","FRA","0.0","Europe","self-made finance","1.9","Financial","True","Money Management","not inherited","True","True" +"Mitchell Goldhar","973","2014","1990","SmartCenters","owner","real estate","new","52","male","Canada","CAN","0.0","North America","self-made finance","1.9","Financial","True","Real Estate","not inherited","True","True" +"Rahul Bajaj","973","2014","1926","Bajaj Group","relation","automobiles","new","75","male","India","IND","0.0","South Asia","inherited","1.9","Traded Sectors","True","Consumer","3rd generation","True","True" +"Stewart Rahr","973","2014","1944","Kinray Inc","relation","pharmaceuticals","new","68","male","United States","USA","0.0","North America","executive","1.9","New Sectors","True","Technology-Medical","not inherited","True","True" +"Sun Piaoyang","973","2014","1970","Jiangsu Hengrui Medicine","chairman","pharmaceuticals","new","55","male","China","CHN","0.0","East Asia","executive","1.9","New Sectors","True","Technology-Medical","not inherited","True","True" +"Suna Kirac","973","2014","1926","Koc Holding","relation","energy, retail, manufacturing","new","72","female","Turkey","TUR","0.0","Middle East/North Africa","inherited","1.9","Financial","True","Diversified financial","3rd generation","True","True" +"Tahir family","973","2014","1986","Mayapada Group","founder","banking and real estate","new","61","male","Indonesia","IDN","0.0","East Asia","self-made finance","1.9","Financial","True","Diversified financial","not inherited","True","True" +"Theodore Rachmat","973","2014","1998","Triputra Group","founder","palm oil, mining","new","70","male","Indonesia","IDN","0.0","East Asia","self-made finance","1.9","Financial","True","Diversified financial","not inherited","True","True" +"Aras Agalarov","988","2014","1998","Crocus International","founder","trade fairs","new","58","male","Russia","RUS","0.0","Europe","self-made finance","1.8","Financial","True","Real Estate","not inherited","True","True" +"Arthur Blank","988","2014","1979","Home Depot","founder","retail","new","71","male","United States","USA","0.0","North America","founder non-finance","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Carlos Rodriguez-Pastor","988","2014","1994","Interbank Group","owner","banking","privatization","54","male","Peru","PER","0.0","Latin America","privatized and resources","1.8","Financial","True","Money Management","not inherited","True","True" +"Chao Teng-Hsiung","988","2014","1969","Farglory Land","founder","real estate","new","70","male","Taiwan","Taiwan","0.0","East Asia","self-made finance","1.8","Financial","True","Real Estate","not inherited","True","True" +"Che Fengsheng","988","2014","2001","Sihuan Pharmaceutical","founder","pharmaceuticals","new","51","male","China","CHN","0.0","East Asia","founder non-finance","1.8","New Sectors","True","Technology-Medical","not inherited","True","True" +"Chen Jinxia","988","2014","1994","Hunan Yongjin Group","relation","pharmaceuticals","new","45","female","China","CHN","0.0","East Asia","inherited","1.8","Financial","True","Diversified financial","spouse/widow","True","True" +"Chu Lam Yiu","988","2014","1990","Huabao International Holdings","founder and chairwoman","flavorings","new","44","female","Hong Kong","HKG","0.0","East Asia","founder non-finance","1.8","Traded Sectors","True","Consumer","not inherited","True","True" +"Craig McCaw","988","2014","1987","McCaw Cellular","founder","cell phones","new","64","male","United States","USA","0.0","North America","founder non-finance","1.8","Non-Traded Sectors","True","Media","not inherited","True","True" +"David Chow","988","2014","1997","Macau Legend","Chairman and Chief Executive Officer","casinos","new","64","male","Macau","MAC","0.0","East Asia","self-made finance","1.8","Financial","True","Real Estate","not inherited","True","True" +"Dinara Kulibaeva","988","2014","1923","Halyk Bank","owner","banking","privatization","46","female","Kazakhstan","KAZ","0.0","South Asia","privatized and resources","1.8","Financial","True","Money Management","not inherited","True","True" +"Elisabeth Badinter","988","2014","1926","Publicis Groupe","relation","advertising","new","70","female","France","FRA","0.0","Europe","inherited","1.8","Non-Traded Sectors","True","Media","father","True","True" +"Eric Lefkofsky","988","2014","2008","Groupon","founder","internet companies","new","44","male","United States","USA","0.0","North America","founder non-finance","1.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Filiz Sahenk","988","2014","1951","Dogus Holding","relation","construction,banking","new","47","female","Turkey","TUR","0.0","Middle East/North Africa","inherited","1.8","Financial","True","Money Management","father","True","True" +"Gary Magness","988","2014","1968","TCI","relation","cable","new","60","male","United States","USA","0.0","North America","inherited","1.8","Non-Traded Sectors","True","Media","father","True","True" +"Gil Shwed","988","2014","1993","Check Point","founder","software","new","46","male","Israel","ISR","0.0","Middle East/North Africa","founder non-finance","1.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Glen Taylor","988","2014","1975","Taylor Corporation","founder","printing and electronics","aquired","72","male","United States","USA","0.0","North America","founder non-finance","1.8","Non-Traded Sectors","True","Media","not inherited","True","True" +"Glenn Dubin","988","2014","1992","Highbridge Capital Management","founder","hedge funds","new","56","male","United States","USA","0.0","North America","self-made finance","1.8","Financial","True","Hedge funds","not inherited","True","True" +"Guenther Lehmann","988","2014","1973","Drogeriemarkt","owner","retail","new","0","male","Germany","DEU","0.0","Europe","executive","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"H. Ross Perot, Jr.","988","2014","1962","Electronic Data Systems","relation","data processing","new","55","male","United States","USA","0.0","North America","inherited","1.8","New Sectors","True","Technology-Computer","father","True","True" +"Irwin Jacobs","988","2014","1985","Qualcomm","founder","software","new","80","male","United States","USA","0.0","North America","founder non-finance","1.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Jaime Botin","988","2014","1857","Banco Santander","relation","banking","new","77","male","Spain","ESP","0.0","Europe","inherited","1.8","Financial","True","Money Management","3rd generation","True","True" +"Jennifer Pritzker","988","2014","1957","Hyatt","relation","hotels","aquired","62","female","United States","USA","0.0","North America","inherited","1.8","Financial","True","Real Estate","father","True","True" +"Jonathan Nelson","988","2014","1989","Providence Equity Partners","founder","private equity","new","57","male","United States","USA","0.0","North America","self-made finance","1.8","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Kenneth Feld","988","2014","1967","Feld Entertainment","relation","entertainment","aquired","65","male","United States","USA","0.0","North America","inherited","1.8","Non-Traded Sectors","True","Media","father","True","True" +"Lim Oon Kuin","988","2014","1963","Hin Leong Trading","founder","oil trading","new","70","male","Singapore","SGP","0.0","East Asia","privatized and resources","1.8","Resource Related","True","Energy","not inherited","True","True" +"Linda Pritzker","988","2014","1957","Hyatt","relation","hotels","aquired","60","female","United States","USA","0.0","North America","inherited","1.8","Financial","True","Real Estate","father","True","True" +"Liu Baolin","988","2014","1985","Jointown Pharmaceutical Group","chairman","pharmaceuticals","new","60","male","China","CHN","0.0","East Asia","executive","1.8","New Sectors","True","Technology-Medical","not inherited","True","True" +"Lutz Mario Helmig","988","2014","1987","Helios Hospital Group","founder","hospitals","new","67","male","Germany","DEU","0.0","Europe","founder non-finance","1.8","New Sectors","True","Technology-Medical","not inherited","True","True" +"M.A. Yusuff Ali","988","2014","1973","EMKE Group (Lulu Hypermarket)","relation","groceries","new","58","male","India","IND","0.0","South Asia","executive","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Neal Patterson","988","2014","1979","Cerner Corporation","founder","healthcare IT","new","64","male","United States","USA","0.0","North America","founder non-finance","1.8","New Sectors","True","Technology-Medical","not inherited","True","True" +"Nikolai Tsvetkov","988","2014","1993","Financial Corporation Uralsib","founder","banking","new","53","male","Russia","RUS","0.0","Europe","self-made finance","1.8","Financial","True","Money Management","not inherited","True","True" +"Polys Haji-Ioannou","988","2014","1995","EasyJet","owner","airplanes","new","55","male","Cyprus","CYP","0.0","Europe","executive","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Ravi Pillai","988","2014","1979","RP Group","chairman","construction","new","60","male","India","IND","0.0","South Asia","executive","1.8","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Rishad Naoroji","988","2014","1897","Godrej Group","relation","security","new","62","male","India","IND","0.0","South Asia","inherited","1.8","Traded Sectors","True","Consumer","3rd generation","True","True" +"Roberto Hernandez Ramirez","988","2014","1884","Banamex","former CEO","banking","aquired","71","male","Mexico","MEX","0.0","Latin America","self-made finance","1.8","Financial","True","Money Management","not inherited","True","True" +"Ronald Wanek","988","2014","1970","Ashley Furniture","founder","furniture","aquired","72","male","United States","USA","0.0","North America","founder non-finance","1.8","Traded Sectors","True","Consumer","not inherited","True","True" +"Stanley Perron","988","2014","1959","Hancock Prospecting","investor","mining","new","91","male","Australia","AUS","0.0","North America","self-made finance","1.8","Financial","True","Real Estate","not inherited","True","True" +"Sunny Varkey","988","2014","1959","GEMS Education","chairman","education","new","56","male","India","IND","0.0","South Asia","executive","1.8","0","True","Other","not inherited","True","True" +"Susan Hirt Hagen","988","2014","1925","Erie Indemnity","relation","insurance","new","77","female","United States","USA","0.0","North America","inherited","1.8","Financial","True","Money Management","father","True","True" +"Thomas Meyer","988","2014","1984","Desigual","founder","apparel retail","new","0","male","Switzerland","CHE","0.0","Europe","founder non-finance","1.8","Traded Sectors","True","Consumer","not inherited","True","True" +"Timur Kulibaev","988","2014","1923","Halyk Bank","owner","banking","privatization","47","male","Kazakhstan","KAZ","0.0","South Asia","privatized and resources","1.8","Financial","True","Money Management","not inherited","True","True" +"Tiong Hiew King","988","2014","1976","Rimbunan Hijau Group","founder","timber","new","78","male","Malaysia","MYS","0.0","East Asia","privatized and resources","1.8","Resource Related","True","Mining and metals","not inherited","True","True" +"Tsai Cheng-da","988","2014","1962","Cathay Life Insurance","relation","financial services","new","0","male","Taiwan","Taiwan","0.0","East Asia","inherited","1.8","Financial","True","Money Management","father","True","True" +"Wu Guangming","988","2014","1998","Jiangsu Yuyue Medical Equipment and Supply","founder","medical equipment","new","52","male","China","CHN","0.0","East Asia","founder non-finance","1.8","New Sectors","True","Technology-Medical","not inherited","True","True" +"Yasseen Mansour","988","2014","1952","Mansour Group","relation","automobiles","new","52","male","Egypt","EGY","0.0","Middle East/North Africa","inherited","1.8","Financial","True","Diversified financial","father","True","True" +"Yuri Milner","988","2014","1999","Digital Sky Technologies (Mail.ru)","founder","venture capitalist","new","52","male","Russia","RUS","0.0","Europe","founder non-finance","1.8","New Sectors","True","Technology-Computer","not inherited","True","True" +"Zhang Zhirong","988","2014","2005","China Rongsheng","CEO","shipbuilding","new","45","male","Hong Kong","HKG","0.0","East Asia","executive","1.8","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Zhu Xingliang","988","2014","1994","Suzhou Gold Mantis","investor","construction","new","54","male","China","CHN","0.0","East Asia","executive","1.8","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Alain Bouchard","1036","2014","1980","Alimentation Couche-Tard","founder","retail","new","64","male","Canada","CAN","0.0","North America","founder non-finance","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Bill Adderley","1036","2014","1979","Dunelm","founder","furniture","new","66","male","United Kingdom","GBR","0.0","Europe","founder non-finance","1.8","Traded Sectors","True","Consumer","not inherited","True","True" +"David Nahmad","1036","2014","1960","","founder","art dealing","new","66","male","Monaco","MCO","0.0","Europe","founder non-finance","1.8","0","True","Other","not inherited","True","True" +"Gerald Schwartz","1036","2014","1983","Onex Corporation","founder","private equity","new","72","male","Canada","CAN","0.0","North America","self-made finance","1.8","Financial","True","Money Management","not inherited","True","True" +"Jayme Garfinkel","1036","2014","1945","Porto Seguro Seguros","Chairman and Chief Executive Officer","insurance","new","67","male","Brazil","BRA","0.0","Latin America","inherited","1.8","Financial","True","Money Management","father","True","True" +"John Brown","1036","2014","1941","Stryker Corporation","Chairman","medical supplies","new","79","male","United States","USA","0.0","North America","executive","1.8","New Sectors","True","Technology-Medical","not inherited","True","True" +"Judy Love","1036","2014","1964","Love's Travel Stops & Country Stores","founder","truck stops","new","0","female","United States","USA","0.0","North America","founder non-finance","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Lynda Resnick","1036","2014","1934","Teleflora, Pistachios, POM, Fij","owner","agriculture","aquired","0","female","United States","USA","0.0","North America","executive","1.8","Traded Sectors","True","Consumer","not inherited","True","True" +"Marian Ilitch","1036","2014","1959","Little Ceasers Pizza","founder","restaurant","new","0","female","United States","USA","0.0","North America","founder non-finance","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Michael Hintze","1036","2014","1999","CQS","founder","hedge funds","new","60","male","Australia","AUS","0.0","North America","self-made finance","1.8","Financial","True","Diversified financial","not inherited","True","True" +"Michael Ilitch","1036","2014","1959","Little Ceasers Pizza","founder","restaurant","new","0","male","United States","USA","0.0","North America","founder non-finance","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Murdaya Poo","1036","2014","1988","Central Cipta Murdaya","founder","timber, plantations","new","73","male","Indonesia","IDN","0.0","East Asia","privatized and resources","1.8","Financial","True","Diversified financial","not inherited","True","True" +"Prasert Prasarttong-Osoth","1036","2014","1969","Bangkok Dusit Medical Services","founder","hospitals","new","80","male","Thailand","THA","0.0","East Asia","self-made finance","1.8","Financial","True","Real Estate","not inherited","True","True" +"Shin Dong-Joo","1036","2014","1948","Lotte Group","relation","retail","new","60","male","South Korea","KOR","0.0","East Asia","inherited","1.8","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Stewart Resnick","1036","2014","1934","Teleflora, Pistachios, POM, Fij","owner","agriculture","aquired","0","male","United States","USA","0.0","North America","executive","1.8","Traded Sectors","True","Consumer","not inherited","True","True" +"Tom Love","1036","2014","1964","Love's Travel Stops & Country Stores","founder","truck stops","new","0","male","United States","USA","0.0","North America","founder non-finance","1.8","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Alexander Machkevich","1046","2014","1994","Eurasion natural Resources Corporation","founder","metals","new","60","male","Israel","ISR","0.0","Middle East/North Africa","privatized and resources","1.7","Resource Related","True","Mining and metals","not inherited","True","True" +"Alijan Ibragimov","1046","2014","1994","Eurasion natural Resources Corporation","founder","metals","new","60","male","Kazakhstan","KAZ","0.0","South Asia","privatized and resources","1.7","Resource Related","True","Mining and metals","not inherited","True","True" +"Andrei Kosogov","1046","2014","1989","Alfa Group","supervisory board or directors","oil","new","52","male","Russia","RUS","0.0","Europe","privatized and resources","1.7","Resource Related","True","Energy","not inherited","True","True" +"Arkady Volozh","1046","2014","1997","Yandex","founder","internet","new","50","male","Russia","RUS","0.0","Europe","founder non-finance","1.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Boris Rotenberg","1046","2014","1930","SGM Group, Mostotrest, TPS Avia","owner","construction","new, privitization","57","male","Russia","RUS","0.0","Europe","privatized and resources","1.7","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Chung Mong-Joon","1046","2014","1967","Hyundai","relation","cars","new","62","male","South Korea","KOR","0.0","East Asia","inherited","1.7","Traded Sectors","True","Consumer","father","True","True" +"Gabriel Escarrer","1046","2014","1956","Melia Hotels International","founder","hotels","new","79","male","Spain","ESP","0.0","Europe","founder non-finance","1.7","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Gavril Yushvaev","1046","2014","1992","Wimm-Bill-Dann","owner","dairy","new","56","male","Russia","RUS","0.0","Europe","privatized and resources","1.7","Resource Related","True","Mining and metals","not inherited","True","True" +"Huang Bingwen","1046","2014","1983","Shantou Dongfeng Printing","founder","printing","new","60","male","Australia","AUS","0.0","North America","founder non-finance","1.7","Non-Traded Sectors","True","Media","not inherited","True","True" +"Huang Li","1046","2014","1999","Wuhan Guide Infrared","founder","electronics","new","50","male","China","CHN","0.0","East Asia","founder non-finance","1.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Huang Wei","1046","2014","1993","Xinhu Zhongbao","president","real estate","new","54","male","China","CHN","0.0","East Asia","self-made finance","1.7","Financial","True","Real Estate","not inherited","True","True" +"Igor Altushkin","1046","2014","1997","Russian Copper Company","founder","metals","new","43","male","Russia","RUS","0.0","Europe","privatized and resources","1.7","Resource Related","True","Mining and metals","not inherited","True","True" +"Jeffrey Lorberbaum","1046","2014","1875","Mohawk Industries","Chairman and Chief Executive Officer","flooring","aquired","59","male","United States","USA","0.0","North America","executive","1.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Joop van den Ende","1046","2014","1993","Endemol","founder","media","new","72","male","Netherlands","NLD","0.0","Europe","founder non-finance","1.7","Non-Traded Sectors","True","Media","not inherited","True","True" +"Katsumi Tada","1046","2014","1974","Daito Trust Construction","founder","real estate","new","68","male","Japan","JPN","0.0","East Asia","self-made finance","1.7","Financial","True","Real Estate","not inherited","True","True" +"Kerry Stokes","1046","2014","1958","Seven Canberra","investor","media","aquired","73","male","Australia","AUS","0.0","North America","executive","1.7","Non-Traded Sectors","True","Media","not inherited","True","True" +"Lee Joong-Keun","1046","2014","1983","Booyoung Group","founder","construction","new","73","male","South Korea","KOR","0.0","East Asia","founder non-finance","1.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Lee Myung-Hee","1046","2014","1930","Shinsegae Group","relation","electronics","subsidiary","70","female","South Korea","KOR","0.0","East Asia","inherited","1.7","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Lin Xiucheng","1046","2014","2000","San'an Electronics","chairman","electronics","new","58","male","China","CHN","0.0","East Asia","executive","1.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Marc Lasry","1046","2014","1995","Avenue Capital Group","founder","hedge funds","new","53","male","United States","USA","0.0","North America","self-made finance","1.7","Financial","True","Hedge funds","not inherited","True","True" +"Martua Sitorus","1046","2014","1991","Wilmar International","founder","palm oil","new","54","male","Indonesia","IDN","0.0","East Asia","privatized and resources","1.7","Resource Related","True","Mining and metals","not inherited","True","True" +"N.R. Narayana Murthy","1046","2014","1981","Infosys","founder","software","new","67","male","India","IND","0.0","South Asia","founder non-finance","1.7","New Sectors","True","Technology-Computer","not inherited","True","True" +"Patokh Chodiev","1046","2014","1994","Eurasion natural Resources Corporation","founder","metals","new","61","male","Belgium","BEL","0.0","Europe","privatized and resources","1.7","Resource Related","True","Mining and metals","not inherited","True","True" +"Peter Peterson","1046","2014","1985","Blackstone Group","founder","private equity","new","87","male","United States","USA","0.0","North America","self-made finance","1.7","Financial","True","Money Management","not inherited","True","True" +"Pier Luigi Loro Piana","1046","2014","1924","Loro Piana","relation","clothing","new","62","male","Italy","ITA","0.0","Europe","inherited","1.7","Traded Sectors","True","Consumer","3rd generation","True","True" +"Ralph Sonnenberg","1046","2014","1919","Hunter Douglas Group","relation","architectural products","new","79","male","Netherlands","NLD","0.0","Europe","inherited","1.7","Traded Sectors","True","Consumer","father","True","True" +"Rolf Gerling","1046","2014","1904","Gerling Konzern","relation","insurance","new","59","male","Germany","DEU","0.0","Europe","inherited","1.7","Financial","True","Money Management","father","True","True" +"Shao Genhuo","1046","2014","1994","DBN Group","founder","agribusiness","new","48","male","China","CHN","0.0","East Asia","founder non-finance","1.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Thomas Secunda","1046","2014","1981","Bloomberg","founder"," finance"," new","59","male","United States","USA","0.0","North America","founder non-finance","1.7","Non-Traded Sectors","True","Media","not inherited","True","True" +"Tony Tan Caktiong","1046","2014","1978","Jollibee","founder","restaurant","new","61","male","Philippines","PHL","0.0","East Asia","founder non-finance","1.7","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Wang Junmin","1046","2014","2000","Haisco Pharmaceutical Group","founder","pharmaceuticals","new","45","male","China","CHN","0.0","East Asia","founder non-finance","1.7","New Sectors","True","Technology-Medical","not inherited","True","True" +"Zhang Hongwei","1046","2014","2007","United Energy Group","chairman","oil","new","59","male","China","CHN","0.0","East Asia","self-made finance","1.7","Financial","True","Diversified financial","not inherited","True","True" +"Alfred Oetker","1078","2014","1891","Oetker-Gruppe","relation","retail","new","47","male","Germany","DEU","0.0","Europe","inherited","1.7","Traded Sectors","True","Consumer","4th generation","True","True" +"August Oetker","1078","2014","1891","Oetker-Gruppe","relation","retail","new","69","male","Germany","DEU","0.0","Europe","inherited","1.7","Traded Sectors","True","Consumer","4th generation","True","True" +"Bergit Douglas","1078","2014","1891","Oetker-Gruppe","relation","retail","new","67","female","Germany","DEU","0.0","Europe","inherited","1.7","Traded Sectors","True","Consumer","4th generation","True","True" +"Carl Ferdinand Oetker","1078","2014","1891","Oetker-Gruppe","relation","retail","new","41","male","Germany","DEU","0.0","Europe","inherited","1.7","Traded Sectors","True","Consumer","4th generation","True","True" +"Christian Oetker","1078","2014","1891","Oetker-Gruppe","relation","retail","new","65","male","Germany","DEU","0.0","Europe","inherited","1.7","Traded Sectors","True","Consumer","4th generation","True","True" +"Domenico Dolce","1078","2014","1987","Dolce & Gabbana","founder","fashion","new","55","male","Italy","ITA","0.0","Europe","founder non-finance","1.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Edgar de Picciotto","1078","2014","1969","Union Bancaire Privee","founder","banking","new","84","male","Switzerland","CHE","0.0","Europe","self-made finance","1.7","Financial","True","Money Management","not inherited","True","True" +"Hoang Kieu","1078","2014","1980","RAAS","founder","pharmaceuticals","new","69","male","United States","USA","0.0","North America","founder non-finance","1.7","New Sectors","True","Technology-Medical","not inherited","True","True" +"Julia Oetker","1078","2014","1891","Oetker-Gruppe","relation","retail","new","35","female","Germany","DEU","0.0","Europe","inherited","1.7","Traded Sectors","True","Consumer","4th generation","True","True" +"Nelson Peltz","1078","2014","2005","Trian Fund Management","founder","investment banking","new","71","male","United States","USA","0.0","North America","self-made finance","1.7","Financial","True","Diversified financial","not inherited","True","True" +"Richard Oetker","1078","2014","1891","Oetker-Gruppe","relation","retail","new","63","male","Germany","DEU","0.0","Europe","inherited","1.7","Traded Sectors","True","Consumer","4th generation","True","True" +"Rosely Schweizer","1078","2014","1891","Oetker-Gruppe","relation","retail","new","73","female","Germany","DEU","0.0","Europe","inherited","1.7","Traded Sectors","True","Consumer","4th generation","True","True" +"Stefano Gabbana","1078","2014","1987","Dolce & Gabbana","founder","fashion","new","51","male","Italy","ITA","0.0","Europe","founder non-finance","1.7","Traded Sectors","True","Consumer","not inherited","True","True" +"Vladimir Kim","1078","2014","1930","Kazkhmys","investor","mining","privatization","53","male","Kazakhstan","KAZ","0.0","South Asia","privatized and resources","1.7","Resource Related","True","Mining and metals","not inherited","True","True" +"Achmad Hamami","1092","2014","1980","Trakindo Utama","founder","heavy equipment","new","83","male","Indonesia","IDN","0.0","East Asia","founder non-finance","1.6","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Alan Howard","1092","2014","2002","Brevan Howard Asset Management","founder","hedge funds","new","50","male","United Kingdom","GBR","0.0","Europe","self-made finance","1.6","Financial","True","Hedge funds","not inherited","True","True" +"Albert von Thurn und Taxis","1092","2014","1615","von Thurn and Taxis family","relation","postal service, beverages","new","30","male","Germany","DEU","0.0","Europe","inherited","1.6","Financial","True","Diversified financial","5th generation or longer","True","True" +"Alfred James Clark","1092","2014","1906","Clark Enterprises","chairman","construction","aquired","86","male","United States","USA","0.0","North America","executive","1.6","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Andrea Della Valle","1092","2014","1920","Tod's","relation","leather","new","48","male","Italy","ITA","0.0","Europe","executive","1.6","Traded Sectors","True","Consumer","not inherited","True","True" +"Cao Kejian","1092","2014","1956","Zhejiang Kaishan Compressor","chairman","air compressors","privatization","51","male","China","CHN","0.0","East Asia","privatized and resources","1.6","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Chase Coleman, III.","1092","2014","2000","Tiger Global Management","founder","hedge funds","new","38","male","United States","USA","0.0","North America","self-made finance","1.6","Financial","True","Hedge funds","not inherited","True","True" +"D. Leopoldo Del Pino y Calvo-Sotelo","1092","2014","1952","Ferrovial","relation","construction","new","52","male","Spain","ESP","0.0","Europe","inherited","1.6","Non-Traded Sectors","True","Constrution","father","True","True" +"David Einhorn","1092","2014","1996","Greenlight Capital","founder","hedge funds","new","45","male","United States","USA","0.0","North America","self-made finance","1.6","Financial","True","Hedge funds","not inherited","True","True" +"Denise Coates","1092","2014","2000","Bet365","founder","gambing","new","46","female","United Kingdom","GBR","0.0","Europe","founder non-finance","1.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Don Hankey","1092","2014","1954","Hankey Group","founder","cars, finance","aquired","70","male","United States","USA","0.0","North America","self-made finance","1.6","Financial","True","Money Management","not inherited","True","True" +"Gao Dekang","1092","2014","1975","Bosideng International","chairman","apparel retail","new","62","male","China","CHN","0.0","East Asia","executive","1.6","Traded Sectors","True","Consumer","not inherited","True","True" +"Gary Burrell","1092","2014","1989","Garmin","founder","GPS technology","new","76","male","United States","USA","0.0","North America","founder non-finance","1.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Gu Wei","1092","2014","2005","Shenzhen MTC","chairman","electronics","new","49","male","China","CHN","0.0","East Asia","executive","1.6","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Hamilton James","1092","2014","1985","Blackstone Group","president","hedge funds","new","62","male","United States","USA","0.0","North America","self-made finance","1.6","Financial","True","Money Management","not inherited","True","True" +"Huang Shaowu","1092","2014","1998","Shenzhen Aisidi","founder","retail","new","43","male","China","CHN","0.0","East Asia","founder non-finance","1.6","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"James Irsay","1092","2014","1953","Indianapolis Colts","relation","sports team","aquired","54","male","United States","USA","0.0","North America","inherited","1.6","0","True","Other","father","True","True" +"Jim Justice, II.","1092","2014","1971","Bluestone Industries","relation","coal","new","62","male","United States","USA","0.0","North America","inherited","1.6","Resource Related","True","Mining and metals","father","True","True" +"Joe Jamail, Jr.","1092","2014","1987","","lawyer","lawsuits","","88","male","United States","USA","0.0","North America","executive","1.6","0","True","Other","not inherited","True","True" +"Jon Stryker","1092","2014","1941","Stryker Corporation","relation","medical supplies","new","55","male","United States","USA","0.0","North America","inherited","1.6","New Sectors","True","Technology-Medical","3rd generation","True","True" +"Joyce Raley Teel","1092","2014","1935","Raley's","relation","groceries","new","83","female","United States","USA","0.0","North America","inherited","1.6","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Julio Bozano","1092","2014","1960","Banco Bozano Simonsen","founder","banking","new","78","male","Brazil","BRA","0.0","Latin America","self-made finance","1.6","Financial","True","Money Management","not inherited","True","True" +"Karel Komarek","1092","2014","1995","KKCG Group","founder","oil and gas","new","44","male","Czech Republic","CZE","0.0","Europe","privatized and resources","1.6","Resource Related","True","Energy","not inherited","True","True" +"Lee Jay-Hyun","1092","2014","1953","CJ Group","relation","food, entertainment","subsidiary","53","male","South Korea","KOR","0.0","East Asia","inherited","1.6","Non-Traded Sectors","True","Media","3rd generation","True","True" +"Liang Xinjun","1092","2014","1992","Fosun Group","founder","investment","new","46","male","China","CHN","0.0","East Asia","self-made finance","1.6","Financial","True","Diversified financial","not inherited","True","True" +"Louis Bacon","1092","2014","1989","Moore Capital Management","founder","hedge funds","new","55","male","United States","USA","0.0","North America","self-made finance","1.6","Financial","True","Hedge funds","not inherited","True","True" +"Mangal Prabhat Lodha","1092","2014","1980","Lodha Group","founder","real estate","new","58","male","India","IND","0.0","South Asia","self-made finance","1.6","Financial","True","Real Estate","not inherited","True","True" +"Mario Gabelli","1092","2014","1977","Gabelli Asset Management Company","founder","asset management","new","71","male","United States","USA","0.0","North America","self-made finance","1.6","Financial","True","Money Management","not inherited","True","True" +"Mehmet Sinan Tara","1092","2014","1957","Enka insaat ve Sanayi","relation","construction","new","55","male","Turkey","TUR","0.0","Middle East/North Africa","inherited","1.6","Non-Traded Sectors","True","Constrution","father","True","True" +"Patrick Ryan","1092","2014","1982","Aon Corporation","founder","risk management","new","76","male","United States","USA","0.0","North America","self-made finance","1.6","Financial","True","Money Management","not inherited","True","True" +"Pham Nhat Vuong","1092","2014","1993","Vingroup","founder","real estate","new","45","male","Vietnam","VNM","0.0","East Asia","self-made finance","1.6","Financial","True","Real Estate","not inherited","True","True" +"Phillip Ragon","1092","2014","1978","InterSystems","founder","software","new","64","male","United States","USA","0.0","North America","founder non-finance","1.6","New Sectors","True","Technology-Medical","not inherited","True","True" +"Pierre Papillaud","1092","2014","1990","Roxane","founder","bottled water","new","78","male","France","FRA","0.0","Europe","privatized and resources","1.6","Resource Related","True","Mining and metals","not inherited","True","True" +"Pollyanna Chu","1092","2014","1992","Kingston Financial","founder","investment","new","56","female","Hong Kong","HKG","0.0","East Asia","self-made finance","1.6","Financial","True","Money Management","not inherited","True","True" +"Ray Davis","1092","2014","1995","Energy Transfer Partners","ceo","gas pipeline","aquired","72","male","United States","USA","0.0","North America","executive","1.6","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Richard Elman","1092","2014","1989","Noble Group","chairman","commodities","new","74","male","United Kingdom","GBR","0.0","Europe","privatized and resources","1.6","Resource Related","True","Mining and metals","not inherited","True","True" +"Robert Miller UK","1092","2014","1963","Duty Free Shopping","founder","retail","new","76","male","United Kingdom","GBR","0.0","Europe","founder non-finance","1.6","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Roberto Angelini Rossi","1092","2014","1955","Angelini Group","relation","forestry and mining","new","65","male","Chile","CHL","0.0","Latin America","inherited","1.6","Resource Related","True","Mining and metals","father","True","True" +"Scott Cook","1092","2014","1983","Intuit","founder","software","new","61","male","United States","USA","0.0","North America","founder non-finance","1.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Simonpietro Salini","1092","2014","1936","Salini Impregilo","relation","construction","new","81","male","Italy","ITA","0.0","Europe","inherited","1.6","Non-Traded Sectors","True","Constrution","father","True","True" +"Stephen Jarislowsky","1092","2014","1955","Jarislowsky Fraser Limited","founder","investment mangagment","new","88","male","Canada","CAN","0.0","North America","self-made finance","1.6","Financial","True","Money Management","not inherited","True","True" +"Suhon Lin","1092","2014","1949","Chang Chun Group","founder","petrochemicals","new","86","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","1.6","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Thaksin Shinawatra","1092","2014","1986","Advanced Info Service","founder","mobile phones","new","64","male","Thailand","THA","0.0","East Asia","privatized and resources","1.6","Financial","True","Diversified financial","not inherited","True","True" +"Tsai Ming-Kai","1092","2014","1997","MediaTek","ceo","semiconductors","new","63","male","Taiwan","Taiwan","0.0","East Asia","executive","1.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Venugopal Dhoot","1092","2014","1979","Videocon Electronics","relation","television","new","62","male","India","IND","0.0","South Asia","inherited","1.6","New Sectors","True","Technology-Computer","father","True","True" +"Vincent Tan","1092","2014","1985","Berjaya Corporation Berhad","founder","gambing","privatization","62","male","Malaysia","MYS","0.0","East Asia","privatized and resources","1.6","Financial","True","Diversified financial","not inherited","True","True" +"Wen Jianping","1092","2014","2001","Beijing Originwater Technology","founder","sewage treatment","new","52","male","China","CHN","0.0","East Asia","founder non-finance","1.6","0","True","Other","not inherited","True","True" +"Wong Luen Hei","1092","2014","1996","China Lesso Group","founder","home building materials","new","52","male","China","CHN","0.0","East Asia","founder non-finance","1.6","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Yoshikazu Tanaka","1092","2014","2004","GREE, Inc","founder","social network","new","37","male","Japan","JPN","0.0","East Asia","founder non-finance","1.6","New Sectors","True","Technology-Computer","not inherited","True","True" +"Yuri Gushchin","1092","2014","1998","Obyedinennye Konditery","founder","candy","privatization","69","male","Russia","RUS","0.0","Europe","privatized and resources","1.6","Traded Sectors","True","Consumer","not inherited","True","True" +"Zhou Chengjian","1092","2014","1986","Metersbonwe Group","founder","fashion","new","48","male","China","CHN","0.0","East Asia","founder non-finance","1.6","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Ahsen Ozokur","1143","2014","1944","Yildiz Holding","relation","food products","new","63","female","Turkey","TUR","0.0","Middle East/North Africa","inherited","1.6","Traded Sectors","True","Consumer","father","True","True" +"Ali Ibrahim Agaoglu","1143","2014","1981","Agaoglu Group","founder","construction","new","60","male","Turkey","TUR","0.0","Middle East/North Africa","privatized and resources","1.6","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Ana Maria Brescia Cafferata","1143","2014","1889","Grupo Prescia (now Pandora Group)","relation","mining, banking","new","89","female","Peru","PER","0.0","Latin America","inherited","1.6","Resource Related","True","Mining and metals","father","True","True" +"Ana Maria Marcondes Penido Sant'Anna","1143","2014","1945","CCR Group","relation","toll roads","new","58","female","Brazil","BRA","0.0","Latin America","inherited","1.6","0","True","Other","father","True","True" +"Benu Gopal Bangur","1143","2014","1918","Shree Cement","relation","cement","new","82","male","India","IND","0.0","South Asia","inherited","1.6","Non-Traded Sectors","True","Constrution","father","True","True" +"Cesar Mata Pires","1143","2014","1976","OAS SA","founder","construction","new","0","male","Brazil","BRA","0.0","Latin America","privatized and resources","1.6","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Christoph Henkel","1143","2014","1876","Henkel Ag","relation","cleaning products","new","0","male","Germany","DEU","0.0","Europe","inherited","1.6","Traded Sectors","True","Consumer","father","True","True" +"Manuel Moroun","1143","2014","1970","CenTra Inc.","chairman","bridge to canada","aquired","86","male","United States","USA","0.0","North America","executive","1.6","0","True","Other","not inherited","True","True" +"Rosa Brescia Cafferata","1143","2014","1889","Grupo Prescia (now Pandora Group)","relation","mining, banking","new","87","female","Peru","PER","0.0","Latin America","inherited","1.6","Resource Related","True","Mining and metals","father","True","True" +"Thomas Steyer","1143","2014","1986","Farallon Capital Management","founder","hedge funds","new","56","male","United States","USA","0.0","North America","self-made finance","1.6","Financial","True","Hedge funds","not inherited","True","True" +"Wong Kwong Yu","1143","2014","1987","Gome","investor","retail","new","44","male","China","CHN","0.0","East Asia","privatized and resources","1.6","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Alexander Frolov","1154","2014","1992","Evraz","ceo","steel","aquired","49","male","Russia","RUS","0.0","Europe","privatized and resources","1.5","Resource Related","True","Mining and metals","not inherited","True","True" +"Alexandre Grendene Bartelle","1154","2014","1971","Grendene","founder","shoes","new","64","male","Brazil","BRA","0.0","Latin America","founder non-finance","1.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Alfredo Harp Helu","1154","2014","1884","Banamex","owner","banking","aquired","69","male","Mexico","MEX","0.0","Latin America","self-made finance","1.5","Financial","True","Money Management","not inherited","True","True" +"Andrei Bokarev","1154","2014","2002","CJSC Transmashholding","president","locomotive manufacturing","new","47","male","Russia","RUS","0.0","Europe","privatized and resources","1.5","Resource Related","True","Energy","not inherited","True","True" +"Bulent Eczacibasi","1154","2014","1942","Eczacibasi Holding","relation","pharmaceuticals","new","64","male","Turkey","TUR","0.0","Middle East/North Africa","inherited","1.5","New Sectors","True","Technology-Medical","father","True","True" +"Chang Yung Fa","1154","2014","1961","Evergreen Group","founder","shipping","new","86","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","1.5","0","True","Other","not inherited","True","True" +"Chen Tianqiao","1154","2014","1999","Shanda Interactive Entertainment","founder","entertainment","new","41","male","China","CHN","0.0","East Asia","founder non-finance","1.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Chen Yung-Tai","1154","2014","1965","Aurora Group","founder","real estate","new","78","male","Taiwan","Taiwan","0.0","East Asia","self-made finance","1.5","Financial","True","Real Estate","not inherited","True","True" +"Dan Wilks","1154","2014","2002","Frac Tech","founder","natural gas","new","57","male","United States","USA","0.0","North America","privatized and resources","1.5","Resource Related","True","Energy","not inherited","True","True" +"Erika Pohl-Stroher","1154","2014","1880","Wella AG","relation","cosmetics","new","95","female","Germany","DEU","0.0","Europe","inherited","1.5","Traded Sectors","True","Consumer","3rd generation","True","True" +"Ezra Nahmad","1154","2014","1960","","founder","art dealing","new","68","male","Monaco","MCO","0.0","Europe","founder non-finance","1.5","0","True","Other","not inherited","True","True" +"Farris Wilks","1154","2014","2002","Frac Tech","founder","natural gas","new","62","male","United States","USA","0.0","North America","privatized and resources","1.5","Resource Related","True","Energy","not inherited","True","True" +"Faruk Eczacibasi","1154","2014","1942","Eczacibasi Holding","relation","pharmaceuticals","new","59","male","Turkey","TUR","0.0","Middle East/North Africa","inherited","1.5","New Sectors","True","Technology-Medical","father","True","True" +"Francesco Gaetano Caltagirone","1154","2014","1947","Caltagirone Holdings","owner","cement","aquired","70","male","Italy","ITA","0.0","Europe","executive","1.5","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Gary Michelson","1154","2014","1949","Medtronic","inventor","medical devices","new","65","male","United States","USA","0.0","North America","executive","1.5","New Sectors","True","Technology-Medical","not inherited","True","True" +"Gregorio Perez Companc","1154","2014","1968","Petrolera Perez Companc","relation","oil","new","78","male","Argentina","ARG","0.0","Latin America","inherited","1.5","Resource Related","True","Energy","father","True","True" +"He Qiaonu","1154","2014","1992","Beijing Orient Landscape","founder","landscape architecture","new","48","female","China","CHN","0.0","East Asia","founder non-finance","1.5","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Horst Brandstaetter","1154","2014","1876","Brandstatter Group","relation","toys","new","80","male","Germany","DEU","0.0","Europe","inherited","1.5","Traded Sectors","True","Consumer","3rd generation","True","True" +"Huang Shih Tsai","1154","2014","1990","Greater China International Investment Group","founder","real estate","new","62","male","Hong Kong","HKG","0.0","East Asia","self-made finance","1.5","Financial","True","Real Estate","not inherited","True","True" +"Jimmy Haslam","1154","2014","1981","Pilot Flying J","founder","truck stop","new","60","male","United States","USA","0.0","North America","founder non-finance","1.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"John Henry","1154","2014","1981","John W. Henry & Company","founder","asset management","new","64","male","United States","USA","0.0","North America","founder non-finance","1.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Jose Llado Fernandez-Urrutia","1154","2014","1960","Tecnicas Reunidas","founder","construction","new","79","male","Spain","ESP","0.0","Europe","founder non-finance","1.5","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Juan Carlos Escotet","1154","2014","1992","Banesco","founder","banking","new","54","male","Venezuela","VEN","0.0","Latin America","self-made finance","1.5","Financial","True","Money Management","not inherited","True","True" +"Koo Bon-Moo","1154","2014","1947","LG Group","relation","electonics","new","69","male","South Korea","KOR","0.0","East Asia","inherited","1.5","New Sectors","True","Technology-Computer","father","True","True" +"Lam Kong","1154","2014","1995","China Medical Systems","founder","pharmaceuticals","new","49","male","China","CHN","0.0","East Asia","founder non-finance","1.5","New Sectors","True","Technology-Medical","not inherited","True","True" +"Maria Del Pino y Calvo-Sotelo","1154","2014","1952","Ferrovial","relation","construction","new","57","female","Spain","ESP","0.0","Europe","inherited","1.5","Non-Traded Sectors","True","Constrution","father","True","True" +"Marie-Jeanne Meyer","1154","2014","1851","Louis-Dreyfus Goup","relation","commodities (wheat, oil, shipping)","new","72","female","France","FRA","0.0","Europe","inherited","1.5","Resource Related","True","Mining and metals","4th generation","True","True" +"Mark Stevens","1154","2014","1972","Sequoia Capital","partner","venture capitalist","new","54","male","United States","USA","0.0","North America","self-made finance","1.5","Financial","True","Venture Capital","not inherited","True","True" +"Massimo Moratti","1154","2014","1962","Saras SPA","relation","oil","new","68","male","Italy","ITA","0.0","Europe","inherited","1.5","Resource Related","True","Energy","father","True","True" +"Mehmet Karamehmet","1154","2014","1923","Cukurova Holding","chairman","textiles, industrial goods, media","new","69","male","Turkey","TUR","0.0","Middle East/North Africa","executive","1.5","Non-Traded Sectors","True","Media","not inherited","True","True" +"Mehmet Nazif Gunal","1154","2014","1976","MNG Holding","founder","construction","new","66","male","Turkey","TUR","0.0","Middle East/North Africa","founder non-finance","1.5","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Monique Louis-Dreyfus","1154","2014","1851","Louis-Dreyfus Goup","relation","commodities (wheat, oil, shipping)","new","74","female","France","FRA","0.0","Europe","inherited","1.5","Resource Related","True","Mining and metals","4th generation","True","True" +"Murali Divi","1154","2014","1990","Divis Laboratories","founder","pharmaceuticals","new","62","male","India","IND","0.0","South Asia","founder non-finance","1.5","New Sectors","True","Technology-Medical","not inherited","True","True" +"Paul Singer","1154","2014","1977","Elliott Associates","founder","hedge funds","new","69","male","United States","USA","0.0","North America","self-made finance","1.5","Financial","True","Hedge funds","not inherited","True","True" +"Ravi Jaipuria","1154","2014","1960","RJ Corp","relation","soft drinks","new","59","male","India","IND","0.0","South Asia","executive","1.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Richard Hayne","1154","2014","1970","Urban Outfitters","founder","retail","new","66","male","United States","USA","0.0","North America","founder non-finance","1.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Robert Coyiuto Jr","1154","2014","1981","Prudential Guarantee & Assurance","relation","insurancei, power","new","61","male","Philippines","PHL","0.0","East Asia","inherited","1.5","Resource Related","True","Energy","father","True","True" +"Saad Hariri","1154","2014","1978","Saudi Oger","relation","construction","aquired","43","male","Lebanon","LBN","0.0","Middle East/North Africa","inherited","1.5","Non-Traded Sectors","True","Constrution","father","True","True" +"Senapathy Gopalakrishnan","1154","2014","1981","Infosys","founder and executive vice chairman","information services","new","58","male","India","IND","0.0","South Asia","founder non-finance","1.5","New Sectors","True","Technology-Computer","not inherited","True","True" +"Sergio Lins Andrade","1154","2014","1948","Andrade Gutierrez","relation","construction","new","66","male","Brazil","BRA","0.0","Latin America","inherited","1.5","Non-Traded Sectors","True","Constrution","father","True","True" +"Thomas Lee","1154","2014","1974","Thomas H. Lee Partners","founder","leveraged buyout","new","69","male","United States","USA","0.0","North America","self-made finance","1.5","Financial","True","Private equity/leveraged buyout","not inherited","True","True" +"Tom Benson","1154","2014","1962","Benson Financial","founder","cars, finance","new","86","male","United States","USA","0.0","North America","founder non-finance","1.5","0","True","Other","not inherited","True","True" +"Vadim Novinsky","1154","2014","1995","Smart-Holding","owner","steel","new","50","male","Ukraine","UKR","0.0","Europe","privatized and resources","1.5","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Vichai Srivaddhanaprabha","1154","2014","1989","King Power Duty Free","founder","retail","new","56","male","Thailand","THA","0.0","East Asia","founder non-finance","1.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Victor Gradin","1154","2014","1944","Odebrecht","owner","construction","new","81","male","Brazil","BRA","0.0","Latin America","executive","1.5","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Vinod Khosla","1154","2014","1982","Sun Microsystems","founder","software","new","59","male","United States","USA","0.0","North America","self-made finance","1.5","Financial","True","Venture Capital","not inherited","True","True" +"Wen Yibo","1154","2014","1993","The Sound Group","founder","waste management","new","48","male","China","CHN","0.0","East Asia","founder non-finance","1.5","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Yuriy Kosiuk","1154","2014","1998","MHP","founder","agriculture","aquired","45","male","Ukraine","UKR","0.0","Europe","founder non-finance","1.5","Traded Sectors","True","Consumer","not inherited","True","True" +"Zhu Yicai","1154","2014","1993","Yurun Food","founder","meat products","new","49","male","China","CHN","0.0","East Asia","self-made finance","1.5","Financial","True","Diversified financial","not inherited","True","True" +"Ajay Piramal","1203","2014","1984","Piramel","founder","pharmaceuticals","aquired","58","male","India","IND","0.0","South Asia","founder non-finance","1.5","New Sectors","True","Technology-Medical","not inherited","True","True" +"Isidoro Alvarez","1203","2014","1940","El Corte Ingles","relation","retail","new","79","male","Spain","ESP","0.0","Europe","inherited","1.5","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Richard Scaife","1203","2014","1869","Mellon","relation","banking, oil, aluminum","new","81","male","United States","USA","0.0","North America","inherited","1.5","Financial","True","Diversified financial","3rd generation","True","True" +"Sergei Katsiev","1203","2014","1998","Megapolis","founder","tobacco","new","56","male","Russia","RUS","0.0","Europe","founder non-finance","1.5","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"William Ackman","1203","2014","2005","Pershing Square Capital Management","founder","hedge funds","new","47","male","United States","USA","0.0","North America","self-made finance","1.5","Financial","True","Hedge funds","not inherited","True","True" +"Wilma Tisch","1203","2014","1946","Loews Corporation","relation","invetsments","new","86","female","United States","USA","0.0","North America","inherited","1.5","Financial","True","Diversified financial","spouse/widow","True","True" +"Zhang Changhong","1203","2014","2000","DZH/Shanghai Great Wisdom","chairman","financial information","new","55","male","China","CHN","0.0","East Asia","self-made finance","1.5","Financial","True","Money Management","not inherited","True","True" +"Alan Gerry","1210","2014","1956","Cablevision Industries","founder","media","new","84","male","United States","USA","0.0","North America","founder non-finance","1.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Albert Blokker","1210","2014","1896","Blokker Holding","relation","retail","new","68","male","Belgium","BEL","0.0","Europe","inherited","1.4","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Alberto Cortina","1210","2014","1952","Construcciones y Contratas","owner","construction","aquired","68","male","Spain","ESP","0.0","Europe","self-made finance","1.4","Financial","True","Diversified financial","not inherited","True","True" +"Anatoly Lomakin","1210","2014","1992","International Potassium Company (MMK)","owner","fertilizers","privatization","61","male","Russia","RUS","0.0","Europe","privatized and resources","1.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Aziz Akhannouch","1210","2014","1959","Akwa Group","relation","oil and gas","new","53","male","Morocco","MAR","0.0","Middle East/North Africa","inherited","1.4","Resource Related","True","Energy","father","True","True" +"Billy Joe (Red) McCombs","1210","2014","1953","Red McCombs Automotive Group","founder","auto sales, energy","new","86","male","United States","USA","0.0","North America","self-made finance","1.4","Financial","True","Real Estate","not inherited","True","True" +"Chen Jianhua","1210","2014","2002","Hengli Group","chairman","plastics","new","43","male","China","CHN","0.0","East Asia","executive","1.4","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Christopher Cline","1210","2014","1985","Foresight Reserves","founder","coal","new","56","male","United States","USA","0.0","North America","privatized and resources","1.4","Resource Related","True","Mining and metals","not inherited","True","True" +"Christopher Goldsbury","1210","2014","1947","Pace Foods","relation","salsa","new","71","male","United States","USA","0.0","North America","inherited","1.4","Traded Sectors","True","Consumer","father","True","True" +"Clement Fayat","1210","2014","1957","Fayat","founder","construction","new","82","male","France","FRA","0.0","Europe","founder non-finance","1.4","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"David Walentas","1210","2014","1979","Dumbo","founder","real estate","new","75","male","United States","USA","0.0","North America","self-made finance","1.4","Financial","True","Real Estate","not inherited","True","True" +"Dmitry Kamenshchik","1210","2014","1964","Moscow Domodedovo Airport.","chairman","airport","privatization","45","male","Russia","RUS","0.0","Europe","privatized and resources","1.4","Financial","True","Real Estate","not inherited","True","True" +"Dmitry Mazepin","1210","2014","2004","Uralchem","founder","fertilizers","new","45","male","Russia","RUS","0.0","Europe","founder non-finance","1.4","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Edmund Ansin","1210","2014","1962","Sunbeam Television","chairman","media","new","77","male","United States","USA","0.0","North America","executive","1.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Els Blokker","1210","2014","1896","Blokker Holding","relation","retail","new","66","female","Netherlands","NLD","0.0","Europe","inherited","1.4","Non-Traded Sectors","True","Retail, Restaurant","spouse/widow","True","True" +"Farkhad Akhmedov","1210","2014","1993","Northgas","owner","oil and gas","subsidiary","58","male","Russia","RUS","0.0","Europe","privatized and resources","1.4","Resource Related","True","Energy","not inherited","True","True" +"Francesco Saverio Salini","1210","2014","1936","Salini Impregilo","relation","construction","new","78","male","Italy","ITA","0.0","Europe","inherited","1.4","Non-Traded Sectors","True","Constrution","father","True","True" +"Gian Marco Moratti","1210","2014","1962","Saras SPA","relation","oil","new","77","male","Italy","ITA","0.0","Europe","inherited","1.4","Resource Related","True","Energy","father","True","True" +"Gleb Fetisov","1210","2014","1989","Alfa Group","owner","telecom, finance","new","47","male","Russia","RUS","0.0","Europe","executive","1.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Hamdi Ulukaya","1210","2014","2005","Chobani","founder","yogurt","new","42","male","Turkey","TUR","0.0","Middle East/North Africa","founder non-finance","1.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Hong Ra-Hee","1210","2014","1938","Samsung","relation","electronics","new","68","female","South Korea","KOR","0.0","East Asia","inherited","1.4","New Sectors","True","Technology-Computer","spouse/widow","True","True" +"J. Joe Ricketts","1210","2014","1975","TD Ameritrade","founder","banking","new","72","male","United States","USA","0.0","North America","self-made finance","1.4","Financial","True","Money Management","not inherited","True","True" +"James Clark","1210","2014","1994","Netscape Communications Corporation","founder","software","new","69","male","United States","USA","0.0","North America","founder non-finance","1.4","New Sectors","True","Technology-Computer","not inherited","True","True" +"Joao Alves de Queiroz Filho","1210","2014","2001","Hypermarcas","founder","consumer goods","new","61","male","Brazil","BRA","0.0","Latin America","founder non-finance","1.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Jonathan Gray","1210","2014","1985","Blackstone Group","Global Head of Real Estate","private equity","new","44","male","United States","USA","0.0","North America","self-made finance","1.4","Financial","True","Other","not inherited","True","True" +"Kagemasa Kozuki","1210","2014","1969","Konami Corporation","founder","toys","new","73","male","Japan","JPN","0.0","East Asia","founder non-finance","1.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Larry Robbins","1210","2014","2001","Glenview Capital Management","founder","hedge funds","new","44","male","United States","USA","0.0","North America","self-made finance","1.4","Financial","True","Hedge funds","not inherited","True","True" +"Lei Jufang","1210","2014","1993","Tibet Cheezheng Tibetan Medicine","founder","pharmaceuticals","new","61","female","China","CHN","0.0","East Asia","founder non-finance","1.4","New Sectors","True","Technology-Medical","not inherited","True","True" +"Len Ainsworth","1210","2014","1953","Aristocrat Leisure Limited","founder","gaming","new","90","male","Australia","AUS","0.0","North America","founder non-finance","1.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Lina Maria Aguiar","1210","2014","1943","Bradesco","relation","banking","new","76","female","Brazil","BRA","0.0","Latin America","inherited","1.4","Financial","True","Money Management","father","True","True" +"Luis Enrique Yarur Rey","1210","2014","1937","Banco de Credito e Inversiones (BCI)","relation","banking","new","63","male","Chile","CHL","0.0","Latin America","inherited","1.4","Financial","True","Money Management","father","True","True" +"Marius Nacht","1210","2014","1993","Check Point","founder","software","new","48","male","Israel","ISR","0.0","Middle East/North Africa","founder non-finance","1.4","New Sectors","True","Technology-Computer","not inherited","True","True" +"Max Michel Suberville","1210","2014","1890","FEMSA","owner","beverages","new","81","male","Mexico","MEX","0.0","Latin America","executive","1.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Michael Ashcroft","1210","2014","1972","Michael A. Ashcroft Associates","founder","investments","new","68","male","United Kingdom","GBR","0.0","Europe","founder non-finance","1.4","0","True","Other","not inherited","True","True" +"Michel Chalhoub","1210","2014","1955","Chalhoub Group","founder","luxury goods","new","82","male","France","FRA","0.0","Europe","founder non-finance","1.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Nandan Nilekani","1210","2014","1981","Infosys","founder","software","new","58","male","India","IND","0.0","South Asia","founder non-finance","1.4","New Sectors","True","Technology-Computer","not inherited","True","True" +"Nicholas Pritzker, II.","1210","2014","1957","Hyatt","relation","hotels","aquired","70","male","United States","USA","0.0","North America","inherited","1.4","Financial","True","Real Estate","father","True","True" +"Nicola Bulgari","1210","2014","1884","Bulgari","relation","luxury goods","new","73","male","Italy","ITA","0.0","Europe","inherited","1.4","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Oleg Tinkov","1210","2014","1990","Tinkoff Brewery","founder","beer","new","46","male","Russia","RUS","0.0","Europe","self-made finance","1.4","Financial","True","Money Management","not inherited","True","True" +"Paolo Bulgari","1210","2014","1884","Bulgari","relation","luxury goods","new","76","male","Italy","ITA","0.0","Europe","inherited","1.4","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Peter Gilgan","1210","2014","1978","Mattamy Homes","founder","construction","new","63","male","Canada","CAN","0.0","North America","founder non-finance","1.4","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Peter Unger","1210","2014","1985","Auto-Teile-Unger","founder","auto repair","new","69","male","Germany","DEU","0.0","Europe","founder non-finance","1.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Petter Stordalen","1210","2014","1996","Home Invest","founder","real estate","new","51","male","Norway","NOR","0.0","Europe","self-made finance","1.4","Financial","True","Real Estate","not inherited","True","True" +"Pyotr Kondrashev","1210","2014","1925","Silvinit","CEO","fertilizers","privatization","64","male","Russia","RUS","0.0","Europe","privatized and resources","1.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Radovan Vitek","1210","2014","1997","CPI","founder","real estate","aquired","42","male","Czech Republic","CZE","0.0","Europe","self-made finance","1.4","Financial","True","Real Estate","not inherited","True","True" +"Ranjan Pai","1210","2014","1953","Manipal Education & Medical Group","relation","education","new","41","male","India","IND","0.0","South Asia","inherited","1.4","0","True","Other","3rd generation","True","True" +"Remo Ruffini","1210","2014","1954","Moncler","owner","winter jackets","aquired","52","male","Italy","ITA","0.0","Europe","executive","1.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Richard Chilton Jr","1210","2014","1992","Chilton Investment Company","founder","investment banking","new","55","male","United States","USA","0.0","North America","self-made finance","1.4","Financial","True","Hedge funds","not inherited","True","True" +"Richard Yuengling, Jr.","1210","2014","1829","Yuengling","relation","beer","new","70","male","United States","USA","0.0","North America","inherited","1.4","Traded Sectors","True","Consumer","5th generation or longer","True","True" +"Roman Avdeev","1210","2014","1994","Credit Bank of Moscow","founder","banking","new","46","male","Russia","RUS","0.0","Europe","self-made finance","1.4","Financial","True","Money Management","not inherited","True","True" +"Shlomo Eliahu","1210","2014","1955","Eliyahu Insurance Company","founder","insurance","new","78","male","Israel","ISR","0.0","Middle East/North Africa","self-made finance","1.4","Financial","True","Money Management","not inherited","True","True" +"Takao Yasuda","1210","2014","1980","Don Quijote","Chairman and Chief Executive Officer","retail","new","64","male","Japan","JPN","0.0","East Asia","executive","1.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Todd Wagner","1210","2014","1995","Broadcast.com","founder","entertainment","new","53","male","United States","USA","0.0","North America","founder non-finance","1.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Vladimir Iorich","1210","2014","2003","Mechel AOA","owner","mining, steel","new","55","male","Germany","DEU","0.0","Europe","privatized and resources","1.4","Resource Related","True","Mining and metals","not inherited","True","True" +"Vladimir Scherbakov","1210","2014","1996","Avtotor Holding","founder","automobiles","new","64","male","Russia","RUS","0.0","Europe","privatized and resources","1.4","Traded Sectors","True","Consumer","not inherited","True","True" +"Wang Jing","1210","2014","1995","Beijing Xinwei Telecom Technology","chairman","telecom","new","41","male","China","CHN","0.0","East Asia","executive","1.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Wang Kunxiao","1210","2014","1997","Yantai Jereh Oilfield Services Group","founder","oil exploration equipment","new","44","male","China","CHN","0.0","East Asia","privatized and resources","1.4","Resource Related","True","Energy","not inherited","True","True" +"Xiong Xuqiang","1210","2014","1994","Ningbo Yinyi Group","founder","real estate","new","57","male","Hong Kong","HKG","0.0","East Asia","self-made finance","1.4","Financial","True","Real Estate","not inherited","True","True" +"Yoshiko Mori","1210","2014","1959","Mori Building","relation","construction","new","73","female","Japan","JPN","0.0","East Asia","inherited","1.4","Non-Traded Sectors","True","Constrution","spouse/widow","True","True" +"Yuri Kovalchuk","1210","2014","1990","Russia bank","Head of Board of Directors","banking","new","62","male","Russia","RUS","0.0","Europe","privatized and resources","1.4","Financial","True","Money Management","not inherited","True","True" +"Andrew Cherng","1270","2014","1973","Panda Express","founder","restaurant","new","0","male","United States","USA","0.0","North America","founder non-finance","1.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Anne Gittinger","1270","2014","1901","Nordstrom","relation","retail","new","78","female","United States","USA","0.0","North America","inherited","1.4","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Anton Kathrein, Jr.","1270","2014","1919","Katherine Werke AG","relation","antennas","new","29","male","Germany","DEU","0.0","Europe","inherited","1.4","Traded Sectors","True","Consumer","3rd generation","True","True" +"Henry Swieca","1270","2014","1992","Highbridge Capital Management","founder","hedge funds","new","56","male","United States","USA","0.0","North America","self-made finance","1.4","Financial","True","Hedge funds","not inherited","True","True" +"Jonathan Oringer","1270","2014","2003","Shutterstock","founder","internet company","new","39","male","United States","USA","0.0","North America","founder non-finance","1.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Kazuo Okada","1270","2014","1973","Wynn Resorts","founder","casinos","new","71","male","Japan","JPN","0.0","East Asia","self-made finance","1.4","Financial","True","Real Estate","not inherited","True","True" +"Keeree Kanjanapas","1270","2014","1992","BTS Skytrain","founder","mass transit","new","64","male","Thailand","THA","0.0","East Asia","self-made finance","1.4","Financial","True","Real Estate","not inherited","True","True" +"Lee Hwa-Kyung","1270","2014","1956","Orion Corp.","relation","snack foods","new","58","female","South Korea","KOR","0.0","East Asia","inherited","1.4","Non-Traded Sectors","True","Media","father","True","True" +"Lin Li","1270","2014","1995","Liye Group","founder","investments","new","50","male","China","CHN","0.0","East Asia","self-made finance","1.4","Financial","True","Diversified financial","not inherited","True","True" +"Mark Vadon","1270","2014","2010","Zulily","founder","e-commerce","new","43","male","United States","USA","0.0","North America","founder non-finance","1.4","New Sectors","True","Technology-Computer","not inherited","True","True" +"Oleg Boyko","1270","2014","1995","Finstar Financial Group","founder","retail","new","49","male","Russia","RUS","0.0","Europe","founder non-finance","1.4","Non-Traded Sectors","True","Media","not inherited","True","True" +"Patricia Angelini Rossi","1270","2014","1955","Angelini Group","relation","forestry and mining","new","59","female","Chile","CHL","0.0","Latin America","inherited","1.4","Resource Related","True","Mining and metals","father","True","True" +"Paul Foster","1270","2014","1997","Western Refining","founder","oil refining","new","56","male","United States","USA","0.0","North America","privatized and resources","1.4","Resource Related","True","Energy","not inherited","True","True" +"Peggy Cherng","1270","2014","1973","Panda Express","founder","restaurant","new","0","female","United States","USA","0.0","North America","founder non-finance","1.4","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Roger Penske","1270","2014","1965","Penske Racing","founder","automobiles","new","77","male","United States","USA","0.0","North America","founder non-finance","1.4","Traded Sectors","True","Consumer","not inherited","True","True" +"William Ford, Sr.","1270","2014","1903","Ford Motor Company","relation","automobiles","new","88","male","United States","USA","0.0","North America","inherited","1.4","Traded Sectors","True","Consumer","3rd generation","True","True" +"Akio Nitori","1284","2014","1967","Nitori","founder","home furnishings","new","70","male","Japan","JPN","0.0","East Asia","founder non-finance","1.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Alain Taravella","1284","2014","1994","Altarea Cogedim","founder","real estate","new","66","male","France","FRA","0.0","Europe","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Allan Gray","1284","2014","1973","Allan Gray","founder","asset management","new","76","male","South Africa","ZAF","0.0","Sub-Saharan Africa","self-made finance","1.3","Financial","True","Other","not inherited","True","True" +"Allan Wong","1284","2014","1976","VTech Holding","founder","electronics","new","64","male","Hong Kong","HKG","0.0","East Asia","founder non-finance","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Andrei Molchanov","1284","2014","1993","Open Joint Stock Company","founder","real estate","privatization","42","male","Russia","RUS","0.0","Europe","privatized and resources","1.3","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Aneel Bhusri","1284","2014","1965","Greylock Partners","partner","venture capitalist","new","48","male","United States","USA","0.0","North America","executive","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Arturo Moreno","1284","2014","1947","Outdoor Systems","CEO","advertising","new","67","male","United States","USA","0.0","North America","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Baba Kalyani","1284","2014","1961","Bharat Forge","relation","auto components","new","65","male","India","IND","0.0","South Asia","inherited","1.3","0","True","Other","father","True","True" +"Bruce Cheng","1284","2014","1971","Delta Electronics","founder","electronics","new","78","male","Taiwan","Taiwan","0.0","East Asia","founder non-finance","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Bruce Nordstrom","1284","2014","1901","Nordstrom","relation","retail","new","80","male","United States","USA","0.0","North America","inherited","1.3","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Brunello Cucinelli","1284","2014","1978","Brunello Cucinelli","founder","fashion","new","60","male","Italy","ITA","0.0","Europe","founder non-finance","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"C. Dean Metropoulos","1284","2014","1990","Apollo Global management","investor","private equity","new","67","male","United States","USA","0.0","North America","self-made finance","1.3","Financial","True","Diversified financial","not inherited","True","True" +"Carlos Francisco Ribeiro Jereissati","1284","2014","1966","Inguatemi Empresa de Shopping Centers","founder","shopping centers","new","67","male","Brazil","BRA","0.0","Latin America","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Charles Simonyi","1284","2014","1975","Microsoft","head of Microsoft's application software group","software","new","66","male","United States","USA","0.0","North America","executive","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Charles Zegar","1284","2014","1981","Bloomberg","founder"," finance"," new","66","male","United States","USA","0.0","North America","founder non-finance","1.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"Charlotte Colket Weber","1284","2014","1869","Campbell Soup","relation","soup","aquired","71","female","United States","USA","0.0","North America","inherited","1.3","Traded Sectors","True","Consumer","3rd generation","True","True" +"Chen Bang","1284","2014","0","Air Eye Hospital Group","founder","hospitals","new","48","male","China","CHN","0.0","East Asia","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Chu Mang Yee","1284","2014","1992","Hopson Development","chairman","real estate","new","54","male","China","CHN","0.0","East Asia","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Ciputra","1284","2014","1961","Ciputra Development","founder","real estate","new","82","male","Indonesia","IDN","0.0","East Asia","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"David Booth","1284","2014","1981","Dimensional Fund Advisors","founder","asset management","new","68","male","United States","USA","0.0","North America","self-made finance","1.3","Financial","True","Money Management","not inherited","True","True" +"David Sainsbury","1284","2014","1869","Sainsbury's","relation","groceries","new","73","male","United Kingdom","GBR","0.0","Europe","inherited","1.3","Non-Traded Sectors","True","Retail, Restaurant","4th generation","True","True" +"Desmond Sacco","1284","2014","1928","Assore Group","relation","mining","new","71","male","South Africa","ZAF","0.0","Sub-Saharan Africa","inherited","1.3","Resource Related","True","Mining and metals","father","True","True" +"Du Jiangtao","1284","2014","2003","Inner Mongolia Junzhen Energy and Chemical Industry","chairman","chemicals","new","44","male","China","CHN","0.0","East Asia","executive","1.3","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Edward Stack","1284","2014","1948","Dick's Sporting Goods","relation","retail","new","59","male","United States","USA","0.0","North America","inherited","1.3","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Eggon da Silva","1284","2014","1961","WEG","founder","electronics","new","85","male","Brazil","BRA","0.0","Latin America","founder non-finance","1.3","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Elie Horn","1284","2014","1962","Cyrela Brazil Realty","founder","real estate","new","70","male","Brazil","BRA","0.0","Latin America","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Fawzi Al-Kharafi","1284","2014","1956","Kharafi Group","relation","diversified investments","new","0","male","Kuwait","KWT","0.0","Middle East/North Africa","inherited","1.3","Financial","True","Diversified financial","father","True","True" +"Frank Fertitta, III.","1284","2014","1976","Station Casinos","ceo","entertainment","new","52","male","United States","USA","0.0","North America","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Frank Stronach","1284","2014","1956","Manga International","founder","automotive parts","new","81","male","Canada","CAN","0.0","North America","founder non-finance","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"George Joseph","1284","2014","1961","Mercury General","founder","insurance","new","92","male","United States","USA","0.0","North America","self-made finance","1.3","Financial","True","Money Management","not inherited","True","True" +"Gernot Langes-Swarovski","1284","2014","1895","Swarovski","relation","luxury goods","new","70","male","Austria","AUT","0.0","Europe","inherited","1.3","Traded Sectors","True","Consumer","4th generation","True","True" +"Henry Nicholas, III.","1284","2014","1991","Broadcom Corporation","founder","semiconductors","new","54","male","United States","USA","0.0","North America","founder non-finance","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Jacques Saade","1284","2014","1978","CMA CGM","founder","shipping","new","77","male","France","FRA","0.0","Europe","founder non-finance","1.3","Traded Sectors","True","Other","not inherited","True","True" +"James Leininger","1284","2014","1976","Kinetic Concepts (KCI)","founder","medical devices","new","68","male","United States","USA","0.0","North America","founder non-finance","1.3","New Sectors","True","Technology-Medical","not inherited","True","True" +"Jassim Al-Kharafi","1284","2014","1956","Kharafi Group","relation","diversified investments","new","0","male","Kuwait","KWT","0.0","Middle East/North Africa","inherited","1.3","Financial","True","Diversified financial","father","True","True" +"Jiang Zhaobai","1284","2014","1997","Shanghai Pengxin Group","chairman","real estate","new","50","male","China","CHN","0.0","East Asia","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" 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Boo-Jin","1284","2014","1938","Samsung","relation","electronics","new","43","female","South Korea","KOR","0.0","East Asia","inherited","1.3","New Sectors","True","Technology-Computer","3rd generation","True","True" +"Lee Man Tat","1284","2014","1888","Lee Kum Kee","relation","food","new","85","male","Hong Kong","HKG","0.0","East Asia","inherited","1.3","Traded Sectors","True","Consumer","3rd generation","True","True" +"Lev Leviev","1284","2014","1934","Africa-Israel","owner","diamonds","aquired","58","male","Israel","ISR","0.0","Middle East/North Africa","privatized and resources","1.3","Resource Related","True","Mining and metals","not inherited","True","True" +"Lilian Werninghaus","1284","2014","1961","WEG","relation","electronics","new","79","female","Brazil","BRA","0.0","Latin America","inherited","1.3","Traded Sectors","True","Non-consumer industrial","spouse/widow","True","True" +"Lily Safra","1284","2014","1955","Banco Safra (now Saftra Group)","relation","banking","new","76","female","Monaco","MCO","0.0","Europe","inherited","1.3","Financial","True","Money Management","spouse/widow","True","True" +"Lorenzo Fertitta","1284","2014","1976","Station Casinos","founder","entertainment","new","45","male","United States","USA","0.0","North America","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Low Tuck Kwong","1284","2014","1973","Bayan Resources","founder","coal","new","65","male","Indonesia","IDN","0.0","East Asia","privatized and resources","1.3","Resource Related","True","Mining and metals","not inherited","True","True" +"Michael Price","1284","2014","2001","MFP Investors","founder","hedge funds","new","61","male","United States","USA","0.0","North America","self-made finance","1.3","Financial","True","Diversified financial","not inherited","True","True" +"Mohannad Al-Kharafi","1284","2014","1956","Kharafi Group","relation","diversified investments","new","0","male","Kuwait","KWT","0.0","Middle East/North Africa","inherited","1.3","Financial","True","Diversified financial","father","True","True" +"Mubariz Gurbanoglu","1284","2014","1998","Palmali Group","founder","shipping","new","45","male","Turkey","TUR","0.0","Middle East/North Africa","founder non-finance","1.3","Traded Sectors","True","Other","not inherited","True","True" +"Mustafa Latif Topbas","1284","2014","1995","BIM","owner","retail","new","69","male","Turkey","TUR","0.0","Middle East/North Africa","executive","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Ni Zhaoxing","1284","2014","1992","Zhongrong Group","president","real estate","new","58","male","China","CHN","0.0","East Asia","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Nicholas Woodman","1284","2014","2002","GoPro","founder","cameras","new","38","male","United States","USA","0.0","North America","founder non-finance","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Perenna Kei","1284","2014","1996","Logan Property Holdings","relation","real estate","new","24","female","Hong Kong","HKG","0.0","East Asia","inherited","1.3","Financial","True","Real Estate","father","True","True" +"Peter Sperling","1284","2014","1973","Apollo Group","relation","education","new","54","male","United States","USA","0.0","North America","inherited","1.3","0","True","Other","father","True","True" +"Petro Poroshenko","1284","2014","1993","Roshen Gropu","founder","confectionary","privatization","48","male","Ukraine","UKR","0.0","Europe","privatized and resources","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Reinold Geiger","1284","2014","1976","L'Occitane","owner","cosmetics","aquired","66","male","Austria","AUT","0.0","Europe","executive","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Rufino Vigil Gonzalez","1284","2014","1991","Industrias CH","founder","steel","new","65","male","Mexico","MEX","0.0","Latin America","privatized and resources","1.3","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Samih Sawiris","1284","2014","1950","Orascom","relation","construction","new","57","male","Egypt","EGY","0.0","Middle East/North Africa","inherited","1.3","Financial","True","Real Estate","father","True","True" +"Shaul Shani","1284","2014","1961","ECI Telecom","owner","technology","aquired","59","male","Israel","ISR","0.0","Middle East/North Africa","founder non-finance","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Sidney Kimmel","1284","2014","1970","Jones Apparel Group","founder","apparel","new","86","male","United States","USA","0.0","North America","founder non-finance","1.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Stephen Saad","1284","2014","1997","Aspen Pharmacare","founder","pharmaceuticals","new","49","male","South Africa","ZAF","0.0","Sub-Saharan Africa","founder non-finance","1.3","New Sectors","True","Technology-Medical","not inherited","True","True" +"Sun Pingfan","1284","2014","2003","Ningbo Cixing","chairman","sewing machines","new","44","male","China","CHN","0.0","East Asia","executive","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Surin Upatkoon","1284","2014","1983","InTouch","owner","telecom","new","64","male","Thailand","THA","0.0","East Asia","executive","1.3","Non-Traded Sectors","True","Media","not inherited","True","True" +"Thomas Sandell","1284","2014","1988","Sandell Asset Management Corp","founder","hedge funds","new","53","male","Sweden","SWE","0.0","Europe","self-made finance","1.3","Financial","True","Hedge funds","not inherited","True","True" +"Vadim Moshkovich","1284","2014","1995","Rusagro","founder","aigriculture","new","46","male","Russia","RUS","0.0","Europe","privatized and resources","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Vladimir Gruzdev","1284","2014","1993","The Seventh Continent","founder","retail","new","47","male","Russia","RUS","0.0","Europe","self-made finance","1.3","Financial","True","Diversified financial","not inherited","True","True" +"Walter Frey","1284","2014","1926","Emil Frey Group","relation","automotives","new","70","male","Switzerland","CHE","0.0","Europe","inherited","1.3","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Wang Wenjing","1284","2014","1988","Yonyou Software","chairman","software","new","49","male","China","CHN","0.0","East Asia","founder non-finance","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Werner Voigt","1284","2014","1961","WEG","founder","electronics","new","84","male","Brazil","BRA","0.0","Latin America","founder non-finance","1.3","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" 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Paints","relation","paint","new","71","male","India","IND","0.0","South Asia","inherited","1.3","Traded Sectors","True","Consumer","father","True","True" +"Bassam Alghanim","1356","2014","1932","Alghanim Industries","relation","diversified investments","new","62","male","Kuwait","KWT","0.0","Middle East/North Africa","inherited","1.3","Financial","True","Diversified financial","father","True","True" +"Chen Lip Keong","1356","2014","1995","NagaCorp","founder","casinos","new","66","male","Malaysia","MYS","0.0","East Asia","privatized and resources","1.3","Financial","True","Real Estate","not inherited","True","True" +"Chung Yong-Jin","1356","2014","1930","Shinsegae Group","relation","retail","subsidiary","45","male","South Korea","KOR","0.0","East Asia","inherited","1.3","Non-Traded Sectors","True","Retail, Restaurant","3rd generation","True","True" +"Daniel Harrison, III.","1356","2014","1921","Shell Oil","relation","oil and gas","new","66","male","United States","USA","0.0","North America","inherited","1.3","Resource Related","True","Energy","3rd generation","True","True" +"David Harding","1356","2014","1997","Winton Capital Management","founder","investment mangagment","new","52","male","United Kingdom","GBR","0.0","Europe","self-made finance","1.3","Financial","True","Money Management","not inherited","True","True" +"Huang Yi","1356","2014","1998","Zhongsheng Group","founder","automobile dealers","new","52","male","Hong Kong","HKG","0.0","East Asia","founder non-finance","1.3","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Hubert d'Ornano","1356","2014","1976","Sisley Cosmetics","founder","cosmetics","new","87","male","France","FRA","0.0","Europe","founder non-finance","1.3","Traded Sectors","True","Consumer","not inherited","True","True" +"Konstantin Grigorishin","1356","2014","1990","Energy Standard Group","founder","power engineering","new","48","male","Russia","RUS","0.0","Europe","privatized and resources","1.3","Resource Related","True","Energy","not inherited","True","True" +"Kutayba Alghanim","1356","2014","1932","Alghanim Industries","relation","diversified investments","new","68","male","Kuwait","KWT","0.0","Middle East/North Africa","inherited","1.3","Financial","True","Diversified financial","father","True","True" +"Seth Klarman","1356","2014","1982","Baupost Group","founder","investment mangagment","new","56","male","United States","USA","0.0","North America","self-made finance","1.3","Financial","True","Diversified financial","not inherited","True","True" +"Soichiro Fukutake","1356","2014","1955","Benesse Corporation","relation","publishing","new","68","male","Japan","JPN","0.0","East Asia","inherited","1.3","0","True","Other","father","True","True" +"Wei Shaojun","1356","2014","1995","Longjitaihe","founder","real estate","new","51","male","China","CHN","0.0","East Asia","self-made finance","1.3","Financial","True","Real Estate","not inherited","True","True" +"Yusaku Maezawa","1356","2014","2004","Zozotown","founder","e-commerce","new","38","male","Japan","JPN","0.0","East Asia","founder non-finance","1.3","New Sectors","True","Technology-Computer","not inherited","True","True" +"Abdulsamad Rabiu","1372","2014","1988","BUA Group","founder","sugar, flour, cement","new","54","male","Nigeria","NGA","0.0","Sub-Saharan Africa","founder non-finance","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Ahmet Nazif Zorlu","1372","2014","1953","Zorlu Holding","founder","textiles","new","69","male","Turkey","TUR","0.0","Middle East/North Africa","self-made finance","1.2","Financial","True","Diversified financial","not inherited","True","True" +"Alberto Bombassei","1372","2014","1961","Brembo SpA","relation","braking systems","new","73","male","Italy","ITA","0.0","Europe","executive","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Alberto Roemmers","1372","2014","1921","Laboratorios Roemmers","relation","pharmaceuticals","new","56","male","Argentina","ARG","0.0","Latin America","inherited","1.2","New Sectors","True","Technology-Medical","father","True","True" +"Alexander Putilov","1372","2014","1991","Eurasia Drilling Company","owner","oil","subsidiary","61","male","Russia","RUS","0.0","Europe","privatized and resources","1.2","Resource Related","True","Energy","not inherited","True","True" +"Andrei Filatov","1372","2014","1996","N-Trans","founder","infrastructure","new","42","male","Russia","RUS","0.0","Europe","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Asok Kumar Hiranandani","1372","2014","1947","Royal Group Holdings","relation","real estate","new","59","male","Singapore","SGP","0.0","East Asia","inherited","1.2","Financial","True","Real Estate","father","True","True" +"Ayman Hariri","1372","2014","1978","Saudi Oger","relation","construction","aquired","35","male","Lebanon","LBN","0.0","Middle East/North Africa","inherited","1.2","Non-Traded Sectors","True","Constrution","father","True","True" +"Benedicta Chamberlain","1372","2014","1887","William Grant and Sons","relation","alcohol","new","70","female","United Kingdom","GBR","0.0","Europe","inherited","1.2","Traded Sectors","True","Consumer","spouse/widow","True","True" +"Brian Roberts","1372","2014","1969","Comcast","relation","media","new","54","male","United States","USA","0.0","North America","inherited","1.2","Non-Traded Sectors","True","Media","father","True","True" +"Carol Jenkins Barnett","1372","2014","1930","Publix Super Markets","relation","groceries","new","57","female","United States","USA","0.0","North America","inherited","1.2","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Cho Tak Wong","1372","2014","1987","Fuyao Glass Industry Group","CEO","auto glass","new","67","male","Hong Kong","HKG","0.0","East Asia","executive","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Cho Yang-Rai","1372","2014","1941","Hankook Tire","relation","tire manufacturing","new","76","male","South Korea","KOR","0.0","East Asia","inherited","1.2","Traded Sectors","True","Consumer","father","True","True" +"Claude Dauphin","1372","2014","1993","Trafigura Beheer BV","founder","commodity trading","new","63","male","France","FRA","0.0","Europe","privatized and resources","1.2","Resource Related","True","Mining and metals","not inherited","True","True" +"Dan Snyder","1372","2014","1988","Snyder Communications","founder","advertising","new","49","male","United States","USA","0.0","North America","founder non-finance","1.2","0","True","Other","not inherited","True","True" +"David Yakobashvili","1372","2014","1992","Wimm-Bill-Dann","owner","dairy","new","57","male","Russia","RUS","0.0","Europe","privatized and resources","1.2","Resource Related","True","Energy","not inherited","True","True" +"Denise York","1372","2014","1944","The DeBartolo Corporation","relation","real estate","new","63","female","United States","USA","0.0","North America","inherited","1.2","0","True","0","father","True","True" +"Donald Hall","1372","2014","1910","Hallmark Cards","relation","greeting cards","new","85","male","United States","USA","0.0","North America","inherited","1.2","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Dorothea Steinbruch","1372","2014","1967","Vicuna Group","relation","steel","new","0","female","Brazil","BRA","0.0","Latin America","inherited","1.2","Resource Related","True","Non-consumer industrial","spouse/widow","True","True" +"Douglas Hsu","1372","2014","1940","Far Eastern Group","relation","textiles","new","71","male","Taiwan","Taiwan","0.0","East Asia","inherited","1.2","Financial","True","Diversified financial","father","True","True" +"Drew Houston","1372","2014","2007","Dropbox","founder","internet company","new","30","male","United States","USA","0.0","North America","founder non-finance","1.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Edwin Soeryadjaya","1372","2014","1957","Astra International","relation","automotive","new","65","male","Indonesia","IDN","0.0","East Asia","inherited","1.2","Resource Related","True","Mining and metals","father","True","True" +"Fahd Hariri","1372","2014","1978","Saudi Oger","relation","construction","aquired","33","male","Lebanon","LBN","0.0","Middle East/North Africa","inherited","1.2","Non-Traded Sectors","True","Constrution","father","True","True" +"Gabe Newell","1372","2014","1996","Valve Corporation","founder","video games","new","51","male","United States","USA","0.0","North America","founder non-finance","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Gerry Harvey","1372","2014","1982","Harvey Norman","founder","retail","new","74","male","Australia","AUS","0.0","North America","founder non-finance","1.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Gilles Martin","1372","2014","1988","Eurofins Scientific","founder","laboratory services","new","50","male","France","FRA","0.0","Europe","founder non-finance","1.2","New Sectors","True","Technology-Medical","not inherited","True","True" +"Guilherme Peirao Leal","1372","2014","1969","Natura Cosmeticos","co-chairman","cosmetics","new","64","male","Brazil","BRA","0.0","Latin America","executive","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Hary Tanoesoedibjo","1372","2014","1989","MNC Group","founder","media","aquired","48","male","Indonesia","IDN","0.0","East Asia","founder non-finance","1.2","Non-Traded Sectors","True","Media","not inherited","True","True" +"Huang Wen Tsai","1372","2014","1996","Star River Goup","founder","real estate","new","60","male","China","CHN","0.0","East Asia","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Ioan Niculae","1372","2014","1995","InterAgro","founder","aigriculture","new","59","male","Romania","ROU","0.0","Europe","privatized and resources","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Jacky Xu","1372","2014","1999","Trendy Internation Group","founder","apparel","new","0","male","St. Kitts and Nevis","KNA","0.0","Latin America","founder non-finance","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Jacques Merceron-Vicat","1372","2014","1853","Vicat","relation","cement","new","75","male","France","FRA","0.0","Europe","inherited","1.2","Non-Traded Sectors","True","Constrution","3rd generation","True","True" +"James Ratcliffe","1372","2014","1998","Ineos","founder","chemicals","new","61","male","United Kingdom","GBR","0.0","Europe","founder non-finance","1.2","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Jeff Rothschild","1372","2014","2004","Facebook","Vice President of Infrastructure Software","internet company","new","59","male","United States","USA","0.0","North America","executive","1.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Koh Wee Meng","1372","2014","1993","Fragrance Group","founder","real estate","new","50","male","Singapore","SGP","0.0","East Asia","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Konstantin Nikolaev","1372","2014","1996","N-Trans","founder","infrastructure","new","42","male","Russia","RUS","0.0","Europe","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Kostyantin Zhevago","1372","2014","1960","Ferrexpo","founder","iron","privatization","40","male","Ukraine","UKR","0.0","Europe","privatized and resources","1.2","Resource Related","True","Mining and metals","not inherited","True","True" +"Lang Walker","1372","2014","1972","The Walker Group","founder","real estate","new","68","male","Australia","AUS","0.0","North America","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Len Buckeridge","1372","2014","1960","Buckeridge Group of Companies","founder","construction","new","77","male","Australia","AUS","0.0","North America","founder non-finance","1.2","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Leonid Simanovsky","1372","2014","1994","Novatek","founder","gas","new","64","male","Russia","RUS","0.0","Europe","self-made finance","1.2","Financial","True","Diversified financial","not inherited","True","True" +"Li Li","1372","2014","1998","Shenzhen Hepalink Pharmaceutical","founder","pharmaceuticals","new","50","male","China","CHN","0.0","East Asia","founder non-finance","1.2","New Sectors","True","Technology-Medical","not inherited","True","True" +"Lia Maria Aguiar","1372","2014","1943","Bradesco","relation","banking","new","76","female","Brazil","BRA","0.0","Latin America","inherited","1.2","Financial","True","Money Management","father","True","True" +"Liu Xuejing","1372","2014","1991","GMK Holding","owner","copper, poultry","new","63","male","China","CHN","0.0","East Asia","privatized and resources","1.2","Resource Related","True","Mining and metals","not inherited","True","True" +"Maria Ines de Lafuente Lacroze","1372","2014","1926","Loma Negra","relation","cement","new","69","female","Argentina","ARG","0.0","Latin America","inherited","1.2","Non-Traded Sectors","True","Constrution","father","True","True" +"Mark Dixon","1372","2014","1989","Regus","founder","business centers","new","55","male","United Kingdom","GBR","0.0","Europe","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Michael Krasny","1372","2014","1984","CDW Corporation","founder","retail","new","60","male","United States","USA","0.0","North America","founder non-finance","1.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Mofatraj Munot","1372","2014","1969","Kalpataru Group","founder","real estate","new","69","male","India","IND","0.0","South Asia","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Mohammed Al Barwani","1372","2014","1982","MB Holding","founder","oil","new","62","male","Oman","OMN","0.0","Middle East/North Africa","privatized and resources","1.2","Resource Related","True","Energy","not inherited","True","True" +"Mokhzani Mahathir","1372","2014","1975","SapuraKencana","founder","oil and gas","new","53","male","Malaysia","MYS","0.0","East Asia","privatized and resources","1.2","Resource Related","True","Energy","not inherited","True","True" +"Mori Arkin","1372","2014","1983","Agis Industries","owner","pharmaceuticals","new","61","male","Israel","ISR","0.0","Middle East/North Africa","executive","1.2","New Sectors","True","Technology-Medical","not inherited","True","True" +"Nan Cunhui","1372","2014","1984","Chint Group","chairman","electricity","new","50","male","China","CHN","0.0","East Asia","executive","1.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Nikita Mishin","1372","2014","1996","N-Trans","founder","infrastructure","new","42","male","Russia","RUS","0.0","Europe","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Nikolai Maximov","1372","2014","2004","Maxi Group","founder","mettallurgy","new","56","male","Russia","RUS","0.0","Europe","self-made finance","1.2","Financial","True","Diversified financial","not inherited","True","True" +"Nirav Modi","1372","2014","1999","Firestar International","founder","diamond jewelry","new","43","male","India","IND","0.0","South Asia","founder non-finance","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Rakesh Jhunjhunwala","1372","2014","1968","Lupin","investor","pharmaceuticals","new","53","male","India","IND","0.0","South Asia","self-made finance","1.2","Financial","True","Other","not inherited","True","True" +"Ron Sim","1372","2014","1980","OSIM International","founder","retail","new","56","male","Singapore","SGP","0.0","East Asia","founder non-finance","1.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Ronald Joyce","1372","2014","1967","Tim Hortons","founder","restaurant","new","83","male","Canada","CAN","0.0","North America","founder non-finance","1.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Rubens Menin Teixeira de Souza","1372","2014","1979","MRV Engenharia","founder","construction","new","57","male","Brazil","BRA","0.0","Latin America","founder non-finance","1.2","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Steve Case","1372","2014","1985","AOL","Chairman and Chief Executive Officer","internet company","new","55","male","United States","USA","0.0","North America","executive","1.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Suat Gunsel","1372","2014","1988","Near East University","founder","education","new","61","male","Cyprus","CYP","0.0","Europe","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Tian Ming","1372","2014","1990","Hefei Meiya Optoelectronic Technology","owner","measuring instruments","new","60","male","China","CHN","0.0","East Asia","executive","1.2","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Tu Jianhua","1372","2014","0","Lancing Motor","chairman","motorcycles","new","50","male","China","CHN","0.0","East Asia","executive","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Vincent McMahon","1372","2014","1952","World Wrestling Entertainment (WWE)","relation","wrestling promotion","new","68","male","United States","USA","0.0","North America","inherited","1.2","0","True","0","father","True","True" +"William Macaulay","1372","2014","1983","First Reserve Corporation","founder","private equity","new","68","male","United States","USA","0.0","North America","privatized and resources","1.2","Resource Related","True","Energy","not inherited","True","True" +"Wong Man Li","1372","2014","1992","Man Wah Holdings","founder","furniture","new","49","male","Hong Kong","HKG","0.0","East Asia","founder non-finance","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Xiu Li Hawken","1372","2014","2007","Renhe Commercial Holdings","owner","real estate","new","51","female","United Kingdom","GBR","0.0","Europe","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Yu Minhong","1372","2014","1993","New Oriental Education and Technology Group","founder","education","new","52","male","China","CHN","0.0","East Asia","founder non-finance","1.2","0","True","Other","not inherited","True","True" +"Zhang Zhongneng","1372","2014","1993","Guangdong Dongyangguang Aluminum","owner","aluminum","privatization","50","male","China","CHN","0.0","East Asia","privatized and resources","1.2","Resource Related","True","Mining and metals","not inherited","True","True" +"Zhong Sheng Jian","1372","2014","1993","Yanlord Land Group","founder","real estate","new","56","male","Singapore","SGP","0.0","East Asia","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Ziyaudin Magomedov","1372","2014","2004","Summa Group","founder","ports, gas","new","45","male","Russia","RUS","0.0","Europe","privatized and resources","1.2","Resource Related","True","Energy","not inherited","True","True" +"Alexei Bogachev","1442","2014","1994","Magnit","owner","retail","new","43","male","Russia","RUS","0.0","Europe","executive","1.2","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Alexei Semin","1442","2014","1991","Obrazovanie","owner","real estate","new","46","male","Russia","RUS","0.0","Europe","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Alfredo Egydio Arruda Villela Filho","1442","2014","1966","Itausa Investimentos Itau SA","relation","banking","new","44","male","Brazil","BRA","0.0","Latin America","inherited","1.2","Financial","True","Money Management","father","True","True" +"Andrei Kuzyaev","1442","2014","1991","Perm Financial Industrial Group (PFIG)","founder","telecom","new","48","male","Russia","RUS","0.0","Europe","privatized and resources","1.2","Non-Traded Sectors","True","Media","not inherited","True","True" +"Brij Bhushan Singal","1442","2014","1987","Bhushan Steel","founder","steel","new","77","male","India","IND","0.0","South Asia","privatized and resources","1.2","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Daisy Igel","1442","2014","1930","Ultrapar","relation","gas, petrochemicals","new","86","female","Brazil","BRA","0.0","Latin America","inherited","1.2","Resource Related","True","Energy","father","True","True" +"Danny Tan Chee Sing","1442","2014","1990","Dijaya","founder","real estate","new","58","male","Malaysia","MYS","0.0","East Asia","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Eduardo Hochschild","1442","2014","1911","Hochschild Mining","relation","mining","new","50","male","Peru","PER","0.0","Latin America","inherited","1.2","Resource Related","True","Mining and metals","3rd generation","True","True" +"Fernando Roig","1442","2014","1977","Mercadona","relation","groceries","new","66","male","Spain","ESP","0.0","Europe","inherited","1.2","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Jacob Stolt-Nielsen","1442","2014","1959","Parcel Trade","founder","shipping","new","82","male","Norway","NOR","0.0","Europe","founder non-finance","1.2","Traded Sectors","True","Other","not inherited","True","True" +"Jane Lauder","1442","2014","1946","Est?Lauder","relation","makeup","new","41","female","United States","USA","0.0","North America","inherited","1.2","Traded Sectors","True","Consumer","3rd generation","True","True" +"John Edson","1442","2014","1955","Baylinter Marine Corp","founder","boats","new","81","male","United States","USA","0.0","North America","founder non-finance","1.2","Traded Sectors","True","Consumer","not inherited","True","True" +"Lee Hae-Jin","1442","2014","1999","Naver","owner","internet company","new","46","male","South Korea","KOR","0.0","East Asia","founder non-finance","1.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Lee Seo-Hyun","1442","2014","1938","Samsung","relation","electronics","new","40","female","South Korea","KOR","0.0","East Asia","inherited","1.2","New Sectors","True","Technology-Computer","3rd generation","True","True" +"Liu Zhenguo","1442","2014","2001","Beijing Originwater Technology","Vice Chairman","sewage treatment","new","49","male","China","CHN","0.0","East Asia","executive","1.2","0","True","0","not inherited","True","True" +"Ma Xingtian","1442","2014","1998","Kangmei Pharmaceutical","founder","pharmaceuticals","new","44","male","China","CHN","0.0","East Asia","founder non-finance","1.2","New Sectors","True","Technology-Medical","not inherited","True","True" +"Max Turnauer","1442","2014","1969","Constantia","relation","manufacturing","new","78","male","Austria","AUT","0.0","Europe","inherited","1.2","Traded Sectors","True","Non-consumer industrial","father","True","True" +"Megdet Rahimkulov","1442","2014","1989","Gazprom","Chief Executive","gas","state owned enterprise","68","male","Russia","RUS","0.0","Europe","privatized and resources","1.2","Financial","True","Diversified financial","not inherited","True","True" +"Miao Shouliang","1442","2014","0","Fuyuan Group","","real estate","new","59","male","China","CHN","0.0","East Asia","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Mitchell Jacobson","1442","2014","1941","MSC Direct","relation","industrial equipment","new","62","male","United States","USA","0.0","North America","inherited","1.2","Traded Sectors","True","Non-consumer industrial","father","True","True" +"Qi Xiangdong","1442","2014","2005","Qihoo","founder","internet company","new","43","male","China","CHN","0.0","East Asia","founder non-finance","1.2","New Sectors","True","Technology-Computer","not inherited","True","True" +"Thongma Vijitpongpun","1442","2014","1993","Pruksa Real Estate","founder","real estate","new","55","male","Thailand","THA","0.0","East Asia","self-made finance","1.2","Financial","True","Real Estate","not inherited","True","True" +"Ye Cheng","1442","2014","1992","Shandong Landbridge Group","chairman","port logistics","new","52","male","China","CHN","0.0","East Asia","self-made finance","1.2","Financial","True","Diversified financial","not inherited","True","True" +"Aerin Lauder Zinterhofer","1465","2014","1946","Est?Lauder","relation","makeup","new","44","female","United States","USA","0.0","North America","inherited","1.1","Traded Sectors","True","Consumer","3rd generation","True","True" +"Ahmet Calik","1465","2014","1981","Calik Holding","relation","textiles","new","56","male","Turkey","TUR","0.0","Middle East/North Africa","privatized and resources","1.1","Resource Related","True","Energy","not inherited","True","True" +"Airat Shaimiev","1465","2014","1995","TAIF Group","owner","oil","new","51","male","Russia","RUS","0.0","Europe","privatized and resources","1.1","Resource Related","True","Energy","not inherited","True","True" +"Albert Shigaboutdinov","1465","2014","1995","TAIF Group","owner","oil","new","59","male","Russia","RUS","0.0","Europe","privatized and resources","1.1","Resource Related","True","Energy","not inherited","True","True" +"Albert Yeung","1465","2014","1964","Emperor Group","founder","watch retail","new","70","male","Hong Kong","HKG","0.0","East Asia","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Alexander Rovt","1465","2014","1987","IBE Trade","owner","fertilizers","aquired","61","male","United States","USA","0.0","North America","executive","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Alexander Spanos","1465","2014","1960","A. G. Spanos Companies","founder","real estate","new","90","male","United States","USA","0.0","North America","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Alfred Mann","1465","2014","1956","Spectrolab","founder","software","new","88","male","United States","USA","0.0","North America","founder non-finance","1.1","New Sectors","True","Technology-Medical","not inherited","True","True" +"Aloke Lohia","1465","2014","1988","Indorama Ventures","founder","polymers","new","55","male","Thailand","THA","0.0","East Asia","founder non-finance","1.1","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Ana Lucia de Mattos Barretto Villela","1465","2014","1966","Itausa Investimentos Itau SA","relation","banking","new","40","female","Brazil","BRA","0.0","Latin America","inherited","1.1","Financial","True","Money Management","father","True","True" +"Anatoly Sedykh","1465","2014","1999","United Metallurigcal Company","founder","pipes","new","49","male","Russia","RUS","0.0","Europe","privatized and resources","1.1","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Andrei Rappoport","1465","2014","1991","RAO UES","founder","investments","aquired","50","male","Russia","RUS","0.0","Europe","self-made finance","1.1","Financial","True","Diversified financial","not inherited","True","True" +"Aydin Dogan","1465","2014","1961","Dogan Holding","founder","media","new","77","male","Turkey","TUR","0.0","Middle East/North Africa","founder non-finance","1.1","Non-Traded Sectors","True","Media","not inherited","True","True" +"Binod Chaudhary","1465","2014","1970","Chaudhary Group","relation","retail","new","58","male","Nepal","NPL","0.0","South Asia","self-made finance","1.1","Financial","True","Diversified financial","not inherited","True","True" +"Charles Brandes","1465","2014","1974","Brades Investment Partners","founder","investment banking","new","71","male","United States","USA","0.0","North America","self-made finance","1.1","Financial","True","Money Management","not inherited","True","True" +"Charles Munger","1465","2014","1839","Berkshire Hathaway","vice-chairman"," Finance","aquired","90","male","United States","USA","0.0","North America","executive","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Choo Chong Ngen","1465","2014","1996","Hotel 81","founder","hotels","new","62","male","Singapore","SGP","0.0","East Asia","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Daniel Hirschfeld","1465","2014","1948","Buckle","relation","apparel","new","0","male","United States","USA","0.0","North America","executive","1.1","0","True","0","not inherited","True","True" +"Darwin Deason","1465","2014","1988","Affiliated Computer Services","founder","software","new","73","male","United States","USA","0.0","North America","founder non-finance","1.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Edir Macedo","1465","2014","1953","Rede Record","owner","media","aquired","69","male","Brazil","BRA","0.0","Latin America","executive","1.1","Non-Traded Sectors","True","Media","not inherited","True","True" +"Evgeny (Eugene) Shvidler","1465","2014","1990","Runicom S.A","founder","oil","new","49","male","United States","USA","0.0","North America","privatized and resources","1.1","Resource Related","True","Energy","not inherited","True","True" +"Fang Wei","1465","2014","2002","Fangda International Industrial Investment?","chairman","mining","new","40","male","China","CHN","0.0","East Asia","privatized and resources","1.1","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Goh Peng Ooi","1465","2014","1989","Silverlake Axis","founder","software","new","59","male","Malaysia","MYS","0.0","East Asia","founder non-finance","1.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Gordon Wu","1465","2014","1972","Hopewell Holdings","founder","infrastructure","new","79","male","Hong Kong","HKG","0.0","East Asia","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Hajime Satomi","1465","2014","1975","Sammy Corporation","founder","entertainment","new","72","male","Japan","JPN","0.0","East Asia","founder non-finance","1.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Harjo Sutanto","1465","2014","1950","Wings Group","founder","laundry soap","new","87","male","Indonesia","IDN","0.0","East Asia","founder non-finance","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Henry Engelhardt","1465","2014","1993","Admiral Group","founder","insurance","new","56","male","United States","USA","0.0","North America","self-made finance","1.1","Financial","True","Money Management","not inherited","True","True" +"Hu Kaijun","1465","2014","2005","China Grand Pharmaceutical","owner","pharmaceuticals","new","52","male","China","CHN","0.0","East Asia","privatized and resources","1.1","New Sectors","True","Technology-Medical","not inherited","True","True" +"Huang Zhenda","1465","2014","1993","Guangdong Liantai Group","founder","construction","new","66","male","China","CHN","0.0","East Asia","founder non-finance","1.1","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Ilkka Herlin","1465","2014","1924","Kone Corporation","relation","elevators","aquired","55","male","Finland","FIN","0.0","Europe","inherited","1.1","Traded Sectors","True","Non-consumer industrial","4th generation","True","True" +"Ilona Herlin","1465","2014","1924","Kone Corporation","relation","elevators","aquired","49","female","Finland","FIN","0.0","Europe","inherited","1.1","Traded Sectors","True","Non-consumer industrial","4th generation","True","True" +"Isaac Larian","1465","2014","1979","MGA Entertainment","founder","toys","new","59","male","United States","USA","0.0","North America","founder non-finance","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Jean Burelle","1465","2014","1957","Plastic Omnium","relation","plastic","new","75","male","France","FRA","0.0","Europe","inherited","1.1","Traded Sectors","True","Consumer","father","True","True" +"Jiang Wei","1465","2014","2005","Guizhou Bailing Group Pharmaceutical","chairman","pharmaceuticals","new","52","male","China","CHN","0.0","East Asia","executive","1.1","New Sectors","True","Technology-Medical","not inherited","True","True" +"Jon Huntsman","1465","2014","1982","Huntsman chemical","founder","chemicals","new","76","male","United States","USA","0.0","North America","founder non-finance","1.1","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Jose Maria Aristrain","1465","2014","1902","Arcelor","relation","steel","new","51","male","Spain","ESP","0.0","Europe","inherited","1.1","Resource Related","True","Non-consumer industrial","father","True","True" +"Jose Mendes Nogueira","1465","2014","1966","J Mendes","founder","iron ore","new","86","male","Brazil","BRA","0.0","Latin America","privatized and resources","1.1","Resource Related","True","Mining and metals","not inherited","True","True" +"Joseph Grendys","1465","2014","1985","Koch Foods","owner","meat processing","aquired","52","male","United States","USA","0.0","North America","executive","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Juan Fernando Belmont Anderson","1465","2014","1967","Yanbal Internacional","founder","cosmetics","new","70","male","Peru","PER","0.0","Latin America","founder non-finance","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Ke Xiping","1465","2014","1994","Xiamen Hengxing group","founder","mining, investments","new","53","male","China","CHN","0.0","East Asia","self-made finance","1.1","Financial","True","Diversified financial","not inherited","True","True" +"Koo Bon-Neung","1465","2014","1947","LG Group","relation","electonics","new","64","male","South Korea","KOR","0.0","East Asia","inherited","1.1","New Sectors","True","Technology-Computer","father","True","True" +"Lachhman Das Mittal","1465","2014","1969","Sonalika Group","founder","tractors","new","83","male","India","IND","0.0","South Asia","founder non-finance","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Laurent Burelle","1465","2014","1957","Plastic Omnium","relation","plastic","new","64","male","France","FRA","0.0","Europe","inherited","1.1","Traded Sectors","True","Consumer","father","True","True" +"Liu Zhenfeng","1465","2014","1997","Yantai Jereh Oilfield Services Group","owner","oilfield equipment","new","52","male","China","CHN","0.0","East Asia","privatized and resources","1.1","Resource Related","True","Energy","not inherited","True","True" +"Luo Fei","1465","2014","1999","Biostime International Holdings","ceo","infant formula","new","0","male","China","CHN","0.0","East Asia","executive","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Marcel Adams","1465","2014","1958","Iberville Developments","founder","real estate","new","93","male","Canada","CAN","0.0","North America","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Mark Pincus","1465","2014","2007","Zynga","founder","online gaming","new","48","male","United States","USA","0.0","North America","founder non-finance","1.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Michael Steinhardt","1465","2014","1967","Steinhardt, Fine, Berkowitz & Co","founder","hedge funds","new","73","male","United States","USA","0.0","North America","self-made finance","1.1","Financial","True","Money Management","not inherited","True","True" +"Miriam Blocher","1465","2014","1936","EMS-Chemie","relation","petrochemicals","aquired","39","female","Switzerland","CHE","0.0","Europe","inherited","1.1","Traded Sectors","True","Non-consumer industrial","father","True","True" +"Mohammed Ibrahim","1465","2014","1998","Celtel","founder","telecom","new","67","male","United Kingdom","GBR","0.0","Europe","founder non-finance","1.1","Non-Traded Sectors","True","Media","not inherited","True","True" +"Niklas Herlin","1465","2014","1924","Kone Corporation","relation","elevators","aquired","50","male","Finland","FIN","0.0","Europe","inherited","1.1","Traded Sectors","True","Non-consumer industrial","4th generation","True","True" +"Nikolai Sarkisov","1465","2014","1991","RESO-Garantiya","owner","insurance","new","45","male","Russia","RUS","0.0","Europe","self-made finance","1.1","Financial","True","Hedge funds","not inherited","True","True" +"Nobutada Saji","1465","2014","1899","Suntory","relation","brewery","new","68","male","Japan","JPN","0.0","East Asia","inherited","1.1","Traded Sectors","True","Consumer","3rd generation","True","True" +"Park Hyeon-Joo","1465","2014","1997","Mirae Asset","founder","asset management","new","55","male","South Korea","KOR","0.0","East Asia","self-made finance","1.1","Financial","True","Money Management","not inherited","True","True" +"PNC Menon","1465","2014","1995","Sobha Developers","founder","real estate","new","65","male","Oman","OMN","0.0","Middle East/North Africa","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Que Wenbin","1465","2014","2001","Duyiwei Biological Pharmaceutical","owner","pharmaceuticals","new","50","male","China","CHN","0.0","East Asia","executive","1.1","New Sectors","True","Technology-Medical","not inherited","True","True" +"Radik Shaimiev","1465","2014","1995","TAIF Group","owner","oil","new","49","male","Russia","RUS","0.0","Europe","privatized and resources","1.1","Resource Related","True","Energy","not inherited","True","True" +"Ray Irani","1465","2014","1920","Occidental Petroleum","former CEO","oil","new","79","male","United States","USA","0.0","North America","privatized and resources","1.1","Resource Related","True","Energy","not inherited","True","True" +"Robert Citrone","1465","2014","1999","Discovery Capital Management","founder","hedge funds","new","49","male","United States","USA","0.0","North America","self-made finance","1.1","Financial","True","Hedge funds","not inherited","True","True" +"Robert Ell","1465","2014","1976","Leda Holdings","founder","construction","new","69","male","Australia","AUS","0.0","North America","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Robert Piccinini","1465","2014","1952","Save Mart","relation","groceries","new","72","male","United States","USA","0.0","North America","inherited","1.1","Non-Traded Sectors","True","Retail, Restaurant","father","True","True" +"Rustem Sulteev","1465","2014","1991","RESO-Garantiya","founder","insurance","new","60","male","Russia","RUS","0.0","Europe","privatized and resources","1.1","Resource Related","True","Energy","not inherited","True","True" +"Sergei Kislov","1465","2014","1992","Yug Rusi","founder","agriculture","new","53","male","Russia","RUS","0.0","Europe","founder non-finance","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Sergei Sarkisov","1465","2014","1991","RESO-Garantiya","owner","insurance","new","54","male","Russia","RUS","0.0","Europe","self-made finance","1.1","Financial","True","Money Management","not inherited","True","True" +"Shen Wenrong","1465","2014","1975","Shagang Group","chairman","steel","new","68","male","China","CHN","0.0","East Asia","privatized and resources","1.1","Resource Related","True","Non-consumer industrial","not inherited","True","True" +"Solomon Lew","1465","2014","0","Premier Investments","chairman","retail","new","68","male","Australia","AUS","0.0","North America","executive","1.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Stewart Horejsi","1465","2014","1962","Berkshire Hathaway","investor","finance ","new","76","male","United States","USA","0.0","North America","executive","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Sudhir Ruparelia","1465","2014","1985","Ruparelia Group","founder","banking","new","58","male","Uganda","UGA","0.0","Sub-Saharan Africa","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Thomas Straumann","1465","2014","1954","Straumann Group","relation","dental implants","new","50","male","Switzerland","CHE","0.0","Europe","inherited","1.1","Traded Sectors","True","Consumer","3rd generation","True","True" +"Timothy Boyle","1465","2014","1938","Columbia Sportswear","relation","apparel","new","64","male","United States","USA","0.0","North America","inherited","1.1","Traded Sectors","True","Consumer","3rd generation","True","True" +"Vito Rodriguez Rodriguez","1465","2014","1967","Jose Rodriguez Banda","founder","milk","new","75","male","Peru","PER","0.0","Latin America","founder non-finance","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Yan Zhi","1465","2014","2005","Zall Development of Wuhan","founder","real estate","new","41","male","China","CHN","0.0","East Asia","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Yusuf Hamied","1465","2014","1935","Cipla","relation","pharmaceuticals","new","77","male","India","IND","0.0","South Asia","inherited","1.1","New Sectors","True","Technology-Medical","father","True","True" +"Zhang Guiping","1465","2014","1990","Suning Universal","chairman","real estate","new","62","male","China","CHN","0.0","East Asia","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Alan Rydge","1540","2014","1913","AHL","relation","entertainment","new","61","male","Australia","AUS","0.0","North America","inherited","1.1","Non-Traded Sectors","True","Media","father","True","True" +"Chen Miaolin","1540","2014","0","New Century Group","founder","hotels","","61","male","China","CHN","0.0","East Asia","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Chen Zemin","1540","2014","1992","Sanquan Food","founder","food","new","71","male","China","CHN","0.0","East Asia","founder non-finance","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Cheung Yan","1540","2014","1995","Nine Dragons Paper","founder","paper","new","57","female","China","CHN","0.0","East Asia","founder non-finance","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Christopher Hohn","1540","2014","2003","Children's Investment Fund","founder","hedge funds","new","47","male","United Kingdom","GBR","0.0","Europe","self-made finance","1.1","Financial","True","Hedge funds","not inherited","True","True" +"Deniz Sahenk","1540","2014","1951","Dogus Holding","relation","construction,banking","new","68","female","Turkey","TUR","0.0","Middle East/North Africa","inherited","1.1","Financial","True","Money Management","spouse/widow","True","True" +"Douglas Perkins","1540","2014","1984","Specsavers","founder","eyeglasses","new","0","male","United States","USA","0.0","North America","founder non-finance","1.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Giancarlo Franceso Civita","1540","2014","1950","Grupo Abril","relation","media","new","0","male","Brazil","BRA","0.0","Latin America","inherited","1.1","Non-Traded Sectors","True","Media","3rd generation","True","True" +"Hubert Palfinger","1540","2014","1932","Palfinger AG","relation","cranes","new","72","male","Austria","AUT","0.0","Europe","executive","1.1","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Jose Ermirio de Moraes Neto","1540","2014","1919","Votorantim Group","relation","metals, paper, cement","new","61","male","Brazil","BRA","0.0","Latin America","inherited","1.1","Financial","True","Diversified financial","father","True","True" +"Jose Roberto Ermirio de Moraes","1540","2014","1919","Votorantim Group","relation","metals, paper, cement","new","56","male","Brazil","BRA","0.0","Latin America","inherited","1.1","Financial","True","Diversified financial","father","True","True" +"K Dinesh","1540","2014","1981","Infosys","founder","software","new","59","male","India","IND","0.0","South Asia","founder non-finance","1.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"K. Rai Sahi","1540","2014","1975","Morgaurd","chairman and ceo","real estate","new","67","male","Canada","CAN","0.0","North America","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Kim Taek-Jin","1540","2014","1997","NCSOFT","founder","online gaming","new","0","male","South Korea","KOR","0.0","East Asia","founder non-finance","1.1","New Sectors","True","","not inherited","True","True" +"Liu Gexin","1540","2014","1996","Sichuan Kelun Pharmaceutical","founder","pharmaceuticals","new","62","male","China","CHN","0.0","East Asia","founder non-finance","1.1","New Sectors","True","Technology-Medical","not inherited","True","True" +"Liu Ming Chung","1540","2014","1995","Nine Dragons Paper","founder","paper","new","51","male","Brazil","BRA","0.0","Latin America","founder non-finance","1.1","Traded Sectors","True","Consumer","not inherited","True","True" +"Mary Perkins","1540","2014","1984","Specsavers","founder","eyeglasses","new","0","female","United States","USA","0.0","North America","founder non-finance","1.1","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Neide Helena de Moraes","1540","2014","1919","Votorantim Group","relation","metals, paper, cement","new","59","female","Brazil","BRA","0.0","Latin America","inherited","1.1","Financial","True","Diversified financial","father","True","True" +"Roberta Anamaria Civita","1540","2014","1950","Grupo Abril","relation","media","new","0","female","Brazil","BRA","0.0","Latin America","inherited","1.1","Non-Traded Sectors","True","Media","3rd generation","True","True" +"Ryoichi Jinnai","1540","2014","1962","Promise Consumer Finance","founder","finance","new","87","male","Japan","JPN","0.0","East Asia","self-made finance","1.1","Financial","True","Money Management","not inherited","True","True" +"Sheryl Sandberg","1540","2014","2004","Facebook","COO","internet company","new","44","female","United States","USA","0.0","North America","executive","1.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Sun Hongbin","1540","2014","1994","Sunac China Holdings","founder","real estate","new","51","male","United States","USA","0.0","North America","self-made finance","1.1","Financial","True","Real Estate","not inherited","True","True" +"Victor Civita Neto","1540","2014","1950","Grupo Abril","relation","media","new","0","male","Brazil","BRA","0.0","Latin America","inherited","1.1","Non-Traded Sectors","True","Media","3rd generation","True","True" +"Vikram Lal","1540","2014","1948","Eicher Motors","relation","automobiles","new","71","male","India","IND","0.0","South Asia","inherited","1.1","Traded Sectors","True","Consumer","father","True","True" +"Wang Laichun","1540","2014","2004","Luxshare Precision Industry","chairwomen","electonics components","new","46","female","China","CHN","0.0","East Asia","executive","1.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Wang Laisheng","1540","2014","2004","Luxshare Precision Industry","owner","electonics components","new","49","male","China","CHN","0.0","East Asia","executive","1.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Yao Wenbin","1540","2014","2004","Ourpalm","founder","software","new","43","male","China","CHN","0.0","East Asia","founder non-finance","1.1","New Sectors","True","Technology-Computer","not inherited","True","True" +"Zadik Bino","1540","2014","1922","Paz oil company","owner","oil","new","70","male","Israel","ISR","0.0","Middle East/North Africa","self-made finance","1.1","Financial","True","Money Management","not inherited","True","True" +"Alberto Alcocer","1565","2014","1952","Construcciones y Contratas","owner","construction","aquired","71","male","Spain","ESP","0.0","Europe","self-made finance","1.0","Financial","True","Diversified financial","not inherited","True","True" +"Alexander Vik","1565","2014","1980","Scandinavia Fund","investor","investment","aquired","59","male","Norway","NOR","0.0","Europe","self-made finance","1.0","Financial","True","Diversified financial","not inherited","True","True" +"An Kang","1565","2014","1992","Hualan Biological Engineering","founder","pharmaceuticals","new","65","male","China","CHN","0.0","East Asia","founder non-finance","1.0","New Sectors","True","Technology-Medical","not inherited","True","True" +"Andrea Reimann-Ciardelli","1565","2014","1923","Benckiser","relation","consumer goods","aquired","0","female","United States","USA","0.0","North America","inherited","1.0","Traded Sectors","True","Consumer","father","True","True" +"Andrew Gotianun","1565","2014","1955","Filinvest Development Corporation","founder","real estate","new","86","male","Philippines","PHL","0.0","East Asia","self-made finance","1.0","Financial","True","Real Estate","not inherited","True","True" +"Angela Bennett","1565","2014","1955","Wright Prospecting","relation","mining","new","69","female","Australia","AUS","0.0","North America","inherited","1.0","Resource Related","True","Mining and metals","father","True","True" +"Anne Beaufour","1565","2014","1929","Ipsen","relation","pharmaceuticals","new","50","female","France","FRA","0.0","Europe","inherited","1.0","New Sectors","True","Technology-Medical","3rd generation","True","True" +"B.R. Shetty","1565","2014","1975","New Medical Centre","founder","hospitals","new","72","male","India","IND","0.0","South Asia","founder non-finance","1.0","New Sectors","True","Technology-Medical","not inherited","True","True" +"Bent Jensen","1565","2014","1907","Linak","relation","linear actuators","new","62","male","Denmark","DEN","0.0","Europe","inherited","1.0","New Sectors","True","Technology-Computer","3rd generation","True","True" +"Boris Mints","1565","2014","2010","O1 Properties","owner","real estate","new","55","male","Russia","RUS","0.0","Europe","self-made finance","1.0","Financial","True","Real Estate","not inherited","True","True" +"Brian Higgins","1565","2014","1995","King Street Capital Management","founder","hedge funds","new","49","male","United States","USA","0.0","North America","self-made finance","1.0","Financial","True","Hedge funds","not inherited","True","True" +"C. James Koch","1565","2014","1984","Boston Beer Company","founder","beer","new","64","male","United States","USA","0.0","North America","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Carlos Martins","1565","2014","1987","Wizard language Schools","founder","education","new","57","male","Brazil","BRA","0.0","Latin America","founder non-finance","1.0","0","True","Other","not inherited","True","True" +"Chang Pyung-Soon","1565","2014","1985","Kyowon Co","founder","education","new","63","male","South Korea","KOR","0.0","East Asia","founder non-finance","1.0","0","True","Other","not inherited","True","True" +"Christopher Burch","1565","2014","2004","Tory Burch LLC","founder","fashion","new","60","male","United States","USA","0.0","North America","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Dariusz Milek","1565","2014","1989","Milek (now CCC)","founder","shoes","new","46","male","Poland","POL","0.0","Europe","self-made finance","1.0","Financial","True","Real Estate","not inherited","True","True" +"Ding Shijia","1565","2014","1994","Anta Sports","deputy chairman","sportswear","new","50","male","China","CHN","0.0","East Asia","executive","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Ding Shizhong","1565","2014","1966","China SCE Property Holdings Limited","director","real estate","new","43","male","China","CHN","0.0","East Asia","executive","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Dmitry Korzhev","1565","2014","1993","Mega-Auto","founder","auto retail","new","50","male","Russia","RUS","0.0","Europe","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Dmitry Troitsky","1565","2014","1993","Mega-Auto","founder","auto retail","new","49","male","Russia","RUS","0.0","Europe","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Elena Baturina","1565","2014","1991","Inteco","founder","construction","new","50","female","Russia","RUS","0.0","Europe","privatized and resources","1.0","Non-Traded Sectors","True","Constrution","not inherited","True","True" +"Enrique Banuelos","1565","2014","1982","ASTROC","founder","real estate","new","48","male","Spain","ESP","0.0","Europe","self-made finance","1.0","Financial","True","Real Estate","not inherited","True","True" +"Feng Hailiang","1565","2014","1989","Hailiang Group","founder","copper","new","53","male","China","CHN","0.0","East Asia","founder non-finance","1.0","0","True","0","not inherited","True","True" +"Fred Chang","1565","2014","2001","Newegg.com","founder","e-commerce","new","57","male","United States","USA","0.0","North America","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Fu Kwan","1565","2014","1990","Macrolink Group","chairman","investments","new","56","male","China","CHN","0.0","East Asia","self-made finance","1.0","Financial","True","Diversified financial","not inherited","True","True" +"Graham Kirkham","1565","2014","1983","DFS","founder","retail","aquired","69","male","United Kingdom","GBR","0.0","Europe","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Harindarpal Banga","1565","2014","1986","Noble Group","Vice Chairman","commodity trading","new","63","male","India","IND","0.0","South Asia","privatized and resources","1.0","Resource Related","True","Mining and metals","not inherited","True","True" +"Henri Beaufour","1565","2014","1929","Ipsen","relation","pharmaceuticals","new","48","male","France","FRA","0.0","Europe","inherited","1.0","New Sectors","True","Technology-Medical","3rd generation","True","True" +"Horst Julius Pudwill","1565","2014","1985","Techtronic Industries","founder","manufacturing","new","69","male","Germany","DEU","0.0","Europe","founder non-finance","1.0","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Huo Qinghua","1565","2014","1996","China Kingho","chairman","coal","new","52","male","China","CHN","0.0","East Asia","privatized and resources","1.0","Resource Related","True","Mining and metals","not inherited","True","True" +"Ina Chan","1565","2014","1962","Sociedade de Turismo e Divers?es de Macau","relation","gaming","new","60","female","Hong Kong","HKG","0.0","East Asia","inherited","1.0","Financial","True","Real Estate","spouse/widow","True","True" +"Jeanine Dick","1565","2014","1968","Virbac","relation","pharmaceuticals","new","77","female","France","FRA","0.0","Europe","inherited","1.0","New Sectors","True","Technology-Medical","spouse/widow","True","True" +"Jim Thompson","1565","2014","1965","Crown Worldwide Group","founder","relocation services","new","74","male","United States","USA","0.0","North America","founder non-finance","1.0","0","True","Other","not inherited","True","True" +"Jitendra Virwani","1565","2014","1993","Embassy Property Developments","founder","real estate","new","48","male","India","IND","0.0","South Asia","self-made finance","1.0","Financial","True","Real Estate","not inherited","True","True" +"John Morgridge","1565","2014","1984","Cisco Systems","ceo","software","new","80","male","United States","USA","0.0","North America","executive","1.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"John Van Lieshout","1565","2014","0","","founder","real estate","new","68","male","Australia","AUS","0.0","North America","self-made finance","1.0","Financial","True","Real Estate","not inherited","True","True" +"Jorge Rodriguez Rodriguez","1565","2014","1967","Jose Rodriguez Banda","founder","milk","new","68","male","Peru","PER","0.0","Latin America","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Kenneth Tuchman","1565","2014","1982","TeleTech","founder","software","new","54","male","United States","USA","0.0","North America","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Lam Fong Ngo","1565","2014","1997","Macau Legend","Vice Chairman","casinos","new","0","female","Macau","MAC","0.0","East Asia","self-made finance","1.0","Financial","True","Real Estate","not inherited","True","True" +"Leon Charney","1565","2014","1980","One Times Square","investor","real estate","new","72","male","United States","USA","0.0","North America","self-made finance","1.0","Financial","True","Real Estate","not inherited","True","True" +"Leonard Schleifer","1565","2014","1988","Regeneron Pharmaceuicals","founder","pharmaceuticals","new","61","male","United States","USA","0.0","North America","founder non-finance","1.0","New Sectors","True","Technology-Medical","not inherited","True","True" +"Li Denghai","1565","2014","1989","Shandong Denghai Seeds","founder","agriculture","new","64","male","China","CHN","0.0","East Asia","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Li Shuirong","1565","2014","1995","Rongsheng Petrochemical","chairman","petrochemicals","new","57","male","China","CHN","0.0","East Asia","executive","1.0","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Lim Hariyanto Wijaya Sarwono","1565","2014","1996","Bumitama Agri","founder","palm oil","new","86","male","Indonesia","IDN","0.0","East Asia","privatized and resources","1.0","Resource Related","True","Mining and metals","not inherited","True","True" +"Lin Ming-Hsiung","1565","2014","1998","Pxmart","owner","retail","privatization","64","male","Taiwan","Taiwan","0.0","East Asia","privatized and resources","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Liu Xiaomeng","1565","2014","1990","Suning Group","investor","retail, home appliances","new","59","female","China","CHN","0.0","East Asia","executive","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Michael Kors","1565","2014","1981","Michael Kors","founder","retail","new","54","male","United States","USA","0.0","North America","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Michael Lynch","1565","2014","1996","Autonomy Corporation","founder","software","new","49","male","United Kingdom","GBR","0.0","Europe","founder non-finance","1.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Mikhail Abyzov","1565","2014","2006","E4 Group","Chairman","engineering","new","41","male","Russia","RUS","0.0","Europe","privatized and resources","1.0","Resource Related","True","Energy","not inherited","True","True" +"Monika Schoeller","1565","2014","1948","Verlagsgruppe Holtzbrinck","relation","publishing","new","75","female","Germany","DEU","0.0","Europe","inherited","1.0","Non-Traded Sectors","True","Media","father","True","True" +"Morris Kahn","1565","2014","1982","Amdocs","investor","software","new","84","male","Israel","ISR","0.0","Middle East/North Africa","executive","1.0","New Sectors","True","Technology-Computer","not inherited","True","True" +"Murat Vargi","1565","2014","1993","Turkcell","founder","telecom","new","66","male","Turkey","TUR","0.0","Middle East/North Africa","founder non-finance","1.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Nerijus Numavicius","1565","2014","1992","VP Group","founder","retail","new","46","male","Lithuania","LTU","0.0","Europe","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"O. Francis Biondi","1565","2014","1995","King Street Capital Management","founder","hedge funds","new","49","male","United States","USA","0.0","North America","self-made finance","1.0","Financial","True","Hedge funds","not inherited","True","True" +"Pavel Tykac","1565","2014","1995","Motoinvest","investor","hostile takeovers","new","49","male","Czech Republic","CZE","0.0","Europe","privatized and resources","1.0","Resource Related","True","Mining and metals","not inherited","True","True" +"Philip Falcone","1565","2014","2001","Harbinger Capital","founder","hedge funds","new","51","male","United States","USA","0.0","North America","self-made finance","1.0","Financial","True","Hedge funds","not inherited","True","True" +"Richard Chang","1565","2014","1984","Advanced Semiconductor Engineering","founder","electronics","new","67","male","Taiwan","Taiwan","0.0","East Asia","self-made finance","1.0","Financial","True","Real Estate","not inherited","True","True" +"Robert Ingham","1565","2014","1918","Inghams Enterprises","relation","agriculture","new","82","male","Australia","AUS","0.0","North America","executive","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Rostam Azizi","1565","2014","1999","Vodacom Tanzania","investor","telecom","subsidiary","49","male","Tanzania","TZA","0.0","Sub-Saharan Africa","executive","1.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Ryan Kavanaugh","1565","2014","2004","Relativity Media","founder","film","new","39","male","United States","USA","0.0","North America","founder non-finance","1.0","Non-Traded Sectors","True","Media","not inherited","True","True" +"Sara Blakely","1565","2014","2000","Spanx","founder","apparel","new","43","female","United States","USA","0.0","North America","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Seo Jung-Jin","1565","2014","2002","Celltrion","founder","biotech","new","56","male","South Korea","KOR","0.0","East Asia","founder non-finance","1.0","New Sectors","True","Technology-Medical","not inherited","True","True" +"Sergei Petrov","1565","2014","1990","Rolf Group","founder","auto retail","new","59","male","Russia","RUS","0.0","Europe","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Sergei Tsikalyuk","1565","2014","1992","Military Insurance Company (VSK)","founder","insurance","new","55","male","Russia","RUS","0.0","Europe","self-made finance","1.0","Financial","True","Money Management","not inherited","True","True" +"Serhiy Tihipko","1565","2014","1992","PrivatBank","founder","banking","new","54","male","Ukraine","UKR","0.0","Europe","self-made finance","1.0","Financial","True","Money Management","not inherited","True","True" +"Shoji Uehara","1565","2014","1912","Taisho Pharmaceutical","relation","pharmaceuticals","new","86","male","Japan","JPN","0.0","East Asia","inherited","1.0","New Sectors","True","Technology-Medical","father","True","True" +"Stefan von Holtzbrinck","1565","2014","1948","Verlagsgruppe Holtzbrinck","relation","publishing","new","50","male","Germany","DEU","0.0","Europe","inherited","1.0","Non-Traded Sectors","True","Media","father","True","True" +"T.S. Kalyanaraman","1565","2014","1993","Kalyan Jewellers","founder","jewelry","new","66","male","India","IND","0.0","South Asia","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Thomas Bailey","1565","2014","1969","Janus Capital Group","founder","mutual funds","new","77","male","United States","USA","0.0","North America","self-made finance","1.0","Financial","True","Money Management","not inherited","True","True" +"Thomas Kaplan","1565","2014","1993","Apex Silver Mines","founder","metals","new","51","male","United States","USA","0.0","North America","self-made finance","1.0","Financial","True","Diversified financial","not inherited","True","True" +"Tory Burch","1565","2014","2004","Tory Burch LLC","founder","fashion","new","47","female","United States","USA","0.0","North America","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Vivek Chaand Sehgal","1565","2014","1986","Samvardhana Motherson Group","founder","auto parts","new","57","male","Australia","AUS","0.0","North America","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Wang Jianfeng","1565","2014","2004","Ningo Joyson Electric","founder","auto parts","new","44","male","China","CHN","0.0","East Asia","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Wang Muqing","1565","2014","1999","China ZhengTong Auto Services","founder","auto retail","new","63","male","China","CHN","0.0","East Asia","founder non-finance","1.0","Non-Traded Sectors","True","Retail, Restaurant","not inherited","True","True" +"Wang Yong","1565","2014","1986","Xiwang Group","founder","food sweeteners","new","63","male","China","CHN","0.0","East Asia","founder non-finance","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"William Moncrief, Jr.","1565","2014","1929","Moncrief Oil","relation","oil","new","93","male","United States","USA","0.0","North America","inherited","1.0","Resource Related","True","Energy","father","True","True" +"Wu Chung-Yi","1565","2014","1991","Tingyi","investor","beverages and food","new","55","male","Taiwan","Taiwan","0.0","East Asia","executive","1.0","Traded Sectors","True","Non-consumer industrial","not inherited","True","True" +"Wu Xiong","1565","2014","1999","Biostime International Holdings","owner","infant formula","new","0","male","China","CHN","0.0","East Asia","executive","1.0","Traded Sectors","True","Consumer","not inherited","True","True" +"Yang Keng","1565","2014","0","Blue Ray Corp","chairman","real estate","new","53","male","China","CHN","0.0","East Asia","self-made finance","1.0","Financial","True","Real Estate","not inherited","True","True" +"Zdenek Bakala","1565","2014","1994","Patria Finance","founder","coal","new","53","male","Czech Republic","CZE","0.0","Europe","privatized and resources","1.0","Resource Related","True","Mining and metals","not inherited","True","True" +"Zhu Wenchen","1565","2014","1999","Furen Pharmaceutical Group","chairman","pharmaceuticals","new","48","male","China","CHN","0.0","East Asia","executive","1.0","New Sectors","True","Technology-Medical","not inherited","True","True" diff --git a/Forbes Billionaire Data Analysis/Images/box.png b/Forbes Billionaire Data Analysis/Images/box.png new file mode 100644 index 0000000000000000000000000000000000000000..5ba8941f8f7634c4f2dc0f225f859fba6371f5b7 GIT binary patch literal 40829 zcmeFa2UL~kwl2KvEm2Vs6)A#>4G0Q?bQ6jV6%|yf0g)m_K#KIl80pvmMGyoF0)j|K z1)~%Z0a2QOpj4&0K$^7wnID>e?{oJ#XPy8Nr#_pj96+vpFCl1 zb<*6_fZyK8#@5uza+8RZ$i@x)CMQpxu$2}SwfOT3B33rWqWr^SIXK9y6Wb2kvRLze zrhg_yE8I3^v97gkSK4~OF|_0DDMyXIutD~oDz6_EH*cLK<7xiu$qmuUZ6f<}HMQLj zC9dmg(7WmF%`MI2aCi3ZNhv$RGRsUkwH5Da=_qdH;h1#CI?i)&p}_QC)w;R^2*g1EIDhL$xdWGCsA0UJNd5wwZ*>VX@AglRi9;dB?i2=8Z?wOn&CgUx)c?Z2p=z ze=UZ;48{KhBYJPzHTSWhCGswg$;T^2dU|>q3WUN(G!yi*-CRRYzS>@Tdrx@u!34eK 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"nbformat_minor": 5 +} diff --git a/Forbes Billionaire Data Analysis/Model/Forbes Billionaire Analysis.ipynb b/Forbes Billionaire Data Analysis/Model/Forbes Billionaire Analysis.ipynb new file mode 100644 index 000000000..ea52562ea --- /dev/null +++ b/Forbes Billionaire Data Analysis/Model/Forbes Billionaire Analysis.ipynb @@ -0,0 +1,7193 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "723660fe-3d60-4d9a-90ed-1905947154c8", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "from sklearn.svm import SVR\n", + "from sklearn.linear_model import BayesianRidge\n", + "from sklearn.linear_model import SGDRegressor" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "b95f36d9-897e-4993-93a5-8fb590b46c2a", + "metadata": {}, + "outputs": [], + "source": [ + "data = pd.read_csv(\"Billionaire/billionaires.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "id": "a626d4a9-c020-4fb9-ae77-2598959371ef", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

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namerankyearcompany.foundedcompany.namecompany.relationshipcompany.sectorcompany.typedemographics.agedemographics.gender...location.gdplocation.regionwealth.typewealth.worth in billionswealth.how.categorywealth.how.from emergingwealth.how.industrywealth.how.inheritedwealth.how.was founderwealth.how.was political
0Bill Gates119961975MicrosoftfounderSoftwarenew40male...8.100000e+12North Americafounder non-finance18.5New SectorsTrueTechnology-Computernot inheritedTrueTrue
1Bill Gates120011975MicrosoftfounderSoftwarenew45male...1.060000e+13North Americafounder non-finance58.7New SectorsTrueTechnology-Computernot inheritedTrueTrue
2Bill Gates120141975MicrosoftfounderSoftwarenew58male...0.000000e+00North Americafounder non-finance76.0New SectorsTrueTechnology-Computernot inheritedTrueTrue
3Warren Buffett219961962Berkshire HathawayfounderFinancenew65male...8.100000e+12North Americafounder non-finance15.0Traded SectorsTrueConsumernot inheritedTrueTrue
4Warren Buffett220011962Berkshire HathawayfounderFinancenew70male...1.060000e+13North Americafounder non-finance32.3Traded SectorsTrueConsumernot inheritedTrueTrue
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5 rows × 22 columns

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" + ], + "text/plain": [ + " name rank year company.founded company.name \\\n", + "0 Bill Gates 1 1996 1975 Microsoft \n", + "1 Bill Gates 1 2001 1975 Microsoft \n", + "2 Bill Gates 1 2014 1975 Microsoft \n", + "3 Warren Buffett 2 1996 1962 Berkshire Hathaway \n", + "4 Warren Buffett 2 2001 1962 Berkshire Hathaway \n", + "\n", + " company.relationship company.sector company.type demographics.age \\\n", + "0 founder Software new 40 \n", + "1 founder Software new 45 \n", + "2 founder Software new 58 \n", + "3 founder Finance new 65 \n", + "4 founder Finance new 70 \n", + "\n", + " demographics.gender ... location.gdp location.region wealth.type \\\n", + "0 male ... 8.100000e+12 North America founder non-finance \n", + "1 male ... 1.060000e+13 North America founder non-finance \n", + "2 male ... 0.000000e+00 North America founder non-finance \n", + "3 male ... 8.100000e+12 North America founder non-finance \n", + "4 male ... 1.060000e+13 North America founder non-finance \n", + "\n", + " wealth.worth in billions wealth.how.category wealth.how.from emerging \\\n", + "0 18.5 New Sectors True \n", + "1 58.7 New Sectors True \n", + "2 76.0 New Sectors True \n", + "3 15.0 Traded Sectors True \n", + "4 32.3 Traded Sectors True \n", + "\n", + " wealth.how.industry wealth.how.inherited wealth.how.was founder \\\n", + "0 Technology-Computer not inherited True \n", + "1 Technology-Computer not inherited True \n", + "2 Technology-Computer not inherited True \n", + "3 Consumer not inherited True \n", + "4 Consumer not inherited True \n", + "\n", + " wealth.how.was political \n", + "0 True \n", + "1 True \n", + "2 True \n", + "3 True \n", + "4 True \n", + "\n", + "[5 rows x 22 columns]" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "markdown", + "id": "928a827d-c5e3-4d18-9ed8-e71661de58b9", + "metadata": {}, + "source": [ + "## Exploratory Data Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "aaa58a68-3d9e-4ba8-8453-7ad7bcd9584c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 2614 entries, 0 to 2613\n", + "Data columns (total 22 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 name 2614 non-null object \n", + " 1 rank 2614 non-null int64 \n", + " 2 year 2614 non-null int64 \n", + " 3 company.founded 2614 non-null int64 \n", + " 4 company.name 2576 non-null object \n", + " 5 company.relationship 2568 non-null object \n", + " 6 company.sector 2591 non-null object \n", + " 7 company.type 2578 non-null object \n", + " 8 demographics.age 2614 non-null int64 \n", + " 9 demographics.gender 2580 non-null object \n", + " 10 location.citizenship 2614 non-null object \n", + " 11 location.country code 2614 non-null object \n", + " 12 location.gdp 2614 non-null float64\n", + " 13 location.region 2614 non-null object \n", + " 14 wealth.type 2592 non-null object \n", + " 15 wealth.worth in billions 2614 non-null float64\n", + " 16 wealth.how.category 2613 non-null object \n", + " 17 wealth.how.from emerging 2614 non-null bool \n", + " 18 wealth.how.industry 2613 non-null object \n", + " 19 wealth.how.inherited 2614 non-null object \n", + " 20 wealth.how.was founder 2614 non-null bool \n", + " 21 wealth.how.was political 2614 non-null bool \n", + "dtypes: bool(3), float64(2), int64(4), object(13)\n", + "memory usage: 395.8+ KB\n" + ] + } + ], + "source": [ + "data.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "id": "ba34eb17-425e-495a-b637-0c2168621ffe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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rankyearcompany.foundeddemographics.agelocation.gdpwealth.worth in billions
count2614.0000002614.0000002614.0000002614.0000002.614000e+032614.000000
mean599.6725332008.4116301924.71193653.3412391.769103e+123.531943
std467.8856957.483598243.77654625.3333203.547083e+125.088813
min1.0000001996.0000000.000000-42.0000000.000000e+001.000000
25%215.0000002001.0000001936.00000047.0000000.000000e+001.400000
50%430.0000002014.0000001963.00000059.0000000.000000e+002.000000
75%988.0000002014.0000001985.00000070.0000007.250000e+113.500000
max1565.0000002014.0000002012.00000098.0000001.060000e+1376.000000
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" + ], + "text/plain": [ + " rank year company.founded demographics.age \\\n", + "count 2614.000000 2614.000000 2614.000000 2614.000000 \n", + "mean 599.672533 2008.411630 1924.711936 53.341239 \n", + "std 467.885695 7.483598 243.776546 25.333320 \n", + "min 1.000000 1996.000000 0.000000 -42.000000 \n", + "25% 215.000000 2001.000000 1936.000000 47.000000 \n", + "50% 430.000000 2014.000000 1963.000000 59.000000 \n", + "75% 988.000000 2014.000000 1985.000000 70.000000 \n", + "max 1565.000000 2014.000000 2012.000000 98.000000 \n", + "\n", + " location.gdp wealth.worth in billions \n", + "count 2.614000e+03 2614.000000 \n", + "mean 1.769103e+12 3.531943 \n", + "std 3.547083e+12 5.088813 \n", + "min 0.000000e+00 1.000000 \n", + "25% 0.000000e+00 1.400000 \n", + "50% 0.000000e+00 2.000000 \n", + "75% 7.250000e+11 3.500000 \n", + "max 1.060000e+13 76.000000 " + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "e97fc8b1-c7c3-4473-97d3-04e607946db1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['name', 'rank', 'year', 'company.founded', 'company.name',\n", + " 'company.relationship', 'company.sector', 'company.type',\n", + " 'demographics.age', 'demographics.gender', 'location.citizenship',\n", + " 'location.country code', 'location.gdp', 'location.region',\n", + " 'wealth.type', 'wealth.worth in billions', 'wealth.how.category',\n", + " 'wealth.how.from emerging', 'wealth.how.industry',\n", + " 'wealth.how.inherited', 'wealth.how.was founder',\n", + " 'wealth.how.was political'],\n", + " dtype='object')" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "id": "55b29add-de5a-4450-ad94-c49948e95e00", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 USA\n", + "1 USA\n", + "2 USA\n", + "3 USA\n", + "4 USA\n", + "Name: location.country code, dtype: object" + ] + }, + "execution_count": 171, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"location.country code\"].head()" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "id": "ca9e2ef2-79c9-4920-8de8-d9753203ff9a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 North America\n", + "1 North America\n", + "2 North America\n", + "3 North America\n", + "4 North America\n", + "Name: location.region, dtype: object" + ] + }, + "execution_count": 172, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"location.region\"].head()" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "id": "0d1c0d78-1746-411a-b894-0b0a1136f95e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['USA', 'MEX', 'CHE', 'ESP', 'HKG', 'Taiwan', 'DEU', 'SAU', 'JPN',\n", + " 'SWE', 'FRA', 'CAN', 'PHL', 'IDN', 'KOR', 'MYS', 'ITA', 'SGP',\n", + " 'NGA', 'BRA', 'RUS', 'IND', 'GBR', 'AUS', 'THA', 'KWT', 'TUR',\n", + " 'CHL', 'NLD', 'VEN', 'CHN', 'ARG', 'GRC', 'COL', 'CYP', 'ZAF',\n", + " 'IRL', 'UKR', 'CZE', 'ISR', 'DEN', 'LBN', 'AUT', 'DNK', 'NZL',\n", + " 'FIN', 'BMU', 'PRT', 'ARE', 'LIE', 'GEO', 'NOR', 'BEL', 'ECU',\n", + " 'BHR', 'PER', 'AGO', 'SWZ', 'POL', 'EGY', 'DZA', 'MAR', 'GGY',\n", + " 'KAZ', 'MAC', 'MCO', 'VNM', 'ROU', 'KNA', 'OMN', 'NPL', 'UGA',\n", + " 'LTU', 'TZA'], dtype=object)" + ] + }, + "execution_count": 173, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"location.country code\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "id": "5f9425fa-850b-40a8-b96d-edc00c492ca4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 18.5\n", + "1 58.7\n", + "2 76.0\n", + "3 15.0\n", + "4 32.3\n", + "Name: wealth.worth in billions, dtype: float64" + ] + }, + "execution_count": 174, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"wealth.worth in billions\"].head()" + ] + }, + { + "cell_type": "markdown", + "id": "775cc2c5-6a90-4dce-8a1d-c36d70b070c7", + "metadata": {}, + "source": [ + "## Data Cleaning and Preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "id": "eeaa70c4-08f8-44c8-8322-d0f0b02f17f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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namerankyearcompany.foundedcompany.namecompany.relationshipcompany.sectorcompany.typedemographics.agedemographics.gender...location.gdplocation.regionwealth.typewealth.worth in billionswealth.how.categorywealth.how.from emergingwealth.how.industrywealth.how.inheritedwealth.how.was founderwealth.how.was political
0Bill Gates119961975MicrosoftfounderSoftwarenew40male...8.100000e+12North Americafounder non-finance18.5New SectorsTrueTechnology-Computernot inheritedTrueTrue
1Bill Gates120011975MicrosoftfounderSoftwarenew45male...1.060000e+13North Americafounder non-finance58.7New SectorsTrueTechnology-Computernot inheritedTrueTrue
2Bill Gates120141975MicrosoftfounderSoftwarenew58male...0.000000e+00North Americafounder non-finance76.0New SectorsTrueTechnology-Computernot inheritedTrueTrue
3Warren Buffett219961962Berkshire HathawayfounderFinancenew65male...8.100000e+12North Americafounder non-finance15.0Traded SectorsTrueConsumernot inheritedTrueTrue
4Warren Buffett220011962Berkshire HathawayfounderFinancenew70male...1.060000e+13North Americafounder non-finance32.3Traded SectorsTrueConsumernot inheritedTrueTrue
5Carlos Slim Helu220141990TelmexfounderCommunicationsprivatization74male...0.000000e+00Latin Americaprivatized and resources72.0Non-Traded SectorsTrueMedianot inheritedTrueTrue
6Oeri Hoffman and Sacher319961896F. Hoffmann-La RocheNaNpharmaceuticalsnew0NaN...3.300000e+11Europeinherited13.1New SectorsTrueTechnology-Medical3rd generationTrueTrue
7Paul Allen320011975Microsoftfoundertechnologynew48male...1.060000e+13North Americafounder non-finance30.4New SectorsTrueTechnology-Computernot inheritedTrueTrue
8Amancio Ortega320141975ZarafounderFashionnew77male...0.000000e+00Europefounder non-finance64.0Non-Traded SectorsTrueRetail, Restaurantnot inheritedTrueTrue
9Lee Shau Kee419961976Henderson Land Developmentfounder/chairmanreal estatenew68male...1.600000e+11East Asiaself-made finance12.7FinancialTrueReal Estatenot inheritedTrueTrue
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10 rows × 22 columns

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" + ], + "text/plain": [ + " name rank year company.founded \\\n", + "0 Bill Gates 1 1996 1975 \n", + "1 Bill Gates 1 2001 1975 \n", + "2 Bill Gates 1 2014 1975 \n", + "3 Warren Buffett 2 1996 1962 \n", + "4 Warren Buffett 2 2001 1962 \n", + "5 Carlos Slim Helu 2 2014 1990 \n", + "6 Oeri Hoffman and Sacher 3 1996 1896 \n", + "7 Paul Allen 3 2001 1975 \n", + "8 Amancio Ortega 3 2014 1975 \n", + "9 Lee Shau Kee 4 1996 1976 \n", + "\n", + " company.name company.relationship company.sector \\\n", + "0 Microsoft founder Software \n", + "1 Microsoft founder Software \n", + "2 Microsoft founder Software \n", + "3 Berkshire Hathaway founder Finance \n", + "4 Berkshire Hathaway founder Finance \n", + "5 Telmex founder Communications \n", + "6 F. Hoffmann-La Roche NaN pharmaceuticals \n", + "7 Microsoft founder technology \n", + "8 Zara founder Fashion \n", + "9 Henderson Land Development founder/chairman real estate \n", + "\n", + " company.type demographics.age demographics.gender ... location.gdp \\\n", + "0 new 40 male ... 8.100000e+12 \n", + "1 new 45 male ... 1.060000e+13 \n", + "2 new 58 male ... 0.000000e+00 \n", + "3 new 65 male ... 8.100000e+12 \n", + "4 new 70 male ... 1.060000e+13 \n", + "5 privatization 74 male ... 0.000000e+00 \n", + "6 new 0 NaN ... 3.300000e+11 \n", + "7 new 48 male ... 1.060000e+13 \n", + "8 new 77 male ... 0.000000e+00 \n", + "9 new 68 male ... 1.600000e+11 \n", + "\n", + " location.region wealth.type wealth.worth in billions \\\n", + "0 North America founder non-finance 18.5 \n", + "1 North America founder non-finance 58.7 \n", + "2 North America founder non-finance 76.0 \n", + "3 North America founder non-finance 15.0 \n", + "4 North America founder non-finance 32.3 \n", + "5 Latin America privatized and resources 72.0 \n", + "6 Europe inherited 13.1 \n", + "7 North America founder non-finance 30.4 \n", + "8 Europe founder non-finance 64.0 \n", + "9 East Asia self-made finance 12.7 \n", + "\n", + " wealth.how.category wealth.how.from emerging wealth.how.industry \\\n", + "0 New Sectors True Technology-Computer \n", + "1 New Sectors True Technology-Computer \n", + "2 New Sectors True Technology-Computer \n", + "3 Traded Sectors True Consumer \n", + "4 Traded Sectors True Consumer \n", + "5 Non-Traded Sectors True Media \n", + "6 New Sectors True Technology-Medical \n", + "7 New Sectors True Technology-Computer \n", + "8 Non-Traded Sectors True Retail, Restaurant \n", + "9 Financial True Real Estate \n", + "\n", + " wealth.how.inherited wealth.how.was founder wealth.how.was political \n", + "0 not inherited True True \n", + "1 not inherited True True \n", + "2 not inherited True True \n", + "3 not inherited True True \n", + "4 not inherited True True \n", + "5 not inherited True True \n", + "6 3rd generation True True \n", + "7 not inherited True True \n", + "8 not inherited True True \n", + "9 not inherited True True \n", + "\n", + "[10 rows x 22 columns]" + ] + }, + "execution_count": 175, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "id": "b53622bf-19f1-400c-b388-7b87b665d20c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "name 0\n", + "rank 0\n", + "year 0\n", + "company.founded 0\n", + "company.name 38\n", + "company.relationship 46\n", + "company.sector 23\n", + "company.type 36\n", + "demographics.age 0\n", + "demographics.gender 34\n", + "location.citizenship 0\n", + "location.country code 0\n", + "location.gdp 0\n", + "location.region 0\n", + "wealth.type 22\n", + "wealth.worth in billions 0\n", + "wealth.how.category 1\n", + "wealth.how.from emerging 0\n", + "wealth.how.industry 1\n", + "wealth.how.inherited 0\n", + "wealth.how.was founder 0\n", + "wealth.how.was political 0\n", + "dtype: int64" + ] + }, + "execution_count": 176, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "id": "e7ce42f4-9d2d-4b82-893c-c708ea987239", + "metadata": {}, + "outputs": [], + "source": [ + "data.dropna(inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "id": "12a490d0-d1fd-4d32-b2ae-039d7b8b89d6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "name 0\n", + "rank 0\n", + "year 0\n", + "company.founded 0\n", + "company.name 0\n", + "company.relationship 0\n", + "company.sector 0\n", + "company.type 0\n", + "demographics.age 0\n", + "demographics.gender 0\n", + "location.citizenship 0\n", + "location.country code 0\n", + "location.gdp 0\n", + "location.region 0\n", + "wealth.type 0\n", + "wealth.worth in billions 0\n", + "wealth.how.category 0\n", + "wealth.how.from emerging 0\n", + "wealth.how.industry 0\n", + "wealth.how.inherited 0\n", + "wealth.how.was founder 0\n", + "wealth.how.was political 0\n", + "dtype: int64" + ] + }, + "execution_count": 178, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "id": "cbe28ba4-4583-4101-a706-3ce6184098f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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namerankyearcompany.foundedcompany.namecompany.relationshipcompany.sectorcompany.typedemographics.agedemographics.gender...location.gdplocation.regionwealth.typewealth.worth in billionswealth.how.categorywealth.how.from emergingwealth.how.industrywealth.how.inheritedwealth.how.was founderwealth.how.was political
0Bill Gates119961975MicrosoftfounderSoftwarenew40male...8.100000e+12North Americafounder non-finance18.5New SectorsTrueTechnology-Computernot inheritedTrueTrue
1Bill Gates120011975MicrosoftfounderSoftwarenew45male...1.060000e+13North Americafounder non-finance58.7New SectorsTrueTechnology-Computernot inheritedTrueTrue
2Bill Gates120141975MicrosoftfounderSoftwarenew58male...0.000000e+00North Americafounder non-finance76.0New SectorsTrueTechnology-Computernot inheritedTrueTrue
3Warren Buffett219961962Berkshire HathawayfounderFinancenew65male...8.100000e+12North Americafounder non-finance15.0Traded SectorsTrueConsumernot inheritedTrueTrue
4Warren Buffett220011962Berkshire HathawayfounderFinancenew70male...1.060000e+13North Americafounder non-finance32.3Traded SectorsTrueConsumernot inheritedTrueTrue
5Carlos Slim Helu220141990TelmexfounderCommunicationsprivatization74male...0.000000e+00Latin Americaprivatized and resources72.0Non-Traded SectorsTrueMedianot inheritedTrueTrue
7Paul Allen320011975Microsoftfoundertechnologynew48male...1.060000e+13North Americafounder non-finance30.4New SectorsTrueTechnology-Computernot inheritedTrueTrue
8Amancio Ortega320141975ZarafounderFashionnew77male...0.000000e+00Europefounder non-finance64.0Non-Traded SectorsTrueRetail, Restaurantnot inheritedTrueTrue
9Lee Shau Kee419961976Henderson Land Developmentfounder/chairmanreal estatenew68male...1.600000e+11East Asiaself-made finance12.7FinancialTrueReal Estatenot inheritedTrueTrue
10Larry Ellison420011977Oraclefoundersoftwarenew56male...1.060000e+13North Americafounder non-finance26.0New SectorsTrueTechnology-Computernot inheritedTrueTrue
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10 rows × 22 columns

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namerankyearcompany.foundedcompany.namecompany.relationshipcompany.sectorcompany.typedemographics.agedemographics.gender...location.gdplocation.regionwealth.typewealth.worth in billionswealth.how.categorywealth.how.from emergingwealth.how.industrywealth.how.inheritedwealth.how.was founderwealth.how.was political
0Bill Gates119961975MicrosoftfounderSoftwarenew40male...8.100000e+12North Americafounder non-finance18.5New SectorsTrueTechnology-Computernot inheritedTrueTrue
1Bill Gates120011975MicrosoftfounderSoftwarenew45male...1.060000e+13North Americafounder non-finance58.7New SectorsTrueTechnology-Computernot inheritedTrueTrue
2Bill Gates120141975MicrosoftfounderSoftwarenew58male...0.000000e+00North Americafounder non-finance76.0New SectorsTrueTechnology-Computernot inheritedTrueTrue
3Warren Buffett219961962Berkshire HathawayfounderFinancenew65male...8.100000e+12North Americafounder non-finance15.0Traded SectorsTrueConsumernot inheritedTrueTrue
4Warren Buffett220011962Berkshire HathawayfounderFinancenew70male...1.060000e+13North Americafounder non-finance32.3Traded SectorsTrueConsumernot inheritedTrueTrue
5Carlos Slim Helu220141990TelmexfounderCommunicationsprivatization74male...0.000000e+00Latin Americaprivatized and resources72.0Non-Traded SectorsTrueMedianot inheritedTrueTrue
7Paul Allen320011975Microsoftfoundertechnologynew48male...1.060000e+13North Americafounder non-finance30.4New SectorsTrueTechnology-Computernot inheritedTrueTrue
8Amancio Ortega320141975ZarafounderFashionnew77male...0.000000e+00Europefounder non-finance64.0Non-Traded SectorsTrueRetail, Restaurantnot inheritedTrueTrue
9Lee Shau Kee419961976Henderson Land Developmentfounder/chairmanreal estatenew68male...1.600000e+11East Asiaself-made finance12.7FinancialTrueReal Estatenot inheritedTrueTrue
10Larry Ellison420011977Oraclefoundersoftwarenew56male...1.060000e+13North Americafounder non-finance26.0New SectorsTrueTechnology-Computernot inheritedTrueTrue
11Warren Buffett420141839Berkshire HathawayfounderFinanceaquired83male...0.000000e+00North Americafounder non-finance58.2Traded SectorsTrueConsumernot inheritedTrueTrue
12Tsai Wan-lin519961962Lin Yuan Groupfounderbanking and insurancenew71male...0.000000e+00East Asiaself-made finance12.2FinancialTrueHedge fundsnot inheritedTrueTrue
13Theo and Karl Albrecht520011913Aldifoundergroceriesnew0male...1.950000e+12Europefounder non-finance25.0Non-Traded SectorsTrueRetail, Restaurantnot inheritedTrueTrue
14Larry Ellison520141977Oraclefoundersoftwarenew69male...0.000000e+00North Americafounder non-finance48.0New SectorsTrueTechnology-Computernot inheritedTrueTrue
15Walter Thomas and Raymond Kwok619961963Sun Hung Kai PropertiesRelationreal estatenew0male...1.600000e+11East Asiainherited11.2FinancialTrueReal EstatefatherTrueTrue
16Prince Alwaleed Bin Talal Alsaud620011980Kingdom Holding Companyfounderconstruction/real estate/bankingnew44male...1.830000e+11Middle East/North Africaprivatized and resources20.0FinancialTrueMoney Managementnot inheritedTrueTrue
17Charles Koch620141940Koch industriesrelationOil refiningnew78male...0.000000e+00North Americainherited40.0FinancialTrueDiversified financialfatherTrueTrue
18David Koch620141940Koch industriesrelationOil refiningnew73male...0.000000e+00North Americainherited40.0FinancialTrueDiversified financialfatherTrueTrue
19Li Ka-shing719961971Cheung kingfounderreal estatenew67male...1.600000e+11East Asiaself-made finance10.6FinancialTrueReal Estatenot inheritedTrueTrue
20Jim Walton720011962Walmartrelationretailnew53male...1.060000e+13North Americainherited18.8Non-Traded SectorsTrueRetail, RestaurantfatherTrueTrue
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20 rows × 22 columns

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" + ], + "text/plain": [ + " name rank year company.founded \\\n", + "0 Bill Gates 1 1996 1975 \n", + "1 Bill Gates 1 2001 1975 \n", + "2 Bill Gates 1 2014 1975 \n", + "3 Warren Buffett 2 1996 1962 \n", + "4 Warren Buffett 2 2001 1962 \n", + "5 Carlos Slim Helu 2 2014 1990 \n", + "7 Paul Allen 3 2001 1975 \n", + "8 Amancio Ortega 3 2014 1975 \n", + "9 Lee Shau Kee 4 1996 1976 \n", + "10 Larry Ellison 4 2001 1977 \n", + "11 Warren Buffett 4 2014 1839 \n", + "12 Tsai Wan-lin 5 1996 1962 \n", + "13 Theo and Karl Albrecht 5 2001 1913 \n", + "14 Larry Ellison 5 2014 1977 \n", + "15 Walter Thomas and Raymond Kwok 6 1996 1963 \n", + "16 Prince Alwaleed Bin Talal Alsaud 6 2001 1980 \n", + "17 Charles Koch 6 2014 1940 \n", + "18 David Koch 6 2014 1940 \n", + "19 Li Ka-shing 7 1996 1971 \n", + "20 Jim Walton 7 2001 1962 \n", + "\n", + " company.name company.relationship \\\n", + "0 Microsoft founder \n", + "1 Microsoft founder \n", + "2 Microsoft founder \n", + "3 Berkshire Hathaway founder \n", + "4 Berkshire Hathaway founder \n", + "5 Telmex founder \n", + "7 Microsoft founder \n", + "8 Zara founder \n", + "9 Henderson Land Development founder/chairman \n", + "10 Oracle founder \n", + "11 Berkshire Hathaway founder \n", + "12 Lin Yuan Group founder \n", + "13 Aldi founder \n", + "14 Oracle founder \n", + "15 Sun Hung Kai Properties Relation \n", + "16 Kingdom Holding Company founder \n", + "17 Koch industries relation \n", + "18 Koch industries relation \n", + "19 Cheung king founder \n", + "20 Walmart relation \n", + "\n", + " company.sector company.type demographics.age \\\n", + "0 Software new 40 \n", + "1 Software new 45 \n", + "2 Software new 58 \n", + "3 Finance new 65 \n", + "4 Finance new 70 \n", + "5 Communications privatization 74 \n", + "7 technology new 48 \n", + "8 Fashion new 77 \n", + "9 real estate new 68 \n", + "10 software new 56 \n", + "11 Finance aquired 83 \n", + "12 banking and insurance new 71 \n", + "13 groceries new 0 \n", + "14 software new 69 \n", + "15 real estate new 0 \n", + "16 construction/real estate/banking new 44 \n", + "17 Oil refining new 78 \n", + "18 Oil refining new 73 \n", + "19 real estate new 67 \n", + "20 retail new 53 \n", + "\n", + " demographics.gender ... location.gdp location.region \\\n", + "0 male ... 8.100000e+12 North America \n", + "1 male ... 1.060000e+13 North America \n", + "2 male ... 0.000000e+00 North America \n", + "3 male ... 8.100000e+12 North America \n", + "4 male ... 1.060000e+13 North America \n", + "5 male ... 0.000000e+00 Latin America \n", + "7 male ... 1.060000e+13 North America \n", + "8 male ... 0.000000e+00 Europe \n", + "9 male ... 1.600000e+11 East Asia \n", + "10 male ... 1.060000e+13 North America \n", + "11 male ... 0.000000e+00 North America \n", + "12 male ... 0.000000e+00 East Asia \n", + "13 male ... 1.950000e+12 Europe \n", + "14 male ... 0.000000e+00 North America \n", + "15 male ... 1.600000e+11 East Asia \n", + "16 male ... 1.830000e+11 Middle East/North Africa \n", + "17 male ... 0.000000e+00 North America \n", + "18 male ... 0.000000e+00 North America \n", + "19 male ... 1.600000e+11 East Asia \n", + "20 male ... 1.060000e+13 North America \n", + "\n", + " wealth.type wealth.worth in billions wealth.how.category \\\n", + "0 founder non-finance 18.5 New Sectors \n", + "1 founder non-finance 58.7 New Sectors \n", + "2 founder non-finance 76.0 New Sectors \n", + "3 founder non-finance 15.0 Traded Sectors \n", + "4 founder non-finance 32.3 Traded Sectors \n", + "5 privatized and resources 72.0 Non-Traded Sectors \n", + "7 founder non-finance 30.4 New Sectors \n", + "8 founder non-finance 64.0 Non-Traded Sectors \n", + "9 self-made finance 12.7 Financial \n", + "10 founder non-finance 26.0 New Sectors \n", + "11 founder non-finance 58.2 Traded Sectors \n", + "12 self-made finance 12.2 Financial \n", + "13 founder non-finance 25.0 Non-Traded Sectors \n", + "14 founder non-finance 48.0 New Sectors \n", + "15 inherited 11.2 Financial \n", + "16 privatized and resources 20.0 Financial \n", + "17 inherited 40.0 Financial \n", + "18 inherited 40.0 Financial \n", + "19 self-made finance 10.6 Financial \n", + "20 inherited 18.8 Non-Traded Sectors \n", + "\n", + " wealth.how.from emerging wealth.how.industry wealth.how.inherited \\\n", + "0 True Technology-Computer not inherited \n", + "1 True Technology-Computer not inherited \n", + "2 True Technology-Computer not inherited \n", + "3 True Consumer not inherited \n", + "4 True Consumer not inherited \n", + "5 True Media not inherited \n", + "7 True Technology-Computer not inherited \n", + "8 True Retail, Restaurant not inherited \n", + "9 True Real Estate not inherited \n", + "10 True Technology-Computer not inherited \n", + "11 True Consumer not inherited \n", + "12 True Hedge funds not inherited \n", + "13 True Retail, Restaurant not inherited \n", + "14 True Technology-Computer not inherited \n", + "15 True Real Estate father \n", + "16 True Money Management not inherited \n", + "17 True Diversified financial father \n", + "18 True Diversified financial father \n", + "19 True Real Estate not inherited \n", + "20 True Retail, Restaurant father \n", + "\n", + " wealth.how.was founder wealth.how.was political \n", + "0 True True \n", + "1 True True \n", + "2 True True \n", + "3 True True \n", + "4 True True \n", + "5 True True \n", + "7 True True \n", + "8 True True \n", + "9 True True \n", + "10 True True \n", + "11 True True \n", + "12 True True \n", + "13 True True \n", + "14 True True \n", + "15 True True \n", + "16 True True \n", + "17 True True \n", + "18 True True \n", + "19 True True \n", + "20 True True \n", + "\n", + "[20 rows x 22 columns]" + ] + }, + "execution_count": 184, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "id": "3969cc91-0085-4ec1-8422-4e4cff4395f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + 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namerankyearcompany.foundedcompany.namecompany.relationshipcompany.sectorcompany.typedemographics.agedemographics.gender...location.gdplocation.regionwealth.typewealth.worth in billionswealth.how.categorywealth.how.from emergingwealth.how.industrywealth.how.inheritedwealth.how.was founderwealth.how.was political
0Bill Gates119961975MicrosoftfounderSoftwarenew40male...8.100000e+12North Americafounder non-finance18.5New SectorsTrueTechnology-Computernot inheritedTrueTrue
1Bill Gates120011975MicrosoftfounderSoftwarenew45male...1.060000e+13North Americafounder non-finance58.7New SectorsTrueTechnology-Computernot inheritedTrueTrue
2Bill Gates120141975MicrosoftfounderSoftwarenew58male...0.000000e+00North Americafounder non-finance76.0New SectorsTrueTechnology-Computernot inheritedTrueTrue
3Warren Buffett219961962Berkshire HathawayfounderFinancenew65male...8.100000e+12North Americafounder non-finance15.0Traded SectorsTrueConsumernot inheritedTrueTrue
4Warren Buffett220011962Berkshire HathawayfounderFinancenew70male...1.060000e+13North Americafounder non-finance32.3Traded SectorsTrueConsumernot inheritedTrueTrue
5Carlos Slim Helu220141990TelmexfounderCommunicationsprivatization74male...0.000000e+00Latin Americaprivatized and resources72.0Non-Traded SectorsTrueMedianot inheritedTrueTrue
7Paul Allen320011975Microsoftfoundertechnologynew48male...1.060000e+13North Americafounder non-finance30.4New SectorsTrueTechnology-Computernot inheritedTrueTrue
8Amancio Ortega320141975ZarafounderFashionnew77male...0.000000e+00Europefounder non-finance64.0Non-Traded SectorsTrueRetail, Restaurantnot inheritedTrueTrue
9Lee Shau Kee419961976Henderson Land Developmentfounder/chairmanreal estatenew68male...1.600000e+11East Asiaself-made finance12.7FinancialTrueReal Estatenot inheritedTrueTrue
10Larry Ellison420011977Oraclefoundersoftwarenew56male...1.060000e+13North Americafounder non-finance26.0New SectorsTrueTechnology-Computernot inheritedTrueTrue
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" + ], + "text/plain": [ + " name rank year company.founded company.name \\\n", + "0 Bill Gates 1 1996 1975 Microsoft \n", + "1 Bill Gates 1 2001 1975 Microsoft \n", + "2 Bill Gates 1 2014 1975 Microsoft \n", + "3 Warren Buffett 2 1996 1962 Berkshire Hathaway \n", + "4 Warren Buffett 2 2001 1962 Berkshire Hathaway \n", + "5 Carlos Slim Helu 2 2014 1990 Telmex \n", + "7 Paul Allen 3 2001 1975 Microsoft \n", + "8 Amancio Ortega 3 2014 1975 Zara \n", + "9 Lee Shau Kee 4 1996 1976 Henderson Land Development \n", + "10 Larry Ellison 4 2001 1977 Oracle \n", + "\n", + " company.relationship company.sector company.type demographics.age \\\n", + "0 founder Software new 40 \n", + "1 founder Software new 45 \n", + "2 founder Software new 58 \n", + "3 founder Finance new 65 \n", + "4 founder Finance new 70 \n", + "5 founder Communications privatization 74 \n", + "7 founder technology new 48 \n", + "8 founder Fashion new 77 \n", + "9 founder/chairman real estate new 68 \n", + "10 founder software new 56 \n", + "\n", + " demographics.gender ... location.gdp location.region \\\n", + "0 male ... 8.100000e+12 North America \n", + "1 male ... 1.060000e+13 North America \n", + "2 male ... 0.000000e+00 North America \n", + "3 male ... 8.100000e+12 North America \n", + "4 male ... 1.060000e+13 North America \n", + "5 male ... 0.000000e+00 Latin America \n", + "7 male ... 1.060000e+13 North America \n", + "8 male ... 0.000000e+00 Europe \n", + "9 male ... 1.600000e+11 East Asia \n", + "10 male ... 1.060000e+13 North America \n", + "\n", + " wealth.type wealth.worth in billions wealth.how.category \\\n", + "0 founder non-finance 18.5 New Sectors \n", + "1 founder non-finance 58.7 New Sectors \n", + "2 founder non-finance 76.0 New Sectors \n", + "3 founder non-finance 15.0 Traded Sectors \n", + "4 founder non-finance 32.3 Traded Sectors \n", + "5 privatized and resources 72.0 Non-Traded Sectors \n", + "7 founder non-finance 30.4 New Sectors \n", + "8 founder non-finance 64.0 Non-Traded Sectors \n", + "9 self-made finance 12.7 Financial \n", + "10 founder non-finance 26.0 New Sectors \n", + "\n", + " wealth.how.from emerging wealth.how.industry wealth.how.inherited \\\n", + "0 True Technology-Computer not inherited \n", + "1 True Technology-Computer not inherited \n", + "2 True Technology-Computer not inherited \n", + "3 True Consumer not inherited \n", + "4 True Consumer not inherited \n", + "5 True Media not inherited \n", + "7 True Technology-Computer not inherited \n", + "8 True Retail, Restaurant not inherited \n", + "9 True Real Estate not inherited \n", + "10 True Technology-Computer not inherited \n", + "\n", + " wealth.how.was founder wealth.how.was political \n", + "0 True True \n", + "1 True True \n", + "2 True True \n", + "3 True True \n", + "4 True True \n", + "5 True True \n", + "7 True True \n", + "8 True True \n", + "9 True True \n", + "10 True True \n", + "\n", + "[10 rows x 22 columns]" + ] + }, + "execution_count": 193, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 194, + "id": "829d58d7-104a-46a9-9f78-5a1f98dabf45", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2205" + ] + }, + "execution_count": 194, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "id": "ca8baf5f-e493-4c1a-8ca9-4a5d29712f7d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 new\n", + "1 new\n", + "2 new\n", + "3 new\n", + "4 new\n", + "Name: company.type, dtype: object" + ] + }, + "execution_count": 195, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"company.type\"].head()" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "id": "ba8c57ab-6725-43da-93ba-45aadb8ef33d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + 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\"franchise\")\n", + "data[\"company.type\"] = data[\"company.type\"].replace(\"new, privitization\", \"privatization\")" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "id": "9eca120e-0296-49d9-8187-7595ed227a2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "company.type\n", + "new 1962\n", + "acquired 182\n", + "privatization 44\n", + "subsidiary 6\n", + "new/aquired 3\n", + "merger 3\n", + "franchise 3\n", + "state owned enterprise 2\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 198, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"company.type\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "id": "26802480-0f6c-4c76-9b58-1f095d7ab1dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1962" + ] + }, + "execution_count": 199, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(data[data[\"company.type\"] 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01234578910
nameBill GatesBill GatesBill GatesWarren BuffettWarren BuffettCarlos Slim HeluPaul AllenAmancio OrtegaLee Shau KeeLarry Ellison
rank1112223344
year1996200120141996200120142001201419962001
company.founded1975197519751962196219901975197519761977
company.nameMicrosoftMicrosoftMicrosoftBerkshire HathawayBerkshire HathawayTelmexMicrosoftZaraHenderson Land DevelopmentOracle
company.relationshipfounderfounderfounderfounderfounderfounderfounderfounderfounder/chairmanfounder
company.sectorSoftwareSoftwareSoftwareFinanceFinanceCommunicationstechnologyFashionreal estatesoftware
company.typenewnewnewnewnewprivatizationnewnewnewnew
demographics.age40455865707448776856
demographics.gendermalemalemalemalemalemalemalemalemalemale
location.citizenshipUnited StatesUnited StatesUnited StatesUnited StatesUnited StatesMexicoUnited StatesSpainHong KongUnited States
location.country codeUSAUSAUSAUSAUSAMEXUSAESPHKGUSA
location.gdp8100000000000.010600000000000.00.08100000000000.010600000000000.00.010600000000000.00.0160000000000.010600000000000.0
location.regionNorth AmericaNorth AmericaNorth AmericaNorth AmericaNorth AmericaLatin AmericaNorth AmericaEuropeEast AsiaNorth America
wealth.typefounder non-financefounder non-financefounder non-financefounder non-financefounder non-financeprivatized and resourcesfounder non-financefounder non-financeself-made financefounder non-finance
wealth.worth in billions18.558.776.015.032.372.030.464.012.726.0
wealth.how.categoryNew SectorsNew SectorsNew SectorsTraded SectorsTraded SectorsNon-Traded SectorsNew SectorsNon-Traded SectorsFinancialNew Sectors
wealth.how.from emergingTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
wealth.how.industryTechnology-ComputerTechnology-ComputerTechnology-ComputerConsumerConsumerMediaTechnology-ComputerRetail, RestaurantReal EstateTechnology-Computer
wealth.how.inheritednot inheritednot inheritednot inheritednot inheritednot inheritednot inheritednot inheritednot inheritednot inheritednot inherited
wealth.how.was founderTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
wealth.how.was politicalTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
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11Warren Buffett420141839Berkshire HathawayfounderFinanceacquired83male...USA0.000000e+00North Americafounder non-finance58.2Traded SectorsTrueConsumernot inheritedTrue
133Gerald Cavendish Grosvenor4520011677Grosvenor Grouprelationreal estatenew49male...GBR1.530000e+12Europeinherited6.5FinancialTrueReal EstateinheritedTrue
242Gerald Cavendish Grosvenor8120141677Grosvenor Grouprelationreal estatenew62male...GBR0.000000e+00Europeinherited13.0FinancialTrueReal EstateinheritedTrue
250Reinhard Mohn8220011835Bertelsmannrelationpublishingnew79male...DEU1.950000e+12Europeinherited4.5Non-Traded SectorsTrueMediainheritedTrue
334Jean-Louis Dumas11119961837Hermesrelationluxury fashionnew57male...FRA1.610000e+12Europeinherited2.7Traded SectorsTrueConsumerinheritedTrue
342Stefano Pessina11320141849Alliance Bootsrelationpharmaceuticalsacquired72male...ITA0.000000e+00Europeexecutive10.4Non-Traded SectorsTrueRetail, Restaurantnot inheritedTrue
523Bruno Schroder17420011800Schrodersrelationbankingnew68male...GBR1.530000e+12Europeinherited2.7FinancialTrueMoney ManagementinheritedTrue
558Vincent Bollore18320141822Bollorerelationpaper manufacturing/investmentnew61male...FRA0.000000e+00Europeinherited7.4FinancialTrueDiversified financialinheritedTrue
588Charles Cadogan19620141712Cadogan Estatesrelationreal estatenew76male...GBR0.000000e+00Europeinherited6.9FinancialTrueReal EstateinheritedTrue
668Adrian Swire22220011816Swirerelationtrading companynew70male...GBR1.530000e+12Europeinherited2.1FinancialTrueDiversified financialinheritedTrue
750Gerald Cavendish Grosvenor25119961677Grosvenor Grouprelationreal estatenew44male...GBR1.310000e+12Europeinherited1.6FinancialTrueReal EstateinheritedTrue
781Bruno Schroder25620141800Schrodersrelationbankingnew81male...GBR0.000000e+00Europeinherited5.5FinancialTrueMoney ManagementinheritedTrue
788Albert von Thurn und Taxis25819961615von Thurn and Taxis familyrelationpostal service, beveragesnew12male...DEU2.500000e+12Europeinherited1.5FinancialTrueMoney ManagementinheritedTrue
912Reinhard Mohn30119961835Bertelsmannrelationpublishingnew74male...DEU2.500000e+12Europeinherited1.3Non-Traded SectorsTrueMediainheritedTrue
948Jean-Louis Dumas31220011837Hermesrelationluxury fashionnew62male...FRA1.380000e+12Europeinherited1.6Traded SectorsTrueConsumerinheritedTrue
1068Elizabeth Mohn35420141835Bertelsmannrelationmedianew73female...DEU0.000000e+00Europeinherited4.2Non-Traded SectorsTrueMediainheritedTrue
1454Toichi Takenaka49020011610Takenaka Corporationrelationconstructionnew58male...JPN4.160000e+12East Asiainherited1.0Non-Traded SectorsTrueConstrutioninheritedTrue
1569Alexandre Soares dos Santos60920141792Jeronimo Martinsrelationgroceriesnew79male...PRT0.000000e+00Europeinherited2.8Non-Traded SectorsTrueRetail, RestaurantinheritedTrue
1621Anita Zucker66320141670Hudson's Bay Companyrelationretailprivatization62female...USA0.000000e+00North Americainherited2.6Traded SectorsTrueNon-consumer industrialinheritedTrue
1670Kjell Inge Rokke68720141841Aker Soulutions ASAowneroilacquired55male...NOR0.000000e+00Europeexecutive2.50TrueOthernot inheritedTrue
1676Pang Kang68720141720Foshan Haitian Flavoring and Foodchairmansoy saucenew58male...CHN0.000000e+00East Asiaexecutive2.5Traded SectorsTrueConsumernot inheritedTrue
1735Indu Jain76420141838Bennett, Coleman & Co Ltd.relationmedianew77female...IND0.000000e+00South Asiainherited2.3Non-Traded SectorsTrueMediainheritedTrue
1820Thomas Bruch82820141828Globus & Co.relationfood retailnew63male...DEU0.000000e+00Europeinherited2.1Non-Traded SectorsTrueRetail, RestaurantinheritedTrue
1866Nicolas Puech86920141837Hermesrelationluxury fashionnew71male...FRA0.000000e+00Europeinherited2.0Traded SectorsTrueConsumerinheritedTrue
1914Mohamed Al Fayed93120141849House of Fraserownerretailacquired85male...EGY0.000000e+00Middle East/North Africaexecutive1.90True0not inheritedTrue
2058Albert von Thurn und Taxis109220141615von Thurn and Taxis familyrelationpostal service, beveragesnew30male...DEU0.000000e+00Europeinherited1.6FinancialTrueDiversified financialinheritedTrue
2222Richard Yuengling, Jr.121020141829Yuenglingrelationbeernew70male...USA0.000000e+00North Americainherited1.4Traded SectorsTrueConsumerinheritedTrue
2446Charles Munger146520141839Berkshire Hathawayvice-chairmanFinanceacquired90male...USA0.000000e+00North Americaexecutive1.1Traded SectorsTrueConsumernot inheritedTrue
\n", + "

28 rows × 21 columns

\n", + "
" + ], + "text/plain": [ + " name rank year company.founded \\\n", + "11 Warren Buffett 4 2014 1839 \n", + "133 Gerald Cavendish Grosvenor 45 2001 1677 \n", + "242 Gerald Cavendish Grosvenor 81 2014 1677 \n", + "250 Reinhard Mohn 82 2001 1835 \n", + "334 Jean-Louis Dumas 111 1996 1837 \n", + "342 Stefano Pessina 113 2014 1849 \n", + "523 Bruno Schroder 174 2001 1800 \n", + "558 Vincent Bollore 183 2014 1822 \n", + "588 Charles Cadogan 196 2014 1712 \n", + "668 Adrian Swire 222 2001 1816 \n", + "750 Gerald Cavendish Grosvenor 251 1996 1677 \n", + "781 Bruno Schroder 256 2014 1800 \n", + "788 Albert von Thurn und Taxis 258 1996 1615 \n", + "912 Reinhard Mohn 301 1996 1835 \n", + "948 Jean-Louis Dumas 312 2001 1837 \n", + "1068 Elizabeth Mohn 354 2014 1835 \n", + "1454 Toichi Takenaka 490 2001 1610 \n", + "1569 Alexandre Soares dos Santos 609 2014 1792 \n", + "1621 Anita Zucker 663 2014 1670 \n", + "1670 Kjell Inge Rokke 687 2014 1841 \n", + "1676 Pang Kang 687 2014 1720 \n", + "1735 Indu Jain 764 2014 1838 \n", + "1820 Thomas Bruch 828 2014 1828 \n", + "1866 Nicolas Puech 869 2014 1837 \n", + "1914 Mohamed Al Fayed 931 2014 1849 \n", + "2058 Albert von Thurn und Taxis 1092 2014 1615 \n", + "2222 Richard Yuengling, Jr. 1210 2014 1829 \n", + "2446 Charles Munger 1465 2014 1839 \n", + "\n", + " company.name company.relationship \\\n", + "11 Berkshire Hathaway founder \n", + "133 Grosvenor Group relation \n", + "242 Grosvenor Group relation \n", + "250 Bertelsmann relation \n", + "334 Hermes relation \n", + "342 Alliance Boots relation \n", + "523 Schroders relation \n", + "558 Bollore relation \n", + "588 Cadogan Estates relation \n", + "668 Swire relation \n", + "750 Grosvenor Group relation \n", + "781 Schroders relation \n", + "788 von Thurn and Taxis family relation \n", + "912 Bertelsmann relation \n", + "948 Hermes relation \n", + "1068 Bertelsmann relation \n", + "1454 Takenaka Corporation relation \n", + "1569 Jeronimo Martins relation \n", + "1621 Hudson's Bay Company relation \n", + "1670 Aker Soulutions ASA owner \n", + "1676 Foshan Haitian Flavoring and Food chairman \n", + "1735 Bennett, Coleman & Co Ltd. relation \n", + "1820 Globus & Co. relation \n", + "1866 Hermes relation \n", + "1914 House of Fraser owner \n", + "2058 von Thurn and Taxis family relation \n", + "2222 Yuengling relation \n", + "2446 Berkshire Hathaway vice-chairman \n", + "\n", + " company.sector company.type demographics.age \\\n", + "11 Finance acquired 83 \n", + "133 real estate new 49 \n", + "242 real estate new 62 \n", + "250 publishing new 79 \n", + "334 luxury fashion new 57 \n", + "342 pharmaceuticals acquired 72 \n", + "523 banking new 68 \n", + "558 paper manufacturing/investment new 61 \n", + "588 real estate new 76 \n", + "668 trading company new 70 \n", + "750 real estate new 44 \n", + "781 banking new 81 \n", + "788 postal service, beverages new 12 \n", + "912 publishing new 74 \n", + "948 luxury fashion new 62 \n", + "1068 media new 73 \n", + "1454 construction new 58 \n", + "1569 groceries new 79 \n", + "1621 retail privatization 62 \n", + "1670 oil acquired 55 \n", + "1676 soy sauce new 58 \n", + "1735 media new 77 \n", + "1820 food retail new 63 \n", + "1866 luxury fashion new 71 \n", + "1914 retail acquired 85 \n", + "2058 postal service, beverages new 30 \n", + "2222 beer new 70 \n", + "2446 Finance acquired 90 \n", + "\n", + " demographics.gender ... location.country code location.gdp \\\n", + "11 male ... USA 0.000000e+00 \n", + "133 male ... GBR 1.530000e+12 \n", + "242 male ... GBR 0.000000e+00 \n", + "250 male ... DEU 1.950000e+12 \n", + "334 male ... FRA 1.610000e+12 \n", + "342 male ... ITA 0.000000e+00 \n", + "523 male ... GBR 1.530000e+12 \n", + "558 male ... FRA 0.000000e+00 \n", + "588 male ... GBR 0.000000e+00 \n", + "668 male ... GBR 1.530000e+12 \n", + "750 male ... GBR 1.310000e+12 \n", + "781 male ... GBR 0.000000e+00 \n", + "788 male ... DEU 2.500000e+12 \n", + "912 male ... DEU 2.500000e+12 \n", + "948 male ... FRA 1.380000e+12 \n", + "1068 female ... DEU 0.000000e+00 \n", + "1454 male ... JPN 4.160000e+12 \n", + "1569 male ... PRT 0.000000e+00 \n", + "1621 female ... USA 0.000000e+00 \n", + "1670 male ... NOR 0.000000e+00 \n", + "1676 male ... CHN 0.000000e+00 \n", + "1735 female ... IND 0.000000e+00 \n", + "1820 male ... DEU 0.000000e+00 \n", + "1866 male ... FRA 0.000000e+00 \n", + "1914 male ... EGY 0.000000e+00 \n", + "2058 male ... DEU 0.000000e+00 \n", + "2222 male ... USA 0.000000e+00 \n", + "2446 male ... USA 0.000000e+00 \n", + "\n", + " location.region wealth.type wealth.worth in billions \\\n", + "11 North America founder non-finance 58.2 \n", + "133 Europe inherited 6.5 \n", + "242 Europe inherited 13.0 \n", + "250 Europe inherited 4.5 \n", + "334 Europe inherited 2.7 \n", + "342 Europe executive 10.4 \n", + "523 Europe inherited 2.7 \n", + "558 Europe inherited 7.4 \n", + "588 Europe inherited 6.9 \n", + "668 Europe inherited 2.1 \n", + "750 Europe inherited 1.6 \n", + "781 Europe inherited 5.5 \n", + "788 Europe inherited 1.5 \n", + "912 Europe inherited 1.3 \n", + "948 Europe inherited 1.6 \n", + "1068 Europe inherited 4.2 \n", + "1454 East Asia inherited 1.0 \n", + "1569 Europe inherited 2.8 \n", + "1621 North America inherited 2.6 \n", + "1670 Europe executive 2.5 \n", + "1676 East Asia executive 2.5 \n", + "1735 South Asia inherited 2.3 \n", + "1820 Europe inherited 2.1 \n", + "1866 Europe inherited 2.0 \n", + "1914 Middle East/North Africa executive 1.9 \n", + "2058 Europe inherited 1.6 \n", + "2222 North America inherited 1.4 \n", + "2446 North America executive 1.1 \n", + "\n", + " wealth.how.category wealth.how.from emerging wealth.how.industry \\\n", + "11 Traded Sectors True Consumer \n", + "133 Financial True Real Estate \n", + "242 Financial True Real Estate \n", + "250 Non-Traded Sectors True Media \n", + "334 Traded Sectors True Consumer \n", + "342 Non-Traded Sectors True Retail, Restaurant \n", + "523 Financial True Money Management \n", + "558 Financial True Diversified financial \n", + "588 Financial True Real Estate \n", + "668 Financial True Diversified financial \n", + "750 Financial True Real Estate \n", + "781 Financial True Money Management \n", + "788 Financial True Money Management \n", + "912 Non-Traded Sectors True Media \n", + "948 Traded Sectors True Consumer \n", + "1068 Non-Traded Sectors True Media \n", + "1454 Non-Traded Sectors True Constrution \n", + "1569 Non-Traded Sectors True Retail, Restaurant \n", + "1621 Traded Sectors True Non-consumer industrial \n", + "1670 0 True Other \n", + "1676 Traded Sectors True Consumer \n", + "1735 Non-Traded Sectors True Media \n", + "1820 Non-Traded Sectors True Retail, Restaurant \n", + "1866 Traded Sectors True Consumer \n", + "1914 0 True 0 \n", + "2058 Financial True Diversified financial \n", + "2222 Traded Sectors True Consumer \n", + "2446 Traded Sectors True Consumer \n", + "\n", + " wealth.how.inherited wealth.how.was political \n", + "11 not inherited True \n", + "133 inherited True \n", + "242 inherited True \n", + "250 inherited True \n", + "334 inherited True \n", + "342 not inherited True \n", + "523 inherited True \n", + "558 inherited True \n", + "588 inherited True \n", + "668 inherited True \n", + "750 inherited True \n", + "781 inherited True \n", + "788 inherited True \n", + "912 inherited True \n", + "948 inherited True \n", + "1068 inherited True \n", + "1454 inherited True \n", + "1569 inherited True \n", + "1621 inherited True \n", + "1670 not inherited True \n", + "1676 not inherited True \n", + "1735 inherited True \n", + "1820 inherited True \n", + "1866 inherited True \n", + "1914 not inherited True \n", + "2058 inherited True \n", + "2222 inherited True \n", + "2446 not inherited True \n", + "\n", + "[28 rows x 21 columns]" + ] + }, + "execution_count": 208, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[data[\"company.founded\"] <= 1850]" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "id": "053dfa6e-0788-461a-b72e-4713fc0e3631", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "name 0\n", + "rank 0\n", + "year 0\n", + "company.founded 0\n", + "company.name 0\n", + "company.relationship 0\n", + "company.sector 0\n", + "company.type 0\n", + "demographics.age 0\n", + "demographics.gender 0\n", + "location.citizenship 0\n", + "location.country code 0\n", + "location.gdp 0\n", + "location.region 0\n", + "wealth.type 0\n", + "wealth.worth in 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.bar(data[\"wealth.how.category\"], data[\"wealth.how.industry\"])\n", + "plt.xticks(rotation=45, ha='right');\n", + "plt.savefig(\"Forbes Billionaire Data Analysis/industry vs category.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "id": "47babb48-21ad-4e57-bd2a-6f7a65a50972", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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namerankyearcompany.foundedcompany.namecompany.relationshipcompany.sectorcompany.typedemographics.agedemographics.genderlocation.citizenshiplocation.country codelocation.gdplocation.regionwealth.typewealth.worth in billionswealth.how.categorywealth.how.from emergingwealth.how.industrywealth.how.inherited
0Bill Gates119961975MicrosoftfounderSoftwarenew40maleUnited StatesUSA8.100000e+12North Americafounder non-finance18.5New SectorsTrueTechnology-Computernot inherited
1Bill Gates120011975MicrosoftfounderSoftwarenew45maleUnited StatesUSA1.060000e+13North Americafounder non-finance58.7New SectorsTrueTechnology-Computernot inherited
2Bill Gates120141975MicrosoftfounderSoftwarenew58maleUnited StatesUSA0.000000e+00North Americafounder non-finance76.0New SectorsTrueTechnology-Computernot inherited
3Warren Buffett219961962Berkshire HathawayfounderFinancenew65maleUnited StatesUSA8.100000e+12North Americafounder non-finance15.0Traded SectorsTrueConsumernot inherited
4Warren Buffett220011962Berkshire HathawayfounderFinancenew70maleUnited StatesUSA1.060000e+13North Americafounder non-finance32.3Traded SectorsTrueConsumernot inherited
5Carlos Slim Helu220141990TelmexfounderCommunicationsprivatization74maleMexicoMEX0.000000e+00Latin Americaprivatized and resources72.0Non-Traded SectorsTrueMedianot inherited
7Paul Allen320011975Microsoftfoundertechnologynew48maleUnited StatesUSA1.060000e+13North Americafounder non-finance30.4New SectorsTrueTechnology-Computernot inherited
8Amancio Ortega320141975ZarafounderFashionnew77maleSpainESP0.000000e+00Europefounder non-finance64.0Non-Traded SectorsTrueRetail, Restaurantnot inherited
9Lee Shau Kee419961976Henderson Land Developmentfounder/chairmanreal estatenew68maleHong KongHKG1.600000e+11East Asiaself-made finance12.7FinancialTrueReal Estatenot inherited
10Larry Ellison420011977Oraclefoundersoftwarenew56maleUnited StatesUSA1.060000e+13North Americafounder non-finance26.0New SectorsTrueTechnology-Computernot inherited
\n", + "
" + ], + "text/plain": [ + " name rank year company.founded company.name \\\n", + "0 Bill Gates 1 1996 1975 Microsoft \n", + "1 Bill Gates 1 2001 1975 Microsoft \n", + "2 Bill Gates 1 2014 1975 Microsoft \n", + "3 Warren Buffett 2 1996 1962 Berkshire Hathaway \n", + "4 Warren Buffett 2 2001 1962 Berkshire Hathaway \n", + "5 Carlos Slim Helu 2 2014 1990 Telmex \n", + "7 Paul Allen 3 2001 1975 Microsoft \n", + "8 Amancio Ortega 3 2014 1975 Zara \n", + "9 Lee Shau Kee 4 1996 1976 Henderson Land Development \n", + "10 Larry Ellison 4 2001 1977 Oracle \n", + "\n", + " company.relationship company.sector company.type demographics.age \\\n", + "0 founder Software new 40 \n", + "1 founder Software new 45 \n", + "2 founder Software new 58 \n", + "3 founder Finance new 65 \n", + "4 founder Finance new 70 \n", + "5 founder Communications privatization 74 \n", + "7 founder technology new 48 \n", + "8 founder Fashion new 77 \n", + "9 founder/chairman real estate new 68 \n", + "10 founder software new 56 \n", + "\n", + " demographics.gender location.citizenship location.country code \\\n", + "0 male United States USA \n", + "1 male United States USA \n", + "2 male United States USA \n", + "3 male United States USA \n", + "4 male United States USA \n", + "5 male Mexico MEX \n", + "7 male United States USA \n", + "8 male Spain ESP \n", + "9 male Hong Kong HKG \n", + "10 male United States USA \n", + "\n", + " location.gdp location.region wealth.type \\\n", + "0 8.100000e+12 North America founder non-finance \n", + "1 1.060000e+13 North America founder non-finance \n", + "2 0.000000e+00 North America founder non-finance \n", + "3 8.100000e+12 North America founder non-finance \n", + "4 1.060000e+13 North America founder non-finance \n", + "5 0.000000e+00 Latin America privatized and resources \n", + "7 1.060000e+13 North America founder non-finance \n", + "8 0.000000e+00 Europe founder non-finance \n", + "9 1.600000e+11 East Asia self-made finance \n", + "10 1.060000e+13 North America founder non-finance \n", + "\n", + " wealth.worth in billions wealth.how.category wealth.how.from emerging \\\n", + "0 18.5 New Sectors True \n", + "1 58.7 New Sectors True \n", + "2 76.0 New Sectors True \n", + "3 15.0 Traded Sectors True \n", + "4 32.3 Traded Sectors True \n", + "5 72.0 Non-Traded Sectors True \n", + "7 30.4 New Sectors True \n", + "8 64.0 Non-Traded Sectors True \n", + "9 12.7 Financial True \n", + "10 26.0 New Sectors True \n", + "\n", + " wealth.how.industry wealth.how.inherited \n", + "0 Technology-Computer not inherited \n", + "1 Technology-Computer not inherited \n", + "2 Technology-Computer not inherited \n", + "3 Consumer not inherited \n", + "4 Consumer not inherited \n", + "5 Media not inherited \n", + "7 Technology-Computer not inherited \n", + "8 Retail, Restaurant not inherited \n", + "9 Real Estate not inherited \n", + "10 Technology-Computer not inherited " + ] + }, + "execution_count": 222, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "id": "8210216f-44bf-4dae-aab5-0545be73e949", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2198" + ] + }, + "execution_count": 223, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "id": "4ba3477d-87c8-4462-9b8c-297b67013626", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "wealth.how.category\n", + "Financial 665\n", + "Non-Traded Sectors 489\n", + "Traded Sectors 465\n", + "New Sectors 287\n", + "Resource Related 226\n", + "0 65\n", + "energy 1\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 224, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"wealth.how.category\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "id": "e5e985aa-8d98-4680-bdb4-9d93d12e6614", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "company.name\n", + "Walmart 17\n", + "Hyatt 14\n", + "Campbell Soup 14\n", + "SAP AG 12\n", + "Sid Richardson Gasoline Co 11\n", + " ..\n", + "African Rainbow Minerals 1\n", + "Zhejiang Semir Garment 1\n", + "Ubiquiti Networks 1\n", + "Summit 1\n", + "Furen Pharmaceutical Group 1\n", + "Name: count, Length: 1370, dtype: int64" + ] + }, + "execution_count": 225, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"company.name\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 226, + "id": "6aa6ff7b-09e5-4410-a201-6ae668470c9a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "demographics.gender\n", + "male 1987\n", + "female 211\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 226, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"demographics.gender\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "id": "500df421-844f-4164-874f-7f61145fe0de", + "metadata": {}, + "outputs": [], + "source": [ + "data.drop(\"location.country code\", axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 228, + "id": "c8f92b85-032a-41ef-87a1-8edd6649f113", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "wealth.worth in billions\n", + "1.1 134\n", + "1.0 124\n", + "1.2 121\n", + "1.3 121\n", + "1.4 106\n", + " ... \n", + "10.8 1\n", + "14.9 1\n", + "15.1 1\n", + "24.5 1\n", + "17.3 1\n", + "Name: count, Length: 181, dtype: int64" + ] + }, + "execution_count": 228, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"wealth.worth in billions\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "id": "8ee10b5f-c704-4242-81bb-196835109e85", + "metadata": {}, + "outputs": [], + "source": [ + "data[\"wealth.worth in billions\"] = data[\"wealth.worth in billions\"] * 1000000000" + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "id": "2b940cd4-a712-43e7-9af2-85d03600115c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 1.850000e+10\n", + "1 5.870000e+10\n", + "2 7.600000e+10\n", + "3 1.500000e+10\n", + "4 3.230000e+10\n", + " ... \n", + "2607 1.000000e+09\n", + "2608 1.000000e+09\n", + "2609 1.000000e+09\n", + "2612 1.000000e+09\n", + "2613 1.000000e+09\n", + "Name: wealth.worth in billions, Length: 2198, dtype: float64" + ] + }, + "execution_count": 230, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"wealth.worth in billions\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 231, + "id": "603513f6-8d3b-491e-ac23-bf06e90cbaee", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "name\n", + "company.name\n", + "company.relationship\n", + 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namerankyearcompany.foundedcompany.namecompany.relationshipcompany.sectorcompany.typedemographics.agedemographics.genderlocation.citizenshiplocation.gdplocation.regionwealth.typewealth.worth in billionswealth.how.categorywealth.how.from emergingwealth.how.industrywealth.how.inherited
0Bill Gates119961975MicrosoftfounderSoftwarenew40maleUnited States8.100000e+12North Americafounder non-finance1.850000e+10New SectorsTrueTechnology-Computernot inherited
1Bill Gates120011975MicrosoftfounderSoftwarenew45maleUnited States1.060000e+13North Americafounder non-finance5.870000e+10New SectorsTrueTechnology-Computernot inherited
2Bill Gates120141975MicrosoftfounderSoftwarenew58maleUnited States0.000000e+00North Americafounder non-finance7.600000e+10New SectorsTrueTechnology-Computernot inherited
3Warren Buffett219961962Berkshire HathawayfounderFinancenew65maleUnited States8.100000e+12North Americafounder non-finance1.500000e+10Traded SectorsTrueConsumernot inherited
4Warren Buffett220011962Berkshire HathawayfounderFinancenew70maleUnited States1.060000e+13North Americafounder non-finance3.230000e+10Traded SectorsTrueConsumernot inherited
\n", + "
" + ], + "text/plain": [ + " name rank year company.founded company.name \\\n", + "0 Bill Gates 1 1996 1975 Microsoft \n", + "1 Bill Gates 1 2001 1975 Microsoft \n", + "2 Bill Gates 1 2014 1975 Microsoft \n", + "3 Warren Buffett 2 1996 1962 Berkshire Hathaway \n", + "4 Warren Buffett 2 2001 1962 Berkshire Hathaway \n", + "\n", + " company.relationship company.sector company.type demographics.age \\\n", + "0 founder Software new 40 \n", + "1 founder Software new 45 \n", + "2 founder Software new 58 \n", + "3 founder Finance new 65 \n", + "4 founder Finance new 70 \n", + "\n", + " demographics.gender location.citizenship location.gdp location.region \\\n", + "0 male United States 8.100000e+12 North America \n", + "1 male United States 1.060000e+13 North America \n", + "2 male United States 0.000000e+00 North America \n", + "3 male United States 8.100000e+12 North America \n", + "4 male United States 1.060000e+13 North America \n", + "\n", + " wealth.type wealth.worth in billions wealth.how.category \\\n", + "0 founder non-finance 1.850000e+10 New Sectors \n", + "1 founder non-finance 5.870000e+10 New Sectors \n", + "2 founder non-finance 7.600000e+10 New Sectors \n", + "3 founder non-finance 1.500000e+10 Traded Sectors \n", + "4 founder non-finance 3.230000e+10 Traded Sectors \n", + "\n", + " wealth.how.from emerging wealth.how.industry wealth.how.inherited \n", + "0 True Technology-Computer not inherited \n", + "1 True Technology-Computer not inherited \n", + "2 True Technology-Computer not inherited \n", + "3 True Consumer not inherited \n", + "4 True Consumer not inherited " + ] + }, + "execution_count": 234, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "markdown", + "id": "34e7cbd2-1fcc-448c-b10c-80b166a36496", + "metadata": {}, + "source": [ + "## Plotting" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "id": "d3cd431b-0ade-4367-8e9e-7506921dcaf3", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_5147/1888169257.py:6: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(data[\"name\"], rotation=45)\n" + ] + }, + { + "data": { + "image/png": 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AAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAAruPXIPTss8+ax+Px+VeyZEl/lgQAAADABVL5u4DSpUvbd99953ydKpXfSwIAAACQzPk9daRKlcry5Mnj7zIAAAAAuIjf7xHasWOH5cuXzwoXLmydOnWy/fv333TbiIgIO3PmjM8/AAAAAIgrvwahqlWr2owZM+zrr7+2t99+2/bs2WN33323nT179obbjx8/3jJnzuz8CwkJSeSKAQAAACQHHknydxFep0+ftoIFC9qrr75q3bt3j7E+IiLCIiIinK/PnDljISEhFh4ebsHBwYlZ6g2FDl/s7xIC1t4JLfxdAgAAAJKxM2fOWObMmWOdDfx+j1B0WbJkseLFi9vOnTtvuD5t2rSWNm3aRK4KAAAAQHLj93uEojt37pzt2rXL8ubN6+9SAAAAACRjfg1CQ4YMse+//9727t1rP/30k7Vp08ZSpkxpHTt29GdZAAAAAJI5vw6N+/vvv61jx472zz//WM6cOa1WrVq2Zs0ay5kzpz/LAgAAAJDM+TUIffbZZ/58eQAAAAAuFVD3CAEAAABAYiAIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1wmYIDRhwgTzeDz2xBNP+LsUAAAAAMlcQAShdevW2TvvvGPlypXzdykAAAAAXMDvQejcuXPWqVMnmz59umXNmtXf5QAAAABwAb8Hob59+1qLFi2sYcOGt9w2IiLCzpw54/MPAAAAAOIqlT9f/LPPPrNff/3V1q1bF6vtx48fb2PGjEngqgAAAAAkd37rETpw4IANGDDAZs6caenSpYvV94wYMcLCw8OdfwcOHEjgKgEAAAAkR37rEdqwYYMdO3bM7rzzTmdZZGSkrVq1yt58802LiIiwlClT+nxP2rRpLW3atIldKgAAAIBkxm9BqEGDBrZp0yafZd26dbOSJUvasGHDYoQgAAAAAIgvfgtCmTJlsjJlyvgsy5Ahg2XPnj3GcgAAAACIT36fNQ4AAAAAEptfZ4273sqVK/1dAgAAAAAXoEcIAAAAgOsQhAAAAAC4DkEIAAAAgOsQhAAAAAC4DkEIAAAAgOsQhAAAAAC4DkEIAAAAgOsQhAAAAAC4DkEIAAAAgOsQhAAAAAC4DkEIAAAAgOsQhAAAAAC4DkEIAAAAgOsQhAAAAAC4DkEIAAAAgOsQhAAAAAC4DkEIAAAAgOsQhAAAAAC4TpyD0AcffGCLFy92vh46dKhlyZLFatSoYfv27YvX4gAAAAAgIcQ5CI0bN87Sp09vZmY///yzTZkyxV588UXLkSOHDRw4MN4LBAAAAID4liqu33DgwAErWrSomZnNmzfP7rvvPuvVq5fVrFnT6tatG9/1AQAAAEC8i3OPUMaMGe2ff/4xM7NvvvnGGjVqZGZm6dKls4sXL8ZvdQAAAACQAOLcI9SoUSPr0aOHVaxY0bZv327Nmzc3M7MtW7ZYaGhofNcHAAAAAPEuzj1CU6ZMserVq9vx48dtzpw5lj17djMz27Bhg3Xs2DHeCwQAAACA+BbnHqEsWbLYm2++GWP5mDFj4qUgAAAAAEhocQ5CZmanT5+2X375xY4dO2ZRUVHOco/HYw899FC8FQcAAAAACSHOQWjhwoXWqVMnO3funAUHB5vH43HWEYQAAAAAJAVxvkdo8ODB9sgjj9i5c+fs9OnTdurUKeffyZMnE6JGAAAAAIhXcQ5CBw8etP79+1tQUFBC1AMAAAAACS7OQahJkya2fv36hKgFAAAAABJFnO8RatGihT355JO2detWK1u2rKVOndpnfatWreKtOAAAAABICHEOQj179jQzs7Fjx8ZY5/F4LDIy8r9XBQAAAAAJKM5BKPp02QAAAACQFMX5HiEAAAAASOpuKwh9//33ds8991jRokWtaNGi1qpVK/vhhx/iuzYAAAAASBBxDkIff/yxNWzY0IKCgqx///7Wv39/S58+vTVo0MA++eSThKgRAAAAAOKVR5Li8g2lSpWyXr162cCBA32Wv/rqqzZ9+nT7888/47XAf3PmzBnLnDmzhYeHW3BwcKK97s2EDl/s7xIC1t4JLfxdAgAAAJKxuGaDOPcI7d692+65554Yy1u1amV79uyJ648DAAAAgEQX5yAUEhJiy5Yti7H8u+++s5CQkHgpCgAAAAASUpynzx48eLD179/fNm7caDVq1DAzs9WrV9uMGTNs8uTJ8V4gAAAAAMS3OAehPn36WJ48eeyVV16xzz//3Myu3Tc0a9Ysu/fee+O9QAAAAACIb3EOQmZmbdq0sTZt2sR3LQAAAACQKHigKgAAAADXiVWPULZs2Wz79u2WI0cOy5o1q3k8nptue/LkyXgrDgAAAAASQqyC0KRJkyxTpkxmZvbaa68lZD0AAAAAkOBiFYS6dOlyw/8HAAAAgKQoVkHozJkzsf6BsXmKKwAAAAD4U6yCUJYsWf71viAzM0nm8XgsMjIyXgoDAAAAgIQSqyC0YsWKhK4DAAAAABJNrIJQnTp1EroOAAAAAEg0sQpCf/zxR6x/YLly5W67GAAAAABIDLEKQhUqVDCPx2OS/nU77hECAAAAkBTEKgjt2bMnoesAAAAAgEQTqyBUsGDBhK4DAAAAABJNrILQggULrFmzZpY6dWpbsGDBv27bqlWreCkMAAAAABJKrIJQ69at7ciRI5YrVy5r3br1TbfjHiEAAAAASUGsglBUVNQN/x8AAAAAkqIU/i4AAAAAABLbbQWhZcuWWcuWLa1IkSJWpEgRa9mypX333XfxXRsAAAAAJIg4B6G33nrLmjZtapkyZbIBAwbYgAEDLDg42Jo3b25TpkxJiBoBAAAAIF7F6h6h6MaNG2eTJk2yfv36Ocv69+9vNWvWtHHjxlnfvn3jtUAAAAAAiG9x7hE6ffq0NW3aNMbyxo0bW3h4eLwUBQAAAAAJKc5BqFWrVjZ37twYy+fPn28tW7aMl6IAAAAAICHFamjc66+/7vx/WFiYvfDCC7Zy5UqrXr26mZmtWbPGVq9ebYMHD06YKgEAAAAgHnkk6VYbFSpUKHY/zOOx3bt3/+eiYuvMmTOWOXNmCw8Pt+Dg4ER73ZsJHb7Y3yUErL0TWvi7BAAAACRjcc0GseoR2rNnz38uDAAAAAACBQ9UBQAAAOA6BCEAAAAArkMQAgAAAOA6BCEAAAAArkMQAgAAAOA6sZo17nqnT5+2X375xY4dO2ZRUVE+6x5++OF4KQwAAAAAEkqcg9DChQutU6dOdu7cOQsODjaPx+Os83g8BCEAAAAAAS/OQ+MGDx5sjzzyiJ07d85Onz5tp06dcv6dPHkyIWoEAAAAgHgV5yB08OBB69+/vwUFBSVEPQAAAACQ4OIchJo0aWLr169PiFoAAAAAIFHE+R6hFi1a2JNPPmlbt261smXLWurUqX3Wt2rVKt6KAwAAAICEEOcg1LNnTzMzGzt2bIx1Ho/HIiMj/3tVAAAAAJCA4hyErp8uGwAAAACSGh6oCgAAAMB1YtUj9Prrr1uvXr0sXbp09vrrr//rtv3794+XwgAAAAAgocQqCE2aNMk6depk6dKls0mTJt10O4/HQxACAAAAEPBiFYT27Nlzw/8HAAAAgKSIe4QAAAAAuA5BCAAAAIDrEIQAAAAAuA5BCAAAAIDrEIQAAAAAuE6sZo273unTp+2XX36xY8eOWVRUlM+6hx9+OF4KAwAAAICEEucgtHDhQuvUqZOdO3fOgoODzePxOOs8Hg9BCAAAAEDAi/PQuMGDB9sjjzxi586ds9OnT9upU6ecfydPnkyIGgEAAAAgXsU5CB08eND69+9vQUFBCVEPAAAAACS4OAehJk2a2Pr16xOiFgAAAABIFLG6R2jBggXO/7do0cKefPJJ27p1q5UtW9ZSp07ts22rVq3it0IAAAAAiGexCkKtW7eOsWzs2LExlnk8HouMjPzPRQEAAABAQopVELp+imwAAAAASMrifI/Qhx9+aBERETGWX7582T788MN4KQoAAAAAElKcg1C3bt0sPDw8xvKzZ89at27d4qUoAAAAAEhIcQ5Cknweour1999/W+bMmeOlKAAAAABISLG6R8jMrGLFiubxeMzj8ViDBg0sVar/fWtkZKTt2bPHmjZtmiBFAgAAAEB8inUQ8s4ct3HjRmvSpIllzJjRWZcmTRoLDQ21++67L94LBAAAAID4Fusg9Mwzz1hkZKSFhoZa48aNLW/evAlZFwAAAAAkmDjdI5QyZUrr3bu3Xbp0KaHqAQAAAIAEF+fJEsqUKWO7d+9OiFoAAAAAIFHEOQg9//zzNmTIEFu0aJEdPnzYzpw54/MPAAAAAAJdrO8R8mrevLmZmbVq1cpnGm3vtNqRkZHxVx0AAAAAJIA4B6EVK1YkRB0AAAAAkGjiHITq1KmTEHUAAAAAQKKJcxAyMzt9+rS9++679ueff5qZWenSpe2RRx6xzJkzx2txAAAAAJAQ4jxZwvr1661IkSI2adIkO3nypJ08edJeffVVK1KkiP36668JUSMAAAAAxKs49wgNHDjQWrVqZdOnT7dUqa59+9WrV61Hjx72xBNP2KpVq+K9SAAAAACIT7fVIzRs2DAnBJmZpUqVyoYOHWrr16+P0896++23rVy5chYcHGzBwcFWvXp1W7JkSVxLAgAAAIA4iXMQCg4Otv3798dYfuDAAcuUKVOcflb+/PltwoQJtmHDBlu/fr3Vr1/f7r33XtuyZUtcywIAAACAWItzEGrfvr11797dZs2aZQcOHLADBw7YZ599Zj169LCOHTvG6Wfdc8891rx5cytWrJgVL17cXnjhBcuYMaOtWbMmrmUBAAAAQKzF+R6hl19+2Twejz388MN29epVMzNLnTq19enTxyZMmHDbhURGRtoXX3xh58+ft+rVq99wm4iICIuIiHC+PnPmzG2/HgAAAAD3inMQSpMmjU2ePNnGjx9vu3btMjOzIkWKWFBQ0G0VsGnTJqtevbpdunTJMmbMaHPnzrWwsLAbbjt+/HgbM2bMbb0OAAAAAHjFeWjc8uXL7dKlSxYUFGRly5a1smXL3nYIMjMrUaKEbdy40dauXWt9+vSxLl262NatW2+47YgRIyw8PNz5d+DAgdt+XQAAAADuFeceoVatWtnVq1etSpUqVrduXatTp47VrFnT0qdPf1sFpEmTxooWLWpmZpUqVbJ169bZ5MmT7Z133omxbdq0aS1t2rS39ToAAAAA4BXnHqFTp07ZsmXLrFmzZvbLL79YmzZtLEuWLFazZk176qmn/nNBUVFRPvcBAQAAAEB880jSf/kBW7ZssZdeeslmzpxpUVFRFhkZGevvHTFihDVr1swKFChgZ8+etU8++cQmTpxoS5cutUaNGt3y+8+cOWOZM2e28PBwCw4O/i/NiBehwxf7u4SAtXdCC3+XAAAAgGQsrtkgzkPjtm/fbitXrrSVK1fa999/bxEREXb33Xfbyy+/bHXr1o3Tzzp27Jg9/PDDdvjwYcucObOVK1cu1iEIAAAAAG5XnINQyZIlLWfOnDZgwAAbPny4lS1b1jwez229+Lvvvntb3wcAAAAA/0Wc7xHq37+/3XHHHTZ27Fh79NFHbdSoUfbNN9/YhQsXEqI+AAAAAIh3cQ5Cr732mv3666925MgRGzFihF2+fNlGjRplOXLksJo1ayZEjQAAAAAQr+IchLwiIyPtypUrFhERYZcuXbKIiAjbtm1bfNYGAAAAAAnitobGlStXznLnzm29e/e2Q4cOWc+ePe23336z48ePJ0SNAAAAABCv4jxZwuHDh61Xr15Wt25dK1OmTELUBAAAAAAJKs5B6IsvvkiIOgAAAAAg0dz2PUIAAAAAkFQRhAAAAAC4DkEIAAAAgOsQhAAAAAC4TpwnS/C6fPmyHTt2zKKionyWFyhQ4D8XBQAAAAAJKc5BaMeOHfbII4/YTz/95LNcknk8HouMjIy34gAAAAAgIcQ5CHXt2tVSpUplixYtsrx585rH40mIugAAAAAgwcQ5CG3cuNE2bNhgJUuWTIh6AAAAACDBxXmyhLCwMDtx4kRC1AIAAAAAiSJWQejMmTPOv4kTJ9rQoUNt5cqV9s8///isO3PmTELXCwAAAAD/WayGxmXJksXnXiBJ1qBBA59tmCwBAAAAQFIRqyC0YsWKhK4DAAAAABJNrIJQnTp1nP/fv3+/hYSExJgtTpIdOHAgfqsDAAAAgAQQ58kSChUqZMePH4+x/OTJk1aoUKF4KQoAAAAAElKcg5D3XqDrnTt3ztKlSxcvRQEAAABAQor1c4QGDRpkZmYej8dGjx5tQUFBzrrIyEhbu3atVahQId4LBAAAAID4Fusg9Ntvv5nZtR6hTZs2WZo0aZx1adKksfLly9uQIUPiv0IAAAAAiGexDkLemeO6detmkydPtuDg4AQrCgAAAAASUqyDkNf777+fEHUAAAAAQKKJVRBq27ZtrH/gl19+edvFAAAAAEBiiFUQypw5c0LXAQAAAACJJlZBiOFwAAAAAJKTOD9HCAAAAACSujhPlmBmNnv2bPv8889t//79dvnyZZ91v/76a7wUBgAAAAAJJc49Qq+//rp169bNcufObb/99pvdddddlj17dtu9e7c1a9YsIWoEAAAAgHgV5yD01ltv2bRp0+yNN96wNGnS2NChQ+3bb7+1/v37W3h4eELUCAAAAADxKs5BaP/+/VajRg0zM0ufPr2dPXvWzMweeugh+/TTT+O3OgAAAABIAHEOQnny5LGTJ0+amVmBAgVszZo1Zma2Z88ekxS/1QEAAABAAohzEKpfv74tWLDAzMy6detmAwcOtEaNGln79u2tTZs28V4gAAAAAMS3OM8aN23aNIuKijIzs759+1r27Nntp59+slatWlnv3r3jvUAAAAAAiG9xDkIpUqSwFCn+15HUoUMH69ChQ7wWBQAAAAAJ6bYeqPrDDz9Y586drXr16nbw4EEzM/voo4/sxx9/jNfiAAAAACAhxDkIzZkzx5o0aWLp06e33377zSIiIszMLDw83MaNGxfvBQIAAABAfItzEHr++edt6tSpNn36dEudOrWzvGbNmvbrr7/Ga3EAAAAAkBDiHIS2bdtmtWvXjrE8c+bMdvr06fioCQAAAAAS1G09R2jnzp0xlv/4449WuHDheCkKAAAAABJSnINQz549bcCAAbZ27VrzeDx26NAhmzlzpg0ZMsT69OmTEDUCAAAAQLyK8/TZw4cPt6ioKGvQoIFduHDBateubWnTprUhQ4bY448/nhA1AgAAAEC8inUQ2rNnjxUqVMg8Ho+NGjXKnnzySdu5c6edO3fOwsLCLGPGjAlZJwAAAADEm1gHoSJFiljBggWtXr16Vr9+fatXr56FhYUlZG0AAAAAkCBiHYSWL19uK1eutJUrV9qnn35qly9ftsKFCzuhqF69epY7d+6ErBUAAAAA4kWsg1DdunWtbt26ZmZ26dIl++mnn5xg9MEHH9iVK1esZMmStmXLloSqFQAAAADiRZwnSzAzS5cundWvX99q1apl9erVsyVLltg777xjf/31V3zXBwAAAADxLk5B6PLly7ZmzRpbsWKFrVy50tauXWshISFWu3Zte/PNN61OnToJVScAAAAAxJtYB6H69evb2rVrrVChQlanTh3r3bu3ffLJJ5Y3b96ErA8AAAAA4l2sg9APP/xgefPmtfr161vdunWtTp06lj179oSsDQAAAAASRIrYbnj69GmbNm2aBQUF2cSJEy1fvnxWtmxZ69evn82ePduOHz+ekHUCAAAAQLyJdY9QhgwZrGnTpta0aVMzMzt79qz9+OOPtmLFCnvxxRetU6dOVqxYMdu8eXOCFQsAAAAA8SHWPULXy5Ahg2XLls2yZctmWbNmtVSpUtmff/4Zn7UBAAAAQIKIdY9QVFSUrV+/3lauXGkrVqyw1atX2/nz5+2OO+6wevXq2ZQpU6xevXoJWSsAAAAAxItYB6EsWbLY+fPnLU+ePFavXj2bNGmS1a1b14oUKZKQ9QEAAABAvIt1EHrppZesXr16Vrx48YSsBwAAAAASXKyDUO/evROyDgAAAABINLc9WQIAAAAAJFUEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACuQxACAAAA4DoEIQAAAACu49cgNH78eKtSpYplypTJcuXKZa1bt7Zt27b5syQAAAAALuDXIPT9999b3759bc2aNfbtt9/alStXrHHjxnb+/Hl/lgUAAAAgmUvlzxf/+uuvfb6eMWOG5cqVyzZs2GC1a9f2U1UAAAAAkju/BqHrhYeHm5lZtmzZbrg+IiLCIiIinK/PnDmTKHUBAAAASF4CJghFRUXZE088YTVr1rQyZcrccJvx48fbmDFjErkyIOGEDl/s7xIC1t4JLfxdQkBin0Fc8bd0c/w93Rj7zI2xv9xcUt1nAmbWuL59+9rmzZvts88+u+k2I0aMsPDwcOffgQMHErFCAAAAAMlFQPQI9evXzxYtWmSrVq2y/Pnz33S7tGnTWtq0aROxMgAAAADJkV+DkCR7/PHHbe7cubZy5UorVKiQP8sBAAAA4BJ+DUJ9+/a1Tz75xObPn2+ZMmWyI0eOmJlZ5syZLX369P4sDQAAAEAy5td7hN5++20LDw+3unXrWt68eZ1/s2bN8mdZAAAAAJI5vw+NAwAAAIDEFjCzxgEAAABAYiEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdghAAAAAA1yEIAQAAAHAdvwahVatW2T333GP58uUzj8dj8+bN82c5AAAAAFzCr0Ho/PnzVr58eZsyZYo/ywAAAADgMqn8+eLNmjWzZs2a+bMEAAAAAC7k1yAUVxERERYREeF8febMGT9WAwAAACCpSlJBaPz48TZmzBh/l4HbEDp8sb9LQBLDPgPED/6WEFfsM3CLJDVr3IgRIyw8PNz5d+DAAX+XBAAAACAJSlI9QmnTprW0adP6uwwAAAAASVyS6hECAAAAgPjg1x6hc+fO2c6dO52v9+zZYxs3brRs2bJZgQIF/FgZAAAAgOTMr0Fo/fr1Vq9ePefrQYMGmZlZly5dbMaMGX6qCgAAAEBy59cgVLduXZPkzxIAAAAAuBD3CAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwHYIQAAAAANchCAEAAABwnYAIQlOmTLHQ0FBLly6dVa1a1X755Rd/lwQAAAAgGfN7EJo1a5YNGjTInnnmGfv111+tfPny1qRJEzt27Ji/SwMAAACQTPk9CL366qvWs2dP69atm4WFhdnUqVMtKCjI3nvvPX+XBgAAACCZSuXPF798+bJt2LDBRowY4SxLkSKFNWzY0H7++ecY20dERFhERITzdXh4uJmZnTlzJuGLjYWoiAv+LgEAAABIVIFyLu6tQ1KstvdrEDpx4oRFRkZa7ty5fZbnzp3b/vrrrxjbjx8/3saMGRNjeUhISILVCAAAAODmMr/m7wp8nT171jJnznzL7fwahOJqxIgRNmjQIOfrqKgoO3nypGXPnt08Ho8fK7uWQENCQuzAgQMWHBzs11r+q+TSFtoReJJLW2hH4EkubaEdgSe5tIV2BJ7k0pZAaockO3v2rOXLly9W2/s1COXIkcNSpkxpR48e9Vl+9OhRy5MnT4zt06ZNa2nTpvVZliVLloQsMc6Cg4P9vhPEl+TSFtoReJJLW2hH4EkubaEdgSe5tIV2BJ7k0pZAaUdseoK8/DpZQpo0aaxSpUq2bNkyZ1lUVJQtW7bMqlev7sfKAAAAACRnfh8aN2jQIOvSpYtVrlzZ7rrrLnvttdfs/Pnz1q1bN3+XBgAAACCZ8nsQat++vR0/ftyefvppO3LkiFWoUMG+/vrrGBMoBLq0adPaM888E2PoXlKUXNpCOwJPcmkL7Qg8yaUttCPwJJe20I7Ak1zakpTb4VFs55cDAAAAgGTC7w9UBQAAAIDERhACAAAA4DoEIQAAAACuQxACAAAA4DoEIQA3lVzmUkku7QDgHhy34Hbz58+3M2fOJOhrEIQA+IiKinL+3+PxmJnZ7t27/VXObUsu7bgV78nS2bNn/VwJkHiih4TkFBjcctwKZMl130pqDh48aG3atLEePXrc8PMtvn43BKEA4/3FHj161M+V/De0I+lKkSKF7dixwwYOHGhmZrNnz7bWrVvbjh07/FxZ3CSXdtyKx+OxX375xXr06GEbNmzwSw2cLFyT1N6HpFavV1RUlBMSzMzn/5M6txy3AlVy3reSmjvuuMN++OEHW758ufXo0cNOnTplZmZHjhyx8PBwu3DhQry8DkEogEgyj8djixYtsubNm9tXX33l75JuC+1I+v766y+bPHmyNW/e3B544AEbMmSIFStWzN9lxVlyacet7Ny503bs2GGTJk2yjRs3Jupre/9O1q5da2+88YYtXrzY9u/fn6g1BILoJ1AHDx60bdu2+bmif+f9va1evdqmTp1qQ4cOtV9++SXBh6HEhxQprp26vPXWW/bII4/Y008/bWvWrPFzVfEnqR23vIF648aN9sUXXySZ/ehGkvu+lZRERUXZ33//bc8//7x9/fXXNmrUKPvoo4+sadOmVrFiRRs4cKCtXLnyv7+QEFC+/PJLZciQQRMmTNDGjRv9Xc5tox1J3xNPPCGPx6P69es7yyIjI/1Y0e1JLu24lc8++0y1atVShw4d9NtvvyXqa3/55ZfKmDGjSpcurTvuuEOtW7fWmjVrErUGf4q+Pz399NOqWLGiMmbMqJYtW+qzzz7TlStX/Fjdzc2ZM0eZM2dWp06dVKNGDVWqVEm9evXSxYsX/V3aDUV/n0ePHq3s2bOrdevWqlKlikqVKqX58+f7sbr4ldSOW7Nnz1a2bNmUP39+FSlSRN27d9fBgwf9XVasuWnfSgqioqK0fft2FS9eXIULF1bhwoVlZkqbNq3GjRunsWPHqnnz5qpRo4YWL178n16LIBRADh48qLCwML322muSrv1hXr16Vd9//72OHTvm5+pij3YkLd4PgAsXLjjLDh8+rM8++0yPPvqoMmbMqJ49ezrrrl69mug1xkZyaceteOv+888/tXv3bp91n3zyiWrXrq327dtr06ZNiVLPwYMH1b17d7377ruKiorSF198oZYtW6p27dr6+eefE6WGQPHMM88od+7cmj17tvbu3au77rpLFStW1JQpUwIuDG3dulWhoaH6v//7P0nSoUOHlCpVKj377LN+ruzWtmzZosGDBzthe+PGjerRo4dCQkKS3AlrUjtuRUVFSbpWt/f/Dx06pHvvvVfvvfeeTpw4ocmTJ6tOnTpq3bq1/v77b3+WG2fJad9K6pYuXarUqVOrVKlSqly5spo3b640adKoY8eOOnPmjFavXq327duratWq/ykMEYQCyNatW1W4cGHt3LlT4eHhmjhxomrXri2Px6PatWtr7dq1/i4xVmhH0rN371716tVLu3bt0uzZs+XxeJwPsDlz5ihDhgw+H8aStGHDBn+U+q+SSzuuN3XqVD311FPO17t27VK5cuXUq1cv7dmzx2fbDz/8UFmzZlXHjh21fv36BK1rw4YNuvfee9WgQQOfULZkyRInDLmlZ2jNmjWqWLGivvvuO0nS999/r/Tp06tSpUoKCwvTtGnTAioMrVixQhUrVpQkbd++XQULFvT52/j99991+fJlf5V3U3PnzlW+fPlUpkwZ7d+/31m+ZcsW9ejRQwUKFNCCBQv8WGHcJaXj1pYtW3y+Xr9+vR588EG1bt3a5wLhjBkzVLt27SQVhpLjvpVURUZGql+/fmrTpo3mzp2r5s2bq0CBAmrRooUyZsyorl276tSpU1q9erUeeOAB1axZU3Pnzr2t1yIIBZhSpUqpRIkSKliwoFq3bq0JEyZo9+7dypEjhyZMmODv8mKNdiQtixYtUunSpVW7dm2lS5dOH374obMuMjJSX375pTJlyqTu3bvrxIkTGj16tO68804dP37cj1XHlFzaEd2ZM2f0xBNPqEiRIpo4caKz/Pnnn1eVKlXUv3//GD1Dd999t3LlyqUePXro0qVLCVbbu+++q3Llyilr1qz6448/fNZ9/fXXat26tcqVK6d169YlWA3+4r2S770qfuDAAb377ru6cuWKli1bphw5cui9996TJBUvXlzlypXThAkTAuaK/oIFC1SvXj2dOHFCBQoUUM+ePZ02ff/993ryyScD8gR26dKlatu2rdKnT68ffvjBZ92WLVvUu3dvpU6dOsa6QJZUjlsff/yxqlSpojNnzjihfuzYsSpcuLDy58+vM2fO+Gw/Y8YM1a9fX/Xq1dOhQ4cStdbbkRz3raTqypUruu+++9SkSRNJ0ldffaXq1asrNDRUvXv3lsfjcXqGfvrpJzVr1kwNGzbUuXPn4vxaBCE/8X4Ybd++XRs3btTy5cslSX///bfGjBmj1157TUeOHHGuyLVt21aTJk3yV7k3RTuSj+eee04ej0fVqlXT5s2bfdZFRkZq0aJFypgxo0qUKKEcOXIkeG/D7Uou7Yhu//79Gj16tEqUKKHnnnvOWf7SSy+pYsWKGjBggNMzdPHiRfXs2VMvvPCCDhw4kOC1zZo1S+XLl1fz5s21detWn3ULFixQhw4dtHfv3gSvw1+8V44jIiJ08uRJXb16Vffff7+GDx/uhJ57771XBQsWVP/+/Z1jTWK60WueOHFCOXLkkMfj0aBBg3zWDRw4UA0bNtQ///yTWCXe0M3uiVm9erWaNm2q0qVL68cff/RZt3HjxoAInHGVFI5ba9eu1b59+yRJR48elXTthPXVV19VoUKF1LVr1xj7zNSpU9WiRYtEORbFhZv2raTkyJEjTph56qmnFBQU5FxQ+uqrr9SgQQOVK1dOYWFhKliwoHOxZu3atbd94YYg5AfeD6U5c+aoePHiKlOmjPLmzatmzZpp27ZtPtteuHBBTz31lHLkyKEdO3b4o9yboh2B1Y7b5Q13kydP1ogRI1StWjV17NjxhkOaDh48qC+//NJn2ECgSC7tuJn9+/dr1KhRNwxDlStXVvv27TVjxgwNGzZMpUqViverxd6/k02bNmnVqlX6/PPPnXWff/656tSpo/vuu09//vmnz/fdzhW6QBb9BGrZsmXyeDw+w2QvX76su+++W8OGDXOWde7cWUuXLo3Ri5QYvK+1Zs0avfLKK3rhhRec8fTz5s1T3rx51aNHDx08eFDr16/X0KFDlTlz5kS7x+xmor/PS5cu1Zw5czRz5kxn+Zo1a9SmTRtVqFBBq1evvuHPSAonrEnhuDVv3jyfr3///XeVLFlSX3zxhaRr7/P48eNVvXp1Pfroozp9+rTP9td/7W9u2beSmo0bN+qOO+7Qxx9/rE8//VQZM2ZUyZIlVaVKFWdI4ty5cxUaGqrixYtr1apV8fK6BCE/WblypTJlyqR3331Xly9f1o8//iiPx6MPPvjA+eD66quv1KZNG4WEhOjXX3/1c8U3RjuSLm+7zp8/77N87ty5qly5sjp06OBzgheo90Qll3bExp49ezRy5EgVL17cJwy9++67atmype644w5VqFAh3u8fiH6xICQkRHfddZfy5MmjKlWqaOnSpZKu3ZtUt25dtW/fPsYV7eQi+gnUhx9+qOHDh8vj8ShfvnzOxBBnz55Vu3btVLt2bfXr10/16tVT2bJlne9NzJm/vK81e/Zs5cyZU82aNVPHjh3l8Xg0ceJEHT9+XDNnzlSePHmUN29elSxZUnfeeWeizzr4bwYPHuzUFhwcrMqVK2vlypWSpJ9++kn33XefKlWqpBUrVvi30DhKKsetLVu2KF26dOrQoYOz7KefftL999+v8uXLOyHpypUrGjdunKpVq6Z+/frp5MmTfqk3LpLrvpWUtWjRQvnz51f27Nk1ffp0/fLLL+rUqZOyZs2qmjVrqnbt2kqfPr1q1aqlmjVrxkvPKEHITyZMmKAePXpIknbs2KEiRYqoV69ePtts3rxZ48aN0/bt2/1RYqzQjqTF++Hr/e+SJUvUqlUr1alTR40bN3ZuhF2wYIHuuusudezYUQsXLtSYMWOUMmXKgLmXJrm0499423b48GHt27fPGXJy4sQJjRw5MkbP0IkTJ/T333/rxIkTCVLPTz/9pKxZs2rGjBmSpL/++ksej0dvvfWWs83MmTNVoUIFPfzwwwF5o318efLJJxUSEqLXX39dQ4cO1V133aUcOXI4Vyj37dunjh07qnnz5mrXrp3zXiR0CPL+/OjTX//555+64447nN/TgQMHlCpVKg0ePNjZ5tSpU1q+fLm2bNkSUH8b77//vnLmzKnffvtNR48e1fHjx1WjRg2VL1/eCWsrVqxQvXr11KVLF7/WGhtJ8bh17tw5ffzxxypYsKA6derkLF+zZo0eeughhYWF+YShCRMmqGTJkho8eLBfhoHGVnLbt5Kim+0fderUUerUqTV16lRdvXpVR44c0YIFC9SrVy899dRT2rJli2bPnq02bdrES+8oQSgBRf8lX/8Lb9eunfr166eLFy8qf/786tWrl7PNm2++qQ8++EBSYDw3gHYEVjtu1/W1L1iwQEFBQRo1apQWLVqku+66S/nz59dff/0lSVq4cKHq1aun4sWLq1ChQvrll1/8UXYMyaUd/8a7782bN09ly5ZVWFiYQkJCNHr0aB04cEBHjx51hsmNHz8+3l9/+/btioiI8Fn2zjvvqG3btpKuhaAiRYo4Fw+k/w0V+fTTT5P1PUHbtm1T0aJFfabS3bBhg+6//37lyJHDGUpz4cIFn301sWaM27Jlix5++GGFh4dLklatWqV69epJknbv3q077rhDjz76qLP99fd1BZJRo0apZcuWioqKct6/y5cvq1y5cmratKmz3caNGwP+2JyUj1vnz5/XzJkzdccdd6hjx47O8p9//vmGYejVV1+NMZtloElO+1ZS9v3332vVqlU+7/HMmTOVIkUK5ciRQ59//rkzCUdUVJTWr1/v3G929uzZeKmBIJTADh065DyIc9asWc5sMHPnzlWNGjWULVs250PJe/LTu3dv9ejRI6Aeakc7AqsdcTV69GiNHTtW0rV2hYeHq27duho3bpykaze+Fi5cWL179/b5vu3bt+uPP/4ImAfjJZd2xMa3336rDBky6LXXXtPZs2f11FNPKVWqVJo9e7ak/02gkDNnTr366qvx9rpffvmlPB6P5s6d69OrM2DAAHXu3FmRkZExLhZ89NFH8VpDINu8ebPSpk2rb775xmf56tWrlS9fPuXOndsZJnd9D0BiGDZsmM+J3LfffqvSpUvr559/VsGCBdWrVy8ntP74449q3759QNwrd6OTze7du6tatWrO195n7SxdulS5c+eO0TsfqCesyeG4daswVL58eZ/7BgNJct63krqqVasqZ86c+vHHH533eM+ePc7DuUuWLKkPPvjACT1du3bVc889F6/HVIJQAgoPD1f9+vX10EMP6eWXX5bH43GGlfzxxx9q2rSpSpUq5Xygnj59WqNGjVLevHmdq0KBgHYEVjviatKkScqQIYPPFMtnz55VqVKltHfvXh07dkz58uXzGQo4c+ZMf5T6r5JLO653/QHde5Laq1cv9e3bV9K12QuLFi0a40TpwIEDeu6557Rz5854ralNmzbKkSOH5s+f7/QMrVq1SoULF1bGjBmdurwee+wxPfjgg8luYoQbfdieO3dOdevW1eDBg2PcBN6sWTOVLVtWhQoV8ttkAz179lTr1q0lXat/z549ql+/vjJnzuwztEmShgwZoqZNmwbU7HA//PCD05vw008/KTg4WC+99JLP9gsXLlRYWJiOHDmSmGXeluR03Dp79qxmzpypvHnz+oShNWvWqHXr1qpWrZrOnj0bUEPikvO+ldR595M777xTefPm1csvv+wcU59++mnlzp1bKVOmVOnSpbV+/XqNHDlSOXPmjPdebIJQAps7d66KFSsmj8fjM55funalrl69egoNDVXFihVVp04d5cuXLyBvxKcdSVffvn318MMPS7p21dr7DIQ6depo+PDhCg0N1aOPPupc/T927JgaNGigzz77zG8130hyaceNHD58OMaJ83333adZs2bp/PnzzomS94Nj1qxZzk298TXkavHixT7P+2nXrp2yZs2q+fPn6/Llyzp27Jh69eqlQoUK6eOPP5Z0barThPpw8rfoJ1BHjx71CZsTJkxQ6dKlNWXKFCf8hYeHq23bts6DJJ9++mlFRkYm6Enhja5S9+vXL0ZgnjRpknLlyqUnn3xSf/zxh7Zs2aIhQ4YoS5YsATU73IgRI1SpUiW9++67On/+vE6dOqUxY8YoNDRUY8eO1cmTJ7V79261bNlSjRs3ThJX6ZPDcct7jPHuy5988kmMnqF169YFRM9VdMl930pqoveQe/d370QuQUFBMjOVL19eH330kSQ5Q0M9Ho/CwsJUpEiRBDkfIwglEO8v/O+//1axYsWcp3ZfP5vTli1bNG/ePA0ePFgffvhhjAcj+hvtCKx2xMW3336rqKgoDR8+XMWLF9fIkSPl8XicJ9+PGTNGuXLlcu4f8BoxYoTKlCnjPC/C35JLO24kKipKFy5cUIUKFdSqVStn2KYk9enTR2XLllWBAgXUr18/54MjIiJCDzzwgJ599tl4CUFRUVHasWOHgoKC1LVrV58a2rVrpyxZsjj3w2zcuFGdO3dW1qxZVaxYMVWpUkUFCxZM8hcLrhc9vDz99NOqVq2aMmXKpFatWumNN96QdC1wlCtXTs2aNdOoUaNUvXp1Va9eXdK1nqH77rsvUWrdt2+fHn74YedKaufOnZ2JEKLf5zV69GhVrVpVqVKlUsWKFVW2bNmAmh1u9OjRypEjh1asWOEz9v/UqVN68cUXFRwcrJw5c6po0aKqUqVKok1AcbuSy3HL20O9d+9e1atXT9u3b3eGyYWGhqply5Z+rvDWktu+lRR596MlS5aob9++qlevnsaOHavg4GBNnz5dR48eVaVKlZQxY0blzJlTtWvXVoYMGfT7779ryZIlWr9+fYI9lJcglMCuXLmiPXv2aM6cOapUqZK6dOkS71PbJgbakbQMHjxYYWFhzk2GpUuXVrp06dS/f39nm3379qlt27aqVKmS+vXrpylTpuiRRx5R5syZA+YEKbm041a+/vprFS1aVJ07d3amA/3rr79UrVo1FShQwOeDeeTIkSpQoEC8P8dq/vz5KlSokLp37+7zvrVr106ZM2d2wtDx48f1008/acKECZo/f37AnLAlhOeee045c+bUggULtH//ftWtW1cFCxZ0LpC8++676tq1q+6++2517drVuY/wvvvu07BhwxK8R0i6NjlF8eLF1a5dO124cEEdOnTw+fuI7uLFi1q1apW2b9/u19nhFixY4HPP5V9//aWyZcs6IeHYsWNav369xowZo2XLlkm61mu6YMECff/9985JVWJNQBFXyeW45X2f9+zZo3z58qlPnz5OODh//rzee+89hYWF3faDLBNCct+3krLJkycrderU6tq1qx577DHlzp1b2bJl04oVK5zjZM+ePZUvXz5lz5490S6wEYTimfeXefr06Rjp9aOPPlKlSpXUrVs35+R7zJgxATkemHYkXevXr1f27NmdZx/s3btXKVKkUIkSJVSqVCktWLDAuTF0165dGjt2rCpXrqxq1aqpQ4cOAfMMmOTSjlvx7qPLly9XkSJF9PDDD+v333+XJH388ccKCwtTsWLF1KFDB91zzz3KkSNHvH5ARD9RX7hwoUJCQv41DF0/m1xyFBUVpUOHDqlmzZr68ssvJV37/QQFBen//u//YmzvfU8uXLigkSNHKlu2bDEeLJtQIiIi9OGHH6pKlSpq27atmjVrpk6dOumpp57S2LFj9fLLL+vZZ5/VM888o6FDh+qdd95JlLpu5o033tCdd97ps98dOXJEJUqU0FtvvaV169apW7duKlOmjMqXLy+Px+M8uDO6QH2gZVI9bnl/Hzt27NCaNWt09OhRSdcuvlSpUkU9e/aMEeovXLjgzE4YCJL7vpVURUZG6rffflNwcLCqVKki6VrQTJcunVKlSqW2bdtq3bp1Tvj8448/5PF49NNPPyVKfQSheOT941uwYIHq1aunvHnzqnPnzs4N+dK1k+9q1aqpVq1aatu2rTweT7w8ECo+0Y7Aakdc/fLLLypdurR++OEHffDBB3riiSecGXAaNmyoEiVKaOHChc5VM+/7FBkZGVDPfkku7Yju+qEWkZGRPlceu3btqlSpUqlz587OBB1bt27VgAED1K1bN40dOzZenmN1/VTy0Xsu/i0M5cyZU59//nnAvr+3KyoqKsbJT3h4uCpVqqTjx49r/vz5ypgxo95++21J13pWZsyY4XPSun//frVv315FixZNtCuZ3t/Z5cuX9d577+nuu++Wx+NR/vz51ahRI5UsWVJlypRRhQoVdOedd6pSpUr6448/EqW2f+MNjr/99pvOnj2r8PBw9ejRQ2XKlFHq1Kn1+OOPa+HChbpy5YoaN26sUaNG+bni2EvKx605c+Yoa9asKliwoDJkyOCE/gMHDgTUBAj/JjnvW0nZjz/+qLCwMD344IPau3evQkND1aFDB3k8Hucz78cff5R0LYyXLl060XpGCULxbOHChcqQIYOee+45LV26VG3atFHp0qX18ssvO9vMnz9fQ4cODeir1rQj6bp06ZKaNWumEiVKyOPxaOrUqT7ro38YB/LV/eTSjuvt3r1bLVq0cE56vCcY48aNU65cuTR+/HgVKlRIDz74YIKctHrD2KFDh3TlyhXnvYseyG4Whpo0aaLQ0NB4e35DoIj+3KMPP/xQGzZs0JkzZ1S8eHF16NBBWbNm9Xlw7J9//qmGDRtq0aJFPj9nw4YNif4MpehhaMaMGWrQoIEaN27sLI/+e7106VKi1hbdxIkTtXz5cufrb775xufv2jtkKfrzcqKiolStWjW99tpriV7v7Upqxy3vfrJ7926VK1dOU6ZM0bZt2zRs2DBlzJhRL730kt9nFbwVt+xbSYn3wpL3mHP27Fk1b95cffv21f33368uXbro4sWLmjJlijwej4KCgtS5c2cdPnxYI0eOVGhoqA4fPpwotRKE4tHu3btVqVIl52bac+fOKW/evE437KRJk5xtr78SHEhoR9LlPcn98MMP5fF4VKhQIf38888xrjQ2atRIZcqU0Zw5c/x+FfJGkks7buS3335TlixZVLduXefDYty4ccqWLZu+/vprSdKyZctUsGBBdenSRWvWrHG+N76uyu7du1cej0cdOnTQE088ccPp4RcsWOCEoegTKATS/QDxYcOGDUqVKpW++uorDRs2TNmzZ9euXbskSZ9//rmCg4PVrl07Sdf2y3PnzqlFixZq2LCh8/vz99Vy7+tHRETo/fffV6VKldSmTRvnHpXrQ3di27lzp4KDg9W2bVuf/XngwIFKly6d3nnnHWe4mHTt/pOtW7eqWbNmqlChQpI5NifV49by5cv1xhtv6LHHHvPptR4zZowyZ86sl19+OWDDkFv2raTEe5x5//33VadOHaenp0WLFho6dKgqVqzohNSTJ086k7jky5dPJUuWVN68eRP13m2C0G2IfqCI/sFy6tQpjRs3TgcOHNDBgwdVtGhRPfbYYzp06JAqVaqkQoUKOQ9VCwS0I7Da8V9FH2Ixffp0TZ06VbVq1VL58uX17bffxjjgV6lSRVWqVAm4Z78kl3b8m/Xr16tw4cJq1KiRxo0bpxw5cmjJkiWS/rc/L1++XJkyZVLv3r3j/Ur+n3/+qYwZM+qxxx5zTv5HjhzpPBDR+zuYO3euChcurAceeCAghlQlhP3792vo0KEKCgpSlixZnHsJIyMjdfLkSY0dO1Yej0dt27ZVu3btVLduXZUtW9Y5gfXn/QTXD3GU/tczVLNmTTVo0EDnz5/3V3mS/vf093Xr1qlkyZJq06aNM4W0dO1ZRqlSpdK0adOcv+Hp06frnnvuUd26dQPifY6NpHzc6t69uzwej8qVKxcj8IwZM0Y5cuTQc889p5MnT/qpwhtzy76VFFx/kWXOnDlKnz69UqZMqb59++rUqVNq1qyZhg0bpkqVKmnw4MFatWqVnn76aZUsWVI7d+7U3LlztXjx4kSfgIcgFEfek5S9e/fqjTfeUPfu3XXixAln/alTpyRJgwYN0gMPPOBMadq/f3+Fhobqnnvu8dneX2hHYLUjvnz77bf68ssvnQ/dixcvqlq1aqpQoYK+/fbbGAf8QJ3xK7m049+sW7dO5cqVk8fjiRGCvP9dtWpVvM8O5/3AevbZZzVy5EhJ155LNGLECBUoUEAPPPCAZsyY4ZxAL1y4UKVLl06wqUv9Jfo+5B2ekTFjRi1YsMBnuwsXLmjp0qXq0KGDevXqpfHjxzv7pT+uJm/cuNHnZO9mYWjq1Klq2LChDhw4kOg1eg0ZMkRDhgxxjrHr1q1TsWLFbnjCmjp1ak2fPl2SdPDgQS1atCjJzeCV1I5b0fedYcOGyePx6P333/fpQfGuK1iwYED1Crlt30oKvO/phg0blD17dr333nt69dVXlS9fPk2cOFHlypXTvffeq4ceekjZsmVTlixZlCVLFvXv31+jR4/WBx984Je6CUJx4D05+eOPP1S2bFk9/vjjN73R7t5779WDDz7ofN2vXz9NmjRJx44dS5Ra/w3tCKx2xKdu3brJ4/Fo/vz5Ti/CpUuXnA/jZcuWJYmrX8mlHf8mKipKv/zyi0qVKqU6der4TJEdFRWV4MOYPvzwQxUvXtxnHHb9+vWVLVs2Va1aVcWKFdPkyZN15syZGCdGycno0aM1depUfffddxo2bJgyZcqkWbNmSfr354gk9v4XFRWlU6dOqUyZMmrRooVWr17ts+76/798+bJz4cdfunbtqipVqui555675Qnrk08+qbRp0+rVV1/1aU9SepZLUjhuRX+o5fUhoGfPngoKCtLMmTNj9EL7c7r1G3HbvhWo/u///k8PPPCA83VUVJTmzJmjunXrSro2Y2+HDh2UJk0aeTwepU2bVvXr11eBAgVUoEABVahQQeXKlVOpUqX8do82QSiWvH88W7duVdasWTVq1Chn/LUkffDBB1q8eLGka1cYBg0apLp162r06NEaMGCAsmXLlug30d4I7QisdiSE3r17K2PGjJo3b57Ph3GtWrVUsGBBrVy50s8Vxk5yacetrFu3ToULF9bdd9+d6PdyNGrUyHm2SZcuXRQSEqK1a9dqx44d6tq1q8qUKePXHoWEEP29/e6775QjRw5nPPq+ffs0YMAABQcHa/bs2c52L730kjNphL/vB1q2bJkqVaqkdu3aOWPvpRuHoUAwcOBAVapUSWPHjr3lCWuvXr1Uu3btgKo/rgL1uBX94so333yjHj16qH79+nrjjTe0Z88eZ7sePXooKChIn332mc/zeALxd+K2fSvQXL58WRMnTlTp0qXVq1cvZ/nnn38uj8ejiRMn6q677lLLli119913KygoSBkyZHDuhfVOFhIVFeXXiUMIQnFw9uxZNW3aVN26dfNZ/vzzz8vj8ShdunTOQwf//PNPde7cWXfeeaeqVKkSMA9Ik2hHoLXjv/I+xyH6Ab579+7Oh7H3w+zSpUtq1KiRcyN4oEku7bgd69atU4kSJVS2bNlEGarhvRL6wQcf6L777lOjRo2UN29en1mVpP8NLU2Opk6dqgkTJuiZZ57xWb5v3z498cQTSps2rZ566ik1bNhQpUqV8suVfO/fwvX3+Xz//fcqV66c2rVrd9OeIX+aMmWKMxRJ+vcT1rZt294w0AVKW24lkI9bN+rxmDt3roKDg9WtWzc9/fTTCg4OVs+ePbV27Vpnm969e8vj8fhcDAgUbtq3koIzZ87ozTffVPny5fXII484y59++mlVr15dffv2dS40jR8/XqlTp9bDDz8cUBfYCEJxsH//fpUsWVJz5sxxln377bfKnDmzvvnmG/Xv319BQUHOA/jOnDmjixcv+n14wvVoR2C1479Yv369cufO7TNbjleXLl2UNWtWLVq0yO83TN9KcmlHdDf7sL3Z8p9//lkVK1aMt55Kbw/pvw3/OHbsmIoWLap06dJp9+7dznLv9ySXE4brJ1S5cuWKqlWrJo/Ho/bt28d4jw4fPqwJEyY4PS/Rhy0mtpUrV6pnz54xho18//33Kly4sJo3b66ff/450eu6mWnTpsnj8fgclyVpwIABNzxh9Q4N9T5EODGGhcaXpHDcOnDggDZt2iTp2oyVRYoU8XmobpYsWZQ5c2a1a9fOZ6au/v37J9pDgWPLTftWUuA9Hp45c0avv/66ypcv73Nh2vu78G43YsQI5ciRQyEhIRo8eLAOHjyY+EXfAEEoDn744QelTZtW69atc5bt2rXLZ+rZfv36yePxBHSPA+1IeqKfmEa/Mn3x4kXVqVNHBQsWdN4H74F+165dCgoKUpo0aZxhgv7+EEgu7bgVb33Lly/XoEGD9Prrr/tccb1Z/dGHovwXH374oVq1aqX9+/dLuvEJvHfZzJkzVaVKlWTxDK2buXjxoiIiInx6uC5cuKD77rtP2bJl87lqHN25c+du+DyexDR79mxlzpxZjz32mLZu3RpjXYYMGWLcM+QvU6dOVcqUKTVv3rwbrr/R1fvVq1ffMIwGkqR43PIONypcuLA6d+4s6dpn5lNPPaWoqCjt379foaGheuKJJ7Rs2TKlSJFCXbt29RlOFkiS676VlNzoAtnVq1cVFRWlM2fOaMSIESpRooS6dOnirI+KitLnn3+uHj16KHv27Pr111/13HPPKSwsLGDuOyMIxcHGjRvl8XicmS1udFBbtWqVKleurC1btiR2ebFGO5IW78Fn+/btGjx4sNq0aaMPPvjAOTG7cOGCmjdvrnz58vkMbdq5c6d69eqlRx99NCCu7CWXdsTWkiVLlD59etWvX1/FihVTtWrVnJvwpYQ9KXr11VdVrVo1Pfzww/8ahqRrV7VLlizpM9wkOZk7d64efPBBFS1aVAUKFFC3bt2cIT+XL19WgwYNFBISEuNiSSDdczNnzhzlz59fvXv39glDX331lapWrao6der4/flO06ZNU9q0aZ0eeK9Bgwbp+++/d74eOHCgKleurOeffz7GZDWBeMKa1I9bH3zwgdKnT6+FCxdKujZM/MqVK7r//vvVtWtXp7fqrrvuUooUKfToo4/G2wWZ+JJc962k6K+//tKkSZOcC3vRH7WQL18+3XfffQoLC1P37t2d75k6dapatWrl9ExKCqgZCAlCcXTvvfcqR44cztVT7w1e3j+yIUOGqEmTJgE/tp52JA3edmzcuFE5c+ZUy5Yt1apVK58AKF27Mtm0aVPlyZNHixYt0rZt2zRmzBg1a9YsIB7Yl1zaERfPP/+8MwRl7dq16tmzp0qWLKlPP/3U2SYhT7Dfeecd1apVS507d75lGOrSpYuKFi2qy5cv+/2kPz5Nnz5dGTNm1OjRozVu3Dg9++yzyp8/v/Lmzatx48ZJunbMqF+/vgoWLOjz4Fh/8L73x48f1759+3Tx4kVn2eeff+6EIW/vz+jRozVx4kSfiWL8YdOmTfJ4POrTp4/P8jZt2qhcuXI6dOiQz341ePBghYSE6P3335fk/6B5M0ntuHWjZ+odPnxYDzzwgBo1auQcB86fP69q1arprbfeknStt/PRRx/Vu+++q507dyZavbGRXPetpOjChQuqUaOGSpYsqXz58mnQoEFauHChFi9erAwZMuitt97Szp079frrr6tcuXLq3bu3pGv7pfeZT4E47JogdBM3GwaxYMECFS9eXAUKFNCvv/7qLD948KCGDh2qzJkz+6Ref6MdgdWOuIj+IRwUFKSRI0c6yx555BE9/vjjPkN3JKldu3bKmDGjQkNDlStXLp/3xF+SSztuxVv/jh07tG/fPnXq1ElffPGFs/6PP/5wwlD0nqH4Fn3ozhtvvPGvYcj7/1u2bPGZOSo5WL58uXLlyhXjKvKGDRvUqlUr5ciRw+kFO3/+vJo0aaI0adJo+/bt/ijX2X/mzZunqlWrKnfu3GrWrJkmTZrknEzPnj1bFSpUUGhoqCpUqKDMmTM79z/40+7du9W/f39lz57d6W1r27atypQp49zzdv2Jz2uvveb3qaT/TVI9bm3btk3ffvutz7KZM2cqX758eu+99yRdmxCkePHiGjBggFauXKmnnnpKoaGhAXnBMDnuW0nV5cuX1b17d/Xq1Uv79u1zpjDPnj272rZtq8OHD+vChQvatGmT2rRpoyxZsvj0DAUqgtB1ol+tvdkf0scff6zy5cvL4/HonnvuUf369Z150QPlhI12BFY7bteBAwecGX6k/30433///apRo4ZKlCihdu3aOVe/pGsTRixfvtzvD+uLLrm041Zmz56tbNmyqWDBgsqaNasmTZrks/6PP/5Qnz59lDt37hg3/Man6KHmzTffjHXPUHLy0ksv6f7779fly5djTHbw22+/qXz58mrQoIEzROPs2bN64okn/HoCtWjRImXMmFETJkzQ77//ri5duqhw4cIaMWKE09u9bt06vf/++3rxxRf9Ftpu5MCBAxo4cKCCg4NVrlw5VapUydkPo5+oRj+mS4n/PKa4SGrHrTNnzig0NFQej0cTJkzwuQjQvXt35cyZ0xky9sknnyhr1qwqWrSoQkJCfCZKCDTJcd9KaqLf+1agQAGtXr1a58+f14EDBxQSEqK0adOqWLFiatSoke6++27lzJlToaGheuihhwJ+pAFBKJodO3YoR44cql+/vrMsek9E9JOHrVu3asKECWrTpo3uvfdeTZ482WfWJX+iHYHVjv/iu+++U/Xq1VWnTh1nEojx48crffr0euGFF/Tiiy+qQoUKKl26dEDcLH0zyaUdNxJ9OFOxYsU0ffp0ffHFF+rRo4fSpEmjjz76yGf73377TU888USCDUHZvn278uTJo5deeslZdqueoeSoVatWPseO63344YdKkyaN/vjjjxjr/HECdeDAAdWsWdMJz+Hh4brjjjtUsWJFlSlTRqNGjQr44aH79+/XsGHDlD59eqcd0fezhg0bKl++fElm30uKx60hQ4bI4/Gob9++6tixo3Pj+qFDh1SjRg21a9fOuQfozz//1ObNm30eqhyoktu+lRRFRkbq0qVLevzxx/XUU085yytXrqwUKVIoderUSp8+vbJnz65x48bpscceU5s2bfxYcewQhKK5cOGC5s+fr7CwMDVq1MhZHv3k+/pUG4gfTLQjeVmyZImaNm2qOnXqaMCAAcqdO7fzQDLp2rTLHo9HM2bM8GOVt5Zc2iEpxj0ZX3/9tcaOHav+/fs7J9EHDhzQ4MGDlSlTphhhKCEfHrd371498cQTKliwoCZPnuws94ahLl26JNuHCXtFRUWpe/fuKl++vE6fPn3D4YC//vqrMmTIoFWrVvmrTB8XL17UG2+8oZ07d+rw4cMqVqyY+vTpo4sXL6px48bKkyePHn/8cb/NXhdbe/bsibHfR0VFqVmzZipVqlSiPzT4vwrk49aN7gm6cOGCOnXqpP79+2vNmjW688471aBBA82cOVNDhw5Vo0aNNHfu3ESvNT4kt30rqfG+r2PHjlVQUJAef/xxtW/fXnny5NFnn32m5cuX67ffftPEiRO1detW9e3bVx06dNClS5cC+ndCENK1KzzeLuSLFy9q4cKFKlGixE1Pvm8kEH7JtON/AqEd/1X0Nnz11Vdq2rSpPB6Ppk2bJunayXRkZKQOHTqkChUqJOh9J/9FcmmH15gxY9S0aVMn8ERGRurZZ5+Vx+NRmTJlfELO/v37NXjwYGXLli3BZmW70b6+b98+jRgxQnfccYdee+01Z/lbb72lMmXKqFevXgF/Qv1fzZs3Tx6PJ8b77v29rVixQnfeeadfbg6/0e/MOwWtdG0ShLZt2zr3bDzzzDMqWrSo7r33Xh09ejQxS40hNlfc9+/fr0GDBilz5sz65JNP1L59exUvXtw5UU0K+15SOW7t3r1bW7ZscXp5IiIiNHXqVHXu3NmZSXDQoEHq0aOHatWqpaCgIHXo0MEvtd6KW/atpMw7/DskJEQpUqRQypQp9cgjj+jChQvONjt27NDIkSMVHBycJO7Rdn0QunTpkjp37iyPx6OvvvpK0u2ffPsT7Uieon8Ye69M1qxZ02c68FGjRqlw4cLOkKdAlFzaIV0bI+09uHtDT3h4uF5++WWlSJFCU6dO9dn+wIEDevTRRxUSEqLw8PAECek//PCDPv/8c59le/fu1YgRI5Q3b15ndijp2kxqyb1HSLo2PeuDDz54w6v1V69eVdOmTdWqVSu/XDTxvuZff/2ldevWxQhjXbp0UZMmTZyvn3jiCb366qsB89wN6dq9SpGRkTc9ed2/f78zTMs7I6GUtI7bgX7cunLliho3bqz06dNr5MiRztTqx44dU61atfToo4862/74448aP368PB6PPB5PQO1L13PDvhWobvRwYK9NmzY5M/JNnTpVGTNmlMfj0fPPP+/8rtatW6c6deooLCwsyTy/0dVB6NKlS5KkU6dOqV+/fkqdOrXz4LObnXwH4s13tCN5u9GVyerVq2v//v166aWXlD59+iQxKURSb8dvv/3mTAEqXZuVrGbNms74+vPnzzs9Q++++67P9/79998JdiX/7Nmz6tatm/Lnzx9jAoY9e/aoadOmCg4OjjFxgxts2LBBbdq0UYoUKXT//fdr/Pjxevnll9WgQQOFhYXFmEQhIY0fP17/93//53w9Z84cZcmSRYULF1a6dOn0zjvvOFdVn3/+eVWvXl2PPvqoHn30UQUHB2vXrl0JXmNsREVF6YcffpDH47llTTt37tQ777zjnKAmxRPVQD9uRUZGauTIkapWrZpCQkL0ySefSLp2r2C+fPl8JnKQpG+++Ubbtm3zQ6W35rZ9K9D88ssv8ng8evHFF7V8+fIYv4Ply5erevXqkqTNmzcrVapUKlWqlLPee1/2t99+m6QmOXJtEBoxYoTztGXp2sl3nz59ktzJN+0IrHYklOs/jFu2bKkMGTIoderUWr9+vR8ri5uk2I6oqCgtW7ZMHo/H52R1x44dyp49u+rXr68jR45IujY+3xuGrj8BSYi6vNatW6devXqpZMmSPlN2S9LQoUNVsGBBlStXTv/880+yGDYaF7t379Ybb7yhEiVKKE+ePGrYsKH69OmT6CdQ/fv3l8fj0ccff6yDBw+qVKlSmjZtmjZs2KAJEybI4/HohRdekHTtiv7jjz+uOnXqqHbt2n5/vtGN1K9fX4MGDYr1fZlJ+UQ1UI9b0QP86tWr1a9fP6VMmVIPPvigFixYoOnTp6t79+4BNbtgbLhp3wokFy9e1Msvv6xUqVIpVapUGjJkiM/ogY8++kjVqlVTeHi4ChYsqLvvvlulS5fWxo0btXTpUg0aNEgnTpzwYwtuj2uD0Lp165znL3gPJv928l26dGlVqVLFb/XeDO1IHrwftNeHups93X7evHm6//77A278bXJpx40MHDhQ6dOn1/Tp03Xu3DlJ165KhoaGqnbt2j5haOzYsfJ4PDEmSYgP3vfv+g//devWqXv37goLC3OetyFdC0KTJ08OyGeE/Bc36sWJvt9dH/jOnDmjEydO+JxcJfZFlJEjRypNmjSaPHmyHnvsMZ/Xf+utt+TxePTcc89J+t/vN3ovpD9c/z56ax49erTuuusuZ3hoUg7YSfm4df3fwYIFC1SzZk2VLVtWFStW1N133x2w9126Yd9Kai5duqRJkybJzJQ1a1YNHTrUmar85MmTKlSokDwejx577DGtW7dOhQoV0t9//63BgwercePGOnnypH8bcBtcG4S8vv32W7Vt21bh4eGSbn7yPWfOHFWpUiVgu/toR9LlPcgvW7ZMjz/+uEaNGqWff/7ZWX+jmYEkOSfjgSK5tMPLW2/0yQ+GDBmi1KlT3zIMnT9/XhMmTPC5lyA+RH+Pu3btqgcffFDDhg1z1m/YsEG9evVSjhw51KFDB3Xs2FHZs2cPmGFV8SX6vrR9+3Zt2rTJOWbEVkKfXHlrDA8P1+nTp53lI0aMkMfjUalSpWKcNLz11ltKkyaNRo0apfPnzydofXG1ceNG54Z86VqwzJMnj5555hn/FRUPkspx67XXXnMeiHoz3vq2b9+ut99+W2XKlJHH41HZsmUDekbV5LpvJUVXrlzRxYsXnTCUKVMmDR061PkMee+991S0aFH17NlT58+f188//6zhw4cn6YfXuyYI3WwM+M8//6yUKVOqffv2zow90U++vTfsX7p0ye9X5iTaEWjtiC9Lly5VypQpdf/99ytXrlyqXbu2Xn/9dWf9zT6MA01yaYe3zn379umjjz7yuelz6NChSpUqlaZNm+YThgoVKqR69erp4MGDCVrbl19+qeDgYPXs2VPDhg1TaGioWrVq5VxN9Y6dr127ttq3b+/0tCYX0febESNGqEiRIsqTJ4+yZ8+u559/Xjt27PBjddd495+//vpLrVq10osvvqhDhw4568eNG3fDe8kk6ZVXXlHWrFn9PsQk+t/qe++9pzvvvFOVK1fWsmXLnHsBXnjhBd1zzz06duxYQP8930qgH7fOnz+vLl26xBjidqt7206cOKFHH330hs/K8ic37VtJ1ezZszV27FiZmYKDgzV06FAdPnxY586d05QpU3THHXcoW7ZsKlWqlMqXLx/Q9/feiiuCUPSTmlmzZmny5Mk+Vx9++eUXZcuWTffff7/PyXe/fv3k8Xj0zTff+KXu69GOwGpHfPE+Nfvtt9+WJB09elRdu3ZVzZo1faY+DvQHxSWXdnjr27Rpk0qWLKm2bdtqyZIlPnXfKAzt2rVLmTNnVvPmzeNlyNWNPvx//fVXFS9e3JkFbs+ePcqbN688Ho9q1arlM1wuIiLCmYAkuYj+nrzyyivKkSOHFi9erE2bNmn8+PEqVaqUBgwY4NeZB737ye+//65cuXKpZ8+eMSaxkKThw4crderUNxw+GUjDGJ9//nk9+uijmjdvnrp27arChQurdu3amj59uhYsWKDg4GB99913/i7ztgX6ccu7z3tf/+eff9bbb7/tfH2zugL9OCsl/30rKfDuX5s3b9aKFSu0YMECrVmzRh6PR1OnTnV6hoKDg/Xkk086ox7OnDmjhQsXatOmTX6f0v+/SvZBKPqHUqFChXTnnXcqS5YsKlmypM+852vWrFHWrFl9Tr5PnjypwYMHO1NS+hPtCKx2xJf169erefPmqlixon744Qdn+eHDh9WtWzfVqFHD58pkoEou7fB+KGzdulVZsmTR8OHDbzrV9ODBg2OEoT179sRLj0T0++R27drlTK/8ww8/qF+/fpKuTSFbuHBh9ezZU8uWLVPGjBnVpk2bBH1Yq7/8+OOPPl9fvnxZzZo183m6uXRtavA77rjD52GL/rB3714VLlxYI0eO/NftvEMtZ86cmUiV3Vr0E+iFCxcqNDTUp0dh1apVevXVV5UtWzbnUQcNGjRIkvcGJKXjVlRUlK5cuaJ27dqpfPnymj59+i3DUKBx076VFHiPj19++aVCQ0OdCWUKFSqkESNGSLp2QW3SpElKlSpVjGFyyUWyDkLeP7qNGzcqffr0GjVqlI4cOaIdO3Yof/78MZ678fPPPytr1qxq3769M948ELpkaUdgtSM+bd++XfXq1VP69On14osv+qw7evSoevbsqbCwMOdqZaBKLu2Qro39b9WqlQYMGOCzPDIyUkePHvV55sugQYMUFBSk119/Pd7u6YjeI1WrVi3lz59foaGhGjRokKRrQ9+uXLmi1q1bq1OnToqKitK5c+dUuXJleTwen+fPJAf9+vVT3759ff72L168qLvvvlujRo2SJJ+er27duqlSpUp+PVa89957qlu3rs8J3O7du7VkyRKNHj1aM2bMcOobPny4PB5PjOOfv3355ZcaOHCgRo8eLUkxehf37t2rqVOnqnnz5sqcObNzQptUTsqlpHncOn78uB588EHVrFlTU6dOTXJhSHLHvhXovMefb7/9VpkzZ9b06dO1detWVahQQWamIkWKaM+ePYqIiFBERITGjRunoKAghYSEqG/fvsni/myvZB2EpGtT3KZLly7GlcOaNWtq1KhR6tKliz755BPnqq+3S7BLly4BddJNOwKrHbfrRm3YvXu3WrRooRo1aujTTz/1WXf48GH169fPmbUlUCSXdtzIhQsXVLVqVZ/pr7/99lsNGzZM2bJlU4kSJdSuXTtnXZ8+fZQzZ854Gc4U/WJBxowZ9dhjj+mTTz5Rly5dlCdPHj399NOSrj0s9M4779TcuXMlXTuR6NGjhxYvXuyMsU8utm7d6tzoHb23rU+fPsqXL5/TG+cdFvjcc8+pWbNmiV9oNCNGjPCZ1fLTTz9Vy5YtlT9/fuXPn18hISHq1q2bs37s2LF+7+mOfpJ5/PhxlSpVSh6Px2dfv9lJd+3atXXfffclTqH/QVI7bt1sNrvjx4+rffv2qlGjRpIIQ27Yt5KCRYsWacOGDc7Xp0+fVv/+/fX8889LkrZt26bMmTMrKChIQUFBqlKlivbs2aPLly8rIiJC//zzj1599VWFhYUl+eFw0SXrIBQZGakRI0YoZ86cPg8THD9+vFKkSKGOHTuqatWqSpMmjZ544gnn5vv169frr7/+8lPVMdGOwGrH7fJ+qK1Zs0ZvvfWWnnnmGf3yyy+Srg2pat68uerXrx/jwzjQPtySSztu5siRIwoJCdGoUaP0999/6+WXX1bp0qXVqlUrjRs3Tq+88ory5cunMWPGON8Tnx8K3osF3qul0rVwVq9ePdWsWVNRUVG6cOGCChcurHbt2mnPnj0aMmSIihcv7jzcNbmIfuL64YcfqkaNGk74O3HihCpWrKjy5cvr6NGjunDhgq5cuaJ69erp4Ycf9lPF16xatUopU6ZUx44d1aZNG2XOnFmDBw92hviNHz9exYsXD5jjWvT3uXv37hoxYoT279+v+vXrq0iRIpo7d67z9xt9W2/4nD59uho3bhzQ96QlteNW9Cv2AwYMUIsWLfTxxx87FwOih6Fp06YF7PHVDftWUrB582YVLlxYDz/8sM9wxC+++EKbN2/WP//8o0qVKql79+564YUXVLBgQZmZypYtq3379vnMOhhI9zDGh2QdhCTp4MGDGjBggKpWraq3335bEydOVM6cObVkyRLnj65fv37KlClTQF+tph3Jw+zZs5UrVy41bNhQrVu3lsfj0csvvyzp2pCnZs2aqXHjxpoxY4afK/13yaUdNzNz5kx5PB4VLFhQQUFBevPNN52nsZ87d041a9Z07tWR4m/IZvSLBZMnT/ZZN3bsWFWtWtX5EJo3b55y586tkJAQhYSEJOlZe27k+hO7n3/+WXfffbdatmypRYsWSbo2eUTVqlWVNWtWValSRRUqVFDp0qWdD21/9CJ7X/Pzzz9Xo0aN1LJlS61YscJnCu25c+eqSJEiN73/LDFFf492796tcuXKOTeoHzt2TNWqVVPt2rX19ddfO9te/7726tVLxYsXD/iZPJPacevLL79UhgwZ9Nhjj6lTp06qXr26OnbsqM2bN0v63zC5sLCwBH+A8+1w076VFHzwwQe666671K1bN+fzYsuWLZo3b55eeOEFlS9fXrt27dKFCxf04IMPKkuWLMqbN6+zv/nzuJqQkn0Qkv7XvV2iRAmlTJlSy5YtkyTn5vzFixercOHCAXN17mZoR9K2adMm5cuXT9OnT5d07fkiHo9HTz/9tDP0YceOHapRo4buvfdeZ5KIQJNc2nErmzdv1vfff+/MkuN1+fJl3XPPPRo3bpyk+P9QiH6x4IUXXpB07YQnY8aMmjhxos+2R48e1erVq5NdT1D0EDRv3jxn2uBff/1V9erVU9OmTbVkyRJnmylTpuill17S66+/7lxJDoSnzUdERNzw+S1DhgxRgwYNfMKRv7388stq3769evbsqatXrzrv35EjR1S1alXVqVNHS5cujbG///PPP+rSpYvTuxKoktpxa8OGDSpcuLD+7//+T9K1q/DBwcEqUqSI2rZt6zyj7OjRo3rkkUcC+sJhct+3Al304+lHH32kO++8U926ddMrr7yi/PnzKywsTHny5FGaNGmcoPrkk0+qatWqqlmzpnr06OEzmVVy44ogJF37g+vfv7/KlSvnXAHy8p50JIWZSWhH0rVs2TI1atRIkpwJInr16uWs957M7ty506/T/95KcmnHv7lZuLly5Yqeeuop5c+f32fShPjmvVhQo0YNPfnkk8qfP78ef/xxZ32gDoOJD9Hf+2HDhikkJESvvPKKc0V4w4YNThhasGDBDX9GfExfnhCOHz+uoUOHKlu2bAH1bJezZ89q8ODBypgxo+rWress9w5HOnLkiGrUqKGwsDCtWbMmxvcnhZkKk9pxa9myZU59e/bsUeHChdW7d29NmzZN2bJl0wMPPOA83yyQjwdu2LeSguj7yIcffqhixYopbdq0zuxwb731ljwej9KkSaNy5copU6ZMWrt2rZ588kk1atQoxgXB5MQ1QUj638lF1apVNWHCBEnXbqzNmDFjknroIO1IGrwndMuXL9f27ds1f/58lSxZUn/++adCQ0PVq1cv5+C0ZMkStWvXTsePH/dnyTeUXNrxX82ZM0dPPPGEcubMmSjD0A4dOqR+/fopb968qly5srM8EHo6EsMrr7yi7Nmz65dffokxa+SGDRtUv359tWzZUrNmzfJnmbH2wgsvqFmzZipZsqTPA3r94UbDkPbu3atnn31WHo9Hb775prPceyJ66NAh54p+UpCUjltRUVFOLd73OyoqSrt27dLVq1fVunVrnwmDqlSpoty5c+uhhx7SpUuXAmqokhv2raTiZvvFhQsXVKtWLeXOnVvdunXT0qVLFRoaqgYNGigkJEQ5cuTQhx9+KOnaDJ3J8fM8OlcFIel/J99333237rrrLqVLl07r16/3d1lxRjuShhUrVigoKEizZs3SwYMH1bBhQwUFBemhhx6S9L+rNEOHDlWTJk30zz//+LPcm0ou7YjO+yGxf//+W17tWr9+vapWraqWLVs6Q1ISw5EjR/T444/7XCyQAvsKcHy4cuWK7r//fmdooLe90U+Ufv31V5UtW1aDBw/2S43e/cc7o9KN1nlFRERo8eLFGjdunN9n9Yu+75w7d87nJvQDBw5oxIgRypAhg6ZOneosv/5G9aRywhrIx63rg48kLV26VGPGjPHpbT5x4oRKly7tPBsrPDxcDz74oMaPH6+DBw8mWr2x4aZ9K1Dd6LNh3bp1evfddzVt2jSnJ/rXX3/VyJEjVb58eWXLls2Zme+jjz5SypQplS9fPtc8zNZ1QUj638PSihYt6vcrc/8F7Qhs+/bt05AhQ3yeTzFhwgSVKFFC/fv315EjR7R582YNHz5cWbNm1aZNm/xY7c0ll3ZE5z1RnTdvnmrUqKH/+7//c3odbmbv3r1+Ga7pvVhQs2ZNZ/rs5C48PFx33HGHxo4d6yzz/s4uXryov//+W5L0559/+uXEyVvL4sWL9dBDD6lcuXIaOXKk5s+f/6/f5++TvOgnSZMmTVLjxo3VsGFD9enTx1l+4MABjRo1SsHBwZo2bZo/yowXgXzc8v4eNm/erGeffVbStYkcMmfOrOHDh/tME3/48GFVq1ZNffv21fr16/X000+rQoUKAXeV3k37VqDy/g62bdvmPJfsiy++UJYsWdSgQQMVLFhQjRs31ltvveV8T//+/ZUxY0a1aNFCf/zxh1auXKm6deuqf//+ye7BqTfjyiAkXZuxJDmMeaQdgSP6VeDff/9d9erVU5EiRfTJJ584y69evaqRI0eqSpUqSpUqlSpUqKAyZcoEVABMLu24lfnz5yt9+vR6+eWXb3hlNZCGmxw+fFhdu3ZVw4YNdeLECX+XE69udAUzKipKXbp00T333BOjB2Xt2rV65JFHfCaI8EfA8O4/Y8aM0ZQpU9Sq1f+3d+eBNVztH8C/NwtJLAnSJKLEFkuISqwVIQS1NLF7g2oSJap4S1975VVqX6OkpZYidmIrRahIFFWKEFtKa8uCbJYEWe7z+yPvnV9iaWnJ3Nz7/fzTZmZuPCeZzMwz55zn+Iq9vb1ezf15kbFjx4qDg4NMnz5dvvnmG7G1tZXOnTsrwy5v3rwpwcHBotFoZPv27SpH+3KKynUr/1phGo1G5s6dK2fOnJFy5co9U61O93Jm8eLFUqdOHXFwcJBKlSoVWAtG3xjiuVUU6M6r06dPi4WFhXzzzTfy008/ib29vXz77bcSHR0t//73v6VYsWJSp04dmTt3rojkzReytLSUBg0aSEJCgowdO1YGDRqkV4Vc3jSjTYSIXjfdjfjw4cMSFRUlffr0kRIlSkhgYGCBeR1arVbu3Lkje/fulYsXL+rdwmSG0o4/k5CQIG5ubkqJ6sePH0tKSop8//33eluhKCkpqci/LHha/iTo6tWrSolyEZGVK1dK5cqVJTg4WHkzmZKSIr6+vtKmTRtVhwcmJyeLl5eXhISEiEjewoRvvfWWDB8+XLWYXtaOHTvExcVFjh49qnxdokQJsbKykubNmyt/49euXZMlS5YUmTlpReG6pTtnz58/L5aWljJx4kQREdm4caN4eXmJVquVjIwM2bBhg3To0EGaNWumrCd28eJFOX78uNIbqo8M9dzSd7rzKiYmRqysrMTb21tcXV1l2LBhMnjwYNm9e7eYmpqKhYWFmJiYSNmyZcXBwUEWLVoksbGx0rZtW6lUqZK0atVKSpQoUSRe5rxOTISIXqOoqCjRaDRy8OBBuX//vgwaNEhcXV1l/vz5Rar6jaG040XS09OlSZMmsmzZMklPT5fg4GBl8mjJkiVly5YtaodoVMaOHSuVKlUSe3t78fb2Vh725s+fL3Xr1pWaNWtK8+bNxc3NTVxdXZWS1GolQ2lpaVKnTh05e/asXL9+XSpUqCADBw5U9u/evbvA8CZ9snnzZmXu1e7du6Vs2bISGhoqBw8eFHNzc+nSpcszJb+LygOrPl+3dOfquXPnxNbWVmrXrq3sW7p0qVhaWsrcuXPl3Xfflffff18CAwNl5MiRUq1aNb3uAcrPkM8tfaU7ry5cuCC2trbSv39/SUhIEDs7O2nSpIls3LhRevToIdWqVZOAgAB58OCB1KlTR0xNTcXe3l7mz58v0dHRMnnyZPn000/l4sWLKreo8DERInpNrly5Ijt27JDp06cr2zIyMiQwMFCaNGkiISEhys1Ynye7G0o7/szt27fFx8dHPDw8xMrKSrp06SILFy6UuLg46dixo3z66adqh2jQ8p83GzdulMqVK8vmzZtl69atUq9ePaldu7ZcuHBBRPLe8C9ZskSGDx8uoaGhqq0TlL8aVnx8vDRr1kxWr14tVatWlQEDBiht+v333yUgIKDAOkf65vr163L//n1p2rSpfPnllyKS10tas2ZN0Wg0BZK6okKfr1v5h8NZWVmJl5eXODo6FiiJP3jwYPHy8pJPPvlETpw4ISJ5Q8br1q373LLS+soQzy19lf+8srS0FDs7O3FwcJDY2FhJTEwUBwcH8fLykqZNm0r16tWVtRmPHTsmpUuXlrfeeku2bNnywsVsjQUTIaLXICEhQYoVKybm5ubK5FfdvAXdzdjDw0OmT5+u+pvJP2Mo7chPd3G/efOmXL58WRISEkRE5NatW7Jx40ZZtmyZPHz4UDm+c+fOMmHCBFViNTZbtmyRr7/+Wr755htl24MHD8Td3V1q1ar1wgp9hTknSHf+PH2+/+c//xGNRqNUW9IZN26c1K1bVy/WohEp+NCf/0Hn0qVLUrlyZaUUfGJiovTr109OnDihelGHV1UUrlsnTpxQ4svJyZElS5aIra2tfPLJJ8oxd+7cKfCZCRMmSO3atZVrlr4xhnNL3506dUosLS1l/PjxcuXKFfH09JTSpUtLbGysJCUlibOzs2g0GrG1tZX169eLVquV4OBg8fPzk0aNGknlypUlKipKRJgIEdE/kJWVJatXr5by5ctLz549C2wXybsZ9+jRQ9q0aaPXC8UaSjt0dBf28PBwqVq1qlStWlUsLS1l4MCByltXnfT0dBk3bpy89dZbypszenNSU1PFxsZGNBqNMg9C9/t6+PChNGjQQFxdXVUdFqSLZ+/evdK9e3dp06aNdOvWTf744w958OCBBAQESMmSJSUkJERmz54tgwcPllKlSsmZM2dUi1lE5MCBA8rbeJHn94CkpaVJhQoVpGfPnhIVFSVt2rQRb2/v55Yq13dF4boVFRUl//73v5Wv09PTlWRo6NChynatVithYWEyZMgQKVu2bKGsWfYqjO3c0ldarVaePHkiDRo0kNGjR8v58+fFw8NDvLy8xMHBQcqWLSuxsbFy9+5dcXR0lDJlykjFihXFxcVFypQpI6dPn5aHDx9K69atVS/przYmQkSvycOHD2Xt2rViYWEhI0aMULbrbsaZmZl6+2YvP0NoR/6bc3R0tFhZWcmCBQvk7NmzsmLFCmnevLn4+vrKkSNHRERk/fr10rdvX3FyctK7Bw9DpEsw4uLi5J133pGGDRsq84LyJ0Nvv/22fPDBB6rFKfL/E75Hjx4tW7ZsERcXF6lZs6b89ttvcv/+fRk1apQ0atRI3N3dxc/PT/WJxo8fP5agoCBxdXUtUDr6eW/vt23bJk5OTlK9enXx9PRUfe7VP1GUrlu6n/+9e/eUZCj/cNwZM2ZI+/btJTY2VqUIn89Yzy19pdVqJTk5WWJjY8XGxkbGjx8v169fl5s3b4qPj4+ULVtWzp07J7dv3xZ7e3upWbOmjB49WuLi4tQOXa8wESJ6RboL/ZkzZ+T7778vUJ41OztbwsLCpFixYgUWetTHCaGG0o788vfy6GIdO3asvP/++wWO27t3rzRt2lSp8nX58mVZsGCB0aybUNj+7OEnLi5OnJycpFWrVkpVvPxrBqn59jgtLU08PDyUxWzv3r0rlStXlkGDBhU47s6dO5KVlSWPHj1SI8xnxMfHy6effvqXC/E+evRI7t27J3/88YeyT9//xg3tupU/GcpfdfCv1jVTiyGfW0VRSkqKNG/evEBvo0je0G8fHx9ljaykpCSpUKGCtGrVSmJiYlSKVj8xESJ6Bbqb8NatW6VixYpSp04dcXZ2lrp16ypVonJyciQsLExKliz5zAOTvjCUduT3ww8/SM2aNWXevHkFto8dO1Zatmwp2dnZBcZAh4aGSunSpZWFCfmm8s3I/3Ndvny5jBkzRgICAiQ2NrZAz5CTk5O0bt36mWRIRL2hNHfv3hUXFxdJTEyUpKQkcXR0lKCgIGW/btFCfaRbiPdFD6yJiYnSt2/fAm3Q978BQ7xuieQlPUuXLhWNRiOjR49WO5y/ZIjnVlF1/vx5qVatmkRFRT3zM46Pj5cuXboIALl48aIkJiZK8eLFpWPHjkVmjm9hYCJE9Cd0F5bHjx8r23788UexsbGRZcuWiUjeZEWNRiP16tVThsXk5OTIsmXLxN7eXi/W1zGUdvyZq1evykcffSQeHh7K+i4iIkuWLBELCwult0j3MHXo0CFxcXF57mKq9PqNGTNGHB0dxc/PT3x9fcXGxkbWrVsnDx48EJG8ZKhq1ari6uqqV/PPmjZtKpMmTZIqVarIxx9/rAzxSUhIkFatWsm2bdvUDfBP5H9gzV9NLSEhQTw8PMTZ2Vmv39Ibw3VLJz09XVauXFlgLS19VtTPLUOxdu1aMTMzU+5rTydDN27ckJ49e8qGDRtEJK9iKofGFcREiOgv3Lx5U1xcXOTmzZsiIjJy5EiZPHmyiORdZJycnKR///7SrFkzqVGjhpw7d05E8m7G+jS8wVDa8Ty6HoNr165JUFCQNGnSpEDPUJcuXcTR0VF+/vln5cH7s88+k3feeUfS0tLUCNmoLF26VCpWrKjMvzp8+LBoNBqxtraW5cuXK7+TCxcuSLdu3QqtB+jph4b8X+fm5opWq5XPP/9cypUrJ23atClw7Lhx46RevXp6Ux3uRfI/sM6aNUuSk5OlVatW4uLioiR1+jx53ZCvW08ralW7ivq5ZQh++uknsbCw+NO17xYsWCBt27aVjIyMQoys6GAiRPQXbty4IVWrVpUPP/xQcnNz5ccff5TTp09LWlqaNGrUSBkqc+DAAdFoNFKxYsUXlv1Vk6G043l0D7DXr1+Xq1evSlBQkDRt2lRJhh48eCBdu3YVKysrcXNzkxYtWoiNjY2cPn1axaiNQ2ZmpsybN0+WLl0qIiLbt2+X0qVLy9q1a2Xo0KFibW0tq1evfuahtbAeoK5fvy4LFixQvn46Obpy5Yp06tRJGjduLGPHjpVly5bJgAEDxNraWvXqcC8rMTFRhg0bJk2aNBFra2upXbu28qCq72/tDfm6ZQiK8rlVlOiS5N9//11iYmLk/v37IpI3F8jOzk58fX3l2rVrzxwvklfqf+zYsUUu0S4sTISInvL0xSInJ0dmzpwpdevWlYiICGX7/v37pVGjRkqp5ejoaOnWrZu8//77etH1bCjteFk7duwQjUYjsbGxSjLUpEmTAg+5YWFhMnv2bJk1a5Yyp4Ber+fdbM+cOSM3b96UK1euSJ06dZShi7/++quYmZmJRqOR77//vrBDlZycHBkzZozUqFHjuVWwdG25cOGCjB8/XurUqSMNGzaU7t27Kz0PRUViYqJ8+OGH0qFDB71+UDW265YhKCrnVlG3efNmqVKlitjY2IiXl5csX75ctFqthIeHS/HixaVfv34FXgJkZGTIuHHjxMnJqcgMuVQDEyGifHQPQE/PUUhPT5d69epJ+/btlW2LFy+WUqVKSXJysojkLX4XGBioFzcAQ2nHy7pz544sWrSowNygFw2Tozcnf29KZmbmM/v3798vbm5uysPr8ePHZcKECRISEqLa+Xbr1q0XVsHK/1Cem5urxJh/zkpRkpqaqtcVvIztumVI9P3cKoryX38uX74sderUkUWLFsnBgwele/fu0qxZM5k9e7bk5OTI4sWLxczMTGrVqiWBgYEyePBg8fX1FTs7Oy4J8ReYCBE95cqVK2JrayudO3eW27dvK+Nqjx8/LhYWFsqb44yMDKldu7a89dZb4uHhoRcLKeZnKO34K+fOnZPSpUtLtWrVlInrumFV169fl6CgIGnevLlMnTpVxSiNy4wZM8TLy0sCAgJkzZo1yvY1a9ZI8eLFJSIiQi5duiTvv/+++Pv7K/vVeoD6qypYT548kcmTJ8vixYtFpOjN5XiaPlfwMpbrlqHS53OrqHh63urZs2clODhYhg4dqvx809LSZNCgQfLuu+/K7NmzRavVyvHjx6V79+5Sv3598fT0lDFjxrB39CUwESJ6SlxcnLLifbt27SQkJEQZBvPZZ59Jw4YN5ejRoyKSV4Hl888/ly+//FIuXryoZtjPMJR2/JVLly5J//79xcLCQlasWCEieQ/U+ecN9enTR9q2batX1cgM1cKFC8XOzk7GjRsnrVu3Fjc3N/niiy+U/d26dRONRiNOTk7i5uamDKVR24uqYGVmZsonn3wi5ubmcuHCBRUjNA7Gct0iep4FCxZI//79JSsrS7KzsyUzM1M6dOggJUuWlFatWhU4NiUlRYKCgsTT01MmTZokWq2WxSn+Bo2ICIiMnFarhYmJCXJycmBmZoavvvoK165dg5WVFVJSUvDrr79i8uTJKFeuHPr164c+ffrgv//9r/J5EYFGo1GxBXkMpR2v6uLFi5gxYwY2btyI3bt3w9vbG1qtFgBgYmKCW7duwczMDA4ODipHanh055zOtGnTULduXfj6+iI+Ph7ffvstNm3ahJ49e2Ly5MkAgD179sDS0hKenp4wNTVVzle1JSUlYerUqThx4gS6du2KUaNGYeTIkfj2228RHR0Nd3d3tUM0SMZ63SJ62ooVK+Dp6QlnZ2c8evQIlpaWuHbtGkaPHo0TJ04gODgY/fv3V45PS0vD0KFDkZycjPXr16NMmTLK3wL/Ll6SmlkYkdp0Q1x05Xt1Dh06JO3bt5cffvhBMjMzZeHChWJjYyPz5s2T9u3bi42NjbJmhT4wlHb8FV07//jjD7l8+XKB2C9duiT+/v5StmxZOXDggIjkDZHjUI03J//Pdtu2bbJr1y7p0KGD7Nq1S9keHx8vEydOlNq1a8t///vfZ76Hvr3B1PUMNWvWTOrWrSuWlpby66+/qh2WQTKW6xbRX3n6PnXs2DHx8/NTivpcu3ZNfHx8pFWrVhIWFlbg2NTUVElMTCy0WA0NEyEyeomJiVKxYkUZP368XL9+Xdn+5Zdfiq2trdy6dUtE8tY+6d+/v3Tq1Ek0Go34+Pjo1UOcobTjRXQPTdu3bxdXV1epXLmyuLi4yPDhw5VjLl68KAEBAWJnZyd79uxRK1Sj8HR51hIlSsjbb78tFhYWMmjQoALHJiQkyKRJk6Rs2bLKQpj6LDExUQIDA8XZ2ZnzTt4wQ79uEf2ZF72oCw0NFTc3N+nXr59cvXpVRPJKZ/v4+IiXl5esXbu2MMM0aEyEyOilpaXJpEmTxNraWlq3bi3z589X9vn7+4u/v7+kp6eLiEhSUpIcPHhQOnXqpHdvJA2lHX/mhx9+kJIlS0poaKjExcVJaGioaDQa+fjjj5VjLl26JN27d5cqVapIRkZGkZ/Yru+SkpKkRYsWEhMTI+fPn5e5c+dK6dKlZeTIkQWOu3nzpixfvrzIPLzeuXNHkpKS1A7D4BnDdYvoeXRJ0M2bN2Xt2rUSHh4usbGxyv5vv/1WmjdvLn369CmQDHXp0kXq168vGzduVCVuQ8NEiOh/zp8/Lz169JDq1auLl5eXXLp0STZt2iT+/v6yf//+Asfq88O1IbTjeXElJSVJ9+7dZe7cuSKS18tQuXJladeunZQoUUI++ugj5di4uDhJSEgotHiN1YwZM6Rly5bSp08fpbpXWlqahIaGSrly5WTUqFHP/VxRSYao8BjCdYvoZemSoJiYGHFycpKGDRtKmTJlpEePHgXWAvr666+fSYZ+++038fPzK7CAKv19Jn89i4jIOLi4uGDJkiUICQnBvXv30LFjR5w6dQqxsbHYvHlzgWP1eQJiUW+HVquFRqPB3bt3cfLkSZw6dQoAUKZMGXh6esLX1xd37txBu3bt8N5772Hnzp0YMWIEVqxYgQ8++AAA4OzsjPLly6vZDIMnInB0dMT58+dx6tQppdiBjY0N+vTpg8mTJ2PVqlUYNGjQM581NTUt7HBJzxX16xbRy9IVB4mJiUHTpk3h5+eHyMhIhIWFITIyEsnJycqxgwcPRu/evXHjxg188cUXuHLlCqpXr46wsDA4OTmp2ArDwapxRC8wYsQIXLp0CefOnUNCQgK+/fZbDBgwQO2wXllRaofuBnHhwgUEBQWhVKlSsLKywoYNG2Bubo7s7GyYm5sjNDQU27Ztw9q1a2Fvb4/Fixdj+fLlSE1NRXR0NCpUqKB2UwyO7neTv0pcVlYWdu3ahQ8//BD+/v4IDQ1Vjk9PT8fSpUsRGRmJ3bt38+GVXklRum4RvaoLFy7A3d0do0ePVqppAkCrVq3QuHFjmJiYoGrVqhg4cCAAYPHixfj666/RtGlTfP311zA1NeU19XVRuUeKSO/kH3YRGRkpY8aMkVKlShW5dSqKWjt08cbGxoqNjY0yefp5k0kHDx4sjRs3Vr4eNWqUTJ8+XTIzMwstXmOyfv16CQwMlMuXL8vDhw8L7MvKypINGzaIpaWlDBs2rMC+Bw8eKL9XDmeil1HUrltEf8ekSZNEo9FIZGSksm3KlCmi0WikW7du0qxZM9FoNAWGF3/33XccDvcGsEeI6Dnkqfr79+/fR+nSpVWM6O8pau1ITU1F586d4e7ujgULFijbn25HREQEOnfujPbt26NYsWLYt28fjh07htq1a6sRtkG7f/8+3N3dcf/+fTg4OKBx48bw9PSEv7+/csyTJ0+wfft2BAYGIigoCCEhIQW+x9O/P6I/U9SuW0SvSkTw8ccfY926dTh48CAOHTqEGTNmYPXq1ejUqRPu3buHKVOmYPHixThy5Ajq1aundsgGS/0V7Ij00NMPbUX1JlzU2pGUlITExER07969wBCspxeI8/DwwPLly/Hdd9/B1tYW0dHRTILekBIlSqBXr15wcnJCo0aNcPDgQQwfPhwRERGoU6cORo0aheLFi+Nf//oXRAR9+vSBk5MTRowYoXwPJkH0KoradYvoVWk0GixZsgTZ2dlo0qQJihcvjl27dsHb2xsAYG1tDRcXF9jZ2cHW1lblaA0biyUQkd44c+YMrl+/Dk9PT2U+Sn4ajQaZmZmIi4tDnz59sHfvXqxcuZJvy94gU1NTeHp6YtSoUTAzM8PIkSORmJiIatWqYcKECWjSpAlmzZqF2NhY+Pn54cCBAxg2bJjaYRMR6Y3c3Nznbl++fDlGjhyJnJycZ/ZduHABb7/9NiwtLd90eEaNiRAR6Y3KlSvDzMwMW7duBQClRyi/FStWYMyYMXj8+DFMTU1RvHjxwg7T6HTo0AH9+vXDkiVLAAAWFhYIDw9H586d4e3tjQMHDqBevXpYtWoVWrduDTMzs+fe2ImIjElUVBSAvBdKT7/YA/Je7s2aNQv+/v7o0qUL9uzZAwCYOHEivvnmGyxcuBBlypQp1JiNDYfGEZHecHJyQunSpbF69Wo0bNhQKQ+af87AtWvX0KBBAyZAhczd3R3fffcd0tLS4O3tjTJlymDVqlUoXbo04uPjcfjwYfTo0UM5XldOm4jIGB05cgT/+te/EBAQgBkzZsDExAS5ubnPXT5g2bJlAIAPPvgALVu2REREBKKiojjaoRCwWAIR6ZWtW7eiT58+6NWrF8aOHQsXFxcAQGZmJqZMmYJ169YhIiICNWrUUDlS49O4cWOcPHkSLVq0wNatW1G2bNlnjsnJyWESRERGLyEhAUuXLsXmzZvh4+OD6dOnA8ALkyEACAwMxKpVq/Drr7/Czc2tMMM1WkyEiEivaLVaLF26FEOHDkX16tXx7rvvwsLCAvHx8fj555+xd+9e3iAKma5Hbs2aNZg5cyZWrlyJBg0asBocEdFz6Ir9ZGRkYNGiRVi/fj26d++O4OBgAC9OhnJzc5Gamoq33nqrsEM2WpwjRER6xcTEBIMGDcKRI0dQt25dnD59GrGxsahduzZ++uknJkEq0CU7rVq1QkpKCvbv319gOxERPevixYtITU1FZmYmpk2bhi+//BJA3pyh5xVQMDU1ZRJUyNgjRER668+GEJA6Fi5ciEmTJiE6OloZtkhERAXt3LkTPXv2xPjx42FpaYkDBw7g6tWr6N27N6ZMmQIABZaJIHVwIDcR6a38NwgOw9IPHTt2xMmTJ1GrVi21QyEi0ksZGRlYsmQJhg8fjokTJwLIK4SwePFihIWFwcLCAhMmTFCWiWAypB7+5IlIb+VPfJgE6Ydq1aph5cqVSgUkIiIqyMrKCsnJybh//76yzdHREZ988gkqVaqEmTNnYsyYMQCev0wEFR7+9ImI6JXoklIOWyQielZOTg6aNWuGxMRE/PHHH8p2BwcHtGzZEhUqVMDx48dx584dFaMkgIkQEREREdHfoptqn5SUhFu3biEtLQ3m5ubw8/NDdHQ0vvrqK/z+++/K8ffv30efPn2wbds22NnZqRU2/Q/nCBERERERvSLd3NUdO3YgODgYubm5ePDgAQICAjB69GiEhYUhICAAly9fRtmyZZVjT506hTJlyqgdPoE9QkREREREr0yj0eDAgQPo27cvPvroIxw/fhz+/v6YNm0a9u7di06dOmHr1q1o0KAB7ty5g9zcXPz000+oXr262qHT/7B8NhERERHRK9D1Bg0aNAjm5uZYtGgR4uPj4eXlBW9vbyxevPiZz2RlZaFYsWIqREsvwh4hIiIiIqK/ISUlBS1atEBmZiYaN26M1q1b45tvvgEAbNq0CdHR0co8IiZB+oeJEBERERHRK9BVz7S1tcWUKVNQu3ZtdOvWDYsWLYJGo0FWVhbCw8Nx6NAhaLValaOlF+HQOCIiIiKiP6EbCpeQkICcnBw8efIEzs7O+P3339G7d28kJSXhypUrMDc3h1arRXBwMNasWYMff/yRc4L0GBMhIiIiIqIX0CVB27dvx/Tp03H37l04ODjA1dUVS5Yswdq1azFjxgw8efIEDRo0QEZGBo4dO4aIiAi4ubmpHT79CSZCRERERET56JIfnYiICHTp0gVz585FmzZtcODAAQwZMgS7d++Gt7c34uLisHz5cty7dw9VqlSBn58fnJ2dVWwBvQwmQkRERERE/5OTkwMzMzPlvyKCESNGoFSpUvjyyy8RHx8PDw8PdOrUCaGhoWqHS/8AiyUQEREREQFYsWIFateujczMTJiZmSE3NxcAEBMTA2trayQnJ6NJkyZ47733sGjRIgBAWFgYtmzZonwP9jEUHUyEiIiIiIgAVKhQAVZWVvD29kZmZiZMTU2h0WjQunVrxMbGwt3dHR07dsSSJUsAABkZGTh8+DDi4uKQnZ0NAAWG1JF+YyJERERERASgTZs2WLBgAbKysuDl5YXMzEwAQIMGDbBz505YW1tj3LhxAPKG0E2bNg379u1Dr169YG5urmbo9DdwjhARERER0f9otVpERUVh5MiRMDExwaFDh1CiRAmsX78eAwcOhIeHB0xMTFCyZElERkZi//79rA5XRDERIiIiIiLKJycnB1FRURg9ejQ0Gg2ioqJQokQJ7Nu3D7/++itiYmLQsGFDdO7cGTVq1FA7XPqbmAgRERERkdHSlcq+e/cuLCws8OjRI9jZ2SE7OxvR0dEYPXo0ACA6OholSpSAVquFiQlnlxgC/haJiIiIyCjpkqBdu3ahe/fu8PDwQJcuXbB7926Ym5ujZcuWmD17NoC8+UMZGRlMggwIf5NEREREZJQ0Gg2+//57+Pn5wcfHB9OnT4erqyt8fHywadMmmJmZoUWLFpgzZw5u374NX19ftUOm14hD44iIiIjIKF2/fh3+/v7o3r07hg0bhoSEBHh4eMDS0hKXL19GWFgY+vTpg+zsbBw7dgwVK1ZElSpV1A6bXhP2CBERERGR0cjfByAi8PDwQN++fZGQkABvb2+0bdsWUVFR6NixIwIDA7F69WqYm5ujRYsWTIIMDHuEiIiIiMioREZGombNmnB0dERiYiLKly+PMWPG4MKFC1i3bh1KlSqFESNGYM2aNdBqtfj9999RunRpLpZqYNgjRERERERGIycnB9OnT0evXr3w5MkTlC9fHjk5OYiNjUXFihVRqlQpAHnrCS1YsABXr16FtbU1kyADxESIiIiIiAxa/gFQpqamGD58OCwsLBAeHg4AMDMzQ8OGDbFq1SrMnz8fAwcOxPr169G4cWPY2NioFDW9aRwaR0REREQG79ChQ8jNzYW3tzeePHmCgQMH4tatWzhw4ABMTExw7do1zJs3DxEREbCzs8NXX32F+vXrqx02vUFMhIiIiIjIoN26dQvVqlVDdnY25syZg9atW8PZ2Rm1atWCn5+fslYQAKSkpKBYsWLKEDkyXEyEiIiIiMjgffrppwgNDUWvXr2g0WhQtWpV1KtXD7NmzcK0adPQtm1btUOkQsZEiIiIiIgMQnp6OmxsbJCbmwtTU1P89ttvKFasGJycnHDv3j2MGDECDg4OaNGiBSZNmoT4+HiYmZmhXbt2mDdvHqysrNRuAhUiFksgIiIioiJvw4YNsLOzw2+//QZTU1MkJiaiadOm+Oyzz7Bs2TJYW1vD3d0dqampePfdd3Hs2DH07t0bWVlZ2LFjB7Kzs9VuAhUy9ggRERERUZF37do1DBgwAJcvX8bBgwfh7OyMyMhI7Nq1Czt37oSnpyeGDh2Kfv36oVevXpg4cSIA4Pjx43B0dETFihVVbgEVNiZCRERERGQQbt68iQEDBuDMmTM4fPgwatSogZSUFFy6dAn9+/eHs7MzLCwsEBkZiU2bNsHb21vtkElFHBpHREREREWaVqsFAFSsWBHLli2Dm5sbPD09ERcXh3LlysHDwwOXL19GnTp18OTJE6SlpWHLli0cDmfk2CNEREREREWKVquFiYkJHj9+DAsLi2f237x5EwMHDlR6hpydnZV958+fR1hYGPz9/VG7du3CDJv0DBMhIiIiIipyzp8/j6FDh8LHxwf+/v4oU6YMTEz+f7DTjRs3EBQUhJiYGERHRxdIhogAJkJEREREVARNmDABq1atgoWFBerXrw9LS0tMnToV5cqVU8pg37hxAwMGDMDFixexf/9+1KpVS+WoSZ9wjhARERERFTnNmzdHmzZtEBERgcGDByM1NRXt2rXDf/7zH0RERAAAKlWqhPXr18PR0RGdO3fmnCAqgD1CRERERFQkubu7o2XLlpg/fz4A4ODBg/Dz80NKSgr69u2L5s2b48MPP0RaWhpycnJYIpsKYI8QERERERUpubm5AIBZs2bh7NmzuHr1KgBgzZo1KFu2LNasWQMzMzN8/vnneO+991CuXDkmQfQM9ggRERERUZF0/fp1dO3aFWPGjEFUVBS2b9+OnTt3omHDhsjMzER8fDxMTExQrVo1tUMlPcREiIiIiIiKrKVLl2LQoEFwcHBAREQE6tatq3ZIVESYqR0AEREREdHf1bZtWzRt2hRdu3ZF3bp1kZubC1NTU7XDoiKAc4SIiIiISG/91eClypUrw93dHcuWLYOIMAmil8ZEiIiIiIj0zosSIF2hBADQarUAgODgYKSlpWHOnDmFEhsZBg6NIyIiIiK9IiLQaDSIiorC/v37cffuXbzzzjsICAiAlZWVst/EJO+dfokSJdCtWzd0795d5cipKGGxBCIiIiLSO1u3boW/vz/69euHR48e4ezZsyhevDiioqJgbm6uHKdLijg3iF4Ve4SIiIiISK/cuHEDwcHBmDlzJj755BNcu3YNjRo1gp+f33OTIABMguiVcY4QEREREemV1NRUZGdnY+DAgbhx4wZatGiBbt26YeHChQCAH3/8ETk5OUoSRPR3MBEiIiIiIlU9PVOjZMmSqFSpEo4ePYrmzZujQ4cOCA0NBQCcP38emzdvxrlz59QIlQwIEyEiIiIiUo1ueNvRo0exd+9eZGZmwt7eHomJiWjVqhXatWuHJUuWwMwsb0bHd999h3PnzqFChQoqR05FHecIEREREZEqdElQeHg4goKC0L9/f9SsWRNVqlTBtm3b4OHhgeTkZPzwww+wtLTEjh078N133+Hw4cOws7NTO3wq4lg1joiIiIhUc+zYMXTs2BEhISHo2bNngfLYJ0+eRGBgIB4+fIjixYvDzs4OCxcuxDvvvKN22GQAmAgRERERkWoWLFiAPXv2YMeOHTAzM4OpqSm0Wq2yRtCjR49w+/ZtmJqawtraGqVLl1Y5YjIUHBpHRERERKqJiYlBamoqihcvDgAFkqBLly6hUqVKqFy5sooRkqFisQQiIiIiUk379u1x+/Zt7Nq1CwBgYmICrVaL9PR0hISE4Pjx4ypHSIaKiRARERERvXG62Rh//PEHTp8+jQcPHgAA3NzcUL16dSxfvhw7duwAADx48AAhISHYtWsXnJycVIuZDBvnCBERERFRoQgPD8fgwYNhaWmJx48fY9GiRejZsyd+/vlnzJgxAydPnkSpUqVgY2ODq1evYt++fXBzc1M7bDJQTISIiIiI6I3QarXQaDTQaDS4cuUKfH19MXjwYHh6emLRokXYunUrpk+fjkGDBiE+Ph5xcXHYt28fatSoAS8vL1StWlXtJpABYyJERERERK/V7du3YW9vr3wdHR2Ny5cvIzY2FgsWLFC2Dx8+HGFhYZg6dSr69u2LUqVKqREuGSlWjSMiIiKi1+aLL75ASkoK5syZg2LFikGj0WDevHnYuXMnmjRpggcPHigJT0hICABg0qRJePLkCQIDA1kemwoNe4SIiIiI6LX54Ycf4OTkhDp16hRIeoKCgrBy5UqsW7cOvr6+KFasmPKZgQMHIjIyEidPnoSNjY1KkZOxYSJERERERK9F/jWADh48iDVr1mDo0KFwd3cHAPTo0QORkZFYuXIl2rdvD3Nzc+WzTw+nI3rTWD6biIiIiF4LjUYDAEhLS4OVlRXCw8OxdOlSxMTEAAC2bNkCLy8vBAQEICIiAllZWcpnmQRRYWMiRERERESvhUajwebNm1GrVi24u7tjzZo12L17N0JDQ5VkKDw8HG3atIGPjw8OHjyocsRkzFgsgYiIiIhei/j4eGzevBkTJ06Eubk5fHx8ICIYOnQoAGDIkCF45513sHHjRlhYWKBKlSoqR0zGjIkQEREREb0SEVGGwen88ssvmDNnDpKTk+Hj44OcnByYm5vD19cXADB06FCYmppiwIABaNCgAVatWqVG6EQKJkJERERE9NJ0BRHS09ORmpoKEUG1atVw9uxZnDp1CmlpadBoNDA3N0d2draSDGk0Gvj5+aF48eKoW7cuihcvrnZTyMixahwRERERvRRdEhQbG4vBgwfj2rVrMDMzQ69evTBz5kxs2LAB48aNQ/369REaGgpHR0fk5OTAzCzv3fuePXtQvXp1ODs7q9wSIiZCRERERPQSdElQTEwMmjdvjg8//BDNmzfHvn37sG/fPgwZMgQTJkzAokWLsGHDBjg7O2P69OlwcHAokAwR6QsmQkRERET0Uq5cuQJXV1eMGjUKkydPBgA8evQInTp1QmZmJn7++WcAwMKFC7Fx40bUqlULkydPhqOjo5phEz0Xy2cTERER0V/SarVYsWIFSpUqBVtbW2W7paUlWrVqBQBITU0FAAwbNgy9e/fGzz//jKlTpyI3N1eVmIn+DPsoiYiIiOgvmZiYYOjQocjMzMS6devw8OFDjB8/HsnJyZg1axaCg4NRtmxZZQjdkCFDYG5ujnbt2sHU1FTt8ImewaFxRERERPTSkpKSMHXqVJw6dQoeHh5Yv349unbtiq+++gpAXmltEYGJCQcekX5jIkREREREryQxMRHTpk1DeHg4KlSogBMnTgAAiyJQkcJUnYiIiIheSfny5TFhwgT06NEDpqammDlzJgDAzMwMWq1W5eiIXg57hIiIiIjob9ENkzt9+jS8vb0xadIktUMiemnsESIiIiKiv8XBwQGff/45nJ2dcfToUaSkpKgdEtFLY48QEREREf0jt2/fBgDY29urHAnRy2MiRERERERERodD44iIiIiIyOgwESIiIiIiIqPDRIiIiIiIiIwOEyEiIiIiIjI6TISIiIiIiMjoMBEiIiIiIiKjw0SIiIiIiIiMDhMhIiIiIiIyOkyEiIhINQEBAdBoNJgxY0aB7du3b4dGo1EpKiIiMgZMhIiISFUWFhaYOXMm0tLS1A6FiIiMCBMhIiJSVZs2beDg4IDp06c/d39KSgp69+6NChUqwMrKCq6urli/fn2BY7y8vDBs2DAMHz4cZcqUgb29PZYuXYqMjAwEBgaiVKlSqF69Ovbs2VPgc7GxsejQoQNKliwJe3t79OvXD8nJyW+srUREpD+YCBERkapMTU0xbdo0LFy4ELdu3Xpm/+PHj9GgQQPs3r0bsbGxCAoKQr9+/fDLL78UOG7VqlWwtbXFL7/8gmHDhmHw4MHo2bMnmjVrhlOnTqFdu3bo168fMjMzAQDp6elo3bo13NzccPLkSezduxe3b99Gr169CqXdRESkLo2IiNpBEBGRcQoICEB6ejq2b9+Od999Fy4uLli+fDm2b9+Orl274kW3qPfffx+1atXCnDlzAOT1COXm5uLw4cMAgNzcXFhbW6Nbt25YvXo1ACApKQnly5fHsWPH0LRpU0yZMgWHDx/Gvn37lO9769YtVKxYEZcvX0aNGjXecOuJiEhNZmoHQEREBAAzZ85E69atMXLkyALbc3NzMW3aNGzatAnx8fHIysrCkydPYGVlVeC4evXqKf9vamqKcuXKwdXVVdlmb28PALhz5w4AICYmBpGRkShZsuQzsVy9epWJEBGRgWMiREREeqFFixZ47733MG7cOAQEBCjbZ8+ejQULFiAkJASurq4oUaIEhg8fjqysrAKfNzc3L/C1RqMpsE1XhU6r1QIAHj58CB8fH8ycOfOZWMqXL/+6mkVERHqKiRAREemNGTNmoH79+qhZs6ay7ciRI+jcuTM++OADAHmJTFxcHFxcXP7Rv+Xu7o7w8HBUrlwZZma8HRIRGRsWSyAiIr3h6uqKvn374quvvlK2OTs7Y//+/Th69CguXryIQYMG4fbt2//43xoyZAhSU1PRu3dvnDhxAlevXsW+ffsQGBiI3Nzcf/z9iYhIvzERIiIivTJ58mRl+BoATJgwAe7u7njvvffg5eUFBwcHdOnS5R//O46Ojjhy5Ahyc3PRrl07uLq6Yvjw4bCxsYGJCW+PRESGjlXjiIiIiIjI6PCVFxERERERGR0mQkREREREZHSYCBERERERkdFhIkREREREREaHiRARERERERkdJkJERERERGR0mAgREREREZHRYSJERERERERGh4kQEREREREZHSZCRERERERkdJgIERERERGR0fk/5Vqp6E7DAI0AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 10))\n", + "ax.set(title=\"Name vs Worth\",\n", + " xlabel=\"Name\",\n", + " ylabel=\"Wealth worth in billions\")\n", + "ax.hist(data[\"name\"].head(20))\n", + "ax.set_xticklabels(data[\"name\"], rotation=45)\n", + "fig.savefig(\"Forbes Billionaire Data Analysis/Images/name.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 236, + "id": "5c826a87-53d4-4259-8632-982c2381cc78", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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vZs6cGWPGjInBgwdHXl5efcwFAAAAADQitQ6Js2bNivvvvz+OOOKI+pgHAAAAAGiEan2NxFatWkXfvn3rYxYAAAAAoJGqdUj80Y9+FFOmTIlcLlcf8wAAAAAAjVCtP9r8zDPPxFNPPRWPPfZYDBo0KFq2bFlj/YMPPlhnwwEAAAAAjUOtQ2L79u3j2GOPrY9ZAAAAAIBGqtYhccaMGfUxBwAARERE796948UXX4yOHTvWWL569eoYMWJEvPPOOxlNBgDQtNX6GokAAFCf/va3v0VlZeUGyysqKuK9997LYCIAACI284zEESNGxJw5c6JDhw4xfPjwyMvL2+S2L7/8cp0NBwBA0/HII49Uf//4449HYWFh9ePKysqYM2dO9OrVK4PJAACI2MyQePTRR0d+fn5ERBxzzDH1OQ8AAE3UZ+8z8/Ly4pRTTqmxrmXLltGrV6+44YYbMpgMAICIzQyJV1xxxUa/BwCAulJVVRUREcXFxfHiiy9Gp06dMp4IAIDPq/XNVgAAoD4tW7Ys6xEAANgIIREAgEZnzpw5MWfOnFi5cmX1mYqf+fnPf57RVAAATZuQCABAozJx4sS46qqrYq+99opu3bp96Y3+AABoOEIiAACNyh133BEzZ86M73znO1mPAgDA5wiJALCNWbFiRZSWlm7RvsuXL6/x3y1RWFgYXbt23eL9IWX9+vUxatSorMcAAOALah0SKysrY+bMmZu8Zs2TTz5ZZ8MBADWtWLEiTvrOyfHp+oqtep5JkyZt8b4tW+XHvb+4R0yk3nzve9+L++67LyZMmJD1KAAAfE6tQ+J5550XM2fOjDFjxsTgwYNdswYAGlBpaWl8ur4i1vYeHVWtCxv8+M3WlUa8My9KS0uFROrNunXrYtq0afHEE0/E0KFDo2XLljXW33jjjRlNBgDQtNU6JM6aNSvuv//+OOKII+pjHgBgM1S1LoyqHTplPQbUi1dffTX22GOPiIh4/fXXa6zzj9gAANmpdUhs1apV9O3btz5mAQCAeOqpp7IeAQCAjWhW2x1+9KMfxZQpUyKXy9XHPAAAAABAI7RZZyQed9xxNR4/+eST8dhjj8WgQYM2uGbNgw8+WHfTAQDQ5BxwwAFf+hFmN/cDAMjGZoXEwsKaF3M/9thj62UYAAD47PqIn/n0009jwYIF8frrr8cpp5ySzVAAAGxeSJwxY0Z9zwEAABERcdNNN210+ZVXXhlr1qxp4GkAAPhMra+R+PWvfz1Wr169wfKysrL4+te/XhczAQDABk466aT4+c9/nvUYAABNVq1D4ty5c2P9+vUbLF+3bl386U9/qpOhAADgi5577rlo3bp11mMAADRZm/XR5oiIV199tfr7N954Iz744IPqx5WVlTF79uzYZZdd6nY6AACanC/e6C+Xy8X7778fL730UkyYMCGjqQAA2OyQuMcee0ReXl7k5eVt9CPMbdq0iVtvvbVOhwMAoOn54o3+mjVrFgMGDIirrroqDjnkkIymAgBgs0PismXLIpfLRe/eveMvf/lLdO7cuXpdq1atokuXLtG8efN6GRIAgKbDjf4AABqnzQ6JPXv2jE8//TROOeWU6NixY/Ts2bM+5wIAoImbP39+LFq0KCIiBg0aFMOHD894IgCApq1WN1tp2bJlPPTQQ/U1CwAAxMqVK+PrX/96fOUrX4lx48bFuHHjYs8994wDDzwwPvzww6zHAwBosmp91+ajjz46Hn744XoYBQAAIs4999z4+OOP469//Wv83//9X/zf//1fvP7661FWVhbjxo3LejwAgCZrsz/a/Jl+/frFVVddFc8++2zsueeescMOO9RY780dAABbY/bs2fHEE0/EwIEDq5ftvvvucfvtt7vZCgBAhmodEv/zP/8z2rdvH/Pnz4/58+fXWJeXlyckAgCwVaqqqqJly5YbLG/ZsmVUVVVlMBEAABFbEBKXLVtWH3MAAEBERHz961+P8847L371q19F9+7dIyLivffeiwsuuCAOPPDAjKcDAGi6an2NxM/L5XKRy+XqahYAAIjbbrstysrKolevXtGnT5/o06dPFBcXR1lZWdx6661ZjwcA0GTV+ozEiIh77rknrr/++li8eHFERPTv3z8uvvji+M53vlOnwwEA0PT06NEjXn755XjiiSfizTffjIiIgQMHxkEHHZTxZAAATVutQ+KNN94YEyZMiHPOOSf22WefiIh45pln4vvf/36sWrUqLrjggjofEgCA7d+TTz4Z55xzTjz//PPRrl27OPjgg+Pggw+OiIjS0tIYNGhQ3HHHHbHffvtlPCkAQNNU65B46623xtSpU+Pkk0+uXvaNb3wjBg0aFFdeeaWQCADAFrn55pvjjDPOiHbt2m2wrrCwMM4666y48cYbhUQAgIzU+hqJ77//fowaNWqD5aNGjYr333+/ToYCAKDpWbhwYRx22GGbXH/IIYfE/PnzG3AiAAA+r9YhsW/fvnH//fdvsPzXv/519OvXr06GAgCg6VmxYkW0bNlyk+tbtGgRH374YQNOBADA59X6o80TJ06Mb3/72/H0009XXyPx2WefjTlz5mw0MAIAwObYZZdd4vXXX4++fftudP2rr74a3bp1a+CpAAD4TK3PSPzmN78ZL7zwQnTq1CkefvjhePjhh6NTp07xl7/8JY499tj6mBEAgCbgiCOOiAkTJsS6des2WLd27dq44oor4sgjj8xgMgAAIrbgjMSIiD333DPuvffeup4FAIAm7Cc/+Uk8+OCD0b9//zjnnHNiwIABERHx5ptvxu233x6VlZVx2WWXZTwlAEDTVeuQePLJJ8cBBxwQo0ePjt69e9fHTAAANEFdu3aNP//5z/GDH/wgxo8fH7lcLiIi8vLy4tBDD43bb789unbtmvGUAABNV61DYqtWrWLy5Mlx+umnxy677BKjR4+O/fffP0aPHu1mKwAAbJWePXvGo48+Gh999FEsWbIkcrlc9OvXLzp06JD1aAAATV6tQ+Jdd90VERHvvfdePP300zFv3ry44YYb4qyzzopu3brF//zP/9T5kAAANC0dOnSIr3zlK1mPAQDA59T6Ziuf6dChQ3Ts2DE6dOgQ7du3jxYtWkTnzp3rcjYAAAAAoJGodUj88Y9/HKNGjYqOHTvGpZdeGuvWrYtLL700Pvjgg3jllVfqY0YAAAAAIGO1/mjztddeG507d44rrrgijjvuuOjfv399zAUAAAAANCK1DomvvPJKzJs3L+bOnRs33HBDtGrVqvqGK/vvv7+wCAAAAADboVqHxGHDhsWwYcNi3LhxERGxcOHCuOmmm+Lss8+OqqqqqKysrPMhAQAAAIBs1Tok5nK5eOWVV2Lu3Lkxd+7ceOaZZ6KsrCyGDh0ao0ePro8ZAQAAAICM1fpmKzvttFPsvffecd9990W/fv3i7rvvjlWrVsXLL78cN9100xYPcu2110ZeXl6cf/75W/wcAAAAAED9qPUZiffee2/st99+0a5duzob4sUXX4w777wzhg4dWmfPCQAAAADUnVqfkThmzJg6jYhr1qyJsWPHxvTp06NDhw519rwAAAAAQN2pdUjclJ/97Gdx1VVX1Xq/s88+O8aMGRMHHXRQXY0CAAAAANSxWn+0eVMeeOCBWLZsWVx++eWbvc+sWbPi5ZdfjhdffHGztq+oqIiKiorqx2VlZbWeE+rbkiVLYtmyZRtdV15eHkuXLt3qY/Tp0ycKCgo2uq64uDj69u271ccAAAAA+Lw6C4lz5syp1fbvvvtunHfeefHHP/4xWrduvVn7TJ48OSZOnLgl40GDufXWW2PhwoWZHX/YsGExZcqUzI4PAAAAbJ/qLCTW1vz582PlypUxYsSI6mWVlZXx9NNPx2233RYVFRXRvHnzGvuMHz8+LrzwwurHZWVl0aNHjwabGTbHueeem/kZiQAAAAB1bYtC4uLFi+Opp56KlStXRlVVVY11m/vR5gMPPDBee+21Gsu++93vxm677RaXXHLJBhExIiI/Pz/y8/O3ZGRoMH379vXRYgAAAGC7U+uQOH369PjBD34QnTp1ip133jny8vKq1+Xl5W12SGzbtm0MHjy4xrIddtghOnbsuMFyAAAAACBbtQ6JV199dUyaNCkuueSS+pgHAAAAAGiEah0SP/roozj++OPrY5aYO3duvTwvAAAAALB1mtV2h+OPPz7+8Ic/1McsAAAAAEAjtVlnJN5yyy3V3/ft2zcmTJgQzz//fAwZMiRatmxZY9tx48bV7YQAAAAAQOY2KyTedNNNNR7vuOOOMW/evJg3b16N5Xl5eUIiAAAAAGyHNiskLlu2rL7nAAAAAAAasVpfI/Gqq66K8vLyDZavXbs2rrrqqjoZCgAAAABoXGodEidOnBhr1qzZYHl5eXlMnDixToYCAAAAABqXWofEXC4XeXl5GyxfuHBh7LTTTnUyFAAAAADQuGzWNRIjIjp06BB5eXmRl5cX/fv3rxETKysrY82aNfH973+/XoYEAAAAALK12SHx5ptvjlwuF6eddlpMnDgxCgsLq9e1atUqevXqFSNHjqyXIQEAAACAbG12SDzllFMiIqK4uDhGjRoVLVu2rLehAAAAAIDGZbNCYllZWfX3w4cPj7Vr18batWs3um27du3qZjIAAAAAoNHYrJDYvn37jd5g5fM+uwlLZWVlnQwGAAAAADQemxUSn3rqqfqeAwAAAABoxDYrJI4ePbq+5wAAAAAAGrHNvtnKF5WXl0dJSUmsX7++xvKhQ4du9VAAAAAAQONS65D44Ycfxne/+9147LHHNrreNRIBAAAAYPvTrLY7nH/++bF69ep44YUXok2bNjF79uy4++67o1+/fvHII4/Ux4wAAAAAQMZqfUbik08+Gb/97W9jr732imbNmkXPnj3j4IMPjnbt2sXkyZNjzJgx9TEnAAAAAJChWp+R+Mknn0SXLl0iIqJDhw7x4YcfRkTEkCFD4uWXX67b6QAAAACARqHWIXHAgAHx1ltvRUTEsGHD4s4774z33nsv7rjjjujWrVudDwgAAAAAZK/WH20+77zz4v3334+IiCuuuCIOO+yw+OUvfxmtWrWKmTNn1vV8AAAAAEAjUOuQeNJJJ1V/v+eee8by5cvjzTffjKKioujUqVOdDgcAAAAANA61/mjzZ9avXx9vvfVWtGrVKkaMGCEiAgAAAMB2rNYhsby8PE4//fQoKCiIQYMGRUlJSUREnHvuuXHttdfW+YAAAAAAQPZqHRLHjx8fCxcujLlz50br1q2rlx900EHx61//uk6HAwAAAAAah1pfI/Hhhx+OX//61/HVr3418vLyqpcPGjQoli5dWqfDAQAAAACNQ61D4ocffhhdunTZYPknn3xSIywCbKklS5bEsmXLNrquvLy8Tv7Rok+fPlFQULDRdcXFxdG3b9+tPgYAAABsT2odEvfaa6/4/e9/H+eee25ERHU8vOuuu2LkyJF1Ox3QJN16662xcOHCzI4/bNiwmDJlSmbHBwAAgMao1iHxmmuuicMPPzzeeOON+Mc//hFTpkyJN954I/785z/HvHnz6mNGoIk599xzMz8jEQAAAKip1iFx3333jQULFsS1114bQ4YMiT/84Q8xYsSIeO6552LIkCH1MSPQxPTt29dHiwEAAKCRqXVIjPjnmTzTp0+v61kAAAAAgEaqWW13OPnkk2PGjBnxzjvv1Mc8AAAAAEAjVOuQ2KpVq5g8eXL07ds3evToESeddFLcddddsXjx4vqYDwAAAABoBGodEu+66654++234913341///d/jx133DFuuOGG2G233WLXXXetjxkBAAAAgIzVOiR+pkOHDtGxY8fo0KFDtG/fPlq0aBGdO3euy9kAAAAAgEai1iHxxz/+cYwaNSo6duwYl156aaxbty4uvfTS+OCDD+KVV16pjxkBAAAAgIzV+q7N1157bXTu3DmuuOKKOO6446J///71MRcAAAAA0IjUOiS+8sorMW/evJg7d27ccMMN0apVqxg9enTsv//+sf/++wuLAAAAALAdqnVIHDZsWAwbNizGjRsXERELFy6Mm266Kc4+++yoqqqKysrKOh8SAAAAAMhWrUNiLpeLV155JebOnRtz586NZ555JsrKymLo0KExevTo+pgRAAAAAMhYrUPiTjvtFGvWrIlhw4bF6NGj44wzzoj99tsv2rdvXw/jAQAAAACNQa1D4r333hv77bdftGvXrj7mAQAAAAAaoVqHxDFjxtTHHABALTRbu7pJHRcAAMherUMiAJC9NsueznoEAACgiRESAWAbtLb4a1HVpn2DH7fZ2tUiJgAANFFCIgBsg6ratI+qHTplPQYAANCENMt6AAAAAACg8XNGIkAdWrduXZSUlGz18xQVFUXr1q3rYCIAAACoG0IiQB0qKSmJM888c6ufZ9q0adG/f/86mAgAAADqhpAIUIeKiopi2rRpm1y/fPnymDRpUlx22WXRs2fPL30eAAAAaEyERIA61Lp16806k7Bnz57OOAQAAGCb4mYrAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJLXIegAanyVLlsSyZcs2uq68vDyWLl261cfo06dPFBQUbHRdcXFx9O3bd6uPAQAAAEDdERLZwK233hoLFy7M7PjDhg2LKVOmZHZ8AAAAADYkJLKBc889N/MzEqk/X3bGaYSzTgEAAICNExLZQN++fUWe7VjWZ5xGOOsUAAAAtkVCIjQxX3bGaYSzTgEAAICNExKhiXHGKQAAALAlmmU9AAAAAADQ+AmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAAAAAECSkAgAAAAAJAmJAADw/7n22msjLy8vzj///KxHAQBodIREAACIiBdffDHuvPPOGDp0aNajAAA0SkIiAABN3po1a2Ls2LExffr06NChQ9bjAAA0Si2yHgAAALJ29tlnx5gxY+Kggw6Kq6+++ku3raioiIqKiurHZWVl9T0eAPWgpKQkVq1alfUY9WbRokVZj8B2SEgEAKBJmzVrVrz88svx4osvbtb2kydPjokTJ9bzVADUp5KSktht4MBYW16e9Sj1bs2aNVmPwHZESAQAoMl6991347zzzos//vGP0bp1683aZ/z48XHhhRdWPy4rK4sePXrU14gA1INVq1bF2vLyGHvJ9dG1qE/W49SLRX+ZF4/dPSXWrVuX9ShsR4REAACarPnz58fKlStjxIgR1csqKyvj6aefjttuuy0qKiqiefPmNfbJz8+P/Pz8hh4VgHrQtahP7NpvUNZj1IsVJUuzHoHtkJAIAECTdeCBB8Zrr71WY9l3v/vd2G233eKSSy7ZICICADRlQiIAAE1W27ZtY/DgwTWW7bDDDtGxY8cNlgMANHXNsh4AAAAAAGj8nJEIAACfM3fu3KxHAABolJyRCAAAAAAkCYkAAAAAQJKQCAAAAAAkCYkAAAAAQJKQCAAAAAAkCYkAAAAAQJKQCAAAAAAkCYkAAAAAQJKQCAAAAAAkCYkAAAAAQJKQCAAAAAAkCYkAAAAAQJKQCAAAAAAkCYkAAAAAQJKQCAAAAAAkCYkAAAAAQJKQCAAAAAAkCYkAAAAAQJKQCAAAAAAkCYkAAAAAQFKLrAcAAGqv2brSJnVcAAAge0IiAGxDCgsLo2Wr/Ih35mU2Q8tW+VFYWJjZ8QEAgGwIiQCwDenatWvc+4t7orR0y84MXL58eUyaNCkuu+yy6Nmz5xY9R2FhYXTt2nWL9gUAALZdQiIAbGO6du261SGvZ8+e0b9//zqaCAAAaArcbAUAAAAASBISAQAAAIAkIREAAAAASBISAQAAAIAkIREAAAAASBISAQAAAIAkIREAAAAASBISAQAAAIAkIREAAAAASBISAQAAAIAkIREAAAAASBISAQAAAIAkIREAAAAASBISAQAAAICkFlkPAEDT1GxdaZM6LgAAwLZOSASgQRUWFkbLVvkR78zLbIaWrfKjsLAws+MDAABsi4REABpU165d495f3BOlpVt2ZuDy5ctj0qRJcdlll0XPnj236DkKCwuja9euW7QvAABAU5VpSJw6dWpMnTo1/va3v0VExKBBg+Lyyy+Pww8/PMuxAKhnXbt23eqQ17Nnz+jfv38dTQQAAEBKpjdb2XXXXePaa6+N+fPnx0svvRRf//rX4+ijj46//vWvWY4FAAAAAHxBpmckHnXUUTUeT5o0KaZOnRrPP/98DBo0KKOpAAAAAIAvajTXSKysrIz/+q//ik8++SRGjhy50W0qKiqioqKi+nFZWVlDjQcAAAAATVqmH22OiHjttddixx13jPz8/Pj+978fDz30UOy+++4b3Xby5MlRWFhY/dWjR48GnhYAAAAAmqbMQ+KAAQNiwYIF8cILL8QPfvCDOOWUU+KNN97Y6Lbjx4+P0tLS6q933323gacFAAAAgKYp8482t2rVKvr27RsREXvuuWe8+OKLMWXKlLjzzjs32DY/Pz/y8/MbekQAAAAAaPIyPyPxi6qqqmpcBxEAAAAAyF6mZySOHz8+Dj/88CgqKoqPP/447rvvvpg7d248/vjjWY4FAAAAAHxBpiFx5cqVcfLJJ8f7778fhYWFMXTo0Hj88cfj4IMPznIsAAAAAOALMg2J//mf/5nl4QEAAACAzdTorpEIAAAAADQ+QiIAAAAAkCQkAgAAAABJQiIAAAAAkCQkAgAAAABJQiIAAAAAkCQkAgAAAABJQiIAAAAAkCQkAgAAAABJQiIAAAAAkNQi6wEAtjUrVqyI0tLSLdp3+fLlNf67JQoLC6Nr165bvD8AAABsCSERoBZWrFgRJ33n5Ph0fcVWPc+kSZO2eN+WrfLj3l/cIyYCAADQoIREgFooLS2NT9dXxNreo6OqdWGDH7/ZutKId+ZFaWmpkAgAAECDEhIBtkBV68Ko2qFT1mMAAABAg3GzFQAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJKERAAAAAAgSUgEAAAAAJJaZD0AAFB31q1bFyUlJZtcv3z58hr/3ZSioqJo3bp1nc4GANuLkpKSWLVqVdZj1KtOnTpFUVFR1mNQBz5avTref//9rMeoF6tXr856hCZHSASA7UhJSUmceeaZye0mTZr0peunTZsW/fv3r6uxAGC7UVJSEgMH7hbl5WuzHqVeFRS0iUWL3hQTt2Fr1/7zb/SpJ5+Mp/+yINth6sn6lcsiIqK8vDzjSZoOIREAtiNFRUUxbdq0OnkeAGBDq1ativLytXHvj0+IgUWdsx6nXiwq+TBOuub+WLV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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize=(16, 16))\n", + "sns.boxplot(ax=ax[0], data=data, x=data[\"company.founded\"].head(30), y=data[\"wealth.worth in billions\"].head(30))\n", + "sns.histplot(x=data[\"company.founded\"].head(30), hue=data[\"demographics.gender\"])\n", + "fig.savefig(\"Forbes Billionaire Data Analysis/Images/box.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 241, + "id": "e94b735c-c233-4133-b2ac-09135ededdf1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "values = data[\"wealth.worth in billions\"].head(50)\n", + "labels = data[\"location.citizenship\"].head(50)\n", + "percentages = [(value / sum(values)) * 100 for value in values]\n", + "\n", + "fig, ax = plt.subplots(figsize=(15, 15));\n", + "ax.pie(values, labels=labels, autopct=lambda p : '{:.1f}%'.format(p));\n", + "fig.savefig(\"Forbes Billionaire Data Analysis/Images/pie.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 239, + "id": "999c0f1c-c1a2-4742-afd5-da5209470d8d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 1.850000e+10\n", + "1 5.870000e+10\n", + "2 7.600000e+10\n", + "3 1.500000e+10\n", + "4 3.230000e+10\n", + " ... \n", + "2607 1.000000e+09\n", + "2608 1.000000e+09\n", + "2609 1.000000e+09\n", + "2612 1.000000e+09\n", + "2613 1.000000e+09\n", + "Name: wealth.worth in billions, Length: 2198, dtype: float64" + ] + }, + "execution_count": 239, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"wealth.worth in billions\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 240, + "id": "588b4ec6-7340-41da-a292-52494996a21d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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namerankyearcompany.foundedcompany.namecompany.relationshipcompany.sectorcompany.typedemographics.agedemographics.genderlocation.citizenshiplocation.gdplocation.regionwealth.typewealth.worth in billionswealth.how.categorywealth.how.from emergingwealth.how.industrywealth.how.inherited
0Bill Gates119961975MicrosoftfounderSoftwarenew40maleUnited States8.100000e+12North Americafounder non-finance1.850000e+10New SectorsTrueTechnology-Computernot inherited
1Bill Gates120011975MicrosoftfounderSoftwarenew45maleUnited States1.060000e+13North Americafounder non-finance5.870000e+10New SectorsTrueTechnology-Computernot inherited
2Bill Gates120141975MicrosoftfounderSoftwarenew58maleUnited States0.000000e+00North Americafounder non-finance7.600000e+10New SectorsTrueTechnology-Computernot inherited
3Warren Buffett219961962Berkshire HathawayfounderFinancenew65maleUnited States8.100000e+12North Americafounder non-finance1.500000e+10Traded SectorsTrueConsumernot inherited
4Warren Buffett220011962Berkshire HathawayfounderFinancenew70maleUnited States1.060000e+13North Americafounder non-finance3.230000e+10Traded SectorsTrueConsumernot inherited
............................................................
2607Wang Yong156520141986Xiwang Groupfounderfood sweetenersnew63maleChina0.000000e+00East Asiafounder non-finance1.000000e+09Traded SectorsTrueConsumernot inherited
2608William Moncrief, Jr.156520141929Moncrief Oilrelationoilnew93maleUnited States0.000000e+00North Americainherited1.000000e+09Resource RelatedTrueEnergyfather
2609Wu Chung-Yi156520141991Tingyiinvestorbeverages and foodnew55maleTaiwan0.000000e+00East Asiaexecutive1.000000e+09Traded SectorsTrueNon-consumer industrialnot inherited
2612Zdenek Bakala156520141994Patria Financefoundercoalnew53maleCzech Republic0.000000e+00Europeprivatized and resources1.000000e+09Resource RelatedTrueMining and metalsnot inherited
2613Zhu Wenchen156520141999Furen Pharmaceutical Groupchairmanpharmaceuticalsnew48maleChina0.000000e+00East Asiaexecutive1.000000e+09New SectorsTrueTechnology-Medicalnot inherited
\n", + "

2198 rows × 19 columns

\n", + "
" + ], + "text/plain": [ + " name rank year company.founded \\\n", + "0 Bill Gates 1 1996 1975 \n", + "1 Bill Gates 1 2001 1975 \n", + "2 Bill Gates 1 2014 1975 \n", + "3 Warren Buffett 2 1996 1962 \n", + "4 Warren Buffett 2 2001 1962 \n", + "... ... ... ... ... \n", + "2607 Wang Yong 1565 2014 1986 \n", + "2608 William Moncrief, Jr. 1565 2014 1929 \n", + "2609 Wu Chung-Yi 1565 2014 1991 \n", + "2612 Zdenek Bakala 1565 2014 1994 \n", + "2613 Zhu Wenchen 1565 2014 1999 \n", + "\n", + " company.name company.relationship company.sector \\\n", + "0 Microsoft founder Software \n", + "1 Microsoft founder Software \n", + "2 Microsoft founder Software \n", + "3 Berkshire Hathaway founder Finance \n", + "4 Berkshire Hathaway founder Finance \n", + "... ... ... ... \n", + "2607 Xiwang Group founder food sweeteners \n", + "2608 Moncrief Oil relation oil \n", + "2609 Tingyi investor beverages and food \n", + "2612 Patria Finance founder coal \n", + "2613 Furen Pharmaceutical Group chairman pharmaceuticals \n", + "\n", + " company.type demographics.age demographics.gender location.citizenship \\\n", + "0 new 40 male United States \n", + "1 new 45 male United States \n", + "2 new 58 male United States \n", + "3 new 65 male United States \n", + "4 new 70 male United States \n", + "... ... ... ... ... \n", + "2607 new 63 male China \n", + "2608 new 93 male United States \n", + "2609 new 55 male Taiwan \n", + "2612 new 53 male Czech Republic \n", + "2613 new 48 male China \n", + "\n", + " location.gdp location.region wealth.type \\\n", + "0 8.100000e+12 North America founder non-finance \n", + "1 1.060000e+13 North America founder non-finance \n", + "2 0.000000e+00 North America founder non-finance \n", + "3 8.100000e+12 North America founder non-finance \n", + "4 1.060000e+13 North America founder non-finance \n", + "... ... ... ... \n", + "2607 0.000000e+00 East Asia founder non-finance \n", + "2608 0.000000e+00 North America inherited \n", + "2609 0.000000e+00 East Asia executive \n", + "2612 0.000000e+00 Europe privatized and resources \n", + "2613 0.000000e+00 East Asia executive \n", + "\n", + " wealth.worth in billions wealth.how.category wealth.how.from emerging \\\n", + "0 1.850000e+10 New Sectors True \n", + "1 5.870000e+10 New Sectors True \n", + "2 7.600000e+10 New Sectors True \n", + "3 1.500000e+10 Traded Sectors True \n", + "4 3.230000e+10 Traded Sectors True \n", + "... ... ... ... \n", + "2607 1.000000e+09 Traded Sectors True \n", + "2608 1.000000e+09 Resource Related True \n", + "2609 1.000000e+09 Traded Sectors True \n", + "2612 1.000000e+09 Resource Related True \n", + "2613 1.000000e+09 New Sectors True \n", + "\n", + " wealth.how.industry wealth.how.inherited \n", + "0 Technology-Computer not inherited \n", + "1 Technology-Computer not inherited \n", + "2 Technology-Computer not inherited \n", + "3 Consumer not inherited \n", + "4 Consumer not inherited \n", + "... ... ... \n", + "2607 Consumer not inherited \n", + "2608 Energy father \n", + "2609 Non-consumer industrial not inherited \n", + "2612 Mining and metals not inherited \n", + "2613 Technology-Medical not inherited \n", + "\n", + "[2198 rows x 19 columns]" + ] + }, + "execution_count": 240, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "markdown", + "id": "e9f0d79b-d939-45af-992d-bed4d4d8c0f7", + "metadata": {}, + "source": [ + "## Data Creation" + ] + }, + { + "cell_type": "code", + "execution_count": 247, + "id": "9a275c13-5fc3-47a2-b434-2bbd9cd77a56", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Group by country and rank, count occurrences, and reshape the data\n", + "counts = data.groupby(['location.citizenship', 'demographics.gender']).size().unstack().dropna()\n", + "counts[\"sum\"] = counts.sum(axis=1) # sum across all columns\n", + "counts = counts.sort_values(by=['sum'], ascending=False).drop(columns=['sum'])[:10]\n", + "\n", + "# Create a bar plot\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "counts.plot(kind='bar', stacked=True, color=['#B7A294', '#B14B51'], ax=ax)\n", + "\n", + "# Set plot attributes\n", + "plt.title('Number of Genders Billionaires by Country')\n", + "plt.xlabel('Country')\n", + "plt.ylabel('Count')\n", + "plt.legend(title='Gender', labels=['Male', 'Female'])\n", + "plt.xticks(rotation=-30, ha='left') \n", + "\n", + "plt.savefig(\"Forbes Billionaire Data Analysis/Images/rank.png\")\n", + "# Show the plot\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 243, + "id": "3b056b17-f01e-4dd3-9b88-f2f88127aaeb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['name', 'rank', 'year', 'company.founded', 'company.name',\n", + " 'company.relationship', 'company.sector', 'company.type',\n", + " 'demographics.age', 'demographics.gender', 'location.citizenship',\n", + " 'location.gdp', 'location.region', 'wealth.type',\n", + " 'wealth.worth in billions', 'wealth.how.category',\n", + " 'wealth.how.from emerging', 'wealth.how.industry',\n", + " 'wealth.how.inherited'],\n", + " dtype='object')" + ] + }, + "execution_count": 243, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 248, + "id": "f4e9960e-2096-4f95-b9f9-0e58eba78746", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "name\n", + "company.name\n", + "company.relationship\n", + "company.sector\n", + "company.type\n", + "demographics.gender\n", + "location.citizenship\n", + "location.region\n", + "wealth.type\n", + "wealth.how.category\n", + "wealth.how.industry\n", + "wealth.how.inherited\n" + ] + } + ], + "source": [ + "for label, content in data.items():\n", + " if pd.api.types.is_string_dtype(content):\n", + " print(label)\n", + " le = LabelEncoder()\n", + " data[label] = le.fit_transform(data[label])" + ] + }, + { + "cell_type": "code", + "execution_count": 249, + "id": "9bbc6467-25c4-45d3-a1b4-de08fe07b1d6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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namerankyearcompany.foundedcompany.namecompany.relationshipcompany.sectorcompany.typedemographics.agedemographics.genderlocation.citizenshiplocation.gdplocation.regionwealth.typewealth.worth in billionswealth.how.categorywealth.how.from emergingwealth.how.industrywealth.how.inherited
01951199619758483143401668.100000e+12511.850000e+102True142
11951200119758483143451661.060000e+13515.870000e+102True142
21951201419758483143581660.000000e+00517.600000e+102True142
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" + ], + "text/plain": [ + " name rank year company.founded company.name company.relationship \\\n", + "0 195 1 1996 1975 848 31 \n", + "1 195 1 2001 1975 848 31 \n", + "2 195 1 2014 1975 848 31 \n", + "3 1647 2 1996 1962 160 31 \n", + "4 1647 2 2001 1962 160 31 \n", + "\n", + " company.sector company.type demographics.age demographics.gender \\\n", + "0 4 3 40 1 \n", + "1 4 3 45 1 \n", + "2 4 3 58 1 \n", + "3 2 3 65 1 \n", + "4 2 3 70 1 \n", + "\n", + " location.citizenship location.gdp location.region wealth.type \\\n", + "0 66 8.100000e+12 5 1 \n", + "1 66 1.060000e+13 5 1 \n", + "2 66 0.000000e+00 5 1 \n", + "3 66 8.100000e+12 5 1 \n", + "4 66 1.060000e+13 5 1 \n", + "\n", + " wealth.worth in billions wealth.how.category wealth.how.from emerging \\\n", + "0 1.850000e+10 2 True \n", + "1 5.870000e+10 2 True \n", + "2 7.600000e+10 2 True \n", + "3 1.500000e+10 5 True \n", + "4 3.230000e+10 5 True \n", + "\n", + " wealth.how.industry wealth.how.inherited \n", + "0 14 2 \n", + "1 14 2 \n", + "2 14 2 \n", + "3 2 2 \n", + "4 2 2 " + ] + }, + "execution_count": 249, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 250, + "id": "d09c8b3b-02c5-449c-afa2-ecd3b8ef6797", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 2198 entries, 0 to 2613\n", + "Data columns (total 19 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 name 2198 non-null int64 \n", + " 1 rank 2198 non-null int64 \n", + " 2 year 2198 non-null int64 \n", + " 3 company.founded 2198 non-null int64 \n", + " 4 company.name 2198 non-null int64 \n", + " 5 company.relationship 2198 non-null int64 \n", + " 6 company.sector 2198 non-null int64 \n", + " 7 company.type 2198 non-null int64 \n", + " 8 demographics.age 2198 non-null int64 \n", + " 9 demographics.gender 2198 non-null int64 \n", + " 10 location.citizenship 2198 non-null int64 \n", + " 11 location.gdp 2198 non-null float64\n", + " 12 location.region 2198 non-null int64 \n", + " 13 wealth.type 2198 non-null int64 \n", + " 14 wealth.worth in billions 2198 non-null float64\n", + " 15 wealth.how.category 2198 non-null int64 \n", + " 16 wealth.how.from emerging 2198 non-null bool \n", + " 17 wealth.how.industry 2198 non-null int64 \n", + " 18 wealth.how.inherited 2198 non-null int64 \n", + "dtypes: bool(1), float64(2), int64(16)\n", + "memory usage: 328.4 KB\n" + ] + } + ], + "source": [ + "data.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 251, + "id": "08377edb-adb3-4dc3-9be2-2485f7be1699", + "metadata": {}, + "outputs": [], + "source": [ + "X = data.drop(\"wealth.worth in billions\", axis=1)\n", + "y = data[\"wealth.worth in billions\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 252, + "id": "9f23e079-9d07-47e7-9994-8537d415c57c", + "metadata": {}, + "outputs": [], + "source": [ + "scaler = StandardScaler()\n", + "scaled_X = scaler.fit_transform(X)\n", + "scaled_X_df = pd.DataFrame(scaled_X, columns=X.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 253, + "id": "d423ea33-013f-4672-9d22-cc219c9fed4e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " name rank year company.founded company.name \\\n", + "0 -1.352822 -1.344893 -2.030269 0.423530 0.404294 \n", + "1 -1.352822 -1.344893 -1.293756 0.423530 0.404294 \n", + "2 -1.352822 -1.344893 0.621177 0.423530 0.404294 \n", + "3 1.563943 -1.342792 -2.030269 0.105702 -1.322226 \n", + "4 1.563943 -1.342792 -1.293756 0.105702 -1.322226 \n", + "\n", + " company.relationship company.sector company.type demographics.age \\\n", + "0 -0.703969 -1.886982 0.214627 -1.715206 \n", + "1 -0.703969 -1.886982 0.214627 -1.335033 \n", + "2 -0.703969 -1.886982 0.214627 -0.346583 \n", + "3 -0.703969 -1.902586 0.214627 0.185659 \n", + "4 -0.703969 -1.902586 0.214627 0.565832 \n", + "\n", + " demographics.gender location.citizenship location.gdp location.region \\\n", + "0 0.325868 0.989096 1.856314 0.973291 \n", + "1 0.325868 0.989096 2.571166 0.973291 \n", + "2 0.325868 0.989096 -0.459807 0.973291 \n", + "3 0.325868 0.989096 1.856314 0.973291 \n", + "4 0.325868 0.989096 2.571166 0.973291 \n", + "\n", + " wealth.type wealth.how.category wealth.how.from emerging \\\n", + "0 -0.873573 -0.447090 0.0 \n", + "1 -0.873573 -0.447090 0.0 \n", + "2 -0.873573 -0.447090 0.0 \n", + "3 -0.873573 1.461072 0.0 \n", + "4 -0.873573 1.461072 0.0 \n", + "\n", + " wealth.how.industry wealth.how.inherited \n", + "0 1.345459 0.68326 \n", + "1 1.345459 0.68326 \n", + "2 1.345459 0.68326 \n", + "3 -1.244893 0.68326 \n", + "4 -1.244893 0.68326 " + ] + }, + "execution_count": 253, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaled_X_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 255, + "id": "49493561-c489-4392-a2e7-e91a51b75f1b", + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(scaled_X_df, y, test_size=0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 257, + "id": "ec572e87-3b93-46a0-893f-f3d14ec9abee", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.ensemble import GradientBoostingRegressor\n", + "from sklearn.linear_model import Lasso\n", + "models = {\"Random Forest\": RandomForestRegressor(),\n", + " \"Decision Tree\": DecisionTreeRegressor(),\n", + " \"Gradient Boost\": GradientBoostingRegressor(),\n", + " \"SVR\": SVR(),\n", + " \"Lasso\": Lasso()\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 261, + "id": "67a70ce8-f80b-4968-9c37-929188082025", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", + "def score(y_true, y_preds):\n", + " metrics = {\"Mean Absolute Error\": mean_absolute_error(y_true, y_pred),\n", + " \"Mean Squared Error\": mean_squared_error(y_true, y_pred),\n", + " \"R2 Score\": r2_score(y_true, y_pred)\n", + " }\n", + " return metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 262, + "id": "12de9110-d4eb-45ed-844b-70397953bcee", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest:- {'Mean Absolute Error': 25600000.0, 'Mean Squared Error': 1.2222468181818182e+16, 'R2 Score': 0.9989454675105197}\n", + "Decision Tree:- {'Mean Absolute Error': 34090909.09090909, 'Mean Squared Error': 3.65e+16, 'R2 Score': 0.9968508458935251}\n", + "Gradient Boost:- {'Mean Absolute Error': 114144098.94797474, 'Mean Squared Error': 6.6754198092825544e+16, 'R2 Score': 0.9942405683000423}\n", + "SVR:- {'Mean Absolute Error': 1822727256.4678323, 'Mean Squared Error': 1.295081808142056e+19, 'R2 Score': -0.11737320392641926}\n", + "Lasso:- {'Mean Absolute Error': 2029239769.2106156, 'Mean Squared Error': 7.589256712361901e+18, 'R2 Score': 0.3452126317581833}\n" + ] + } + ], + "source": [ + "for name, model in models.items():\n", + " model.fit(X_train, y_train)\n", + " y_pred = model.predict(X_test)\n", + " print(f\"{name}:- {score(y_test, y_pred)}\")\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 263, + "id": "253ee789-faa9-496c-9ec0-18c9e40e60b2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2198" + ] + }, + "execution_count": 263, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(data)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Forbes Billionaire Data Analysis/README.md b/Forbes Billionaire Data Analysis/README.md new file mode 100644 index 000000000..c7d796fdd --- /dev/null +++ b/Forbes Billionaire Data Analysis/README.md @@ -0,0 +1,115 @@ +# PROJECT TITLE +Billionaires Statistics Analysis Model + +# GOAL + +Performing exploratory data analysis on a dataset containing billionare statistics. Such EDA has various potential analysis areas like: + +Wealth Distribution Exploration: Examine how billionaires' wealth is distributed across various industries, countries, and regions. + +Demographic Profiling: Investigate the demographics of billionaires, including age, gender, and birthplace data. + +Origins of Wealth: Analyze the ratio between self-made billionaires and those who inherited their wealth. + +Economic Indicator Correlations: Study relationships between billionaire wealth and economic metrics such as GDP. + +Geospatial Representation: Visualize the global distribution of billionaires and their amassed wealth through mapping techniques. + +Temporal Trends: Track the evolving patterns in billionaire demographics and wealth across different time frames. + +# DATASET + +https://www.kaggle.com/datasets/nelgiriyewithana/billionaires-statistics-dataset/data + +# DESCRIPTION + +This project was about analysing different parameters of relation to billionares and prediction of the wealth of the person on the basis of year and gdp and age of the person. I was able to make conclusions related to the gender, demographics, age etc of the billionaires. + +### Visualization and EDA of different attributes: + +graph + +graph + +graph + +graph + +graph + +graph + +graph + + +##MODELS USED + +| Model | MSE | R2 | MAE | +|---------------------------|-----------|----------|-----------| +| Random Forest Regression | 2.56e16 | 0.99 | 2.56e8 | +| Decision Tree Regression | 1.26e16 | 0.99 | 3.40e8 | +| Gradient Boost Regressor | 6.65e16 | 0.99 | 1.14e8 | +| SVR | 1.29e19 | -0.11 | 1.82e8 | +| Lasso | 7.58e18 | 0.34 | 2.02e8 | + + +**WHAT I HAD DONE** + +* Load the dataset which contains 362000 entries in it and having 13 columns in it. +* Checked for missing values and cleaned the data accordingly. +* Analyzed the data, found insights and visualized them accordingly. +* Plotting heatmap using correlation and checking the relation between different features. +* Found detailed insights of different columns with target variable using plotting libraries. +* Train the datasets by different models and saves their accuracies into a dataframe. + + +**LIBRARIES NEEDED** + +1. Pandas +2. Matplotlib +3. Sklearn +4. NumPy +5. Sci-py +6. Seaborn + + +# WHAT I HAD DONE + +1. First I uploaded the dataset as a pandas dataframe and listed the top few rows to get an overview of the data. This overview was extended to getting to know about all the different paramters as well shape of the dataset. + +2. The second thing was data preprocessing, I made suitable fixes for missing values and unwanted parameters like for example the birth day, date, month and year. There were no duplicate values in the dataset. + +3. Then I started with some descriptive statistics like maximum, minimum, mean etc for numerical data and most frequent category, maximum count etc for categorical data. + +4. Next, I visualized the data using specific graphs that I felt could be analysed easily. For example using box plots to spot outliers. I listed down my conclusions for each of these graphs. + + + +# CONCLUSION + +1. I made the following conclusions with the help of this analysis: + +2. There are more male billionaires than female. + +3. The ratio of self made to non self made billionaires is >1 in males and <1 in females. + +4. The United States has most billionaires. + +5. The most preferred country for relocation for billionaires is the UK. + +6. Most billionaires lie in the advanced age bracket. + +7. Bernard Arnault & family, Elon Musk, and Jeff Bezos stand out due to their exceptional wealth compared to the rest of the billionaire cohort. + +8. Nigeria's average life expectancy of 54.3 emerges as an outlier due to its relatively lower value. + +9. The Decision Tree and Random Forest are the best models to be used to predict the wealth of the person. + +10. The r2 score of the Random Forest and Decision Tree and Gradient Boosting is high which is almost 1 which tells that the model overfitted due to low data. + +11. The other models SVR and Lasso didn't learned well and and scored negative which couldn't be used for predictions. + + +# YOUR NAME + +**Pawas Pandey** diff --git a/Forbes Billionaire Data Analysis/requirements.txt b/Forbes Billionaire Data Analysis/requirements.txt new file mode 100644 index 000000000..b2cec3454 --- /dev/null +++ b/Forbes Billionaire Data Analysis/requirements.txt @@ -0,0 +1,9 @@ +numpy==1.19.2 +pandas==1.4.3 +matplotlib==3.7.1 +scikit-learn~=1.0.2 +scipy==1.5.0 +seaborn==0.10.1 +xgboost~=1.5.2 +tensorflow==2.4.1 +keras==2.4.0

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