{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Part 02: Doing some research (billionaires)\n", "\n", "Answer your own selection out of the following questions, or any other questions you might be able to think of. Write the question down first in a markdown cell (use a # to make the question a nice header), THEN try to get an answer to it. A lot of these are remarkably similar, and some you'll need to do manual work for - the GDP ones, for example.\n", "\n", "If you are trying to figure out some other question that we didn't cover in class and it does not have to do with joining to another data set, we're happy to help you figure it out during lab!\n", "\n", "* Take a peek at the billionaires notebook I uploaded into Slack, it should be helpful for the graphs (I added a few other styles and options, too). You'll probably also want to look at the \"sum()\" line I added.\n", "* What country are most billionaires from? For the top ones, how many billionaires per billion people?\n", "* Who are the top 10 richest billionaires?\n", "* What's the average wealth of a billionaire? Male? Female?\n", "* Who is the poorest billionaire? Who are the top 10 poorest billionaires?\n", "* 'What is relationship to company'? And what are the most common relationships?\n", "* Most common source of wealth? Male vs. female?\n", "* Given the richest person in a country, what % of the GDP is their wealth?\n", "* Add up the wealth of all of the billionaires in a given country (or a few countries) and then compare it to the GDP of the country, or other billionaires, so like pit the US vs India\n", "* What are the most common industries for billionaires to come from? What's the total amount of billionaire money from each industry?\n", "* How many self made billionaires vs. others?\n", "* How old are billionaires? How old are billionaires self made vs. non self made? or different industries?\n", "* Who are the youngest billionaires? The oldest? Age distribution - maybe make a graph about it?\n", "* Maybe just made a graph about how wealthy they are in general?\n", "* Maybe plot their net worth vs age (scatterplot)\n", "* Make a bar graph of the top 10 or 20 richest\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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yearnamerankcitizenshipcountrycodenetworthusbillionselfmadetypeofwealthgenderage...relationshiptocompanyfoundingdategdpcurrentussourceofwealthnotesnotes2sourcesource_2source_3source_4
12014A. Jerrold Perenchio663United StatesUSA2.6self-madeexecutivemale83.0...former chairman and CEO1955.0NaNtelevision, Univisionrepresented Marlon Brando and Elizabeth TaylorNaNhttp://en.wikipedia.org/wiki/Jerry_Perenchiohttp://www.forbes.com/profile/a-jerrold-perenc...COLUMN ONE; A Hollywood Player Who Owns the Ga...NaN
52014Abdulla Al Futtaim687United Arab EmiratesARE2.5inheritedinheritedmaleNaN...relation1930.0NaNauto dealers, investmentscompany split between him and cousin in 2000NaNhttp://en.wikipedia.org/wiki/Al-Futtaim_Grouphttp://www.al-futtaim.ae/content/groupProfile.aspNaNNaN
62014Abdulla bin Ahmad Al Ghurair305United Arab EmiratesARE4.8inheritedinheritedmaleNaN...relation1960.0NaNdiversifiedinherited from fatherNaNhttp://en.wikipedia.org/wiki/Al-Ghurair_Grouphttp://www.alghurair.com/about-us/our-historyNaNNaN
82014Abdullah Al Rajhi731Saudi ArabiaSAU2.4self-madeself-made financemaleNaN...founder1957.0NaNbankingNaNNaNhttp://en.wikipedia.org/wiki/Al-Rajhi_Bankhttp://www.alrajhibank.com.sa/ar/investor-rela...http://www.alrajhibank.com.sa/ar/about-us/page...NaN
92014Abdulsamad Rabiu1372NigeriaNGA1.2self-madefounder non-financemale54.0...founder1988.0NaNsugar, flour, cementNaNNaNhttp://www.forbes.com/profile/abdulsamad-rabiu/http://www.bloomberg.com/research/stocks/priva...NaNNaN
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5 rows × 30 columns

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" ], "text/plain": [ " year name rank citizenship countrycode \\\n", "1 2014 A. Jerrold Perenchio 663 United States USA \n", "5 2014 Abdulla Al Futtaim 687 United Arab Emirates ARE \n", "6 2014 Abdulla bin Ahmad Al Ghurair 305 United Arab Emirates ARE \n", "8 2014 Abdullah Al Rajhi 731 Saudi Arabia SAU \n", "9 2014 Abdulsamad Rabiu 1372 Nigeria NGA \n", "\n", " networthusbillion selfmade typeofwealth gender age ... \\\n", "1 2.6 self-made executive male 83.0 ... \n", "5 2.5 inherited inherited male NaN ... \n", "6 4.8 inherited inherited male NaN ... \n", "8 2.4 self-made self-made finance male NaN ... \n", "9 1.2 self-made founder non-finance male 54.0 ... \n", "\n", " relationshiptocompany foundingdate gdpcurrentus \\\n", "1 former chairman and CEO 1955.0 NaN \n", "5 relation 1930.0 NaN \n", "6 relation 1960.0 NaN \n", "8 founder 1957.0 NaN \n", "9 founder 1988.0 NaN \n", "\n", " sourceofwealth notes \\\n", "1 television, Univision represented Marlon Brando and Elizabeth Taylor \n", "5 auto dealers, investments company split between him and cousin in 2000 \n", "6 diversified inherited from father \n", "8 banking NaN \n", "9 sugar, flour, cement NaN \n", "\n", " notes2 source \\\n", "1 NaN http://en.wikipedia.org/wiki/Jerry_Perenchio \n", "5 NaN http://en.wikipedia.org/wiki/Al-Futtaim_Group \n", "6 NaN http://en.wikipedia.org/wiki/Al-Ghurair_Group \n", "8 NaN http://en.wikipedia.org/wiki/Al-Rajhi_Bank \n", "9 NaN http://www.forbes.com/profile/abdulsamad-rabiu/ \n", "\n", " source_2 \\\n", "1 http://www.forbes.com/profile/a-jerrold-perenc... \n", "5 http://www.al-futtaim.ae/content/groupProfile.asp \n", "6 http://www.alghurair.com/about-us/our-history \n", "8 http://www.alrajhibank.com.sa/ar/investor-rela... \n", "9 http://www.bloomberg.com/research/stocks/priva... \n", "\n", " source_3 source_4 \n", "1 COLUMN ONE; A Hollywood Player Who Owns the Ga... NaN \n", "5 NaN NaN \n", "6 NaN NaN \n", "8 http://www.alrajhibank.com.sa/ar/about-us/page... NaN \n", "9 NaN NaN \n", "\n", "[5 rows x 30 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_excel(\"richpeople.xlsx\")\n", "df.head()\n", "# We only want towork with the ones from 2014\n", "recent = df[df['year'] == 2014]\n", "recent.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* What country are most billionaires from? For the top ones, how many billionaires per billion people?\n", "* Who are the top 10 richest billionaires?\n", "* What's the average wealth of a billionaire? Male? Female?\n", "* Who is the poorest billionaire? Who are the top 10 poorest billionaires?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array(['year', 'name', 'rank', 'citizenship', 'countrycode',\n", " 'networthusbillion', 'selfmade', 'typeofwealth', 'gender', 'age',\n", " 'industry', 'IndustryAggregates', 'region', 'north',\n", " 'politicalconnection', 'founder', 'generationofinheritance',\n", " 'sector', 'company', 'companytype', 'relationshiptocompany',\n", " 'foundingdate', 'gdpcurrentus', 'sourceofwealth', 'notes', 'notes2',\n", " 'source', 'source_2', 'source_3', 'source_4'], dtype=object)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recent.columns.values" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "USA 499\n", "CHN 152\n", "RUS 111\n", "DEU 85\n", "BRA 65\n", "IND 56\n", "GBR 47\n", "HKG 45\n", "FRA 43\n", "ITA 35\n", "CAN 32\n", "AUS 29\n", "Taiwan 28\n", "JPN 27\n", "KOR 27\n", "ESP 26\n", "TUR 24\n", "CHE 22\n", "SWE 19\n", "IDN 19\n", "ISR 18\n", "SGP 16\n", "MEX 16\n", "MYS 13\n", "CHL 12\n", "THA 11\n", "AUT 10\n", "PHL 10\n", "UKR 9\n", "NOR 9\n", " ... \n", "KWT 5\n", "ARG 5\n", "IRL 5\n", "FIN 5\n", "KAZ 5\n", "CYP 4\n", "NGA 4\n", "MAR 4\n", "ARE 4\n", "COL 4\n", "MCO 3\n", "BEL 3\n", "VEN 3\n", "PRT 3\n", "GRC 3\n", "OMN 2\n", "MAC 2\n", "NZL 2\n", "TZA 1\n", "LTU 1\n", "GGY 1\n", "VNM 1\n", "GEO 1\n", "AGO 1\n", "KNA 1\n", "DZA 1\n", "SWZ 1\n", "UGA 1\n", "ROU 1\n", "NPL 1\n", "Name: countrycode, dtype: int64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Where are they from?\n", "recent['countrycode'].value_counts()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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yearnamerankcitizenshipcountrycodenetworthusbillionselfmadetypeofwealthgenderage...relationshiptocompanyfoundingdategdpcurrentussourceofwealthnotesnotes2sourcesource_2source_3source_4
2842014Bill Gates1United StatesUSA76.0self-madefounder non-financemale58.0...founder1975.0NaNMicrosoftNaNNaNhttp://www.forbes.com/profile/bill-gates/NaNNaNNaN
3482014Carlos Slim Helu2MexicoMEX72.0self-madeprivatized and resourcesmale74.0...founder1990.0NaNtelecomNaNNaNhttp://www.ozy.com/provocateurs/carlos-slims-w...NaNNaNNaN
1242014Amancio Ortega3SpainESP64.0self-madefounder non-financemale77.0...founder1975.0NaNretailNaNNaNhttp://www.forbes.com/profile/amancio-ortega/NaNNaNNaN
24912014Warren Buffett4United StatesUSA58.2self-madefounder non-financemale83.0...founder1839.0NaNBerkshire HathawayNaNNaNhttp://www.forbes.com/lists/2009/10/billionair...http://www.forbes.com/companies/berkshire-hath...NaNNaN
13772014Larry Ellison5United StatesUSA48.0self-madefounder non-financemale69.0...founder1977.0NaNOracleNaNNaNhttp://www.forbes.com/profile/larry-ellison/http://www.businessinsider.com/how-larry-ellis...NaNNaN
5092014David Koch6United StatesUSA40.0inheritedinheritedmale73.0...relation1940.0NaNdiversifiedinherited from fatherNaNhttp://www.kochind.com/About_Koch/History_Time...NaNNaNNaN
3812014Charles Koch6United StatesUSA40.0inheritedinheritedmale78.0...relation1940.0NaNdiversifiedinherited from fatherNaNhttp://www.kochind.com/About_Koch/History_Time...NaNNaNNaN
21852014Sheldon Adelson8United StatesUSA38.0self-madeself-made financemale80.0...founder1952.0NaNcasinosNaNNaNhttp://www.forbes.com/profile/sheldon-adelson/http://lasvegassun.com/news/1996/nov/26/rat-pa...NaNNaN
4292014Christy Walton9United StatesUSA36.7inheritedinheritedfemale59.0...relation1962.0NaNWal-MartwidowNaNhttp://www.forbes.com/profile/christy-walton/NaNNaNNaN
11282014Jim Walton10United StatesUSA34.7inheritedinheritedmale66.0...relation1962.0NaNWal-Martinherited from fatherNaNhttp://www.forbes.com/profile/jim-walton/NaNNaNNaN
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10 rows × 30 columns

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" ], "text/plain": [ " year name rank citizenship countrycode \\\n", "284 2014 Bill Gates 1 United States USA \n", "348 2014 Carlos Slim Helu 2 Mexico MEX \n", "124 2014 Amancio Ortega 3 Spain ESP \n", "2491 2014 Warren Buffett 4 United States USA \n", "1377 2014 Larry Ellison 5 United States USA \n", "509 2014 David Koch 6 United States USA \n", "381 2014 Charles Koch 6 United States USA \n", "2185 2014 Sheldon Adelson 8 United States USA \n", "429 2014 Christy Walton 9 United States USA \n", "1128 2014 Jim Walton 10 United States USA \n", "\n", " networthusbillion selfmade typeofwealth gender age \\\n", "284 76.0 self-made founder non-finance male 58.0 \n", "348 72.0 self-made privatized and resources male 74.0 \n", "124 64.0 self-made founder non-finance male 77.0 \n", "2491 58.2 self-made founder non-finance male 83.0 \n", "1377 48.0 self-made founder non-finance male 69.0 \n", "509 40.0 inherited inherited male 73.0 \n", "381 40.0 inherited inherited male 78.0 \n", "2185 38.0 self-made self-made finance male 80.0 \n", "429 36.7 inherited inherited female 59.0 \n", "1128 34.7 inherited inherited male 66.0 \n", "\n", " ... relationshiptocompany foundingdate gdpcurrentus \\\n", "284 ... founder 1975.0 NaN \n", "348 ... founder 1990.0 NaN \n", "124 ... founder 1975.0 NaN \n", "2491 ... founder 1839.0 NaN \n", "1377 ... founder 1977.0 NaN \n", "509 ... relation 1940.0 NaN \n", "381 ... relation 1940.0 NaN \n", "2185 ... founder 1952.0 NaN \n", "429 ... relation 1962.0 NaN \n", "1128 ... relation 1962.0 NaN \n", "\n", " sourceofwealth notes notes2 \\\n", "284 Microsoft NaN NaN \n", "348 telecom NaN NaN \n", "124 retail NaN NaN \n", "2491 Berkshire Hathaway NaN NaN \n", "1377 Oracle NaN NaN \n", "509 diversified inherited from father NaN \n", "381 diversified inherited from father NaN \n", "2185 casinos NaN NaN \n", "429 Wal-Mart widow NaN \n", "1128 Wal-Mart inherited from father NaN \n", "\n", " source \\\n", "284 http://www.forbes.com/profile/bill-gates/ \n", "348 http://www.ozy.com/provocateurs/carlos-slims-w... \n", "124 http://www.forbes.com/profile/amancio-ortega/ \n", "2491 http://www.forbes.com/lists/2009/10/billionair... \n", "1377 http://www.forbes.com/profile/larry-ellison/ \n", "509 http://www.kochind.com/About_Koch/History_Time... \n", "381 http://www.kochind.com/About_Koch/History_Time... \n", "2185 http://www.forbes.com/profile/sheldon-adelson/ \n", "429 http://www.forbes.com/profile/christy-walton/ \n", "1128 http://www.forbes.com/profile/jim-walton/ \n", "\n", " source_2 source_3 source_4 \n", "284 NaN NaN NaN \n", "348 NaN NaN NaN \n", "124 NaN NaN NaN \n", "2491 http://www.forbes.com/companies/berkshire-hath... NaN NaN \n", "1377 http://www.businessinsider.com/how-larry-ellis... NaN NaN \n", "509 NaN NaN NaN \n", "381 NaN NaN NaN \n", "2185 http://lasvegassun.com/news/1996/nov/26/rat-pa... NaN NaN \n", "429 NaN NaN NaN \n", "1128 NaN NaN NaN \n", "\n", "[10 rows x 30 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recent.sort_values(by='networthusbillion', ascending=False).head(10)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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yearnamerankcitizenshipcountrycodenetworthusbillionselfmadetypeofwealthgenderage...relationshiptocompanyfoundingdategdpcurrentussourceofwealthnotesnotes2sourcesource_2source_3source_4
19712014Richard Chang1565TaiwanTaiwan1.0self-madeself-made financemale67.0...founder1984.0NaNreal estate, electronicsNaNNaNhttp://www.forbes.com/profile/richard-chang-1/http://www.aseglobal.com/en/About/Milestones.aspNaNNaN
18342014Pavel Tykac1565Czech RepublicCZE1.0self-madeprivatized and resourcesmale49.0...investor1995.0NaNcoal minetook advantage of Czech Republics privitizatio...NaNhttp://www.forbes.com/profile/pavel-tykac/http://cs.wikipedia.org/wiki/Pavel_Tyka%C4%8DNaNNaN
24432014Vivek Chaand Sehgal1565AustraliaAUS1.0self-madefounder non-financemale57.0...founder1986.0NaNauto partsIndian founder of Motherson Sumi, Australian c...NaNhttp://www.forbes.com/profile/vivek-chaand-seh...http://en.wikipedia.org/wiki/Motherson_Sumi_Sy...NaNWill Vivek Sehgal’s Gambit Pay Off? Rashmi K P...
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3 rows × 30 columns

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" ], "text/plain": [ " year name rank citizenship countrycode \\\n", "1971 2014 Richard Chang 1565 Taiwan Taiwan \n", "1834 2014 Pavel Tykac 1565 Czech Republic CZE \n", "2443 2014 Vivek Chaand Sehgal 1565 Australia AUS \n", "\n", " networthusbillion selfmade typeofwealth gender age \\\n", "1971 1.0 self-made self-made finance male 67.0 \n", "1834 1.0 self-made privatized and resources male 49.0 \n", "2443 1.0 self-made founder non-finance male 57.0 \n", "\n", " ... relationshiptocompany \\\n", "1971 ... founder \n", "1834 ... investor \n", "2443 ... founder \n", "\n", " foundingdate gdpcurrentus sourceofwealth \\\n", "1971 1984.0 NaN real estate, electronics \n", "1834 1995.0 NaN coal mine \n", "2443 1986.0 NaN auto parts \n", "\n", " notes notes2 \\\n", "1971 NaN NaN \n", "1834 took advantage of Czech Republics privitizatio... NaN \n", "2443 Indian founder of Motherson Sumi, Australian c... NaN \n", "\n", " source \\\n", "1971 http://www.forbes.com/profile/richard-chang-1/ \n", "1834 http://www.forbes.com/profile/pavel-tykac/ \n", "2443 http://www.forbes.com/profile/vivek-chaand-seh... \n", "\n", " source_2 source_3 \\\n", "1971 http://www.aseglobal.com/en/About/Milestones.asp NaN \n", "1834 http://cs.wikipedia.org/wiki/Pavel_Tyka%C4%8D NaN \n", "2443 http://en.wikipedia.org/wiki/Motherson_Sumi_Sy... NaN \n", "\n", " source_4 \n", "1971 NaN \n", "1834 NaN \n", "2443 Will Vivek Sehgal’s Gambit Pay Off? Rashmi K P... \n", "\n", "[3 rows x 30 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# * Who is the poorest billionaire? Who are the top 10 poorest billionaires?\n", "recent.sort_values(by='rank',ascending=False).head(3)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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yearnamerankcitizenshipcountrycodenetworthusbillionselfmadetypeofwealthgenderage...relationshiptocompanyfoundingdategdpcurrentussourceofwealthnotesnotes2sourcesource_2source_3source_4
562014Alberto Alcocer1565SpainESP1.0self-madeself-made financemale71.0...owner1952.0NaNinvestmentsmarried to Esther KoplowitzNaNhttp://en.wikipedia.org/wiki/Alberto_Alcocerhttp://www.forbes.com/profile/alberto-alcocer/NaNNaN
812014Alexander Vik1565NorwayNOR1.0self-madeself-made financemale59.0...investor1980.0NaNinvestmentsmany business ventures have failed but still m...NaNhttp://www.forbes.com/sites/nathanvardi/2014/0...NaNNaNNaN
1292014An Kang1565ChinaCHN1.0self-madefounder non-financemale65.0...founder1992.0NaNpharmaceuticalsNaNNaNhttp://www.forbes.com/profile/an-kang/http://english.hualanbio.com/enterhualan/history/NaNNaN
1452014Andrea Reimann-Ciardelli1565United StatesUSA1.0inheritedinheritedfemaleNaN...relation1923.0NaNconsumer goodsinherited from fatherno involvement in companyhttp://www.forbes.com/profile/matthias-reimann...NaNNaNNaN
1642014Andrew Gotianun1565PhilippinesPHL1.0self-madeself-made financemale86.0...founder1955.0NaNreal estateNaNNaNhttp://en.wikipedia.org/wiki/Andrew_Gotianunhttp://www.forbes.com/profile/andrew-gotianun/Second-hand car dealer discovers road to riche...NaN
1712014Angela Bennett1565AustraliaAUS1.0inheritedinheritedfemale69.0...relation1955.0NaNmininginherited from fathershared fortune with brotherhttp://www.forbes.com/profile/angela-bennett/NaNNaNNaN
1782014Anne Beaufour1565FranceFRA1.0inheritedinheritedfemale50.0...relation1929.0NaNpharmaceuticals3rd generationNaNhttp://en.wikipedia.org/wiki/Ipsenhttp://www.ipsen.com/le-groupe/historique-du-g...http://www.forbes.com/profile/anne-beaufour/NaN
2342014B.R. Shetty1565IndiaIND1.0self-madefounder non-financemale72.0...founder1975.0NaNhealthcareNaNNaNhttp://en.wikipedia.org/wiki/B._R._Shettyhttp://www.nmchealth.com/dr-br-shetty/NaNNaN
2612014Bent Jensen1565DenmarkDEN1.0inheritedinheritedmale62.0...relation1907.0NaNelectric linear systems3rd generationNaNhttp://www.forbes.com/profile/bent-jensen/NaNNaNNaN
2962014Boris Mints1565RussiaRUS1.0self-madeself-made financemale55.0...owner2010.0NaNreal estateNaNNaNhttp://www.forbes.com/profile/boris-mints/http://www.o1properties.ru/o1properties/about-...http://www.bloomberg.com/research/stocks/priva...NaN
3022014Brian Higgins1565United StatesUSA1.0self-madeself-made financemale49.0...founder1995.0NaNHedge fundNaNNaNhttp://www.forbes.com/profile/brian-higgins-1/http://www.forbes.com/sites/nathanvardi/2014/0...NaNNaN
3202014C. James Koch1565United StatesUSA1.0self-madefounder non-financemale64.0...founder1984.0NaNbeerNaNNaNhttp://en.wikipedia.org/wiki/Samuel_Adams_(beer)SAM ADAMS CREATOR THRIVES AMID CRAFT BEER SURG...NaNNaN
3432014Carlos Martins1565BrazilBRA1.0self-madefounder non-financemale57.0...founder1987.0NaNeducationNaNNaNhttp://en.wikipedia.org/wiki/Carlos_Roberto_Ma...http://www.mh1.com.br/english/courses.aspNaNNaN
3582014Chang Pyung-Soon1565South KoreaKOR1.0self-madefounder non-financemale63.0...founder1985.0NaNeducationNaNNaNhttp://www.forbes.com/profile/chang-pyung-soon/http://www.bloomberg.com/research/stocks/priva...NaNNaN
4242014Christopher Burch1565United StatesUSA1.0self-madefounder non-financemale60.0...founder2004.0NaNfashionNaNNaNhttp://en.wikipedia.org/wiki/J._Christopher_Burchhttp://www.forbes.com/profile/christopher-burch/http://www.vanityfair.com/news/2007/02/tory-bu...NaN
4822014Dariusz Milek1565PolandPOL1.0self-madeself-made financemale46.0...founder1989.0NaNreal estate, retailNaNNaNhttp://pl.wikipedia.org/wiki/Dariusz_Mi%C5%82ekhttp://www.forbes.com/profile/dariusz-milek/NaNNaN
5592014Ding Shijia1565ChinaCHN1.0self-madeexecutivemale50.0...deputy chairman1994.0NaNshoesNaNNaNhttp://en.wikipedia.org/wiki/Anta_Sportshttp://en.wikipedia.org/wiki/Ding_Shijiahttp://www.bloomberg.com/research/stocks/peopl...NaN
5602014Ding Shizhong1565ChinaCHN1.0self-madeexecutivemale43.0...director1966.0NaNretailNaNNaNhttp://www.sce-re.com/en/about.asphttp://www.forbes.com/profile/ding-shizhong/NaNNaN
5692014Dmitry Korzhev1565RussiaRUS1.0self-madefounder non-financemale50.0...founder1993.0NaNretailNaNNaNhttp://www.forbes.com/profile/dmitry-korzhev/http://www.bloomberg.com/profiles/people/16388...NaNNaN
5732014Dmitry Troitsky1565RussiaRUS1.0self-madefounder non-financemale49.0...founder1993.0NaNretailNaNNaNhttp://www.forbes.com/profile/dmitry-troitsky/NaNNaNNaN
6382014Elena Baturina1565RussiaRUS1.0self-madeprivatized and resourcesfemale50.0...founder1991.0NaNconstructionformer wife mayor of moscowNaNhttp://en.wikipedia.org/wiki/Yelena_BaturinaMOSCOW OVERTAKES NEW YORK AS THE BILLIONAIRES'...NaNNaN
6602014Enrique Banuelos1565SpainESP1.0self-madeself-made financemale48.0...founder1982.0NaNreal estateNaNNaNhttp://en.wikipedia.org/wiki/Enrique_Ba%C3%B1u...http://www.forbes.com/lists/2010/10/billionair...NaNNaN
7022014Feng Hailiang1565ChinaCHN1.0self-madefounder non-financemale53.0...founder1989.0NaNcopper processing & real estateNaNNaNhttp://www.forbes.com/profile/feng-hailiang/http://www.hailiang.com/en/about_int.phpNaNNaN
7342014Fred Chang1565United StatesUSA1.0self-madefounder non-financemale57.0...founder2001.0NaNonline retailingNaNNaNhttp://en.wikipedia.org/wiki/Newegghttp://www.newegg.com/Info/FactSheet.aspxhttp://www.forbes.com/sites/andreanavarro/2014...NaN
7482014Fu Kwan1565ChinaCHN1.0self-madeself-made financemale56.0...chairman1990.0NaNdiversifiedNaNNaNhttp://www.forbes.com/profile/fu-kwan/http://www.macrolink.com.cn/en/AboutBig.aspxNaNNaN
8432014Graham Kirkham1565United KingdomGBR1.0self-madefounder non-financemale69.0...founder1983.0NaNfurniture retailNaNNaNhttp://en.wikipedia.org/wiki/Graham_Kirkham,_B...http://www.forbes.com/profile/graham-kirkham/http://www.independent.co.uk/news/business/kir...NaN
8862014Harindarpal Banga1565IndiaIND1.0self-madeprivatized and resourcesmale63.0...Vice Chairman1986.0NaNcommoditiesNaNNaNhttp://en.wikipedia.org/wiki/Noble_Group_Limitedhttp://www.forbes.com/profile/harindarpal-banga/NaNNaN
9142014Henri Beaufour1565FranceFRA1.0inheritedinheritedmale48.0...relation1929.0NaNpharmaceuticals3rd generationNaNhttp://en.wikipedia.org/wiki/Ipsenhttp://www.ipsen.com/le-groupe/historique-du-g...http://www.forbes.com/profile/anne-beaufour/NaN
9522014Horst Julius Pudwill1565GermanyDEU1.0self-madefounder non-financemale69.0...founder1985.0NaNmanufacturingNaNNaNhttp://www.forbes.com/profile/horst-julius-pud...NaNNaNNaN
9762014Huo Qinghua1565ChinaCHN1.0self-madeprivatized and resourcesmale52.0...chairman1996.0NaNcoalNaNNaNhttp://www.forbes.com/profile/huo-qinghua/http://www.chinakingho.com:81/fzlc/index.aspx?...NaNNaN
..................................................................
17312014Murat Vargi1565TurkeyTUR1.0self-madefounder non-financemale66.0...founder1993.0NaNtelecomNaNNaNhttp://www.forbes.com/profile/murat-vargi/http://en.wikipedia.org/wiki/Turkcellhttp://www.bloomberg.com/research/stocks/priva...NaN
17552014Nerijus Numavicius1565LithuaniaLTU1.0self-madefounder non-financemale46.0...founder1992.0NaNretail, pharmacyNaNNaNhttp://en.wikipedia.org/wiki/VP_GroupShankill site hits a snag The Irish Times Marc...NaNNaN
17832014O. Francis Biondi1565United StatesUSA1.0self-madeself-made financemale49.0...founder1995.0NaNhedge fundNaNNaNhttp://www.forbes.com/profile/o-francis-biondi/http://www.forbes.com/sites/nathanvardi/2014/0...NaNNaN
18342014Pavel Tykac1565Czech RepublicCZE1.0self-madeprivatized and resourcesmale49.0...investor1995.0NaNcoal minetook advantage of Czech Republics privitizatio...NaNhttp://www.forbes.com/profile/pavel-tykac/http://cs.wikipedia.org/wiki/Pavel_Tyka%C4%8DNaNNaN
18682014Philip Falcone1565United StatesUSA1.0self-madeself-made financemale51.0...founder2001.0NaNhedge fundsNaNNaNhttp://en.wikipedia.org/wiki/Philip_FalconeFROM IRON RANGE HOCKEY HERO TO WALL STREET STA...NaNNaN
19712014Richard Chang1565TaiwanTaiwan1.0self-madeself-made financemale67.0...founder1984.0NaNreal estate, electronicsNaNNaNhttp://www.forbes.com/profile/richard-chang-1/http://www.aseglobal.com/en/About/Milestones.aspNaNNaN
20242014Robert Ingham1565AustraliaAUS1.0self-madeexecutivemale82.0...relation1918.0NaNagribusinessinherited family farm and turned it into poutr...NaNhttp://www.forbes.com/profile/robert-ingham/http://en.wikipedia.org/wiki/Inghams_EnterprisesNaNNaN
20922014Rostam Azizi1565TanzaniaTZA1.0self-madeexecutivemale49.0...investor1999.0NaNtelecom, investmentsNaNNaNhttp://www.forbes.com/profile/rostam-azizi/http://en.wikipedia.org/wiki/Vodacom_Tanzaniahttp://www.thecitizen.co.tz/News/Rostam--Dewji...NaN
21072014Ryan Kavanaugh1565United StatesUSA1.0self-madefounder non-financemale39.0...founder2004.0NaNMoviesNaNNaNhttp://en.wikipedia.org/wiki/Ryan_Kavanaughhttp://en.wikipedia.org/wiki/Relativity_Mediahttp://www.vanityfair.com/news/2010/03/kavanau...NaN
21472014Sara Blakely1565United StatesUSA1.0self-madefounder non-financefemale43.0...founder2000.0NaNSpanxNaNNaNhttp://en.wikipedia.org/wiki/Spanxhttp://www.wsj.com/articles/a-day-in-the-life-...NaNNaN
21582014Seo Jung-Jin1565South KoreaKOR1.0self-madefounder non-financemale56.0...founder2002.0NaNCelltrionNaNNaNhttp://www.forbes.com/profile/seo-jung-jin/http://www.bloomberg.com/research/stocks/peopl...NaNNaN
21652014Sergei Petrov1565RussiaRUS1.0self-madefounder non-financemale59.0...founder1990.0NaNauto import and dealershipsNaNNaNhttp://www.forbes.com/profile/sergei-petrov/Far Eastern City Sees Kremlin as Cause of Its ...NaNNaN
21682014Sergei Tsikalyuk1565RussiaRUS1.0self-madeself-made financemale55.0...founder1992.0NaNinsuranceNaNNaNhttp://www.forbes.com/profile/sergei-tsikalyuk/http://www.bloomberg.com/research/stocks/priva...NaNNaN
21742014Serhiy Tihipko1565UkraineUKR1.0self-madeself-made financemale54.0...founder1992.0NaNbanking, agricultureNaNNaNhttp://www.forbes.com/profile/serhiy-tihipko/http://en.wikipedia.org/wiki/PrivatBankhttp://www.kyivpost.com/content/business/priva...NaN
22032014Shoji Uehara1565JapanJPN1.0inheritedinheritedmale86.0...relation1912.0NaNpharmaceuticalsinherited from fatherNaNhttp://www.forbes.com/profile/shoji-uehara/#http://en.wikipedia.org/wiki/Taisho_Pharmaceut...NaNNaN
22472014Stefan von Holtzbrinck1565GermanyDEU1.0inheritedinheritedmale50.0...relation1948.0NaNpublishinginherited from fatherNaNhttp://www.forbes.com/profile/monika-schoeller/NaNNaNNaN
23162014T.S. Kalyanaraman1565IndiaIND1.0self-madefounder non-financemale66.0...founder1993.0NaNjewelryNaNNaNhttp://en.wikipedia.org/wiki/T.S._Kalyanaramanhttp://www.bloomberg.com/news/articles/2013-01...NaNNaN
23592014Thomas Bailey1565United StatesUSA1.0self-madeself-made financemale77.0...founder1969.0NaNfinanceNaNNaNhttp://en.wikipedia.org/wiki/Thomas_H._Baileyhttp://en.wikipedia.org/wiki/Janus_Capital_Grouphttp://archive.fortune.com/magazines/fortune/f...NaN
23652014Thomas Kaplan1565United StatesUSA1.0self-madeself-made financemale51.0...founder1993.0NaNinvestmentsNaNNaNhttp://en.wikipedia.org/wiki/Thomas_Kaplanhttp://www.wsj.com/articles/SB1000142405270230...NaNNaN
24012014Tory Burch1565United StatesUSA1.0self-madefounder non-financefemale47.0...founder2004.0NaNfashionNaNNaNhttp://en.wikipedia.org/wiki/J._Christopher_Burchhttp://www.vanityfair.com/news/2007/02/tory-bu...NaNNaN
24432014Vivek Chaand Sehgal1565AustraliaAUS1.0self-madefounder non-financemale57.0...founder1986.0NaNauto partsIndian founder of Motherson Sumi, Australian c...NaNhttp://www.forbes.com/profile/vivek-chaand-seh...http://en.wikipedia.org/wiki/Motherson_Sumi_Sy...NaNWill Vivek Sehgal’s Gambit Pay Off? Rashmi K P...
24722014Wang Jianfeng1565ChinaCHN1.0self-madefounder non-financemale44.0...founder2004.0NaNauto partsNaNNaNhttp://www.forbes.com/profile/wang-jianfeng/http://en.joyson.cn/About/RongYuZiZHi.htmlNaNNaN
24792014Wang Muqing1565ChinaCHN1.0self-madefounder non-financemale63.0...founder1999.0NaNauto distributionNaNNaNhttp://www.forbes.com/profile/wang-muqing/http://www.zhengtongauto.com/en/milestone.htmlNaNNaN
24842014Wang Yong1565ChinaCHN1.0self-madefounder non-financemale63.0...founder1986.0NaNfood sweetenersNaNNaNhttp://www.forbes.com/profile/wang-yong/NaNNaNNaN
25302014William Moncrief, Jr.1565United StatesUSA1.0inheritedinheritedmale93.0...relation1929.0NaNoiljoined father's business following WWIINaNhttp://en.wikipedia.org/wiki/William_Moncriefhttp://www.moncriefoil.com/history.htmNaNNaN
25472014Wu Chung-Yi1565TaiwanTaiwan1.0self-madeexecutivemale55.0...investor1991.0NaNmanufacturingNaNNaNhttp://www.forbes.com/profile/wu-chung-yi/http://en.wikipedia.org/wiki/Tingyi_(Cayman_Is...Tingyi-Campbell sale talks stay on track South...NaN
25492014Wu Xiong1565ChinaCHN1.0self-madeexecutivemaleNaN...owner1999.0NaNinfant formulaNaNNaNhttp://www.forbes.com/profile/wu-xiong/NaNNaNNaN
25612014Yang Keng1565ChinaCHN1.0self-madeself-made financemale53.0...chairmanNaNNaNreal estateNaNNaNhttp://www.forbes.com/profile/yang-keng/NaNNaNNaN
25912014Zdenek Bakala1565Czech RepublicCZE1.0self-madeprivatized and resourcesmale53.0...founder1994.0NaNcoalNaNNaNhttp://cs.wikipedia.org/wiki/Zden%C4%9Bk_BakalaNaNNaNNaN
26072014Zhu Wenchen1565ChinaCHN1.0self-madeexecutivemale48.0...chairman1999.0NaNpharmaceuticalsNaNNaNhttp://www.furenpharm.com/aboutus.asp?cid=82http://www.forbes.com/profile/zhu-wenchen/NaNNaN
\n", "

81 rows × 30 columns

\n", "
" ], "text/plain": [ " year name rank citizenship countrycode \\\n", "56 2014 Alberto Alcocer 1565 Spain ESP \n", "81 2014 Alexander Vik 1565 Norway NOR \n", "129 2014 An Kang 1565 China CHN \n", "145 2014 Andrea Reimann-Ciardelli 1565 United States USA \n", "164 2014 Andrew Gotianun 1565 Philippines PHL \n", "171 2014 Angela Bennett 1565 Australia AUS \n", "178 2014 Anne Beaufour 1565 France FRA \n", "234 2014 B.R. Shetty 1565 India IND \n", "261 2014 Bent Jensen 1565 Denmark DEN \n", "296 2014 Boris Mints 1565 Russia RUS \n", "302 2014 Brian Higgins 1565 United States USA \n", "320 2014 C. James Koch 1565 United States USA \n", "343 2014 Carlos Martins 1565 Brazil BRA \n", "358 2014 Chang Pyung-Soon 1565 South Korea KOR \n", "424 2014 Christopher Burch 1565 United States USA \n", "482 2014 Dariusz Milek 1565 Poland POL \n", "559 2014 Ding Shijia 1565 China CHN \n", "560 2014 Ding Shizhong 1565 China CHN \n", "569 2014 Dmitry Korzhev 1565 Russia RUS \n", "573 2014 Dmitry Troitsky 1565 Russia RUS \n", "638 2014 Elena Baturina 1565 Russia RUS \n", "660 2014 Enrique Banuelos 1565 Spain ESP \n", "702 2014 Feng Hailiang 1565 China CHN \n", "734 2014 Fred Chang 1565 United States USA \n", "748 2014 Fu Kwan 1565 China CHN \n", "843 2014 Graham Kirkham 1565 United Kingdom GBR \n", "886 2014 Harindarpal Banga 1565 India IND \n", "914 2014 Henri Beaufour 1565 France FRA \n", "952 2014 Horst Julius Pudwill 1565 Germany DEU \n", "976 2014 Huo Qinghua 1565 China CHN \n", "... ... ... ... ... ... \n", "1731 2014 Murat Vargi 1565 Turkey TUR \n", "1755 2014 Nerijus Numavicius 1565 Lithuania LTU \n", "1783 2014 O. Francis Biondi 1565 United States USA \n", "1834 2014 Pavel Tykac 1565 Czech Republic CZE \n", "1868 2014 Philip Falcone 1565 United States USA \n", "1971 2014 Richard Chang 1565 Taiwan Taiwan \n", "2024 2014 Robert Ingham 1565 Australia AUS \n", "2092 2014 Rostam Azizi 1565 Tanzania TZA \n", "2107 2014 Ryan Kavanaugh 1565 United States USA \n", "2147 2014 Sara Blakely 1565 United States USA \n", "2158 2014 Seo Jung-Jin 1565 South Korea KOR \n", "2165 2014 Sergei Petrov 1565 Russia RUS \n", "2168 2014 Sergei Tsikalyuk 1565 Russia RUS \n", "2174 2014 Serhiy Tihipko 1565 Ukraine UKR \n", "2203 2014 Shoji Uehara 1565 Japan JPN \n", "2247 2014 Stefan von Holtzbrinck 1565 Germany DEU \n", "2316 2014 T.S. Kalyanaraman 1565 India IND \n", "2359 2014 Thomas Bailey 1565 United States USA \n", "2365 2014 Thomas Kaplan 1565 United States USA \n", "2401 2014 Tory Burch 1565 United States USA \n", "2443 2014 Vivek Chaand Sehgal 1565 Australia AUS \n", "2472 2014 Wang Jianfeng 1565 China CHN \n", "2479 2014 Wang Muqing 1565 China CHN \n", "2484 2014 Wang Yong 1565 China CHN \n", "2530 2014 William Moncrief, Jr. 1565 United States USA \n", "2547 2014 Wu Chung-Yi 1565 Taiwan Taiwan \n", "2549 2014 Wu Xiong 1565 China CHN \n", "2561 2014 Yang Keng 1565 China CHN \n", "2591 2014 Zdenek Bakala 1565 Czech Republic CZE \n", "2607 2014 Zhu Wenchen 1565 China CHN \n", "\n", " networthusbillion selfmade typeofwealth gender age \\\n", "56 1.0 self-made self-made finance male 71.0 \n", "81 1.0 self-made self-made finance male 59.0 \n", "129 1.0 self-made founder non-finance male 65.0 \n", "145 1.0 inherited inherited female NaN \n", "164 1.0 self-made self-made finance male 86.0 \n", "171 1.0 inherited inherited female 69.0 \n", "178 1.0 inherited inherited female 50.0 \n", "234 1.0 self-made founder non-finance male 72.0 \n", "261 1.0 inherited inherited male 62.0 \n", "296 1.0 self-made self-made finance male 55.0 \n", "302 1.0 self-made self-made finance male 49.0 \n", "320 1.0 self-made founder non-finance male 64.0 \n", "343 1.0 self-made founder non-finance male 57.0 \n", "358 1.0 self-made founder non-finance male 63.0 \n", "424 1.0 self-made founder non-finance male 60.0 \n", "482 1.0 self-made self-made finance male 46.0 \n", "559 1.0 self-made executive male 50.0 \n", "560 1.0 self-made executive male 43.0 \n", "569 1.0 self-made founder non-finance male 50.0 \n", "573 1.0 self-made founder non-finance male 49.0 \n", "638 1.0 self-made privatized and resources female 50.0 \n", "660 1.0 self-made self-made finance male 48.0 \n", "702 1.0 self-made founder non-finance male 53.0 \n", "734 1.0 self-made founder non-finance male 57.0 \n", "748 1.0 self-made self-made finance male 56.0 \n", "843 1.0 self-made founder non-finance male 69.0 \n", "886 1.0 self-made privatized and resources male 63.0 \n", "914 1.0 inherited inherited male 48.0 \n", "952 1.0 self-made founder non-finance male 69.0 \n", "976 1.0 self-made privatized and resources male 52.0 \n", "... ... ... ... ... ... \n", "1731 1.0 self-made founder non-finance male 66.0 \n", "1755 1.0 self-made founder non-finance male 46.0 \n", "1783 1.0 self-made self-made finance male 49.0 \n", "1834 1.0 self-made privatized and resources male 49.0 \n", "1868 1.0 self-made self-made finance male 51.0 \n", "1971 1.0 self-made self-made finance male 67.0 \n", "2024 1.0 self-made executive male 82.0 \n", "2092 1.0 self-made executive male 49.0 \n", "2107 1.0 self-made founder non-finance male 39.0 \n", "2147 1.0 self-made founder non-finance female 43.0 \n", "2158 1.0 self-made founder non-finance male 56.0 \n", "2165 1.0 self-made founder non-finance male 59.0 \n", "2168 1.0 self-made self-made finance male 55.0 \n", "2174 1.0 self-made self-made finance male 54.0 \n", "2203 1.0 inherited inherited male 86.0 \n", "2247 1.0 inherited inherited male 50.0 \n", "2316 1.0 self-made founder non-finance male 66.0 \n", "2359 1.0 self-made self-made finance male 77.0 \n", "2365 1.0 self-made self-made finance male 51.0 \n", "2401 1.0 self-made founder non-finance female 47.0 \n", "2443 1.0 self-made founder non-finance male 57.0 \n", "2472 1.0 self-made founder non-finance male 44.0 \n", "2479 1.0 self-made founder non-finance male 63.0 \n", "2484 1.0 self-made founder non-finance male 63.0 \n", "2530 1.0 inherited inherited male 93.0 \n", "2547 1.0 self-made executive male 55.0 \n", "2549 1.0 self-made executive male NaN \n", "2561 1.0 self-made self-made finance male 53.0 \n", "2591 1.0 self-made privatized and resources male 53.0 \n", "2607 1.0 self-made executive male 48.0 \n", "\n", " ... relationshiptocompany \\\n", "56 ... owner \n", "81 ... investor \n", "129 ... founder \n", "145 ... relation \n", "164 ... founder \n", "171 ... relation \n", "178 ... relation \n", "234 ... founder \n", "261 ... relation \n", "296 ... owner \n", "302 ... founder \n", "320 ... founder \n", "343 ... founder \n", "358 ... founder \n", "424 ... founder \n", "482 ... founder \n", "559 ... deputy chairman \n", "560 ... director \n", "569 ... founder \n", "573 ... founder \n", "638 ... founder \n", "660 ... founder \n", "702 ... founder \n", "734 ... founder \n", "748 ... chairman \n", "843 ... founder \n", "886 ... Vice Chairman \n", "914 ... relation \n", "952 ... founder \n", "976 ... chairman \n", "... ... ... \n", "1731 ... founder \n", "1755 ... founder \n", "1783 ... founder \n", "1834 ... investor \n", "1868 ... founder \n", "1971 ... founder \n", "2024 ... relation \n", "2092 ... investor \n", "2107 ... founder \n", "2147 ... founder \n", "2158 ... founder \n", "2165 ... founder \n", "2168 ... founder \n", "2174 ... founder \n", "2203 ... relation \n", "2247 ... relation \n", "2316 ... founder \n", "2359 ... founder \n", "2365 ... founder \n", "2401 ... founder \n", "2443 ... founder \n", "2472 ... founder \n", "2479 ... founder \n", "2484 ... founder \n", "2530 ... relation \n", "2547 ... investor \n", "2549 ... owner \n", "2561 ... chairman \n", "2591 ... founder \n", "2607 ... chairman \n", "\n", " foundingdate gdpcurrentus sourceofwealth \\\n", "56 1952.0 NaN investments \n", "81 1980.0 NaN investments \n", "129 1992.0 NaN pharmaceuticals \n", "145 1923.0 NaN consumer goods \n", "164 1955.0 NaN real estate \n", "171 1955.0 NaN mining \n", "178 1929.0 NaN pharmaceuticals \n", "234 1975.0 NaN healthcare \n", "261 1907.0 NaN electric linear systems \n", "296 2010.0 NaN real estate \n", "302 1995.0 NaN Hedge fund \n", "320 1984.0 NaN beer \n", "343 1987.0 NaN education \n", "358 1985.0 NaN education \n", "424 2004.0 NaN fashion \n", "482 1989.0 NaN real estate, retail \n", "559 1994.0 NaN shoes \n", "560 1966.0 NaN retail \n", "569 1993.0 NaN retail \n", "573 1993.0 NaN retail \n", "638 1991.0 NaN construction \n", "660 1982.0 NaN real estate \n", "702 1989.0 NaN copper processing & real estate \n", "734 2001.0 NaN online retailing \n", "748 1990.0 NaN diversified \n", "843 1983.0 NaN furniture retail \n", "886 1986.0 NaN commodities \n", "914 1929.0 NaN pharmaceuticals \n", "952 1985.0 NaN manufacturing \n", "976 1996.0 NaN coal \n", "... ... ... ... \n", "1731 1993.0 NaN telecom \n", "1755 1992.0 NaN retail, pharmacy \n", "1783 1995.0 NaN hedge fund \n", "1834 1995.0 NaN coal mine \n", "1868 2001.0 NaN hedge funds \n", "1971 1984.0 NaN real estate, electronics \n", "2024 1918.0 NaN agribusiness \n", "2092 1999.0 NaN telecom, investments \n", "2107 2004.0 NaN Movies \n", "2147 2000.0 NaN Spanx \n", "2158 2002.0 NaN Celltrion \n", "2165 1990.0 NaN auto import and dealerships \n", "2168 1992.0 NaN insurance \n", "2174 1992.0 NaN banking, agriculture \n", "2203 1912.0 NaN pharmaceuticals \n", "2247 1948.0 NaN publishing \n", "2316 1993.0 NaN jewelry \n", "2359 1969.0 NaN finance \n", "2365 1993.0 NaN investments \n", "2401 2004.0 NaN fashion \n", "2443 1986.0 NaN auto parts \n", "2472 2004.0 NaN auto parts \n", "2479 1999.0 NaN auto distribution \n", "2484 1986.0 NaN food sweeteners \n", "2530 1929.0 NaN oil \n", "2547 1991.0 NaN manufacturing \n", "2549 1999.0 NaN infant formula \n", "2561 NaN NaN real estate \n", "2591 1994.0 NaN coal \n", "2607 1999.0 NaN pharmaceuticals \n", "\n", " notes \\\n", "56 married to Esther Koplowitz \n", "81 many 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yearnamerankcitizenshipcountrycodenetworthusbillionselfmadetypeofwealthgenderage...relationshiptocompanyfoundingdategdpcurrentussourceofwealthnotesnotes2sourcesource_2source_3source_4
562014Alberto Alcocer1565SpainESP1.0self-madeself-made financemale71.0...owner1952.0NaNinvestmentsmarried to Esther KoplowitzNaNhttp://en.wikipedia.org/wiki/Alberto_Alcocerhttp://www.forbes.com/profile/alberto-alcocer/NaNNaN
812014Alexander Vik1565NorwayNOR1.0self-madeself-made financemale59.0...investor1980.0NaNinvestmentsmany business ventures have failed but still m...NaNhttp://www.forbes.com/sites/nathanvardi/2014/0...NaNNaNNaN
1292014An Kang1565ChinaCHN1.0self-madefounder non-financemale65.0...founder1992.0NaNpharmaceuticalsNaNNaNhttp://www.forbes.com/profile/an-kang/http://english.hualanbio.com/enterhualan/history/NaNNaN
1452014Andrea Reimann-Ciardelli1565United StatesUSA1.0inheritedinheritedfemaleNaN...relation1923.0NaNconsumer goodsinherited from fatherno involvement in companyhttp://www.forbes.com/profile/matthias-reimann...NaNNaNNaN
1642014Andrew Gotianun1565PhilippinesPHL1.0self-madeself-made financemale86.0...founder1955.0NaNreal estateNaNNaNhttp://en.wikipedia.org/wiki/Andrew_Gotianunhttp://www.forbes.com/profile/andrew-gotianun/Second-hand car dealer discovers road to riche...NaN
1712014Angela Bennett1565AustraliaAUS1.0inheritedinheritedfemale69.0...relation1955.0NaNmininginherited from fathershared fortune with brotherhttp://www.forbes.com/profile/angela-bennett/NaNNaNNaN
1782014Anne Beaufour1565FranceFRA1.0inheritedinheritedfemale50.0...relation1929.0NaNpharmaceuticals3rd generationNaNhttp://en.wikipedia.org/wiki/Ipsenhttp://www.ipsen.com/le-groupe/historique-du-g...http://www.forbes.com/profile/anne-beaufour/NaN
2342014B.R. Shetty1565IndiaIND1.0self-madefounder non-financemale72.0...founder1975.0NaNhealthcareNaNNaNhttp://en.wikipedia.org/wiki/B._R._Shettyhttp://www.nmchealth.com/dr-br-shetty/NaNNaN
2612014Bent Jensen1565DenmarkDEN1.0inheritedinheritedmale62.0...relation1907.0NaNelectric linear systems3rd generationNaNhttp://www.forbes.com/profile/bent-jensen/NaNNaNNaN
2962014Boris Mints1565RussiaRUS1.0self-madeself-made financemale55.0...owner2010.0NaNreal estateNaNNaNhttp://www.forbes.com/profile/boris-mints/http://www.o1properties.ru/o1properties/about-...http://www.bloomberg.com/research/stocks/priva...NaN
3022014Brian Higgins1565United StatesUSA1.0self-madeself-made financemale49.0...founder1995.0NaNHedge fundNaNNaNhttp://www.forbes.com/profile/brian-higgins-1/http://www.forbes.com/sites/nathanvardi/2014/0...NaNNaN
3202014C. James Koch1565United StatesUSA1.0self-madefounder non-financemale64.0...founder1984.0NaNbeerNaNNaNhttp://en.wikipedia.org/wiki/Samuel_Adams_(beer)SAM ADAMS CREATOR THRIVES AMID CRAFT BEER SURG...NaNNaN
3432014Carlos Martins1565BrazilBRA1.0self-madefounder non-financemale57.0...founder1987.0NaNeducationNaNNaNhttp://en.wikipedia.org/wiki/Carlos_Roberto_Ma...http://www.mh1.com.br/english/courses.aspNaNNaN
3582014Chang Pyung-Soon1565South KoreaKOR1.0self-madefounder non-financemale63.0...founder1985.0NaNeducationNaNNaNhttp://www.forbes.com/profile/chang-pyung-soon/http://www.bloomberg.com/research/stocks/priva...NaNNaN
4242014Christopher Burch1565United StatesUSA1.0self-madefounder non-financemale60.0...founder2004.0NaNfashionNaNNaNhttp://en.wikipedia.org/wiki/J._Christopher_Burchhttp://www.forbes.com/profile/christopher-burch/http://www.vanityfair.com/news/2007/02/tory-bu...NaN
4822014Dariusz Milek1565PolandPOL1.0self-madeself-made financemale46.0...founder1989.0NaNreal estate, retailNaNNaNhttp://pl.wikipedia.org/wiki/Dariusz_Mi%C5%82ekhttp://www.forbes.com/profile/dariusz-milek/NaNNaN
5592014Ding Shijia1565ChinaCHN1.0self-madeexecutivemale50.0...deputy chairman1994.0NaNshoesNaNNaNhttp://en.wikipedia.org/wiki/Anta_Sportshttp://en.wikipedia.org/wiki/Ding_Shijiahttp://www.bloomberg.com/research/stocks/peopl...NaN
5602014Ding Shizhong1565ChinaCHN1.0self-madeexecutivemale43.0...director1966.0NaNretailNaNNaNhttp://www.sce-re.com/en/about.asphttp://www.forbes.com/profile/ding-shizhong/NaNNaN
5692014Dmitry Korzhev1565RussiaRUS1.0self-madefounder non-financemale50.0...founder1993.0NaNretailNaNNaNhttp://www.forbes.com/profile/dmitry-korzhev/http://www.bloomberg.com/profiles/people/16388...NaNNaN
5732014Dmitry Troitsky1565RussiaRUS1.0self-madefounder non-financemale49.0...founder1993.0NaNretailNaNNaNhttp://www.forbes.com/profile/dmitry-troitsky/NaNNaNNaN
6382014Elena Baturina1565RussiaRUS1.0self-madeprivatized and resourcesfemale50.0...founder1991.0NaNconstructionformer wife mayor of moscowNaNhttp://en.wikipedia.org/wiki/Yelena_BaturinaMOSCOW OVERTAKES NEW YORK AS THE BILLIONAIRES'...NaNNaN
6602014Enrique Banuelos1565SpainESP1.0self-madeself-made financemale48.0...founder1982.0NaNreal estateNaNNaNhttp://en.wikipedia.org/wiki/Enrique_Ba%C3%B1u...http://www.forbes.com/lists/2010/10/billionair...NaNNaN
7022014Feng Hailiang1565ChinaCHN1.0self-madefounder non-financemale53.0...founder1989.0NaNcopper processing & real estateNaNNaNhttp://www.forbes.com/profile/feng-hailiang/http://www.hailiang.com/en/about_int.phpNaNNaN
7342014Fred Chang1565United StatesUSA1.0self-madefounder non-financemale57.0...founder2001.0NaNonline retailingNaNNaNhttp://en.wikipedia.org/wiki/Newegghttp://www.newegg.com/Info/FactSheet.aspxhttp://www.forbes.com/sites/andreanavarro/2014...NaN
7482014Fu Kwan1565ChinaCHN1.0self-madeself-made financemale56.0...chairman1990.0NaNdiversifiedNaNNaNhttp://www.forbes.com/profile/fu-kwan/http://www.macrolink.com.cn/en/AboutBig.aspxNaNNaN
8432014Graham Kirkham1565United KingdomGBR1.0self-madefounder non-financemale69.0...founder1983.0NaNfurniture retailNaNNaNhttp://en.wikipedia.org/wiki/Graham_Kirkham,_B...http://www.forbes.com/profile/graham-kirkham/http://www.independent.co.uk/news/business/kir...NaN
8862014Harindarpal Banga1565IndiaIND1.0self-madeprivatized and resourcesmale63.0...Vice Chairman1986.0NaNcommoditiesNaNNaNhttp://en.wikipedia.org/wiki/Noble_Group_Limitedhttp://www.forbes.com/profile/harindarpal-banga/NaNNaN
9142014Henri Beaufour1565FranceFRA1.0inheritedinheritedmale48.0...relation1929.0NaNpharmaceuticals3rd generationNaNhttp://en.wikipedia.org/wiki/Ipsenhttp://www.ipsen.com/le-groupe/historique-du-g...http://www.forbes.com/profile/anne-beaufour/NaN
9522014Horst Julius Pudwill1565GermanyDEU1.0self-madefounder non-financemale69.0...founder1985.0NaNmanufacturingNaNNaNhttp://www.forbes.com/profile/horst-julius-pud...NaNNaNNaN
9762014Huo Qinghua1565ChinaCHN1.0self-madeprivatized and resourcesmale52.0...chairman1996.0NaNcoalNaNNaNhttp://www.forbes.com/profile/huo-qinghua/http://www.chinakingho.com:81/fzlc/index.aspx?...NaNNaN
..................................................................
17312014Murat Vargi1565TurkeyTUR1.0self-madefounder non-financemale66.0...founder1993.0NaNtelecomNaNNaNhttp://www.forbes.com/profile/murat-vargi/http://en.wikipedia.org/wiki/Turkcellhttp://www.bloomberg.com/research/stocks/priva...NaN
17552014Nerijus Numavicius1565LithuaniaLTU1.0self-madefounder non-financemale46.0...founder1992.0NaNretail, pharmacyNaNNaNhttp://en.wikipedia.org/wiki/VP_GroupShankill site hits a snag The Irish Times Marc...NaNNaN
17832014O. Francis Biondi1565United StatesUSA1.0self-madeself-made financemale49.0...founder1995.0NaNhedge fundNaNNaNhttp://www.forbes.com/profile/o-francis-biondi/http://www.forbes.com/sites/nathanvardi/2014/0...NaNNaN
18342014Pavel Tykac1565Czech RepublicCZE1.0self-madeprivatized and resourcesmale49.0...investor1995.0NaNcoal minetook advantage of Czech Republics privitizatio...NaNhttp://www.forbes.com/profile/pavel-tykac/http://cs.wikipedia.org/wiki/Pavel_Tyka%C4%8DNaNNaN
18682014Philip Falcone1565United StatesUSA1.0self-madeself-made financemale51.0...founder2001.0NaNhedge fundsNaNNaNhttp://en.wikipedia.org/wiki/Philip_FalconeFROM IRON RANGE HOCKEY HERO TO WALL STREET STA...NaNNaN
19712014Richard Chang1565TaiwanTaiwan1.0self-madeself-made financemale67.0...founder1984.0NaNreal estate, electronicsNaNNaNhttp://www.forbes.com/profile/richard-chang-1/http://www.aseglobal.com/en/About/Milestones.aspNaNNaN
20242014Robert Ingham1565AustraliaAUS1.0self-madeexecutivemale82.0...relation1918.0NaNagribusinessinherited family farm and turned it into poutr...NaNhttp://www.forbes.com/profile/robert-ingham/http://en.wikipedia.org/wiki/Inghams_EnterprisesNaNNaN
20922014Rostam Azizi1565TanzaniaTZA1.0self-madeexecutivemale49.0...investor1999.0NaNtelecom, investmentsNaNNaNhttp://www.forbes.com/profile/rostam-azizi/http://en.wikipedia.org/wiki/Vodacom_Tanzaniahttp://www.thecitizen.co.tz/News/Rostam--Dewji...NaN
21072014Ryan Kavanaugh1565United StatesUSA1.0self-madefounder non-financemale39.0...founder2004.0NaNMoviesNaNNaNhttp://en.wikipedia.org/wiki/Ryan_Kavanaughhttp://en.wikipedia.org/wiki/Relativity_Mediahttp://www.vanityfair.com/news/2010/03/kavanau...NaN
21472014Sara Blakely1565United StatesUSA1.0self-madefounder non-financefemale43.0...founder2000.0NaNSpanxNaNNaNhttp://en.wikipedia.org/wiki/Spanxhttp://www.wsj.com/articles/a-day-in-the-life-...NaNNaN
21582014Seo Jung-Jin1565South KoreaKOR1.0self-madefounder non-financemale56.0...founder2002.0NaNCelltrionNaNNaNhttp://www.forbes.com/profile/seo-jung-jin/http://www.bloomberg.com/research/stocks/peopl...NaNNaN
21652014Sergei Petrov1565RussiaRUS1.0self-madefounder non-financemale59.0...founder1990.0NaNauto import and dealershipsNaNNaNhttp://www.forbes.com/profile/sergei-petrov/Far Eastern City Sees Kremlin as Cause of Its ...NaNNaN
21682014Sergei Tsikalyuk1565RussiaRUS1.0self-madeself-made financemale55.0...founder1992.0NaNinsuranceNaNNaNhttp://www.forbes.com/profile/sergei-tsikalyuk/http://www.bloomberg.com/research/stocks/priva...NaNNaN
21742014Serhiy Tihipko1565UkraineUKR1.0self-madeself-made financemale54.0...founder1992.0NaNbanking, agricultureNaNNaNhttp://www.forbes.com/profile/serhiy-tihipko/http://en.wikipedia.org/wiki/PrivatBankhttp://www.kyivpost.com/content/business/priva...NaN
22032014Shoji Uehara1565JapanJPN1.0inheritedinheritedmale86.0...relation1912.0NaNpharmaceuticalsinherited from fatherNaNhttp://www.forbes.com/profile/shoji-uehara/#http://en.wikipedia.org/wiki/Taisho_Pharmaceut...NaNNaN
22472014Stefan von Holtzbrinck1565GermanyDEU1.0inheritedinheritedmale50.0...relation1948.0NaNpublishinginherited from fatherNaNhttp://www.forbes.com/profile/monika-schoeller/NaNNaNNaN
23162014T.S. Kalyanaraman1565IndiaIND1.0self-madefounder non-financemale66.0...founder1993.0NaNjewelryNaNNaNhttp://en.wikipedia.org/wiki/T.S._Kalyanaramanhttp://www.bloomberg.com/news/articles/2013-01...NaNNaN
23592014Thomas Bailey1565United StatesUSA1.0self-madeself-made financemale77.0...founder1969.0NaNfinanceNaNNaNhttp://en.wikipedia.org/wiki/Thomas_H._Baileyhttp://en.wikipedia.org/wiki/Janus_Capital_Grouphttp://archive.fortune.com/magazines/fortune/f...NaN
23652014Thomas Kaplan1565United StatesUSA1.0self-madeself-made financemale51.0...founder1993.0NaNinvestmentsNaNNaNhttp://en.wikipedia.org/wiki/Thomas_Kaplanhttp://www.wsj.com/articles/SB1000142405270230...NaNNaN
24012014Tory Burch1565United StatesUSA1.0self-madefounder non-financefemale47.0...founder2004.0NaNfashionNaNNaNhttp://en.wikipedia.org/wiki/J._Christopher_Burchhttp://www.vanityfair.com/news/2007/02/tory-bu...NaNNaN
24432014Vivek Chaand Sehgal1565AustraliaAUS1.0self-madefounder non-financemale57.0...founder1986.0NaNauto partsIndian founder of Motherson Sumi, Australian c...NaNhttp://www.forbes.com/profile/vivek-chaand-seh...http://en.wikipedia.org/wiki/Motherson_Sumi_Sy...NaNWill Vivek Sehgal’s Gambit Pay Off? Rashmi K P...
24722014Wang Jianfeng1565ChinaCHN1.0self-madefounder non-financemale44.0...founder2004.0NaNauto partsNaNNaNhttp://www.forbes.com/profile/wang-jianfeng/http://en.joyson.cn/About/RongYuZiZHi.htmlNaNNaN
24792014Wang Muqing1565ChinaCHN1.0self-madefounder non-financemale63.0...founder1999.0NaNauto distributionNaNNaNhttp://www.forbes.com/profile/wang-muqing/http://www.zhengtongauto.com/en/milestone.htmlNaNNaN
24842014Wang Yong1565ChinaCHN1.0self-madefounder non-financemale63.0...founder1986.0NaNfood sweetenersNaNNaNhttp://www.forbes.com/profile/wang-yong/NaNNaNNaN
25302014William Moncrief, Jr.1565United StatesUSA1.0inheritedinheritedmale93.0...relation1929.0NaNoiljoined father's business following WWIINaNhttp://en.wikipedia.org/wiki/William_Moncriefhttp://www.moncriefoil.com/history.htmNaNNaN
25472014Wu Chung-Yi1565TaiwanTaiwan1.0self-madeexecutivemale55.0...investor1991.0NaNmanufacturingNaNNaNhttp://www.forbes.com/profile/wu-chung-yi/http://en.wikipedia.org/wiki/Tingyi_(Cayman_Is...Tingyi-Campbell sale talks stay on track South...NaN
25492014Wu Xiong1565ChinaCHN1.0self-madeexecutivemaleNaN...owner1999.0NaNinfant formulaNaNNaNhttp://www.forbes.com/profile/wu-xiong/NaNNaNNaN
25612014Yang Keng1565ChinaCHN1.0self-madeself-made financemale53.0...chairmanNaNNaNreal estateNaNNaNhttp://www.forbes.com/profile/yang-keng/NaNNaNNaN
25912014Zdenek Bakala1565Czech RepublicCZE1.0self-madeprivatized and resourcesmale53.0...founder1994.0NaNcoalNaNNaNhttp://cs.wikipedia.org/wiki/Zden%C4%9Bk_BakalaNaNNaNNaN
26072014Zhu Wenchen1565ChinaCHN1.0self-madeexecutivemale48.0...chairman1999.0NaNpharmaceuticalsNaNNaNhttp://www.furenpharm.com/aboutus.asp?cid=82http://www.forbes.com/profile/zhu-wenchen/NaNNaN
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81 rows × 30 columns

\n", "
" ], "text/plain": [ " year name rank citizenship countrycode \\\n", "56 2014 Alberto Alcocer 1565 Spain ESP \n", "81 2014 Alexander Vik 1565 Norway NOR \n", "129 2014 An Kang 1565 China CHN \n", "145 2014 Andrea Reimann-Ciardelli 1565 United States USA \n", "164 2014 Andrew Gotianun 1565 Philippines PHL \n", "171 2014 Angela Bennett 1565 Australia AUS \n", "178 2014 Anne Beaufour 1565 France FRA \n", "234 2014 B.R. Shetty 1565 India IND \n", "261 2014 Bent Jensen 1565 Denmark DEN \n", "296 2014 Boris Mints 1565 Russia RUS \n", "302 2014 Brian Higgins 1565 United States USA \n", "320 2014 C. James Koch 1565 United States USA \n", "343 2014 Carlos Martins 1565 Brazil BRA \n", "358 2014 Chang Pyung-Soon 1565 South Korea KOR \n", "424 2014 Christopher Burch 1565 United States USA \n", "482 2014 Dariusz Milek 1565 Poland POL \n", "559 2014 Ding Shijia 1565 China CHN \n", "560 2014 Ding Shizhong 1565 China CHN \n", "569 2014 Dmitry Korzhev 1565 Russia RUS \n", "573 2014 Dmitry Troitsky 1565 Russia RUS \n", "638 2014 Elena Baturina 1565 Russia RUS \n", "660 2014 Enrique Banuelos 1565 Spain ESP \n", "702 2014 Feng Hailiang 1565 China CHN \n", "734 2014 Fred Chang 1565 United States USA \n", "748 2014 Fu Kwan 1565 China CHN \n", "843 2014 Graham Kirkham 1565 United Kingdom GBR \n", "886 2014 Harindarpal Banga 1565 India IND \n", "914 2014 Henri Beaufour 1565 France FRA \n", "952 2014 Horst Julius Pudwill 1565 Germany DEU \n", "976 2014 Huo Qinghua 1565 China CHN \n", "... ... ... ... ... ... \n", "1731 2014 Murat Vargi 1565 Turkey TUR \n", "1755 2014 Nerijus Numavicius 1565 Lithuania LTU \n", "1783 2014 O. Francis Biondi 1565 United States USA \n", "1834 2014 Pavel Tykac 1565 Czech Republic CZE \n", "1868 2014 Philip Falcone 1565 United States USA \n", "1971 2014 Richard Chang 1565 Taiwan Taiwan \n", "2024 2014 Robert Ingham 1565 Australia AUS \n", "2092 2014 Rostam Azizi 1565 Tanzania TZA \n", "2107 2014 Ryan Kavanaugh 1565 United States USA \n", "2147 2014 Sara Blakely 1565 United States USA \n", "2158 2014 Seo Jung-Jin 1565 South Korea KOR \n", "2165 2014 Sergei Petrov 1565 Russia RUS \n", "2168 2014 Sergei Tsikalyuk 1565 Russia RUS \n", "2174 2014 Serhiy Tihipko 1565 Ukraine UKR \n", "2203 2014 Shoji Uehara 1565 Japan JPN \n", "2247 2014 Stefan von Holtzbrinck 1565 Germany DEU \n", "2316 2014 T.S. Kalyanaraman 1565 India IND \n", "2359 2014 Thomas Bailey 1565 United States USA \n", "2365 2014 Thomas Kaplan 1565 United States USA \n", "2401 2014 Tory Burch 1565 United States USA \n", "2443 2014 Vivek Chaand Sehgal 1565 Australia AUS \n", "2472 2014 Wang Jianfeng 1565 China CHN \n", "2479 2014 Wang Muqing 1565 China CHN \n", "2484 2014 Wang Yong 1565 China CHN \n", "2530 2014 William Moncrief, Jr. 1565 United States USA \n", "2547 2014 Wu Chung-Yi 1565 Taiwan Taiwan \n", "2549 2014 Wu Xiong 1565 China CHN \n", "2561 2014 Yang Keng 1565 China CHN \n", "2591 2014 Zdenek Bakala 1565 Czech Republic CZE \n", "2607 2014 Zhu Wenchen 1565 China CHN \n", "\n", " networthusbillion selfmade typeofwealth gender age \\\n", "56 1.0 self-made self-made finance male 71.0 \n", "81 1.0 self-made self-made finance male 59.0 \n", "129 1.0 self-made founder non-finance male 65.0 \n", "145 1.0 inherited inherited female NaN \n", "164 1.0 self-made self-made finance male 86.0 \n", "171 1.0 inherited inherited female 69.0 \n", "178 1.0 inherited inherited female 50.0 \n", "234 1.0 self-made founder non-finance male 72.0 \n", "261 1.0 inherited inherited male 62.0 \n", "296 1.0 self-made self-made finance male 55.0 \n", "302 1.0 self-made self-made finance male 49.0 \n", "320 1.0 self-made founder non-finance male 64.0 \n", "343 1.0 self-made founder non-finance male 57.0 \n", "358 1.0 self-made founder non-finance male 63.0 \n", "424 1.0 self-made founder non-finance male 60.0 \n", "482 1.0 self-made self-made finance male 46.0 \n", "559 1.0 self-made executive male 50.0 \n", "560 1.0 self-made executive male 43.0 \n", "569 1.0 self-made founder non-finance male 50.0 \n", "573 1.0 self-made founder non-finance male 49.0 \n", "638 1.0 self-made privatized and resources female 50.0 \n", "660 1.0 self-made self-made finance male 48.0 \n", "702 1.0 self-made founder non-finance male 53.0 \n", "734 1.0 self-made founder non-finance male 57.0 \n", "748 1.0 self-made self-made finance male 56.0 \n", "843 1.0 self-made founder non-finance male 69.0 \n", "886 1.0 self-made privatized and resources male 63.0 \n", "914 1.0 inherited inherited male 48.0 \n", "952 1.0 self-made founder non-finance male 69.0 \n", "976 1.0 self-made privatized and resources male 52.0 \n", "... ... ... ... ... ... \n", "1731 1.0 self-made founder non-finance male 66.0 \n", "1755 1.0 self-made founder non-finance male 46.0 \n", "1783 1.0 self-made self-made finance male 49.0 \n", "1834 1.0 self-made privatized and resources male 49.0 \n", "1868 1.0 self-made self-made finance male 51.0 \n", "1971 1.0 self-made self-made finance male 67.0 \n", "2024 1.0 self-made executive male 82.0 \n", "2092 1.0 self-made executive male 49.0 \n", "2107 1.0 self-made founder non-finance male 39.0 \n", "2147 1.0 self-made founder non-finance female 43.0 \n", "2158 1.0 self-made founder non-finance male 56.0 \n", "2165 1.0 self-made founder non-finance male 59.0 \n", "2168 1.0 self-made self-made finance male 55.0 \n", "2174 1.0 self-made self-made finance male 54.0 \n", "2203 1.0 inherited inherited male 86.0 \n", "2247 1.0 inherited inherited male 50.0 \n", "2316 1.0 self-made founder non-finance male 66.0 \n", "2359 1.0 self-made self-made finance male 77.0 \n", "2365 1.0 self-made self-made finance male 51.0 \n", "2401 1.0 self-made founder non-finance female 47.0 \n", "2443 1.0 self-made founder non-finance male 57.0 \n", "2472 1.0 self-made founder non-finance male 44.0 \n", "2479 1.0 self-made founder non-finance male 63.0 \n", "2484 1.0 self-made founder non-finance male 63.0 \n", "2530 1.0 inherited inherited male 93.0 \n", "2547 1.0 self-made executive male 55.0 \n", "2549 1.0 self-made executive male NaN \n", "2561 1.0 self-made self-made finance male 53.0 \n", "2591 1.0 self-made privatized and resources male 53.0 \n", "2607 1.0 self-made executive male 48.0 \n", "\n", " ... relationshiptocompany \\\n", "56 ... owner \n", "81 ... investor \n", "129 ... founder \n", "145 ... relation \n", "164 ... founder \n", "171 ... relation \n", "178 ... relation \n", "234 ... founder \n", "261 ... relation \n", "296 ... owner \n", "302 ... founder \n", "320 ... founder \n", "343 ... founder \n", "358 ... founder \n", "424 ... founder \n", "482 ... founder \n", "559 ... deputy chairman \n", "560 ... director \n", "569 ... founder \n", "573 ... founder \n", "638 ... founder \n", "660 ... founder \n", "702 ... founder \n", "734 ... founder \n", "748 ... chairman \n", "843 ... founder \n", "886 ... Vice Chairman \n", "914 ... relation \n", "952 ... founder \n", "976 ... chairman \n", "... ... ... \n", "1731 ... founder \n", "1755 ... founder \n", "1783 ... founder \n", "1834 ... investor \n", "1868 ... founder \n", "1971 ... founder \n", "2024 ... relation \n", "2092 ... investor \n", "2107 ... founder \n", "2147 ... founder \n", "2158 ... founder \n", "2165 ... founder \n", "2168 ... founder \n", "2174 ... founder \n", "2203 ... relation \n", "2247 ... relation \n", "2316 ... founder \n", "2359 ... founder \n", "2365 ... founder \n", "2401 ... founder \n", "2443 ... founder \n", "2472 ... founder \n", "2479 ... founder \n", "2484 ... founder \n", "2530 ... relation \n", "2547 ... investor \n", "2549 ... owner \n", "2561 ... chairman \n", "2591 ... founder \n", "2607 ... chairman \n", "\n", " foundingdate gdpcurrentus sourceofwealth \\\n", "56 1952.0 NaN investments \n", "81 1980.0 NaN investments \n", "129 1992.0 NaN pharmaceuticals \n", "145 1923.0 NaN consumer goods \n", "164 1955.0 NaN real estate \n", "171 1955.0 NaN mining \n", "178 1929.0 NaN pharmaceuticals \n", "234 1975.0 NaN healthcare \n", "261 1907.0 NaN electric linear systems \n", "296 2010.0 NaN real estate \n", "302 1995.0 NaN Hedge fund \n", "320 1984.0 NaN beer \n", "343 1987.0 NaN education \n", "358 1985.0 NaN education \n", "424 2004.0 NaN fashion \n", "482 1989.0 NaN real estate, retail \n", "559 1994.0 NaN shoes \n", "560 1966.0 NaN retail \n", "569 1993.0 NaN retail \n", "573 1993.0 NaN retail \n", "638 1991.0 NaN construction \n", "660 1982.0 NaN real estate \n", "702 1989.0 NaN copper processing & real estate \n", "734 2001.0 NaN online retailing \n", "748 1990.0 NaN diversified \n", "843 1983.0 NaN furniture retail \n", "886 1986.0 NaN commodities \n", "914 1929.0 NaN pharmaceuticals \n", "952 1985.0 NaN manufacturing \n", "976 1996.0 NaN coal \n", "... ... ... ... \n", "1731 1993.0 NaN telecom \n", "1755 1992.0 NaN retail, pharmacy \n", "1783 1995.0 NaN hedge fund \n", "1834 1995.0 NaN coal mine \n", "1868 2001.0 NaN hedge funds \n", "1971 1984.0 NaN real estate, electronics \n", "2024 1918.0 NaN agribusiness \n", "2092 1999.0 NaN telecom, investments \n", "2107 2004.0 NaN Movies \n", "2147 2000.0 NaN Spanx \n", "2158 2002.0 NaN Celltrion \n", "2165 1990.0 NaN auto import and dealerships \n", "2168 1992.0 NaN insurance \n", "2174 1992.0 NaN banking, agriculture \n", "2203 1912.0 NaN pharmaceuticals \n", "2247 1948.0 NaN publishing \n", "2316 1993.0 NaN jewelry \n", "2359 1969.0 NaN finance \n", "2365 1993.0 NaN investments \n", "2401 2004.0 NaN fashion \n", "2443 1986.0 NaN auto parts \n", "2472 2004.0 NaN auto parts \n", "2479 1999.0 NaN auto distribution \n", "2484 1986.0 NaN food sweeteners \n", "2530 1929.0 NaN oil \n", "2547 1991.0 NaN manufacturing \n", "2549 1999.0 NaN infant formula \n", "2561 NaN NaN real estate \n", "2591 1994.0 NaN coal \n", "2607 1999.0 NaN pharmaceuticals \n", "\n", " notes \\\n", "56 married to Esther Koplowitz \n", "81 many business ventures have failed but still m... \n", "129 NaN \n", "145 inherited from father \n", "164 NaN \n", "171 inherited from father \n", "178 3rd generation \n", "234 NaN \n", "261 3rd generation \n", "296 NaN \n", "302 NaN \n", "320 NaN \n", "343 NaN \n", "358 NaN \n", "424 NaN \n", "482 NaN \n", "559 NaN \n", "560 NaN \n", "569 NaN \n", "573 NaN \n", "638 former wife mayor of moscow \n", "660 NaN \n", "702 NaN \n", "734 NaN \n", "748 NaN \n", "843 NaN \n", "886 NaN \n", "914 3rd generation \n", "952 NaN \n", "976 NaN \n", "... ... \n", "1731 NaN \n", "1755 NaN \n", "1783 NaN \n", "1834 took advantage of Czech Republics privitizatio... \n", "1868 NaN \n", "1971 NaN \n", "2024 inherited family farm and turned it into poutr... \n", "2092 NaN \n", "2107 NaN \n", "2147 NaN \n", "2158 NaN \n", "2165 NaN \n", "2168 NaN \n", "2174 NaN \n", "2203 inherited from father \n", "2247 inherited from father \n", "2316 NaN \n", "2359 NaN \n", "2365 NaN \n", "2401 NaN \n", "2443 Indian founder of Motherson Sumi, Australian c... \n", "2472 NaN \n", "2479 NaN \n", "2484 NaN \n", "2530 joined father's business following WWII \n", "2547 NaN \n", "2549 NaN \n", "2561 NaN \n", "2591 NaN \n", "2607 NaN \n", "\n", " notes2 \\\n", "56 NaN \n", "81 NaN \n", "129 NaN \n", "145 no involvement in company \n", "164 NaN \n", "171 shared fortune with brother \n", "178 NaN \n", "234 NaN \n", "261 NaN \n", "296 NaN \n", "302 NaN \n", "320 NaN \n", "343 NaN \n", "358 NaN \n", "424 NaN \n", "482 NaN \n", "559 NaN \n", "560 NaN \n", "569 NaN \n", "573 NaN \n", "638 NaN \n", "660 NaN \n", "702 NaN \n", "734 NaN \n", "748 NaN \n", "843 NaN \n", "886 NaN \n", "914 NaN \n", "952 NaN \n", "976 NaN \n", "... ... \n", "1731 NaN \n", "1755 NaN \n", "1783 NaN \n", "1834 NaN \n", "1868 NaN \n", "1971 NaN \n", "2024 NaN \n", "2092 NaN \n", "2107 NaN \n", "2147 NaN \n", "2158 NaN \n", "2165 NaN \n", "2168 NaN \n", "2174 NaN \n", "2203 NaN \n", "2247 NaN \n", "2316 NaN \n", "2359 NaN \n", "2365 NaN \n", "2401 NaN \n", "2443 NaN \n", "2472 NaN \n", "2479 NaN \n", "2484 NaN \n", "2530 NaN \n", "2547 NaN \n", "2549 NaN \n", "2561 NaN \n", "2591 NaN \n", "2607 NaN \n", "\n", " source \\\n", "56 http://en.wikipedia.org/wiki/Alberto_Alcocer \n", "81 http://www.forbes.com/sites/nathanvardi/2014/0... \n", "129 http://www.forbes.com/profile/an-kang/ \n", "145 http://www.forbes.com/profile/matthias-reimann... \n", "164 http://en.wikipedia.org/wiki/Andrew_Gotianun \n", "171 http://www.forbes.com/profile/angela-bennett/ \n", "178 http://en.wikipedia.org/wiki/Ipsen \n", "234 http://en.wikipedia.org/wiki/B._R._Shetty \n", "261 http://www.forbes.com/profile/bent-jensen/ \n", "296 http://www.forbes.com/profile/boris-mints/ \n", "302 http://www.forbes.com/profile/brian-higgins-1/ \n", "320 http://en.wikipedia.org/wiki/Samuel_Adams_(beer) \n", "343 http://en.wikipedia.org/wiki/Carlos_Roberto_Ma... \n", "358 http://www.forbes.com/profile/chang-pyung-soon/ \n", "424 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http://www.bloomberg.com/news/articles/2013-01... \n", "2359 http://en.wikipedia.org/wiki/Janus_Capital_Group \n", "2365 http://www.wsj.com/articles/SB1000142405270230... \n", "2401 http://www.vanityfair.com/news/2007/02/tory-bu... \n", "2443 http://en.wikipedia.org/wiki/Motherson_Sumi_Sy... \n", "2472 http://en.joyson.cn/About/RongYuZiZHi.html \n", "2479 http://www.zhengtongauto.com/en/milestone.html \n", "2484 NaN \n", "2530 http://www.moncriefoil.com/history.htm \n", "2547 http://en.wikipedia.org/wiki/Tingyi_(Cayman_Is... \n", "2549 NaN \n", "2561 NaN \n", "2591 NaN \n", "2607 http://www.forbes.com/profile/zhu-wenchen/ \n", "\n", " source_3 \\\n", "56 NaN \n", "81 NaN \n", "129 NaN \n", "145 NaN \n", "164 Second-hand car dealer discovers road to riche... \n", "171 NaN \n", "178 http://www.forbes.com/profile/anne-beaufour/ \n", "234 NaN \n", "261 NaN \n", "296 http://www.bloomberg.com/research/stocks/priva... \n", "302 NaN \n", "320 NaN \n", "343 NaN \n", "358 NaN \n", "424 http://www.vanityfair.com/news/2007/02/tory-bu... \n", "482 NaN \n", "559 http://www.bloomberg.com/research/stocks/peopl... \n", "560 NaN \n", "569 NaN \n", "573 NaN \n", "638 NaN \n", "660 NaN \n", "702 NaN \n", "734 http://www.forbes.com/sites/andreanavarro/2014... \n", "748 NaN \n", "843 http://www.independent.co.uk/news/business/kir... \n", "886 NaN \n", "914 http://www.forbes.com/profile/anne-beaufour/ \n", "952 NaN \n", "976 NaN \n", "... ... \n", "1731 http://www.bloomberg.com/research/stocks/priva... \n", "1755 NaN \n", "1783 NaN \n", "1834 NaN \n", "1868 NaN \n", "1971 NaN \n", "2024 NaN \n", "2092 http://www.thecitizen.co.tz/News/Rostam--Dewji... \n", "2107 http://www.vanityfair.com/news/2010/03/kavanau... \n", "2147 NaN \n", "2158 NaN \n", "2165 NaN \n", "2168 NaN \n", "2174 http://www.kyivpost.com/content/business/priva... \n", "2203 NaN \n", "2247 NaN \n", "2316 NaN \n", "2359 http://archive.fortune.com/magazines/fortune/f... \n", "2365 NaN \n", "2401 NaN \n", "2443 NaN 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Rashmi K P... \n", "2472 NaN \n", "2479 NaN \n", "2484 NaN \n", "2530 NaN \n", "2547 NaN \n", "2549 NaN \n", "2561 NaN \n", "2591 NaN \n", "2607 NaN \n", "\n", "[81 rows x 30 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recent[recent['networthusbillion'] == 1]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "count 1653.000000\n", "mean 3.904658\n", "std 5.748520\n", "min 1.000000\n", "25% 1.400000\n", "50% 2.100000\n", "75% 3.700000\n", "max 76.000000\n", "Name: networthusbillion, dtype: float64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recent['networthusbillion'].describe()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "gender \n", "female count 180.000000\n", " mean 3.920556\n", " std 5.312604\n", " min 1.000000\n", " 25% 1.400000\n", " 50% 2.300000\n", " 75% 3.700000\n", " max 36.700000\n", "male count 1473.000000\n", " mean 3.902716\n", " std 5.801227\n", " min 1.000000\n", " 25% 1.400000\n", " 50% 2.100000\n", " 75% 3.700000\n", " max 76.000000\n", "Name: networthusbillion, dtype: float64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recent.groupby(\"gender\")['networthusbillion'].describe()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "countrycode\n", "USA 2322.4\n", "RUS 422.5\n", "DEU 401.4\n", "CHN 375.8\n", "FRA 235.3\n", "HKG 213.7\n", "BRA 192.2\n", "IND 191.9\n", "ITA 158.1\n", "GBR 152.0\n", "MEX 142.9\n", "ESP 122.6\n", "SWE 116.7\n", "CAN 112.8\n", "JPN 101.0\n", "AUS 85.4\n", "CHE 80.2\n", "Taiwan 75.8\n", "KOR 60.7\n", "MYS 53.1\n", "ISR 51.8\n", "SAU 49.0\n", "IDN 47.8\n", "SGP 45.1\n", "TUR 43.2\n", "CHL 41.3\n", "PHL 40.1\n", "THA 36.8\n", "AUT 33.8\n", "NGA 33.3\n", " ... \n", "EGY 15.6\n", "ARE 14.6\n", "FIN 13.3\n", "POL 12.8\n", "LBN 12.3\n", "PER 11.9\n", "ARG 11.3\n", "PRT 10.6\n", "NZL 9.8\n", "KAZ 9.2\n", "VEN 9.0\n", "GRC 8.2\n", "BEL 8.0\n", "MAR 7.4\n", "KWT 6.5\n", "GEO 5.2\n", "MCO 4.6\n", "SWZ 3.7\n", "AGO 3.7\n", "DZA 3.2\n", "MAC 2.8\n", "GGY 2.4\n", "OMN 2.3\n", "VNM 1.6\n", "ROU 1.2\n", "KNA 1.2\n", "NPL 1.1\n", "UGA 1.1\n", "TZA 1.0\n", "LTU 1.0\n", "Name: networthusbillion, dtype: float64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# * Add up the wealth of all of the billionaires in a \n", "# given country (or a few countries) and then \n", "# compare it to the GDP of the country, or other billionaires, \n", "# so like pit the US vs India\n", "recent.groupby('countrycode')['networthusbillion'].sum().sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Consumer 291\n", "Real Estate 190\n", "Retail, Restaurant 174\n", "Diversified financial 132\n", "Technology-Computer 131\n", "Name: industry, dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# * What are the most common industries for billionaires to come from?\n", "recent['industry'].value_counts().head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "industry\n", "Consumer 1177.8\n", "Retail, Restaurant 820.9\n", "Technology-Computer 684.6\n", "Diversified financial 614.4\n", "Real Estate 573.8\n", "Name: networthusbillion, dtype: float64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# What's the total amount of billionaire money from each industry?\n", "recent.groupby('industry')['networthusbillion'].sum().sort_values(ascending=False).head()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gAO+//36dOxv+/v707t2bnTt3EhYWRmxsrFRN9/bt23z00UcsXryYvXv3kpyc\njFqtJjc3l86dO0vVb0+cOMHGjRvR6XTY2NgQExPD+fPnWb16NeXl5ZiZmREeHo6bm1ud49QHIbU1\ngJDVCgSCh4hwPho57du355tvvmH8+PEEBAQQGhqKn58fGo2GRYsWMWHCBDw9PSUH5KeffkIulzNv\n3jyysrKYMWMGX3zxBW+++abebkZVgrCqbKv3olWrVuzcudPgvery2cuXLxMfH4+JiQnjx4+nX79+\nKBQKli5dyvTp03F0dOTOnTsANG/enM8++wy5XM7p06fZsGEDkyZNqnUce3v7eq1VSG1rImS1AoHg\nYSKcj0aOubk5cXFxnD17ljNnzrBo0SLeeustWrVqRdOmTaWU7Obm5kClzLWqdoy7uztOTk4P5Rii\nvqd77dq1k9bSvHlz8vPzKS4uxs/PD0fHypeflZUVAHfu3CEhIYHs7OwaihZD4xhyPoTUtn48bbJa\nQzR2KaOwz7hp7PYJqa2gBjKZDD8/P/z8/GjRogX79u2jVatWDS4m9yBcunRJChCVy+XS3LXJZavW\nXeVQGFrrpk2bCAgIYPLkyeTn5xMbG3vPce5GSG3rx9MmqzVEYz5TB2GfsdOY7RNSW0ENsrKykMvl\nuLq6ApVOgKOjI+7u7ty8eZOMjAy9YxdfX1/279+Pv78/WVlZFBQU4O7uTnZ2tl7FWAsLC0pKSuq1\nhtTUVHbt2sXUqVOBymq8Fy5cwMvLi0OHDt2zf+vWrVmxYgX5+fk4OTlRXFyMtbU1JSUl0m7Gnj17\nGvpoakVIbQ0gZLUCgeAhIpwPI2Hw4MF4eHhIlWpDQ0N55ZVX9Nqkpqby/fff89FHH0nXVCoVq1at\noqSkRHJCRo8ejUKhYMKECaxYsQK1Wo1SqSQmJoa+ffuybNkyJk+ejImJCRERESgUChQKBceOHSMq\nKopXX32VoKAgFixYQEpKisGA06SkJPbv309ZWRkKhQJXV1ccHBwAGDBgAAsXLmTXrl107NixVpur\nYkFsbW0ZNWoU8+bNQ6fTYWdnxyeffMKAAQNYvHgxW7dupWPHjhQVFZGZmVnrOPVFSG0FAoHg0SKk\ntkZCfarIpqamsn37dqKiHjxgsiqXx/2O/e2331JUVERYWBgA2dnZODk56R2HPEzuXu+DIKS2xomw\nz7gR9hkvQmrbiKnNRzxx4gRr1qxBqVTSpk0b6frdapRJkyYRHR2No6Mj8fHxFBYWolar6devHy+8\n8AIAYWHAjjYEAAAgAElEQVRh9O7dmzNnzjB8+HBKS0sNjl1cXMySJUvIy8tDqVQyatQoqY5LFTdu\n3MDJ6X9b9VV1WwCD8//666/k5uZKktjquUL279/Pf/7zHyoqKvD29mbEiBHIZDK99Q4bNoxNmzZJ\nEt6wsDD69etHSkoKSqWSDz/8EFtb2wf8LQgEAoHgYSCcDyNBrVYTFRUlHbu8+uqrdOrUiaVLlzJt\n2jRcXFxYuHBhrf2rHz2Eh4djZWWFWq0mOjqakJAQrK2tKSsrw8fHh7CwMMrLyxk3bpzBsTdv3kyr\nVq2IjIzkzJkzJCQkMHfuXL35/vKXvzBz5kyOHDmCv78/PXv2lOJODM0fEhLClClTJOfj0KFDvP76\n62RmZpKUlMSMGTOQy+UsX76c/fv30717d7313k3VvSFDhrB+/Xp27tzJ66+/Xq9nbXR5PkQODoFA\nYGQI58NIUCqVxMXpB0JeunQJFxcXXFxcAHj++efZtWuXwf7Vd05+/PFHjh07BkBhYSE5OTl4e3sj\nl8sJCQkBIDMzs9ax09PTpXwaAQEBFBcXo1KpJGkrgIeHBwkJCZw8eZJTp04RHR3NzJkzcXd3r3V+\nFxcXzp8/j6urK1lZWbRp04aff/6ZixcvEh0djU6no7y8XMrOWn29d6NQKKR4Ek9PT06fPm2wnSGp\nrbHl+bD4ZD6WLVrds11jl/oJ+4wbYZ9xI6S2fzJqO46prQJsamoqf/zxB7NmzcLU1JTY2FjUajVQ\n+eWovkNS33Cg2toplUqCg4MJDg5GLpdz/Phxbt68Wev8oaGhJCUl4e7uTufOnaVxevTowd///vca\n49+93upUjy2Ry+WNWmpbXxlsYz5zBmGfsSPsM16E1LYRY+gF36xZMwoKCsjLy8PZ2ZmDBw9K95yc\nnDh+/DgAGRkZ5OXlAVBSUoKVlRWmpqZkZmZy7tw5g3PUNXaVHHfgwIH88ccf2Nra6u16QOXuSPPm\nzbGyskKj0XDt2jX8/f3rnD84OJht27bh5OTE22+/DVTurMTHx/PSSy9ha2sr7bI4OjrW6Rw9SBy1\n0UlthQxWIBAYGcL5MBLKy8v1Yj46dOjAW2+9xciRI5k9ezZKpRJfX19UKhUAISEh7Nu3j0mTJtG6\ndWspGjkwMJBff/2ViRMn4u7ujo+PjzRH9V0EU1NTRo0aZXDsQYMGsWTJEiIjI1EqlURERNRYb25u\nLsuXLwcqlSgdO3YkJCQEjUZT6/xWVlY0a9aMrKwsvLy8gMrspEOGDGHGjBnodDoUCgXDhw/H0dGx\nTgltQ+W11WmsUluBQCB4WhBS20bMp59+yuuvv05gYCBQGcS5d+9eoqOjn/DKID8/nwkTJtCsWTO0\nWi3m5uZSYbgnjZDaGifCPuNG2Ge83I/U9uEkRhA8lYwcOZI1a9ag0WhQqVR8/fXXDB8+/EkvS8LV\n1ZW4uDji4+Pp0aMH27Zte6TzVY+BEQgEAsGTQxy7NGKeeeYZOnXqxLfffotKpaJHjx7s3LkTBwcH\n+vbtC+jnA1m3bh0nTpxALpfz2muvERoaSmpqKlu2bMHGxoarV6/i6enJ2LFjAYiIiKBHjx6kpKSg\n1WqZMGEC7u7ulJWVsXLlSq5du4ZGo2HQoEF06tSpxvqqb7qVlJRgbW0NVO6KJCQkUFZWBsCwYcPw\n8fGpkcF15cqVeHl50aNHDzIyMli7di1lZWXY2NgQHh5OkyZNiI2NpWXLlqSnp9OtW7d6VeF9aqW2\nQlIrEAgaCcL5aOS88cYbREVFYWpqyuzZs7l27RqrV6+WnI9Dhw4xZcoUjhw5wpUrV5g/fz63bt0i\nOjoaPz8/oFLSu2DBApo0aUJMTAzp6elS0jE7Ozvi4uL45Zdf2L59O6NHj2bbtm20a9eOMWPGUFJS\nQnR0NO3bt8fMzExvbbm5uURFRVFSUoJarWbWrFnSmDExMSgUCnJycli0aBGzZ88GDMdyVFRUsGrV\nKj788ENsbGxISkpi48aNjBkzRrpf1b8+PK1SW1HWXiAQNBaE89HIUSqVhIaGYm5ujkKhwMPDg6Ki\nIm7evMmtW7ewtrbG3t6etLQ0unXrBlS+/P38/Lhw4QIWFhZ4e3vTtGlToDJ/R35+vuR8BAcHA5W5\nNI4ePQrAqVOnSElJ4fvvvwdAo9FIBeqqU3XsApVO0NKlS/n444/RaDSsXLmSS5cuIZfLyc7OrtPG\nrKwsrly5IgWl6nQ6ab1QKeGtDUN5Pp5WHrSsfWPPMyDsM26EfcaNyPMhqIFMJtOre9KlSxcOHTrE\nzZs363wxV1FXzgxTU9Ma13U6HZMmTWpQ8GhQUBCJiYlAZRK0Jk2aMG/ePLRarSS7lcvlekc1VflB\ndDodLVq0YPr06QbHViqVtc5r6EvytEptK+yaPlDAWmMOeANhn7Ej7DNeRJ4PQb0IDQ1l6dKl3L59\nm2nTpgHQtm1bdu7cSffu3SkuLubs2bMMHTrUYJXYe9GhQwf+85//MGzYMKDy2MbDw6NGu+qORFpa\nmpR+vaSkRKqA+9tvv0mBok5OTlIcSVlZGWfOnKFt27a4u7tTVFTEuXPn8PHxoaKiguzsbJo3b97g\ntYOQ2goEAsGjRjgffzLCwsJYu3YtpaWlODg4SKnKg4ODOXfuHJGRkcjlcoYOHYqdnV2dzkdtuTQG\nDhzI6tWrmTx5MjqdDmdnZ4PVcPPy8oiKikKr1WJqasro0aMB6Nu3L/Pnz2ffvn0EBgZKCcwcHBzo\n2rUrkyZNwtnZmZs3b6JSqVAoFEycOJGEhATy8vJwdHTkpZdeum/nQyAQCASPFpHn40/Gu+++y5o1\nax76uA+zpH19+eCDD5gzZ46kkklNTWX79u0GHZ2GIPJ8GCfCPuNG2Ge83E+eD7HzISAlJYVt27ah\n0WiwsbFh3Lhx2NraMnnyZD777DMsLS0ZPnw47777Lt27dychIYEePXpw/fp1jh49ikqlQqfTMXXq\nVL7//nsOHTqERqMhODiYQYMGkZ+fz6xZs/D19eXcuXPY29vz4YcfYmpqSk5ODsuWLaOoqAgTExMm\nTpyIs7OzwXHu5m6/ufrn4uJilixZQl5eHkqlklGjRtGiRYt6PY8nLrUVklqBQNDIEc6HgLZt2zJz\n5kwAdu/ezXfffcfQoUPx9fUlPT0dR0dHXFxcSEtLo3v37vz3v/9l1KhRJCUlcfHiRebPn4+lpSWn\nTp0iJyeH2bNno9PpiIuLIy0tDQcHB3JycpgwYQKjR49m4cKFHDlyhOeee44vv/yS1157jU6dOqHR\naNBqtbWO4+vrW2PtsbGxUiCqSqWiWbNmQGXkdatWrYiMjOTMmTMkJCQwd+7cej2PJy21FZJagUDQ\n2BHOh4CCggLWrVvHjRs3qKiowNnZGagsIJeamoqTkxN9+vRh165dFBYWYm1tLeXsaN++PZaWlgCc\nPHmSU6dOSTVoysrKyM7OxsHBAWdnZ2nnwdPTk7y8PFQqFYWFhVICsipVTW3jGHI+pk6dWuPYBSoL\n202aNAmoLE5XVZDu7gJ4T6PU9kEltbXR2KV+wj7jRthn3AipraDBrFq1ipdffpmOHTtKGU2hckdk\nx44dXL9+nSFDhnD06FEOHz6s5wRUl7HqdDpeffVVevfurTd+fn6+JMmFSslseXl5reupbZwHobbQ\npvp8SR43FRWaR3I23JjPnEHYZ+wI+4wXIbUV3BNDL+GSkhIpKdfevXul6w4ODhQVFaHRaHB2dsbX\n15ft27fXWh8mMDCQTZs28dxzz2Fubk5hYaG0m2FoXnNzcxwcHDh27BidO3eWjl1qG8fW1rbedvr6\n+rJ//34GDhzIH3/8ga2tbY1dj9p44nk+7J2e7PwCgUDwiBHORyNm8ODBeHh4UFFRgaurKx988AFq\ntVpKOw7Qv39/Bg0axIIFC1Aqldy4cUMvMLN169aS49C2bVs2btyot/Nx/vx5fvjhB/r370/79u3J\nzMxkypQp3Lp1izt37uDq6kp5eTl37tyR+iQlJeHi4gJUKla++uorNm/ejEKhYMKECXrjAFhYWDB2\n7FiOHz9ORkaGlD+kNqkvwKBBg1iyZAmRkZEolUoiIiLq/dxEng+BQCB4tAipbSOmuqx28eLFtGzZ\nss7Cavn5+cTFxTFv3rx6z1G9MF1d1z/99FOGDBmCn58fiYmJBAUFERIS0iB79u7dq+d8NJT6yoGF\n1NY4EfYZN8I+40VIbQW14uPjw+XLlwFQqVTEx8dz584dKioqGDx4sBT0WVFRwdKlS2tIYnNzc1mx\nYgW3b9/GzMyM0aNH3/MfXJVfq1arKS8vx8rKqkab06dPs379erRaLV5eXowYMQKFQsH58+dZs2YN\nKpUKMzMzYmJiACgsLGTWrFnk5ubSuXNn3nnnHaCynszmzZvRaDS4uLgQHh4u7XiEhoZy+vRpBgwY\nUK908k9UaitktgKB4E+AcD4aMVUv/yr5akBAAFAZdR0ZGYm5uTm3b9/mk08+kZyP2iSxX331FSNH\njsTV1ZXz58+zfPlyPv300zrn//HHHzlw4AD5+fkEBgbSsmVLvfvl5eUkJiYydepUXF1dSUhI4Jdf\nfuGvf/0rixYtYsKECXh6ekoOCMDly5eJj4/HxMSE8ePH069fP0xNTdm6dSuffvopZmZmfPfdd/zw\nww8MHDgQqPyLY86cOfV+bk9SaitktgKB4M+AcD4aMWq1mqioKK5fv46zszN9+vQBKp2SDRs2cPbs\nWWQyGTdu3ODWrVsAtUpi09PTWbhwoeTQVC8uVxv9+/enf//+aLVa5s2bR1JSkt7OQ1ZWFi4uLlJN\nl549e7Jjxw4CAgJo2rQpnp6eAHqBou3atZM+N2/enPz8fO7cucO1a9eIiYlBp9NRUVGBj4+P1MeY\nqto+KpktNH6pn7DPuBH2GTdCaiuQUCqVxMXFoVarmTlzJsnJyQQHB7N//36KioqIi4tDLpcTEREh\nSV8NSWJ1Oh1WVlbExd2fCkQulxMYGMjZs2drOAK1hRzVdr16hV2ZTEZFRQU6nY4OHTowbtw4g33q\nUrk8bVLbRyWzhcZ95gzCPmNH2Ge8CKmtQI+qF7iZmRnvv/8+ixYtIjg4mJKSEuzs7JDL5Zw5c4aC\ngoIafapjYWGBs7Mzhw8fpkuXLkDl8cfdxyi1za/T6UhPT6dVq1Z6993d3SkoKCA3NxcXFxf27duH\nv78/7u7u3Lx5k4yMjBrHLoZo3bo1K1euJCcnB1dXV8rKyigsLMTNza1+D+ounqjUVshsBQLBnwDh\nfDRiqktRPTw8cHNzIykpieeff564uDgiIyPx9PSUUpIDXLt2zeBYY8eO5fPPP2fJkiU4OjoSGhp6\nT+fjp59+4sCBA2g0Glq2bEnfvn2BSnlucnIyK1euZMyYMSxYsEAKOO3du7ckuV2xYgVqtRqlUikF\nnBqyz9bWlvDwcCZOnIirqysmJiYMGTIENzc3ZDIZ3333HXZ2dnUqfaojpLYCgUDwaBFSW4EedVW9\nfRhVY3U6HePGjcPFxYXXX38dPz+/Gm3ut0Lu3VVuq6hNDlwbQmprnAj7jBthn/EipLaCh8a6des4\nceIEcrmc1157TYrVUKlULFiwgKtXr+Lp6cnYsWMBiIiIoEePHqSkpKDVapkwYYLBf5B//PEHLVu2\nJDQ0lAMHDkjOx5YtW8jNzSU3NxcnJyfat29PcnIyarW6hqz2wIEDfPvttwA8++yzvP3224D+kdG2\nbdv47bffaNKkCfb29nh5edXbdiG1FQgEgkeLcD4Eeuh0Oo4cOcKVK1eYP38+t27dIjo6WnISLl26\nxIIFC2jSpAkxMTGkp6fTpk0bAOzs7IiLi+OXX37h+++/5x//+EeN8Q8ePEhoaCgdO3Zk3bp1ersc\nmZmZTJ8+HYVCwd69ew3KamUyGRs2bGDu3LlYWloyY8YMkpOTJakwQEZGBocOHWLevHloNBqioqIa\n5HwIqa1AIBA8WoTzIahBeno63bp1AyodCj8/Py5cuICFhQXe3t5SHRgPDw/y8/Ml5yM4OBiolOge\nPXq0xrgajYbff/+d9957D6VSibe3NydOnKBjx44ABAUF6alZDMlqb9++jb+/v3S08txzz5Gamqrn\nfKSlpdG5c2dMTU0xNTXVu3c3QmrbeBD2GTfCPuNGSG0Fj5TqzoFcLtfL91El0737ehUnT56kpKSE\nSZMmodPpUKvVmJmZSc7H3ZJYQ7JaqF2Gez8IqW3jQdhn3Aj7jBchtRU8FHx9ffn111/p3r07xcXF\nnD17lqFDh5KZmflA4x48eJB//OMfUvxIWVmZVOyuvnh7e7Nq1SqKi4uxtLTk4MGD9OvXT69N27Zt\nSUxM5LXXXkOj0ZCSkiIlWKsPQmorEAgEjxbhfPx/Bg8ezPPPP88HH3wAVCouRo4ciY+PT4PUHTdu\n3GDVqlVMnDixQXN7eHig1WoxMTFh2LBhehk6H5Tk5GQyMzN55ZVX6myn1WoxNTUlODiYc+fOERkZ\niVwuZ8CAAURERGBvb8+tW7eIiYkhPDxcr29dFWahMtvqyZMnGTVqlHRNqVTi6+tLSkrKPftX3W/S\npAlvv/0206ZN4/r16/j7+xMUFKTXplWrVoSGhjJ58mRJwtsQhNRWIBAIHi1Cavv/CQsLw83NjRkz\nZmBqasqJEyfYuHEj9vb29XY+7lciWl3eevLkSf79738zbdq0Bo/zoFy6dIlly5Yxffp0PTvurna7\nc+dO0tPTG1Sm/lFQn+q4ERERxMXF1ZDf1oWQ2honwj7jRthnvAip7QPy7LPPcvz4cUJCQjhw4ADd\nunXj7NlK2eX58+dZvXo15eXlmJmZER4ejpubG3v37uXo0aOoVCp0Oh3h4eHMmTOH+fPno9Vq2bBh\nA6mpqZSXl9O3b1969+5dY97q/l9JSYnei/L777/n0KFDaDQagoODGTRoEGVlZSxcuJDCwkK0Wi0D\nBw6ka9eutcpdq5eiLyoqYtmyZVy/fh2A9957Dx8fH+bMmUNaWhr29vYkJCTUSFVe2xprs7G2yrn5\n+fnS8wHYvn07ZWVlhIaGkpCQwKxZswB9h+ebb77h+PHjqNVqfHx89HZPqjBUHffXX3/lxo0bxMbG\nYmNjc89CeAKBQCB4PAjn4/8jk8kIDQ3lm2++oWPHjly5coVevXpJzkfz5s357LPPkMvlnD59mg0b\nNjBp0iQALl68yPz587G0tCQ/P1/a/t+9ezeWlpbMmjULjUZDTEwMHTp0wMlJ/1y/qgCcWq3m5s2b\n0kvy1KlT5OTkMHv2bHQ6HXFxcaSlpXHr1i3s7e356KOPACgtLZXGqi533b59O6NHj9aba/Xq1fTv\n3582bdpQUFDAzJkzWbhwIV5eXty6dUuSut5Nbm4uUVFRlJSUoFarJSehNhsdHBxqrZxr6IjF3d2d\niooK8vPzcXJy0itC97e//Y033ngDgISEBI4fPy4FqULt1XH79evHDz/8wNSpUxu08/FE8nyI/B4C\ngeBPhHA+qtGiRQvy8/M5ePCg3ssN4M6dOyQkJJCdna2nvABo3749lpaWNcY7deoUV65c4fDhw0Cl\nk5CdnV3D+agqAAdw7tw5EhISmD9/PidPnuTUqVNERUWh0+koKysjOzsbX19f1q1bx4YNG+jYsSO+\nvr7SWPeSu54+fZrMzExpJ0OlUlFWVgbUlLpWx9XVVVrjoUOHWLp0KR9//HGtNtrb2/Ovf/2LtLS0\nGpVza6NLly4kJSXxyiuvkJSUxIQJE6Q1V+2Q3Llzh2eeeUbv91Nbddy7A1ENYUhq+yTyfFh8Mh/L\nFq3u3fABaOxSP2GfcSPsM26E1PYBCQoKYt26dUybNk3vfG7Tpk0EBAQwefJk8vPziY2Nle4plUqD\nY+l0OoYNG0b79u3rPb+Pjw9FRUUUFRWh0+l49dVXDR7VxMXF8fvvv/P111/Trl07Bg4cCNxb7qrT\n6Zg5c6ZBJ6Ou6q/VCQoKIjExsU4b9+7dy+3bt2tUzjUxMUGr1UrtqqrpAoSGhrJgwQKCg4ORy+W4\nurpSXl7OihUriIuLw97eni1btuj1qW7X/fC0SG0fpcS2isZ85gzCPmNH2Ge8CKntA1D18urVqxfW\n1tY888wzpKamSvdLSkqwt7cHYM+ePfUas0OHDuzYsQN/f39MTEzIzs7GwcGhRoXW6i/Oql0JGxsb\nAgMD2bRpE8899xzm5uYUFhaiUCioqKjA2tqa5557DktLS3bv3l1vO9u3b89PP/3EgAEDgMogUw8P\nj3v2q77GtLQ0aZfBkI329va1Vs61s7OjqKiI4uJilEolKSkpPPvsswC4uLggl8vZunUrXbt2BSqd\nE5lMho2NDSqVisOHD0v3qqitOi6ApaVljTiae/FEpLZCYisQCP5ECOfj/1MVh2Bvb8+LL75Y4/6A\nAQNYvHgxW7durXEkUxsvvPAC+fn50rGJnZ0dkZGRNdqVl5dLbaCyQJpMJqN9+/ZkZmYyZcoUoLK0\n/dixY8nOzmb9+vXIZDIUCgUjR47Us6Eu3n//fVasWEFkZCRarZa2bdsyYsSIe/bLy8sjKipKkuNW\nxZLUZmNtlXNNTEx44403iI6OxsHBQa+iLlTufqxfv57FixcDlc7DCy+8wMSJE2natCne3t411mZq\namqwOm7V+mbNmoW9vX29A06F1FYgEAgeLUJq28gICwtj7dq1etd+/fVXlEol3bt3r/c4V69eZdWq\nVRQWFqLT6ejevbt0tFPfvCEPwt2qmMeJkNoaJ8I+40bYZ7wIqa3A4O5HQ7J7QqX6Zu7cuYwaNYp2\n7dqhVquZP38+O3bsoG/fvnTq1KnOeikPi/rs5AgEAoHA+BDOx5+ALVu2YGFhQf/+/YmNjWXo0KF4\nenpy+/ZtPvroI+mIo4oDBw7g6+tLu3btgMoo7WHDhhEbG0vfvn318oakpKSwbds2NBoNNjY2jBs3\nDltbW7Zs2UJBQQF5eXkUFBTQr18//va3vwHwzTffcODAAezs7KRy9/379ycjI4MlS5ZIR05VlJeX\ns2zZMjIyMjAxMSEsLAx/f3/27t1LcnIyarWa3NxcOnfuzDvvvANUSoC/++47rK2tadGiBaampgwb\nNqxez0tIbQUCgeDRIpyPPzmGdheuXbuGp6en3jUXFxdUKhUqlUrvetu2bZk5cybwvxf+0KFDgcrj\ni2nTplFSUsL48ePp27cvGRkZHDt2zGC5+yVLljB8+HB8fX1Zv369NMeOHTuQy+XMmzePrKwsZsyY\nwRdffAHA5cuXiY+Px8TEhPHjx9OvXz9kMhlbt24lPj4ec3NzYmNjadmyZb2fyZOQ2pp9FAfC+RAI\nBH8ShPMhqDc6na6GfLegoIB169Zx48YNKioqcHZ2lu517NgRExMTbGxssLOz4+bNm5w7d45OnTqh\nUChQKBRSXZaSkhJKSkqknCXdu3fnxIkTQKW6pmrXxN3dHScnJykuo127dpJEuHnz5uTn51NUVIS/\nv7+Ue6VLly5kZ2cbtMlQno8ngYmJAstHnAOgsecZEPYZN8I+40bk+RDUiVwul1Q1hvJlQOVLvLrM\nGCoznJqbm2NlZaV3fdWqVbz88st07NiR1NRUtmzZIt2ryjlSNW/1/B6GuJ/Y5+r5Sqonf6vvWIa+\nJE9Calth11Tk+XhAhH3GjbDPeBF5PgT3fOk6OTlx4cIFvLy8OHTokME2zz33HP/+9785c+YMAQEB\nqNVqVq1aRf/+/Wu0LSkpoWnTpkBlYrF7ratNmzYsW7aMV199lYqKCqncvaWlJVZWVqSnp9OmTRv2\n7dsn9fX19WX//v34+/uTlZVFQUEB7u7uZGRkGJzLy8uLNWvWUFJSglKp5MiRI7Ro0aLO51IdIbUV\nCASCR4twPhoZarWaMWPGSJ/79++vF9cxYMAAFi5cyK5du/TylQwePBgPDw8qKipwdXVl/PjxrF+/\nnmXLllFYWEifPn146aWXpPaFhYXMmTOHQYMGsWDBAqytrfH39yc/P9/guqrW4OXlRadOnaR8J25u\nbtLxyJgxY1iyZAlyuRyNRkNWVpZUUbhp06ZMnjwZExMTIiIiDGZorZ6r5bXXXiM6Ohpra2uaNWtm\nMP29QCAQCJ4MIs+HAIB3332XNWvWALB48WJatmwp7XQkJyezZcsWoqOjadKkCQCpqals375dcg4a\ngkqlwszMjNjYWG7fvs24ceNqZFlNTEwkKCiIkJAQTp06xbp164iPj6/X+FqtFrVajbm5OVqtlvj4\neHr16kXnzp3r1V/k+TBOhH3GjbDPeBF5PgQPBR8fHy5fvix9Pnv2LBqNhpkzZ/Laa69J1WZLSkqY\nM2cOOTk5BAQESJlST506xebNm9FoNLi4uBAeHo5SqSQiIoLQ0FB27dqFubk5169fx8bGhiVLljBj\nxgy9GJHqtG3blpycHKAy9mTFihXcvn0bMzMzRo8ejbu7O4mJiZiamnLp0iXatGnDrVu3OHr0KFqt\nFmtra8LCwuptv5DaCgQCwaNFOB8C4H8xGVqtllOnThEQEADAkSNHuHLlCvPnz+fWrVtER0fj5+cH\nwIULF1i4cCGOjo7MnDmTI0eO4Ofnx9atW/n0008xMzPju+++44cffpCyo9rY2LBy5UoAYmNjCQsL\no1Wruqu5JicnSzEbX331FSNHjsTV1ZXz58+zfPlyKW16YWGhJPtVqVREREQgl8s5ffo0GzZsYNKk\nSfV6FkJqKxAIBI8W4XwIgMpYkaioKK5fv46zs7OUFTUtLY1u3boBlUXh/Pz8uHDhAhYWFnh7e+Pk\nVFkQrVu3bqSlpWFqasq1a9eIiYmRpLk+Pj7SPFW7JlXUdeq3bt06tm3bhq2tLWPGjEGlUpGens7C\nhQulftWlv9ULzt25c4eEhASys7P1VDB3I6S2jQdhn3Ej7DNuHqnUNjMzk0OHDnHz5k1GjBhBZmYm\nGo2mQQmcBE8nSqWSuLg41Go1M2fOJDk5meDg4AaNIZPJ0Ol0dOjQgXHjxhlsU5WToz4MHTqUkJAQ\n6RcSwZEAACAASURBVHNpaSlWVlbExRmWwiqVSunnTZs2ERAQwOTJk8nPzyc2NtZgn/p8SR4HFRUa\nIbV9QIR9xo2wz3h5pFLbQ4cOsWLFCoKDgzl48CAjRoxApVKxYcMGYmJiGrxYwdNF1U6CmZkZ77//\nPosWLSI4OJi2bduyc+dOunfvTnFxMWfPnmXo0KFkZmZy/vx58vPzcXBwICkpiT59+tC6dWtWrlxJ\nTk4Orq6ulJWVUVhYiJubW405LSwsKC0trfcaLSwscHZ25vDhw3Tp0gWozHBqyPktKSnB3t4egD17\n9jToWTyJPB/YOz3+OQUCgeAJUW/nY/PmzUyZMgUPDw8pP0TLli25dOnSo1qb4DGwbds2Dh48SFlZ\nGVFRUYwcORJvb2/c3NxISkoiNDSUc+fOERkZiVwuZ+jQodjZ2ZGZmYm3tzcrVqwgNzcXf39/aack\nPDycRYsWodFoABgyZAhubm7IZDKGDRtGq1at0Gg0WFhY8NVXX2Fubl5nwGl18vPz+eWXX9i6dSta\nrZbQ0FCDzseAAQNYvHgxW7du1ZMU1weR50MgEAgeLfWW2g4bNowVK1Ygk8l4//33WbVqFRUVFYwe\nPZrly5c/6nUKHgHnzp1j3bp1TJs2DRMTE4qLi9FoNJKc9lFQXdL7xRdf4OXlpZc/pC60Wi3jxo1j\nzpw5WFtbN3hurVaLXC6/ZzshtTVOhH3GjbDPeHmkUltPT0/27dtHjx49pGsHDx7E29u7wZMKng5u\n3ryJjY0NJiYmAHov9IyMDNauXUtZWRk2NjaEh4fTpEkTdu3axc6dO6VkZB988AFmZmYkJiZiYWFB\nRkYGN2/e5J133tGL1zBE27ZtuXLlCgDx8fEUFhaiVqvp168fL7zwAgBhYWH07t2bM2fO6FWlVavV\nzJ8/n5CQEHr16sX+/fv5z3/+Q0VFBd7e3owYMQKZTKbXf/jw4bRp0+aez+WxS22FzFYgEPzJqLfz\n8f777zNjxgx2795NWVkZM2fOJCsriylTpjzK9QkeIe3bt+ebb75h/PjxBAQEEBoaip+fHxUVFaxa\ntYoPP/wQGxsbkpKS2LhxI2PGjCEkJERyDL7++mt2797Niy++CFQ6M9OnT+fatWv/j703D4u6ev//\nHzMMOwIiiAEiIiKKBgruCqb0MdG0+mpaKvZWKzWtXJFceYsLophLWGkuZabRu8w111DRXHDJZdwS\nDBRQERERmAFmfn9w8foxMuBgUg6dx3V1XfJazjn3KNfcnXM/nzcLFy7Um3yUV6mcOXOG1q1bA6VH\nNdbW1qjVaiIiImjfvj02NjaoVCq8vb11fDoKCgpYsmQJ3bp1o2vXrty6dYujR48SFRWFXC5n9erV\nHD58mKCgIL3vP4m/W2orZLYCgeDfhsHJh6urK59++imnTp0iICCAevXqERAQUC31guD5wsLCgujo\naC5dusSFCxdYunQpb7/9Np6enqSmphIVFYVWq0Wr1Ur9W1JTU9m8eTOPHj1CpVLh5+cnjVfmIOrm\n5saDBw/0zlkm6YXSni3du3cHYMeOHZw8eRIo9evIzMzEy8sLuVyuk8RotVpiYmLo27cvXbp0AeD8\n+fOkpKQQERGBVqulqKhIOjp6/P3HeR6ktn+HzBZqv9RPxGfciPiMmxqV2pqbm1fwaRAYNzKZjBYt\nWtCiRQvc3d05dOgQjRs3xt3dnTlz5lR4Pi4ujilTpuDu7k5CQoJO91tDCkbLJL3lUSqVXLx4kXnz\n5mFqakpkZCRqtRoo/YUt35sGSpvTnT17Vko+AIKDg3nrrbcqzKfv/fI8D1Lbv0NmC7X7zBlEfMaO\niM94qVGpbVZWFvHx8dy4cYPCwkKde0uXLq3WpILng/T0dORyOQ0aNADgxo0bODo64uLiQm5uLlev\nXsXb25uSkhIyMjJwc3OjsLAQe3t7iouLSUxMlOSsj1NZHbO+6/n5+VhbW2NqasqtW7e4evVqlc8P\nHDiQ+Ph4Vq9ezciRI2nZsiUxMTH07t0bW1tb8vLyKCwsxNHR8YldfvXxt0tthcxWIBD8yzA4+YiN\njcXFxYU333wTMzOzmlyT4G+isLCQtWvXkp+fj1wuJy0tjdWrV6NQKJgwYQJr1qwhPz8fjUZD7969\ncXNz48033+STTz7Bzs4OLy8vzpw5w/HjxyuMXX63IS4uDqVSiZWVFSqVis8++4y33npLSlz8/f3Z\nu3cvEyZMwMXFRccR9fFdi7Kf//Of/7By5Uq+/fZbBg8ezMCBA6VjIoVCwYgRI3B0dKxy16MyhNRW\nIBAIahaDpbbDhg1j7dq1BkkVBcZJeRmsoZTvPmvoMzt27GDPnj3ExsZKSpsnYahM9lkgpLbGiYjP\nuBHxGS81KrUNCAhAqVRKDccEtROVSsXChQt59OgRJSUlDBw4kMDAQAAOHjzI9u3bkclkuLu7M3bs\nWJ13N2/ezL179xg9enSVOw69e/fm5MmTnDlzhsDAQBITE9myZQsArVu3ZvDgwQAVZLKnTp0iKSkJ\nExMT/Pz8GDJkCLm5uaxatYp79+4B8M4779C0aVM+/vhjoqKiqFOnDlqtlo8++oi5c+caVPBVo1Jb\nIasVCASC6kltp0+fToMGDbCzs9O5N2bMmGe+MME/g6mpKZMnT8bCwoKHDx8ybdo0AgMDSUtL46ef\nfiIqKgobGxsePXokvaPVatmwYQOFhYUG/1vw8PAgPT2d+/fvs3HjRhYuXIiVlRVRUVEkJSURGBio\nI5PNy8tj5cqVfPrpp0BpnQjAunXr6NOnD82aNSMrK4u5c+eyZMkSunbtyuHDhwkNDeX8+fN4eHgY\nXGlek1JbIasVCASCaiQfK1euxMTEBFdXV1HzUcv59ttvuXz5MjKZjPv37/PgwQMuXrxIhw4dJCMy\na2tr6fn//e9/NG3alPfee6/ac12/fh1fX19p3C5duqBUKgkMDNSRyVpZWWFmZsbnn39OmzZtJMv0\n8+fPc+vWLamwtLCwEJVKxUsvvURMTAyhoaEcOHCAbt266Z3/75ba/l2yWn3UdqmfiM+4EfEZNzUm\ntb1w4QJffPEFlpaWT786wXONVqvl0KFDPHz4kOjoaORyOR988AFFRUVVvufl5UVKSgp5eXkG256n\npKTQqlUryUdEH+VlsnK5nHnz5nHhwgV+++03fvnlF2bOnIlWq2Xu3LkoFLr/lM3NzbGzs+PChQtc\nv36djz76SO8cf7fU9u+S1eqjNp85g4jP2BHxGS81KrVt1KgRDx8+FMlHLaegoAA7OzvkcjkXLlwg\nKysLgJYtW7Jo0SL69OmDjY2NTqLh7++Pn58fCxYsYPr06XqN58onGDt37iQnJwd/f38ePnzI2rVr\nycvLw8rKiiNHjhAaGlrhncLCQtRqNf7+/nh7ezNu3Dig1KV1586d9O3bFyiVC3t4eADQvXt3li9f\nTnBwcLVULzUqtRWyWoFAIDA8+fD19WXu3Ll069atQs1HmUul4J9j4MCB9OnTh6FDhwKwbds2VCoV\n/fv3N+h9jUaDqakpXbt2ZcGCBUyePBlPT09cXV2BUtfSN954g1mzZmFiYoKHhwdjxozh5s2b+Pn5\n0blzZwoKCli4cCEREREVDMe+/fZbfvzxR1QqFU2bNpXGsbe3Z/DgwUyfPp2MjAxsbW3ZtGkTW7Zs\nqZB8LFy4UNqFGTZsGEqlktzcXJKTk5k8eTIajYbmzZszcuRIAAIDA1m5cmWlRy6VIaS2AoFAULMY\nnHxcuXIFBwcHzp07V+GeSD7+eRQKBSdOnOD1119/qo6vf/75Jw0aNMDGxoaoqCi9zwQFBREUFKRz\n7cGDB5LF+ksvvcRLL71U4b0nFaF26tSJpk2bEh0dzaJFiwDYt2+fZH4GYG9vz7x583TeUyqVmJqa\n8vHHH+sd98aNGzRq1OipZGACgUAgqDkMTj5mzZpVk+sQ/EVMTEzo0aMH27dvZ9CgQTr3Tp06xY8/\n/khxcTF16tThww8/xNbWlvj4eG7fvs2VK1d4+PAhISEhrFmzRuoeu2DBAvr27UuLFi1YvXo1169f\nR61W06FDBwYMGMCuXbu4f/8+kZGR1KlTh+nTp/P555+TnJyMTCbjpZdeIjQ0lMjISIYOHYqnpycP\nHz5k6tSpfPbZZxViKL/TkZ+fLyVRd+/eZcWKFahUKgCGDx8uGZHl5+ezYMECMjMzadmypbTrMW3a\nNFJSUnBwcCA+Pp4BAwY8+w9dIBAIBE9FtXq7lPF4kaAwHvvnkclkvPLKK0ycOJF+/frp3GvevDlz\n584F4MCBA/z888/S8cytW7dYsmQJCoWChIQEkpOT9Y7/1ltvYW1tjUajYc6cOaSmptKrVy927NjB\nrFmzsLGxITk5mezsbGn3okwOq2+t+rh9+zbh4eHk5+ejVqulnQ47OztmzJiBQqEgMzOTpUuXMn/+\nfKBULbNkyRIcHR2ZO3cux48fp3379nzyyScV1uvu7m7QZyl8PgQCgaBmMTj5yM7O5quvvuLSpUs6\nHg9Qai4l+OexsLAgODiYnTt36sihs7Ky+Oabb7h//z4lJSXUr19fuhcQEFBBKaKPI0eOsH//fjQa\nDTk5Ody8eRN3d3edJNTZ2Zk7d+6wdu1aWrdurdPx1hAaNGggNZ377bff+OKLL/jkk08oLi5mzZo1\n3LhxA7lcTkZGhvSOl5cXTk6lRZydO3fm8uXLtG/fvtL1Po4+qW1N+nxYTluMlXvjGhu/Kmq71E/E\nZ9yI+IybGpPafvnll5ibmzNz5kxmzZpFZGQk8fHxtG7d+ulXK3jmhIaGEh4erlN7sXbtWl599VXa\ntGmDUqkkPj5euldemWJiYqKTTJQVd965c4ft27ezYMECrKysiIuL0yu/tba2JiYmht9//529e/dy\n7NgxRo0ahVwul8Z9kmy3jICAAOLi4oBSO3Z7e3sWLVqERqORHFBBf+8XQ9cLQmpbmxDxGTciPuOl\nRqW2V69eJS4uDgsLC2QyGR4eHowePZrp06cTEhJS7cUKni1lX+42NjZ07NiRAwcOSIXA+fn51K1b\nF4CEhIRKx3BycmLPnj1otVru3bvHH3/8AZTKby0sLLC0tCQnJ4czZ85IX9hWVlZSfcbDhw9RKBS0\na9eOF154gRUrVkjjXr9+nSZNmvDbb789MQaAy5cvSwWn+fn51KtXDyi1eNdoNNJz165d4+7du9Sr\nV4+jR4/y8ssvV7leQxBSW4FAIKhZDE4+5HK51ATM2tqa3NxcLC0tyc7OrrHFCQyn/A7Aq6++yu7d\nu6WfBwwYQGxsLDY2Nvj6+nL37l29Y/j4+ODk5MSECRNwdXXF09MTKPV48fDwYPz48dSrVw8fHx/p\nnR49ejBv3jwcHBwYNmwYcXFxaLVaZDIZb7/9NgB9+/ZlyZIl7N+/X3Im1cedO3cIDw+XZL/vv/8+\nAD179mTx4sUcOnQIf39/nd0aLy8vvvrqK27fvo2vry/t2rUDqHS9hiCktgKBQFCzGNzVdsGCBXTv\n3p127drx5ZdfkpGRgZmZGWq1WihhaglhYWF8/fXXld4vr1pZsGABH374IVZWVgaNXVxczIYNGzh9\n+jQymQw3NzdGjBiBg4NDle/99NNPvP7660Cp6mXBggUsXrzY8KCeAtHV1jgR8Rk3Ij7j5WnsDAyW\nqYwbN44WLVoApZ1DW7Zsibu7e6W21QLjozouoFOnTjU48QDYuHEjhYWFLFu2jKVLl9K2bVtJFVMV\nP/3001OvsTzlj2oEAoFA8M9i8LGLubk5CQkJ3Lhxg8LCQuD/72b6eGt1gXGi1WpRKpVs3bqVqVOn\nArBmzRqaNGlCcHCwzrMffPAB0dHR2NjYEBMTQ3Z2Nmq1mtDQUHr06KHzrFqt5uDBgzreHt26dePX\nX3/lwoULtGzZksOHD7Nr1y5KSkrw8vJixIgRbNq0CbVaTXh4OG5ubjr+Jbdv3yY2Npb3338fDw8P\nNm7ciFKppKioiJ49exISEoJSqWTz5s1YW1uTnp4udcR9Es9MaitktQKBQKAXg5OPFStW8OeffxIQ\nEFDBXl1QuzBkd6H8M2PGjMHa2hq1Wk1ERATt27fXcVnNzMzE0dGxQs8XT09Pbt68Sd26dTl69ChR\nUVHI5XJWr15NYmIib7/9Nrt375bkt2W1Kunp6SxdupQPPvgAd3d39u3bh5WVFfPmzaO4uJgZM2ZI\nMt+UlBRiY2NxdDQ8CXhWUluzqdEgkg+BQCCogMHJx++//86KFSt0WqkL/r2ULxXasWMHJ0+eBEr9\nYDIzM/Hy8jJ4rPPnz5OcnExERARarZaioiLs7e0rzAOldu4xMTFMmjRJ6jtz7tw5UlNTOXbsGFCq\nzsnIyEChUODl5VVl4qHP5+NZYWKiwOo50vXXdp8BEZ9xI+IzbmrM58PR0dFgjwaB8WJiYqJTH6FW\nq6t8XqlUcvHiRebNm4epqSmRkZEV3nF2diYrK4vCwkKd3Y/k5GQCAgK4efMm3bp146233nri+qys\nrHB0dOTSpUtS8qHVahk+fDgvvvhihbWZm5tXOZ6+X5JnJbUtsav7XBWY1eaCNxDxGTsiPuOlRn0+\ngoKCiImJoVevXtL/lZbRsmXLak0qeD6RyWQ4OTlx8+ZNiouLUalUXLhwgebNK5ee5ufnY21tjamp\nKbdu3eLq1asVnjE3Nyc4OJj169fz7rvvIpfLOXjwIGq1mpYtW2Jvb09MTAy9e/fG1taWvLw8CgsL\ncXR0RKFQoNFoJAt/U1NTJk+eTFRUFBYWFnTp0gU/Pz92796Nr68vJiYmZGRkPFFFUxVCaisQCAQ1\ni8HJxy+//ALAd999p3NdJpNJZlLPEydOnGDx4sUsWbJEkgGVl2qW9TEpa6L2NOzcuZOQkBAdK/Oa\nIiEhgZ07dwJw8+ZNXF1dkcvl+Pn5YWpqiqWlJX369Hnq8TUaDQqFAgcHBzp27MjEiROpX78+jRvr\ntwIvq/nw9/dn7969TJgwARcXF6nh2+O8/fbbfP3114SFhWFra4uHhweTJ08GYNOmTZSUlDBq1ChK\nSkowNTXF0dGRMWPGEBISwsSJE/H09JQKTs3MzJg6dSpRUVFYWloSEhLC3bt3CQ8P5969e7i4uDB9\n+vSn/iwEAoFAULMY7PNhbHz66aeoVCo8PT2ljqZ3796V2rb/1eRDo9Ewbtw4SfHxdzJ27FgWLFgg\nzRsfH/+Xkg+NRkNqaiqrVq2SGtDVFOW9Qh5HqVSybds2wsNrrreKIQifD+NExGfciPiMl6fx+Xiq\nrrbPO4WFhVy7do3IyEjmzp1baTv1rKwsIiMjyc7OpmvXrvTv3x+gguxz5MiRyGQywsLCCAkJ4cKF\nC7Rr106nnfzMmTOlcc+ePcuBAweYMGECgI58NTExkS1btgDQunVrqU9JWFgYoaGhnDp1CnNzc6ZM\nmYKtra3edevLF9PS0oiMjCQrK4vQ0FB69epVwZRr27ZtqFQq+vfvT2RkJI0aNeLKlSs4OTlx7tw5\nfH19mTFjBjk5OQwZMoT27dvrzPGk8by8vLh48SL5+fmMGjUKHx8f1Go1cXFxpKam4uLi8sQaksf5\n/vvvOXv2LGq1Gh8fH0aOHElJSQnTpk3jP//5D82aNeObb77BwsKCAQMGMHPmTEaMGEHDhg2Ji4vj\nzz//RKvVEhISwiuvvGLQnH9ZaisktgKBQFAltTL5SEpKws/PD0dHR2xtbUlJSdF7fHD9+nViY2Mx\nNTUlIiKCNm3aYG5uXkH2efjwYYKCglCpVHh7exMWFgaUHoWUtZMvz4svvsiqVatQq9WYmZlx9OhR\nunTpwv3799m4cSMLFy7EysqKqKgokpKSCAwMlMYeNGgQGzZsYN++fbzxxhsGx5yens7s2bPJz8/n\n448/pmfPnkDVstmSkhKpNX1cXBwqlYo5c+Zw8+ZNFi5cWCH5eNJ4Go2GefPmcebMGeLj45kxYwZ7\n9uzBwsKC2NhYUlNTq72r0bt3b6mQaenSpZw9exZ/f3/GjBnD0qVLGTZsGEqlssKOTXJyMg8fPiQm\nJgYorU0xlL8qtRUSW4FAIKiaWpl8JCYmSkcQHTt2JDExUW/y8eKLL0rS4fbt23P58mXkcnmlsk+5\nXK7zhVzZiVVZLUZSUhIdOnTg9OnTDBkyhAsXLuDr6yslK126dEGpVBIYGIhCoZD6nnh6enL+/Plq\nxdymTRtMTEyoU6cOdnZ25OTkPPGdTp066fzctm1bANzc3Hjw4EG15gekz8bT05OsrCwALl26RGho\nKADu7u40atSoWmOeO3eObdu2UVRUxMOHD2nSpAn+/v64u7vTsWNHFi5cyPz586WC1DIaNGhAeno6\n69ato3Xr1pLvx+PUhNT2eZPYllHbpX4iPuNGxGfc1JjU1ljIy8vj4sWLpKWlIZPJ0Gg0yGQyhg4d\nWuFZfe3YgUpln2ZmZgbbe3fq1IlffvkFGxsbmjRpIklMK0tYypr2QWnyUlJSYtA8ZZiamkp/Lov7\ncdns41Lpx2Wo5ceobI1VjadQKJ64/uqUGKnVatasWUNMTAz29vaS42kZaWlpWFtb8+DBAxo2bKjz\nro2NDYsWLeLMmTPs3r2b48eP895771WYw5BfkupSUlL8XJ7t1uYzZxDxGTsiPuOlRqW2xsKxY8cI\nCgri3Xffla5FRkZy+fJl6tWrp/Pld+7cOR49eoSpqSknT55k9OjRmJmZVSr7fPyLs3w7+cdp0aIF\nK1euZN++fXTu3Bko7cC6du1a8vLysLKy4siRI9KuQE1gZ2dHbm4ueXl5mJubc+rUKVq3bm3Qu/qS\nhKcZr3nz5hw+fBhfX19SU1NJTU01eP1qtRq5XI6NjQ0FBQUcP36crl27AnD06FFUKhWzZs1i4cKF\nLFiwQMdDJDc3FzMzMzp06ECDBg344osvDJ73L/t8ODj9tfcFAoGgllPrko+jR4/Sr18/nWvt2rUj\nMTGRfv366exceHl5sWjRIrKzswkKCpIUGIMGDSIqKgqtVotCoWDEiBE4OjpW2PUo306+fMEplP7f\nf0BAAAcPHpR639jb2zN48GBmz54NlB6VBAQEAKW7FTNnztSp8/jtt99ISEggIiJCZ+yqdl9Gjx6N\npaUlULpT0b9/fyIiIjA1NZV2OpYvX/7EDFzfHOXHq1evnmTypQ+NRsOUKVPQarWkp6dz8OBBzM3N\nUSgUBu9+2NjYEBwczPjx43FwcKBp06ZAaWLx/fffM3v2bHbu3EnDhg1Zt24do0aNktZ97949Pv/8\nc7RaLTKZjCFDhhg0JwifD4FAIKhpaq3U1hhJS0sjNjaWmJgYiouLCQ8PZ9q0adSvX9/gMUaPHs3i\nxYur7Di7fPlyOnbsSGBg4LNY9hPZvHkzderUqZFdno0bN1KvXj2pwPZZIKS2xomIz7gR8RkvQmpr\n5DRs2JDAwEC2bNlCYWEhwcHB1K9fn59//plDhw4hk8kkyWhhYSFLlizh/v37aDQaBgwYIBV87tix\ng6SkJDQaDRMnTqRBgwYcOHCAtLQ0hg0bpjPnxo0byc3NZdSoUXplrffu3SM6OhqZTIZWqyU1NZWV\nK1eyYcMGnQQmLCyMr7/+Wm9c+vLb+fPnk5ubi1qt5tVXX6Vbt24UFRUxatQoXnrpJX7//XcsLS2Z\nMmUKNjY2nDhxgi1btlBSUoK9vT3jxo2rcNz1yy+/cO7cOSZMmMD+/ftJSEiguLgYV1dXxo4dK9Wk\nPAkhtRUIBIKaRSQfzxn9+/cnPDwcU1NT5s+fz7Vr1zhy5AjR0dEUFxcTERGBr68vaWlpODk5SUcy\nBQUF0hh169YlOjqaXbt2sX37dkaOHFlhHq1Wy/r16yVnUahc1rpw4UKg1NH1+vXr1K1bt8J4hhbi\nlvHhhx9ibW2NSqVi6tSpdOjQARMTE/Ly8vD392fIkCGsXbuWhIQE+vTpg6+vL+3atQNKk4zt27dL\njqdarZZt27Zx7do1Jk2ahFwup3PnztJuyDfffMOhQ4fo3r27QWsTUluBQCCoWUTy8Zxhbm5Op06d\nsLCwQKFQcOXKFdq3b49CoUChUNC2bVsuXbqEr68vGzduZOPGjQQEBNCsWTNpjLIvaU9PT86ePat3\nnu+//x4fHx9GjBghXatM1gqlRmmHDh1izpw5zyTOrVu3cvr0aaC0E+7t27dxcXHBwsJC6hXk6enJ\n9evXgVKDs9jYWB48eEBRUZGOumX//v04OzszYcIESXKbkpJCfHw8+fn5FBQUSJ/J4wipbe1BxGfc\niPiMm3+91LY2IJPJKvhWPI6rqysLFizgzJkzbNy4kdatW/Paa68BhklemzZtyvXr13n06BHW1tZV\nylqzs7NZtWqVVLgKurJbjUZTLWnw2bNn+eOPP5g/fz4KhYJp06ZJst3ycl+5XC7NsWrVKgYNGkSr\nVq04e/Ysu3btkp7z8PAgJSWF+/fvU69ePQA+++wzZs6ciYuLC3v37uXPP//UuxYhta09iPiMGxGf\n8SKktrUQHx8fVq1aRd++fSkpKSEpKYnx48eTnZ2Nra0tXbt2xcLCgsOHD1dr3DZt2tCyZUsWLFjA\n9OnTKSoq0itrLS4uZsmSJYSFhekUvjo5OZGcnEy7du04ceKEjv/HkyiTJysUClJTU0lJSZHuVVb/\nXFBQQN26ddFqtRw8eFDnnpeXF926dWPBggXMmDEDW1tb1Go1dnZ2FBcXk5iYWMEHpCqE1FYgEAhq\nFpF8/APk5OSwbt06kpOTsba2xs7OjnfeeYfs7Gy2bt1KkyZNpGe9vLzo3LkzU6dORSaT0bNnTxo2\nbCjteMhkMkxNTXV8TZ5EWX1G48aNyc/PZ8SIEbi6umJlZcVHH32Eo6OjJGu9fPkyN27cYNOmTaxd\nu5YHDx6wfPlyXn75ZRYuXMjp06dp06bNEw3KyhMYGMiBAweYOHEirq6ueHl5VVjb47z55pssWLCA\nOnXq0KJFCx279M2bN7Ns2TIGDhzIu+++y9q1a3nllVcYOXIknp6eeHp6VsvcTEhtBQKBoGYR4YMT\n8AAAIABJREFUUtt/gOnTp9OtWzdCQkIASE1NJT8/H41G87d1dS0qKmLSpEkMGzZMsnVXKpXY2tri\n5uam953npevs45Tv8jts2DDWr1+v08G4ugiprXEi4jNuRHzGi5DaGgEXLlxAoVBIiQeU9jyB0i/3\nwsJCYmNjSUtLw9PTk3HjxgHwww8/cPr0adRqNd7e3pJV+M6dO9m3bx8mJia4ubnx0UcfoVKpWLNm\nDTdv3qS4uJgBAwZU8PRITEzE29tbSjyg1JUVShOTVatWkZycjImJCWFhYRXqIiqbIyEhgZMnT6JS\nqcjMzKRPnz4UFRWRmJgoNfCztrZm//797Nu3j5KSEho0aMDYsWMxMzMjLi4OS0tLkpOTK+2u+zjP\nOn8WUluBQCCoWUTy8TdTllRUxo0bN4iNjcXe3p4ZM2Zw5coVmjVrRq9evejfvz8AK1askI47fv75\nZz777DMUCoV0FPHjjz/SqlUrRo8eTX5+PhEREbz44ouYmZkZtI7du3cjl8tZtGgR6enpREVFsWzZ\nMp1nKpsDkLriqlQqxo0bx9ChQ4mOjmb9+vUcPHiQ0NBQ2rdvT48ePQDYtGkTBw4ckFre5+TkPLG7\nbk0ipLYCgUBQs4jk4znDy8tL8tHw8PDg7t27NGvWjPPnz7Nt2zZUKhWPHj2iYcOGtGnTBg8PD5Yt\nW0bbtm2lrrTnzp3j1KlTbN26FYDi4mKysrIM3hq7fPkyvXr1Akq305ycnCocRVQ2B5QqSMzNzTE3\nN8fGxkaykHd3d5d6u6SmprJ582YePXqESqXS6Tr7V7vrVgchta09iPiMGxGfcSOkts85DRs25Nix\nY5XeL+/CWSaVLSoq4quvviI6OhoHBwfi4+MlaerUqVO5dOkSSUlJ/PjjjyxevBitVsvEiRN54YUX\nKp3Hzc0NpVL51HFUNsfVq1crOImWFaPKZDJJkhsXF8eUKVNwd3cnISFBZy3VKV79qwipbe1BxGfc\niPiMFyG1NQJatmzJd999x/79+6Vjh7KC08ooKipCJpNRp04dCgsLOXbsGB07dgQgKyuLFi1a4O3t\nzdGjRyksLMTPz49du3YxfPhwoPQox8PDQ2fMLl268PPPP3PmzBmpM+2lS5ewsbHR6USbnp4u7Zpc\nvXpVet+QOaqisLAQe3t7SQrr4OCg97ny9Rzjx49nyZIlVY5b/vmnrQURUluBQCCoWUTy8Q8wefJk\n1q5dy5YtWzAzM8PJyUmS2j7Ol19+SXBwMN27d2fChAnUrVtXkqaWlJSwfPlyCgoK0Gq1hIaGYmVl\nxf/7f/+PdevWMWnSJLRaLfXr15cUKgkJCfj7+2Nvb094eDiTJ0/GwcEBMzMz3N3d+c9//sP//d//\nsWrVKiZNmoSJiQkffPBBhd2MquaA0mOYDRs2kJ2dTUREBO7u7lJBK5Qeb3zyySfY2dnh5eXFiRMn\n9CZgZdLb3NzcSj/P8vJcfX++f/8+X3zxBVOnTq38L6UcQmorEAgENYuQ2j7nlElHnxWRkZEMHTpU\nKjYtL1N9lnz99dfk5+dLfWMSEhLYs2cP8+bNq/BsWdv7qjh9+jR37tyRilKri0ajeaJrbBlCamuc\niPiMGxGf8SKktrWYb775hrNnzyKXy3n99dfp1KkTSqWS+Ph46tSpY5A099ixY1y/fp3ly5djZmbG\nnDlz0Gq17Ny5k1OnTqHRaBg/fjwuLi788ccfrFu3jqKiIszMzBgzZgwvvPACCQkJJCUloVaruX37\nNm3btmXIkCE6a1Wr1Rw8eJDPPvtMutatWzd+/fVXLly4gLOzM3PnzsXLy4uUlBQiIiKYNWsW0dHR\nFBQUMG/ePHx8fLh69SoODg5MmTKFNm3a8McffzB58mTkcjmtWrXizJkzLF68GI1Gw8aNG1EqlRQV\nFdGzZ09CQkJQKpVs3rwZa2tr0tPT+fTTT//WvzOBQCAQ6EckH885Wq2W48ePk5qayuLFi3nw4AER\nERHSEUZ1pLkdOnRg9+7dhIWF0bhxY2kOOzs7oqOj2bNnD1u3bmXUqFG4ubnx3//+F7lczvnz59m4\ncSMTJ04E4M8//yQmJgYTExM+/vhjQkNDdWo2MjMzcXR0xMLCQicWT09Pbt68ibOzMxkZGYwdO1Y6\nQiq/85GZmcn48eN5//33WbJkCcePH6dLly6sXLmS0aNH4+XlJbm7Ahw4cAArKyvmzZtHcXExM2bM\nkNQzKSkpxMbG4uhouPT1qX0+hL+HQCAQGIRIPoyAK1eu0LlzZ6A0UWjRogXXr1/H0tKy2tJcqFiI\nWb4L7okTJwB49OgRK1asICMjQ0elAtCqVSspsXBzc+Pu3buVFoxWRv369XVs1cuvqX79+pLxmqen\nJ3fu3CE/P5/CwkLpnS5dukhdcc+dO0dqaqqkIiooKCAjIwOFQoGXl1eViYc+qe3T+nxYTluMlXvj\nJz/4D1HbpX4iPuNGxGfcCKntv4zqSnP1USZtLd8Fd/PmzbRs2ZJJkyZx9+5dIiMj9c75eGIC4Ozs\nTFZWFoWFhTq7H8nJyZLnh7m5+RPXU7amqtYOpYnL8OHDJZOzMpRKZZXzwLOV2j6vEtsyavOZM4j4\njB0Rn/EipLa1FB8fH/bu3UtQUBB5eXlcunSJoUOHcuvWLb3PVyXNtbCwoKCg4Ilz5ufnS7sZv/76\na7XWa25uTnBwMOvXr+fdd99FLpdz8OBB1Go1LVu25O7du1XKYPXds7KywtLSkj/++AMvLy+OHDki\n3fPz82P37t34+vpiYmJCRkZGtXdiyvPUUlshsRUIBAKDEMnHc4xGo8HU1JR27dpx9epVqdhy6NCh\n2NnZVZp8WFlZ6ZXmQmnh56pVqzA3N2fOnDmVqkz69u3LZ599xv/+9z+d/i+PU9n7b7/9Nl9//TUf\nffQRcrkcV1dXJk+eXOl7lcllyzNq1Ci++OIL5HI5zZs3x8rKCoAePXpw9+5dwsPD0Wq12NnZ6cxV\nXYTUViAQCGoWIbV9Tjhx4gSLFy9myZIlkmzpxo0brFq1irlz51Z4fufOnYSEhOj0a3laEhISSE5O\nZvjw4Wi1WuLi4jAxMZFksvp4fP6wsDC+/vrrp15DcnIyhw4d4p133qn0mfLHOFu2bCEnJ0d6/nEJ\n8V9BSG2NExGfcSPiM16E1NaIOXr0KG3atOHIkSMMGDCAvXv38ssvv1T6Zbxjxw6CgoKeSfJRni+/\n/JKSkhI++OCDKp/bsWMHXbt2leZ/kk8HVO214enp+cTE4fTp02zZsoWSkhKcnJyeuMYnzSkQCASC\nfwaRfDwHFBYWcu3aNSIjI5k7dy4DBgzg5ZdfxtXVlfj4ePbu3avj47Fr1y7u379PZGQkderUYebM\nmSQmJrJlyxYAWrduzeDBg4HSHYnQ0FBOnTqFubk5U6ZMwdbWVu861qxZw6NHj/j444+la6tXr+b6\n9euo1Wo6dOjAgAEDpPn/+9//SvNrtVo2bdpUYZ64uDhMTU25ceMGzZo1Y+DAgaxZs4abN29SXFzM\ngAEDCAwMRKlUsnXrVqZOnUp8fDxZWVncuXOHrKwsQkND6dWrF506daJTp05P/DzDwsIICQnhwoUL\njBgxgmbNmlXr70NIbQUCgaBmEcnHc0BSUhJ+fn44Ojpia2tLSkqK5MOhz8ejV69e7Nixg1mzZmFj\nY8P9+/fZuHEjCxcuxMrKiqioKJKSkggMDESlUuHt7c2gQYPYsGED+/bt44033qiwhsTERNzc3Jg9\ne7bOTsFbb72FtbU1Go2GOXPmkJqaWmF+oMp5srOzpaOj7777jlatWjF69Gjy8/OJiIiQVCrld0/S\n09OZPXs2+fn5fPzxx/Ts2dPgHYyytYSFhT3F3wZPLbU1mxoNIvkQCASCJyKSj+eAxMRE+vTpA0DH\njh1JTEyUko/KfDzKl+pcv34dX19fKRHo0qULSqWSwMBAFAqFVDDq6enJ+fPn9a6hcePGpKenc+3a\nNZ2dgiNHjrB//340Gg05OTncvHkTd3f3CoqUquYpU9pAqSfHqVOn2Lp1K1DaAyYrK6vCetq0aYOJ\niQl16tTBzs6OnJwcgxUscrmc9u3bG/SsPp+Pp8XERIHVc6zjr+0+AyI+40bEZ9wInw8jIy8vj4sX\nL5KWloZMJkOj0SCTyRg6dCig38dDH5XVDZuYmBj0vqurKwMHDmTJkiVMmzYNNzc37ty5w/bt21mw\nYAFWVlbExcVV6rlR1Tof99qYOHEiL7zwgs61nJwcnZ/Le32UfS6GYmZmZlANCuj/JXlaqW2JXd3n\nuqCsNhe8gYjP2BHxGS9P4/MhKvH+YY4dO0ZQUBCfffYZK1asIC4ujvr163P58uUq37OyspK6wHp5\neXHp0iXy8vLQaDQcOXLkqYyzvL29GTlyJNHR0WRlZVFQUICFhQWWlpbk5ORw5swZvfOD4e3r/fz8\n2LVrl/TzjRs3qrXGOXPmcP/+/Sqf+asCrpImzZ/uP3HkIhAIBAYhdj7+YY4ePUq/fv10rrVv357E\nxEQuX76ss2uQmZmJUqkkODiYHj16MG/ePBwcHJg5cyZvv/02s2fPBkqPLMqcRCvbAThw4ACpqakV\n1DQBAQE8fPiQ+fPnExkZiYeHB+PHj6devXr4+PgApQqSP//8k8mTJ9OkSRNmzpyJTCbjP//5D76+\nvnTp0qXSeN944w3WrVvHpEmT0Gq11K9fn/DwqmssymLQarVkZmbq7cBbUlIi7ZY8HvP3339PkyZN\npM9EIBAIBP8swufjOSYtLY3Y2FhiYmIoLi4mPDycadOmUb9+/b889oEDB0hLS2PYsGHVflej0TB8\n+HDq16/PvHnzUCgUnDp1iu+//x4nJycmTZr0l9enj7S0NH799dcKhaRFRUV89NFHLF68GEtLy788\nj/D5ME5EfMaNiM94ET4ftYyGDRsSGBjIli1bKCwsJDg4GI1Gw5QpU1i4cCFQaral0Wh444032L59\nOwcOHMDExIRGjRoxduxYrl27xvr16ykqKsLc3JwxY8bQoEEDnXmSkpLYunUr4eHhrFmzho4dOxIY\nGAhUbh4mk8nw8/Pj7NmzBAYGcuTIETp37szVq1cBKp1Xo9GwYcMGrly5glqtplevXnTv3p1NmzZx\n+vRpZDIZOTk5BAQE8N577xEdHU1OTg5qtZrevXsTFhbGkSNHSElJYciQIaxbt449e/YwcOBAcnJy\niI6OZvbs2Xz//fecPXsWtVqNj48PI0eONPhzfyqprZDZCgQCgcGI5OM5p3///oSHh2Nqasr8+fPJ\nysqq9Chl27ZtkjtpWT2Gm5sb//3vf5HL5Zw9e5ZNmzZJPh5arZZjx46xe/duPvnkE50mcGVUVbjZ\nuXNntmzZwosvvsitW7fo3r27lHxUNu++ffuws7Nj7ty5FBcXM23aNPz8/Bg0aBCDBg3i0aNHzJo1\ni1deeQWAsWPHYm1tjVqtZurUqXTo0IHmzZvzyy+/AHD37l08PDx46aWXSEpKokWLFgD07t1bKoBa\nunQpZ8+exd/f36DP/GmktkJmKxAIBIYjko/nHHNzczp16oSFhYWOokQfDRs2ZNmyZbRt25a2bdsC\n8OjRI5YvX87t27cB3WTi/PnzXL9+nenTpz+x+6s+PDw8yMjIIDExkYCAAJ1Cz8rm/f3330lPT5ca\nwxUUFJCRkUG9evXQarUsW7aM1157DXd3d6A0oTp16hRQ6heSmZmJp6cneXl5qFQqcnJy6NixI0ql\nksuXL0v1JufOnWPbtm0UFRXx8OFDmjRpojf5eFZS2+ddZgu1X+on4jNuRHzGjZDa1kJkMplksGVi\nYqIjOy0qKpLktNOmTUOpVHLy5El++uknFi1axHfffYe/vz//93//R2ZmJvPnz5fedXZ25vbt22Rk\nZODh4VFhfI1GU6k0t4yAgAC+/fZb5syZw71796Trlc2r1WoZMWIELVu2rDDW5s2badCggZRAnD9/\nnitXrjB//nwUCgUzZ86UpL5NmzblwIEDNGzYkObNm3P48GGuXbvGiBEjUKvVrFmzhpiYGOzt7dm0\naRNqtVrv+g35JTGEkpLi5/48tzafOYOIz9gR8RkvTyO1FcmHkWFvb8/9+/fJz89HoVBw+vRp2rZt\ni1ar5d69e/j6+tKsWTPGjBmDSqUiPz9fMudKSEjQGcvZ2ZnBgwezePFiJk2ahIuLC05OTiQnJ9Ou\nXTtOnDjxRH+N7t27Y2dnh4uLi07yUdm8/v7+7N69mxYtWiCXy0lPT8fR0ZGzZ89y6dIlZs2apTOG\ntbU1CoWCtLQ0rl+/Lt3z8fHhhx9+YNCgQTRu3JgVK1ZgZWWFubk5eXl5yOVybGxsKCgo4Pjx43Tt\n2tXgz/ipfD4cnKr/jkAgEPxLEcnHP8DAgQPp06ePZCS2bds2VCoV/fv3Z+/evZibmxMUFKT33WvX\nrmFra0t4eDj16tWjYcOGQKnUdOnSpRQWFqLVaunbty8WFhb069ePqKgonJyc9Lp+urq6MnbsWBYv\nXszUqVN5+eWXWbhwIadPn6ZNmzaSfHXEiBEsX74cKysrcnJyePToEVeuXKFZs2b07NmTkSNH8t57\n70nj9uvXj5UrV/LDDz/oHHeEhISQlZUltby3t7dn8uTJ7Nixg+zsbN566y08PDxo164d/fr1Y9++\nfZIpWdOmTaVxfHx8uHfvHs2bN8fExIR69epJuzc2NjYEBwczfvx4HBwcdN4zhJImzav1vEAgEAiq\nh5Da/gMMHjwYBwcH5s+fj42NjU7y8SSUSiXbtm17ojdGeZ5Fu/no6Gh69uyJv78/x48f56effqJT\np0707duX9PR0YmJiWLJkyVOPX8awYcNYv379Xx7nryCktsaJiM+4EfEZL0JqaySYmJjQo0cPtm/f\nzqBBg3TuxcfHY2lpSZ8+fcjMzGTVqlXk5uZiYmLChAkTgNIuuLGxsTqdbqG0RmLDhg1oNBqaNGnC\nyJEjKxSp6utSC/Dtt99y+vRp5HI5fn5+DBkyROc9b29vrly5gr+/P1euXKF3794cP34cgKtXr0r9\nYO7evcvKlSt5+PAhtra2jBkzhnr16lV6/c6dOyxbtgyVSqVjAqZUKvn++++xsrIiLS2NDh060LBh\nQ3bt2kVxcTGTJ0+mfv36nDp1ih9//JHi4mLq1KnDhx9+iK2tbaWdcQ36+xFSW4FAIKhRRPLxDyCT\nyXjllVeYOHFiBXfT8ixfvpzXX3+dwMBAiouL0Wg0ZGVl6e106+npSVxcHLNmzaJBgwasWLGCPXv2\nEBoaqjOmvi61Dg4OnDx5kk8//RRAxza9jGbNmvG///0PKG1kN3DgQHbu3AkgHb8ArFmzhm7duhEU\nFMSvv/7KmjVrmDx5cqXX161bR8+ePenatSu7d+/WmfPPP//k008/xdramg8++IAePXowf/58du7c\nya5duxg2bBjNmzeXOuYeOHCAn3/+WTrOetrOuEJqKxAIBDWLSD7+ISwsLAgODmbnzp2YmZlVuF9Y\nWEh2drZk9lV+B0Nfp1sLCwucnZ0lA7Fu3bqxe/fuCsmHvi61bm5umJmZ8fnnn9OmTRupO215vLy8\nSElJQaVSUVJSgrm5Oc7OzmRmZnL16lVeffVVoHQXpKyeIygoiG+//bbK61euXJEcUYOCgti4caPO\nnHZ2dgA0aNBAqh1xd3dHqVQCkJWVxTfffMP9+/cpKSnRcX81pDOukNrWHkR8xo2Iz7gRUlsjIjQ0\nlPDwcF566aVqvVdZB9knle9U1qVWLpczb948Lly4wG+//cYvv/zCzJkzdd41MzPjhRde4Ndff6Vx\n48ZAqdz1zJkz5ObmSmd+hnaT1cfj6388zrKfy8e8du1aXn31Vdq0aYNSqSQ+Pl56x5DOuEJqW3sQ\n8Rk3Ij7jRUhtjYSyL1kbGxs6duzIgQMH6N69u84zFhYW1KtXj5MnT9K2bVvp2KUyXFxcyMrK4vbt\n2zg7O3Po0KEKX6r6utT6+vqiUqlQqVT4+/vj7e0t1ZA8TtOmTdmxY4f0j6xp06YsX75cR03i7e1N\nYmIiQUFBHD58WGpG16xZs0qvHzlyhK5du5KYmFjNT7L0iKhsF+hxKfHTIqS2AoFAULOI5OMfoPzu\nwKuvvlqh1qGMsWPH8uWXX/L999+jUCgYP358pWOampoyevRoYmNjpYLTkJAQnWcaNWqkt0vt0KFD\nMTc3R6PRYGpqWqFxWxk+Pj7s2rULb29vADw9PcnOztaZZ/jw4cTFxbFt2zapsLSq6++88w7Lli1j\n69at0hHTk9iyZQu5ubkA9OnTh2nTplG3bl06duzI3bt39b5T5rRqCEJqKxAIBDWLkNoKdOSty5Yt\no0mTJvTu3dugdzUajUFFnM+SuLg4AgICaNWqFXPmzKFHjx4VEq2/gpDaGiciPuNGxGe8CKmt4C/T\nvHlzUlNTATh8+DC7du2ipKQELy8vRo4ciUwmIywsjJCQEC5cuMCIESMwNTXl66+/RqVSUadOHcaM\nGYO9vT2RkZF4eXlx8eJF8vPzGTVqFD4+PiQkJJCUlIRareb27du0bdtWkvZWJgV+nIKCAubPn0/X\nrl11Eo+tW7fy22+/UVxcTLt27aT3K+vOqw8htRUIBIKaRSQfAqkGpaSkhDNnztC6dWtu3brF0aNH\niYqKQi6Xs3r1ag4fPkxQUBAqlQpvb2/CwsIoKSlh9uzZTJkyhTp16nD06FG+++47Ro8eDZTujMyb\nN48zZ84QHx/PjBkzgFIZbUxMDCYmJnz88ceEhobi4OCgVwpc1mSuPF9//TU9evTQUfOcO3dO6iOj\n1WqJjo7m8uXL+Pj4VKsQVkhtBQKBoGYRyYcAtVotOaY2b96c7t27s3fvXlJSUoiIiECr1VJUVIS9\nvT1QqjYps2pPT08nNTWVqKgotFotWq1WKgAFpOc8PT3JysqSrrdq1QoLCwsA3NzcuHv3Lg4ODnql\nwPqSj5YtW5KUlMSrr76Kra0tUNox99y5c4SHh6PValGpVGRkZODj41OpEkhIbWsPIj7jRsRn3Aip\nraDamJubEx1dUeERHBzMW2+9VeG6mZmZtJOg1Wpxd3dnzpw5esfWJ48tfx1KC3BLSkoqlQLro3Pn\nzty7d4/58+cza9YsLCws0Gq1vPbaa3rrPyrb+RBS29qDiM+4EfEZL0JqK3gq9O0KtGzZkpiYGHr3\n7o2trS15eXkUFhbi6Oio87yLiwu5ublcvXoVb29vSkpKyMjIwM3NzaB5ylOZFLgyQkNDuX//PosW\nLWLq1Kn4+/uzefNmunTpgoWFBdnZ2SgUCmxtbZ84d3mE1FYgEAhqFpF8/Ms4ceIEixcvZsmSJVUa\ng7m5uTFo0CDpOEWhUDBixAgcHR11nlcoFEyYMIE1a9aQn5+PRqOhd+/eepOPynYfzp49S9++fSUp\n8Pvvv4+JiYkkBa6KwYMHs3LlSqKjo3F1daVz585Mnz4dAEtLS8aNG0dWVhbFxcUGfT4gpLYCgUBQ\n0wip7b+MTz/9FJVKhaenZ6VKkr+bxzvZJiQkkJyczPDhww16vyq579NIgYXU1jgR8Rk3Ij7jRUht\nBVVSWFjItWvXiIyMZO7cuVLysWLFCjp06CCZfC1btoxOnTqRl5fHyZMnUalUZGZm0qdPH4qKikhM\nTMTU1JSIiAisra3Zv38/+/bto6SkhAYNGjB27FjMzMyIi4vD0tKS5ORkcnJyGDJkiFSAaihVda29\nffs2t2/fxsnJiZCQELZu3crUqVOrvCcQCASCfx6RfPyLSEpKws/PD0dHR2xtbUlJSaFx48Z0796d\nHTt2EBgYSH5+PteuXWPs2LEcOnSImzdvsnDhQlQqFePGjWPo0KFER0ezfv16Dh48SGhoKO3bt6dH\njx4AbNq0iQMHDvDKK68AkJOTw5w5c6Rx9CUfKpVKUttotVoePXpEQEAAQJVda2/dusWcOXNQKBQo\nlUqdY52q7j2Javt8CI8PgUAgqBYi+fgXkZiYSJ8+fQDo2LEjiYmJNG7cmBYtWvDVV1/x8OFDjh07\nRvv27aWjCl9fX8zNzTE3N8fGxkZKCtzd3SUzstTUVDZv3syjR49QqVT4+flJc7Zt2xYorSF58OCB\n3nU9rrYpO3aBqrvWBgQE6KhmylPVvfLok9pW1+fDctpirNwbV+udf4LaLvUT8Rk3Ij7jRkhtBXrJ\ny8vj4sWLpKWlSR1eZTKZtIsQHBzMoUOHOHr0qNR3BajwBV7WKbZMHguldudTpkzB3d2dhIQEqd19\n+eeflqq61pb5hOijqnvleRZSW2OQ2ULtPnMGEZ+xI+IzXoTUVlApx44dIygoiHfffVe6FhkZKTmA\nBgcH88knn2Bvb4+rq2u1xi4sLMTe3p7i4mISExNxcHDQ+1xltc1V1TzXRNfaJ1Ftqa2Q2QoEAkG1\nEMnHv4SjR4/Sr18/nWvt2rUjMTERHx8f7OzscHV1pV27dpWOUVndxJtvvsknn3yCnZ0dXl5eFBQU\nVOv9quoxBgwYQGxsLDY2Nvj6+lbatfZZIqS2AoFAULOI5ONfwsyZMytc69Wrl/TnMkVL586dGThw\nIB4eHmi1WmQyGVlZWTg6OrJixQrp+W7dutGtWzeUSiWnT5/WuVdG+eMbpVJJ8+YVv9T1XVcqlVJt\nSWBgoKTCKc/jMuFbt27RsWPHJ94TCAQCwT+PSD4EnD9/ns8//5w+ffpgaWmJhYWFXrv1yjBUSfI0\nOx+GoNFoePnll6t9TyAQCAT/DCL5ENCqVSs+++wz6Wd9NRh3795lxYoVqFQqAIYPH463tzdQWvMR\nGxtLWloanp6ejBs3Dih1Ll2/fj3m5uY0a9bsqdb2ww8/cPr0adRqNd7e3rz33ntAab1Ko0aNuHLl\nCp07d6agoABLS0v69OlT5T1DEFJbgUAgqFlE8iGoQFmXW61WS/369Zk0aRJ2dnbMmDEDhUJBZmYm\nS5cuZf78+QDcuHGD2NhY7O3tmTFjBleuXMHT05MvvviC2bNn4+zszJIlSyqd79KlSzplS2k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9myZQttbW1a58qtru/pGWer1YrBYMBms3HkyBGMRiPguFNSWVlJVFQUJ06c0IqPsLAwDh06RGxs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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Young and rich and cool : Billionaires under 40\n", "plt.style.use(\"ggplot\")\n", "sorted_young_bils = recent[recent['age'] < 40].sort_values(by='networthusbillion')\n", "sorted_young_bils.plot(kind='barh', x='name', y='networthusbillion', legend=False)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZGYVCwdy5c+nRowfjx49n2bJlLFiwAGtra8zMzFAoFMTGxjJx4kQUCgUymYyD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\no48+KnVdSkqKFDg6ODg8N2iEN6fjKDQcBQKB4O9HlQPH4OBgDAwMGD9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IkSP079//JZop\n+DdibW1Nx44d+eOPPzSO29jYcPLkSaKiorC2tubMmTPcuHGjUhqP7u7uRERE0KhRI4yNjdm3b59G\ncGRhYYFcLic+Pp7CwkIuX77Mb7/9BiBVKVtaWiKTybh8+TKNGjVCV1eXrKwsjh07RuPGjVEoFKSk\npHDv3j06d+4MFGdQ9fT0+Oqrr1CpVLRq1Yq8vDweP36MsbExCxcuZMKECTRq1KiUzfn5+WRmZgLF\nLT337NmDXC5HLpeXeh6ZmZkUFhaW+TyKiopYv349ffv2JT09ndDQUDp27Iiuri5yuRxjY2OOHz+O\nubk5jx8/JiQkBG1t7ecGj0LHUSAQCARqqhw4GhkZSYGivr4+2traGnuk5HK5hvSJQFARffv2JSIi\nQqMiuWPHjty7d4+1a9eiUqlo3rw5PXr0kApIKqJ3796cPXuWxYsXY2pqSu/evcnIyCA+Pp45c+Yw\nZ84c/P392bx5M0+fPmXPnj0MGzaMxYsXExQUxLfffotCoaBDhw5s3ryZwsJCtLW1qVWrFnK5nFOn\nTvHkyRNMTU1p06YNvXr1Aor/XzRt2pSTJ08il8tJTk5m0KBBrFu3jhEjRpCfn8+GDRtYsGCBFBBe\nunSJhIQErl+/Tnh4uDSPo6MjNjY23Lt3j+3bt0tL4GvXrqWgoACVSiU9j+zsbJYuXUpqaip169bF\n3t6ehQsXkpOTg0wm4/Tp02RlZTFs2DA++OADtm7dyhdffIGuri4tWrQgPj6ebdu2VapzjUAgEAgE\nVQ4c7e3tuXPnDlCccXR2dubo0aM0bNgQlUrFsWPHhDi4oExK6heqMTExYenSpRrHdHR0GDVqFKNG\njdI4rm7dV95cUPzHjJubG9nZ2Xz00UcAdOrUiV27dnH+/HkAWrRoQVJSEufPn2fGjBkA9OvXTzqv\nHlO3bl2cnJwACAsL4/Tp08yfP7/czOfdu3epX78+kydPlo6p23L27NmThQsXEhMTQ+PGjYmKipKC\nSjc3N1JTU9m8ebMk7J2dnc3cuXNp3749b731FlDcdzoiIoKtW7fSt29f2rdvz3fffYeDgwOffPIJ\n2traZGRk8Mcff9CzZ0/atm2LUqkkNDSUZcuWMWPGDObMmUNQUBDnz5+nsLBQypAKBAKBQFAZqhw4\nenl5cfToUQoKCpDL5QwcOJDFixfz+eefA8XSIRMnTnzphgoErxN3d3eNz76+vkRGRhIVFVVuj/aH\nDx+Wuk6Nvb09ULzHsnHjxuzfv18K7qBYFsjHx4e1a9cyePBgjIyMkMlk6OnpYWpqWua9Fi9eTIMG\nDXjnnXek40ePHqVmzZoMGjRIOubv78+UKVNISEiQAmG5XM7o0aMr1G9U8zJ1HIVeo0AgEPyzqfI3\neLt27TS041xdXfnqq6+4dOkSWlpa1K9fHxsbm5dqpEDwusnKymLnzp1cv35d6kFdWFj40qRrbt++\nTUJCAvv375eOqVQqCgsLyczMLDNYVFNYWMjChQtp1qwZI0aMKDXvjRs3pGxrSVJSUqTA0cHBoVJB\nI7xcHUeh1ygQCAT/bF7oT//c3FyePn2KlpYWTZs2lY6npqZiaWn5wsYJBH+FF5HGURMYGEhWVha+\nvr5YWlqio6NDQEBAhdI11tbWJCUllXlOfVy9jUOlUtG3b19atGhRauzzenhra2vj6elJVFRUqf9r\nKpWKRo0aMWTIkFLXlQxGy5Iyeh383fQay6O6abuVpLr6Xl39BuF7deKN6DgWFBSwe/fuUv1/n6U6\nCICPGzeO8ePH06xZM1JTU5k+fTozZ86kdu3ab9q0vx2v8/mYmJhw7949jWN3796t0hyxsbEMHz6c\nBg0aAMXC3CVlfsrCy8uL0NBQ7ty5g0qlYv78+Xz77bdYWlpy4MABjI2N8fT0BIolrJKTk8tsuahG\nR0enzP2HMpmMMWPGsG7dOgICApg2bZokRF6rVi0iIyOxtLRES0uLqKgofvzxR5YuXfrGgsWS/J30\nGsujOmu7VVffq6vfIHyvrr6/CFUOHLds2UJERARNmzbF1dUVQ0PDV2HX34I7d+4wb9486tSpw2ef\nffZGbfn888/p0qULPXr0eKN2lMW4ceMqPN+2bVupM8rrwN3dnYMHD3LixAlcXV25cOECt27dwtzc\nvNJz2NjYcOrUKZydncnNzSUkJETSdyyPbt26cenSJZYvX07Hjh1RqVQkJSWxe/duoqOjmTBhAnK5\nnNTUVGJjY4mNjSUiIqLUPDKZjH79+mFpacnNmzfx8vJCR0enVCZyzJgxBAYGsmjRIil47Ny5M+Hh\n4axatYpevXphZWXFuHHjJAHxvxI8vkwdR6HXKBAIBP9sqhw4nj9/ng4dOuDn5/cq7Plbcfz4cZyc\nnIiPjyc5OfmNVIsXFhY+N2B50yxatEj6+dKlS2zatImAgAApW6arq0t2dvYru79SqUSlUkm6ovXr\n16dfv37s3LmT/Px8vLy86NSpE5cuXar0nKNHj2bTpk3MmzcPhUJBv379niszpaOjw3/+8x8OHjzI\n8ePHAVizZg2urq58+umnkgC4hYUFAQEB3Lhxg8OHD0tC3I6OjrRs2ZJ27dqhp6dH/fr12bx5MzNm\nzKCwsLBUFl+deQwMDCQgIICpU6diYWHBZ599xo4dO1iyZAkFBQVYWFhQv379v/weCR1HgUAgEKip\n8m8SmUwmdeH4N1NQUMCZM2d4//33OXz4MOHh4ZVqpZicnExwcDC3b9/G0tKS4cOHS8uTULzXbfv2\n7dy8eRO5XI6HhwfDhg2T9p8FBQXx5MkTXF1dOXLkCEqlEjs7O9LS0ti+fTvbt28Hyt4KEBoaSnR0\nNLNmzdI4vmDBApycnPD19UWlUrF3716OHz9OZmYmNjY2DBgwgCZNmgD/W1IeP348f/75J7GxsVha\nWuLr66vhR0lK7p1TZ6BNTEw0xqgDx9TUVHbs2FHmvNevXycgIIDFixdLkjfPLnGrx0yaNIndu3dz\n9+5dPvzwQ2JjY3n69Clnz54lNDSUrKws3N3dGT16tDTXwIEDJXu8vb1p164d48aNY+bMmXh7e+Pt\n7Q38bwvC9OnTpfvr6upiZmbGgQMHOHv2bKnnERUVxbZt20hNTcXZ2ZmBAweybt06Zs+eXWq/r0wm\nw9TUlBYtWtCiRQsOHTpEWFgYX375pca4WrVqUatWLZ4+fUpWVhazZs2iU6dOknxRXl4e8+bNw93d\nnfnz50vPa/78+QwYMIDx48dLS9WzZs1CW1ub7OxsCgsLiYuL48MPP8Tc3JwePXpIkj8CgUAgEFRE\nlQPHxo0bc/Xq1X/9L5pz585hYGBAgwYNyMvL4+eff2bQoEFl9kIuyY4dOxg6dCgODg6EhYWxfPly\n5s+fj0KhICMjg++++44OHTowdOjQUhp7am7cuIGhoSGTJ09GpVJhbm7OV199paHpVxatW7dm//79\nGtnRlJQU4uLipHZ6v//+O4cOHcLPz4/atWtz8uRJVqxYwRdffIGjo6M0186dOxkyZAjvvPMOe/bs\nYc2aNSxYsOCF98m9rHl37NjBkCFDMDIyIikpidTUVLS0tDh37hwTJ04kLy+P1atXExoaysiRI1/I\n5ufZnZaWxk8//UTHjh3p1KkTiYmJbNu27YXvqVQqqVGjBh9++CFGRkbExcWxadMmTExM8PLyQk9P\nj/fee48FCxbQsGFDGjRowNq1a6lbt67U0eZZQkJCSElJYfLkyRgZGfHo0SOePn1aoR0vS45HSPEI\nBALBP58qf4v37t2bNWvWsHHjRtq3b4+FhUWZwVRFciL/BE6cOCF102jSpAlbt27l4sWLNGvWrMLr\nOnXqRPPmzYFi7b/o6Gj+/PNP+vfv/0IaexVp+qmxs7OjZs2anD59Wmr5ePr0aWxsbKSClEOHDtGz\nZ09atmwJQP/+/bl58yYHDx5k7Nix0lzdu3enYcOGAAwaNIhTp05x9+5d6tatW6nnVx4va15vb288\nPT0JCAjg4cOH1K1bl4SEBPz9/aXWgR06dChzD+HLtvvo0aNS9hSKK6eTk5OlVoZ/FT09PQ3Rc0tL\nS+Li4jh79qykJVm7dm369+/P+vXradWqFSkpKcyePbvcOVNTU6ldu7a0alAZ9YOXJccjpHgEAoHg\nn0+VA0f1ctrdu3elNmll8U+uqn748CGxsbGMGTMGKJY/adOmDeHh4c8NHF1cXKSfZTIZzs7OkhTL\nq9DYe5bWrVtz9OhRKXA8c+YMrVu3BorlkzIyMqhTp47GNXXr1iUqKkrjmIODg/SzQlFcHJGVlfWX\nbHoV86oD4alTpwKwa9cuMjMzpaBRPf/LsBkqtjs5OVnav6im5HvwIvzxxx+cPHmStLQ08vPzUSqV\npfba9uzZk0uXLnHkyBEmTZpUaptASTp37syaNWuIi4vDw8ODJk2avPAfA5XlnyLFA9VPoqMk1dX3\n6uo3CN+rE29EjqdkBuTfyvHjxykqKtJYPlbz+PHjKlXnluR1aOy1atWKkJAQ4uLi0NbWJjk5udxO\nJxVRVuD6MlrTVTSvul91yfuUp79Y1jN6du6y9ByfPf8s5d3vVT2PioiIiGDHjh0MGzYMZ2dn9PX1\nOXz4MNeuXdMYl5GRwYMHD9DS0uLBgwdSZrQsmjRpwoIFC7hy5QrXrl3jhx9+oE2bNhrdZ14V/wQp\nHqjeEh3V1ffq6jcI36ur7y9ClQNHdQHBv5WioiJOnjyJj49PqV/A69at48SJExUGz3FxcdSrV0/6\nnJCQIIk8P6uxVxXK0/R7FjMzM+rVq8epU6eQy+XUqVOHGjVqAMV9nM3MzIiNjdVojRcbGyu1xHsd\nHD9+nO3bt7NkyRKN4+pMWUZGBhcuXGD79u1S9f7Ro0e5ffs2w4YNe2l2qO+Xnp4uZTDfqLS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ZUhl8spKSlhz549REVFkZeXh1KpRKFQaLxboMpnS0tLjXf9v0ToOAoEAoFAjXActQhbW1ugwlFq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\n559/PvFeuVzO2LFjayxkad++vfSzjY0NI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Young and rich and cool : Billionaires under 40\n", "plt.style.use(\"fivethirtyeight\")\n", "sorted_young_bils = recent[recent['age'] < 40].sort_values(by='networthusbillion')\n", "sorted_young_bils.plot(kind='barh', x='name', y='networthusbillion', legend=False)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ej/g03mPL3m5b3ftW9w3Y3re6949gwtH48bDT+Xw+S8e153mzLmbthaj9Iodh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\nLN3mWswyqsdrMwKrjwmCQIQ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90SdRG3cz6qg7saMoEjFbFMXV6KQ2KV/yntT3g8ct3Q/P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\nQgghhNiEhKMQQgghhNjE/wOakFYbhfrvygAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sorted_young_bils = recent[recent['age'] < 40].sort_values(by='networthusbillion')\n", "sorted_young_bils.plot(kind='barh', x='name', y='networthusbillion', legend=False)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "plt.style.use(\"fivethirtyeight\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "plt.style.reload_library()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.4.2" } }, "nbformat": 4, "nbformat_minor": 0 }