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Announcing NamSorML : AI classifiers for race, ethnicity and migration studies

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NamSor ML is a new product that offers unmatched accuracy for processing 'big data' or open data sources in the context of race, ethnicity and migration studies. NamSor ML is a SDK (on-site software) that complements NamSor Origin and Diaspora APIs with enterprise class functionalities, for research institutes, international organizations, governements and the private sector.

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Announcing NamSorML : AI classifiers for race, ethnicity and migration studies

  1. 1. ANNOUNCING NAMSORML DEEP LEARNING FOR #GEOINT : DECRYPTING IDENTITY IN SPACE AND TIME THROUGH PERSONAL NAMES, GEOGRAPHIC, SEMANTIC, GRAPH DATA Elian CARSENAT, NamSor 1 2018-01
  2. 2. Founder Bio 2 Elian CARSENAT, a computer scientist trained at ENSIIE/INRIA, started his career at JP Morgan in Paris in 1997. He later worked as consultant and managed business & IT projects in London, Paris, Moscow and Shanghai. In 2012, Elian created NamSor, a piece of sociolinguistics software to mine the 'Big Data' and better understand international flows of money, ideas and people. http://fr.linkedin.com/in/eliancarsenat/en
  3. 3. Two NamSor product lines  Optimized for global coverage : coding names to a large multi-class taxonomy (all countries / regions /ethnicities)  The only input is NAMES : not other information is required  SaaS API or on-premises software licensed per CPU  Includes 4 proprietary onomastics models (.ONO)  Deep-learning capability to re-train models towards a focused research or a customized taxonomy (binary classifier, or just a few classes)  Name information is combined with other data (geographic, behavioural, semantic …)  On-premises software licensed per CPU  Includes 4 word-embedding models (FastText or W2V) 3 NamSor CORE NamSor ML
  4. 4. NamSor ML key functions custom classifiers for race / ethnicity / migration studies 4  State-of-the-art Deep Learning (Neural Network)  Same NamSor CORE models are available as pre- trained models for word embedding, both in Word2Vec (W2V) and FastText (BIN) formats:  COUNTRY_MELTINGPOTS_GENDER_SCRIPT  COUNTRY_REGION_SCRIPT  COUNTRY_SCRIPT  ETHNO_COUNTRY_SCRIPT  Software is licensed as a SDK/Framework with samples for use and integration.
  5. 5. NamSor ML : Native Hawaiian Names - A Binary Classifier Example 5 Nov 20, 2017 9:49:39 AM com.namsor.namsorml.us_hi.MLPNamSorHawaiiTrainer main INFO: Examples labeled as 0 classified by model as 0: 21857 times Examples labeled as 0 classified by model as 1: 7731 times Examples labeled as 1 classified by model as 0: 2194 times Examples labeled as 1 classified by model as 1: 221318 times ==========================Scores======================================== # of classes: 2 Accuracy: 0.9608 Precision: 0.9375 Recall: 0.8644 F1 Score: 0.9781 ======================================================================== Nov 20, 2017 9:49:39 AM com.namsor.namsorml.us_hi.MLPNamSorHawaiiTrainer main INFO: ****************Example finished********************
  6. 6. NamSor ML : US – input Name+ZIP code; output : race/ethnicity 6 manual exit requested ... breaking training at epoch 128 Dec 25, 2017 3:07:48 PM com.namsor.namsorml.us_zip5.MLPNamSorZIP5Trainer main INFO: Evaluate model.... Dec 25, 2017 3:10:13 PM com.namsor.namsorml.us_zip5.MLPNamSorZIP5Trainer main INFO: ==========================Scores======================================== # of classes: 4 Accuracy: 0.7940 Precision: 0.8294 Recall: 0.7789 F1 Score: 0.8008 Precision, recall & F1: macro-averaged (equally weighted avg. of 4 classes) ======================================================================== Dec 25, 2017 3:10:13 PM com.namsor.namsorml.us_zip5.MLPNamSorZIP5Trainer main INFO: ****************Example finished********************
  7. 7. 7  ABOUT NAMSOR
  8. 8. NamSor sorts Names 8  Names are meaningful : we use sociolinguistics to extract their semantics and deliver actionable intelligence.  Names reflect cultural Identity  NamSor data mining software recognizes the linguistic or cultural origin of names in any alphabet / language, with fine grain and high accuracy.
  9. 9. NamSor is focused on classification 9 2.Translitera- tion & Identification 3. Named Entity Extraction 1.Classifica- tion Indexing & Text Mining Watch Lists/ Anti-Fraud/ Counter-Terrorism Social Networks Geo-demographics/ GEOINT NamSor Data Mining/ Predictive analytics
  10. 10. NamSor sorts Names 10  Sorting according to a numerical score, allowing combining NamSor with other algorithm (graph, semantics, predictive …)  Flexibility to learn new taxonomies (machine learn.)  Ease of integration (NamSor API, Java/Python SDK, ESRI, RapidMiner, NationBuilder …)  Classification with various taxonomies  Gender (female/ male / unknown)  Script (LATIN, ARABIC, GUJARATI,...)  Origine (Country ex. France vs. Inde)  Region (ex. Gujarat vs. Andhra Pradesh)  Diaspora (ex. Indian Diaspora in US vs Indian Diaspora in Mauricius)
  11. 11. A global coverage -142+ countries 11 DIMENSION CURRENT COVERAGE SCRIPT (22) LATIN, ARABIC, CYRILLIC, ARMENIAN, BENGALI, DEVANAGARI, GEORGIAN, GREEK, GUJARATI, GURMUKHI, HAN, HANGUL, HEBREW, HIRAGANA, KANNADA, KATAKANA, MALAYALAM, MYANMAR, ORIYA, TAMIL, TELUGU, THAI COUNTRY (142+) AE, AF, AL, AM, AO, AR, AT, AZ, BA, BD, BE, BF, BG, BH, BI, BJ, BN, BR, BT, BW, BY, CA, CD, CF, CG, CH, CI, CL, CM, CN, CO, CR, CV, CY, CZ, DE, DK, DZ, EE, EG, ER, ES, ET, FI, FJ, FR, GA, GB, GE, GH, GM, GN, GR, HK, HR, HT, HU, ID, IE, IL, IN, IQ, IR, IS, IT, JO, JP, KE, KG, KH, KM, KP, KR, KW, KZ, LA, LB, LK, LR, LS, LT, LU, LV, LY, MA, MD, ME, MG, MK, ML, MM, MN, MR, MU, MV, MW, MX, MY, MZ, NA, NE, NG, NL, NO, NP, OM, PE, PH, PK, PL, PS, PT, QA, RO, RS, RU, RW, SA, SD, SE, SI, SK, SN, SO, SR, SY, TD, TG, TH, TJ, TM, TN, TO, TR, TT, TW, TZ, UA, UG, US, UZ, VE, VN, YE, ZA, ZM, ZW COUNTRY/ REGION (15) RU (80), IN (~30), FR (22), IT (17), LB (14), BF (13), CD (8), TR (7), ID (7), GB (4), ES (17), ML (50), GN (8), CI (34), AF(16) COUNTRY/ DIASPORA US, CA, SG, GB, (EU)
  12. 12. Detailed functional coverage A complex n-dimension matrix 12  According to script / country :  Ex. recognizing an Armenian name in LATIN, ARABIC, CYRILLIC, or GEORGIAN ?  According to host / origin country :  Ex. recognizing an Georgian name in the US, in Russia, in Europe? ARABIC ARMENIAN CYRILLIC GEORGIAN LATIN Armenian X X X . X Georgian . X X X X nikoloz doborjginidze Տարիէլովնա Տարիէլաշվիլի ნანული ყაზარაშვილი николоз доборджгинидзе ‫طاكسيان‬ ‫انترانيك‬ ‫كريكور‬ Egyptian Hassaniya Mesopotamian Sudanese DZ LY MA TN EG AE BH KW OM QA SA MR JO LB PS SY IQ SD YE SO DJ ID IN PK MY IR AM Other LATIN X x X X X x X x x x X X X X X X x x x x . x X X x X X X ARABIC x x X X X x X x x x X X X X X X X x X . . x x x x X X . Maghrebi Gulf Levantine Yemeni Other
  13. 13. NamSor CORE key functions to quickly re-calibrate a model 13  Machine learning  Hierarchical taxonomies  Ex. Country / Region  Automatic clustering  Name – Surname, Father/Mother Name  Real Name – Pseudonym  Multiple iterations, using Score to sort data + a proven methodology to qualify data sources
  14. 14. NamSor CORE Technical features  Software as a Service (SaaS),  Online processing (Excel ou UTF-8 txt)  NamSor API (REST)  NamSor SDK (Java, Python, Scala)  NamSor add-on for RapidMiner, NationBuilder, …  3 taxonomies : Gender, Origin, Diaspora  99.9% availability  Throughput: ~1000 names per second (~100 millions names per day)  On-site software deployment,  Hardware: 2x Servers (4c/8t, 3GHz+, 64GB, 2x2TB)  Linux/Java or Scala/Spark 14
  15. 15. NamSor CORE SaaS architecture 15 NamSor API WebApp .ono NamSor SDK RapidMiner User Client technical environment NamSor SaaS (OVH) https https Control des Sources NamSor Software (dev) NamSor Core .TXT NamSor Software (prod) Taxonomies, machine learning Model Compilation (.ONO) Source Compilation (.JAR, .WAR) .log Sshftp) Sshftp) Linux/Apache/SSL
  16. 16. Confidentiality, data protection 16  Software Licence + Confidentiality Agreement  As Input : names only (no other personal data)  Secure Data Center and ‘Cloud’, accessed via SSH  NamSor API over HTTPS  Two logging options :  In clear (for machine learning)  As SHA-256 (for confidentiality) ex. Jean Durieux becomes ef61a579c907bbed674c0dbcbcf7f7af8f851538eef7b8e58c5bee0b8cfdac4a
  17. 17. 17  NamSor use cases
  18. 18. Tunisian Diaspora
  19. 19. Mining 3M twitter names to map Diasporas Who are they, where are they and what are they doing? 19 Source: Twitter Source: Twitter Visualization : CartoDB Data Mining: NamSor
  20. 20. Flow view – who travels where? 20 Source Target Type Id Onoma Weight United Kingdom France Directed 16 Great Britain 37 Spain France Directed 55 Spain 14 United States France Directed 75 Great Britain 12 Turkey France Directed 79 Turkey 11 Brazil France Directed 87 Portugal 10 United Kingdom France Directed 112 Ireland 9 Italy France Directed 152 Italy 7 Switzerland France Directed 226 France 5 Belgium France Directed 247 France 5 United Kingdom France Directed 258 France 5 Mexico France Directed 287 Spain 4 Ireland France Directed 317 Great Britain 4 United Kingdom France Directed 333 Italy 4 United States France Directed 375 France 4 Source: Twitter Visualization : Gephi Data Mining: NamSor
  21. 21. Mapping Talents in Cancer Research (in collaboration with French INSERM) 21 Thomson Reuters WebOfScience (6 countries, 250k scientists, 50k papers) “Analysts uncovered amazing patterns in the way scientists’ names correlate with whom they publish, and who they cite in their papers - not just in case of a particular country, but globally. Tania Vichnevskaia of the French National Institute for Health (INSERM) presented the paper ‘Applying onomastics to scientometrics‘ at IREG International symposium 2015 organised by University of Maribor and Shanghai Jiao Tong University. The paper was prepared jointly with NamSor, a private start-up company specialized in mapping international Diasporas.” Source: WoS; Data Mining: INSERM with NamSor
  22. 22. Cancer Research in Poland and Slovenia Examining the ‘brain drain’ 22 In the Polish Corpus, we look at co- authors with Polish names, affiliated abroad. Top countries: 1. US, 2. Great-Britain, 3. Germany. In the Slovenian Corpus, we look at co- authors with Slovenian names, affiliated abroad. Top countries: 1. Great-Britain, 2. US, 3. Germany. Source: WoS; Data Mining: INSERM with NamSor
  23. 23. “Incredible India” – 1.2 BN People Indian onomastics by State/Union Territory 23 Names in LATIN, BENGALI, DEVANAGARI, GUJARATI, GURMUKHI, KANNADA, MALAYALAM, ORIYA, TAMIL, TELUGU, ARABIC
  24. 24. GUJARAT : mapping onomastics by district 24 Source: Voters List; Visualization : Google Fusion Tables; Data Mining: NamSor 7Ahmedabad 22Surat 2Banaskantha 4Mahesana 9Rajkot 16Kheda 14Bhavnagar 21Bharuch 15Anand 24Navsari 19Vadodara 5Sabarkantha 6Gandhinagar 25Valsad 17Panchmahal 8Surendranagar 3Patan 10Jamnagar 12Junagadh 13Amreli 1Kachchh 28Morbi 27Arvalli 30GirSomnath 32Mahisagar 18Dahod 31Botad 29DevbhumiDwarka 20Narmada 26Tapi 33Chhotaudepur 11Porbandar 23Dangs L62454:497 L63405:400 L79998:394 L184529:18 L511960:527 L437236:1278 L256619:111 L294948:886 L85680:416 L184530:134
  25. 25. ASSAM: Karbi Anglong, within district Inter-caste marriages ? 25 output Input Input clusterId clusterParentId Firstname LastName parent is FirstParentLastParent L25354:253L64958:2797 A¡à[ ¹ ¹}[ššã husband ¤àl¡ü[W¡³ [W¡}>๠L47490:1593L64958:2797 ¤àK[¹ [W¡}>๠father ¤àl¡ü[W¡³ [W¡}>๠L28582:1209L47490:1593 [³>à Òü}[t¡šã husband ¤àK[¹ [W¡}>๠L23643:669L35593:510 ™åKƒ}à [W¡}>๚ã father ¤ài¡[W¡³ [W¡}>๠L23643:669L35593:510 ³à>àÒü [W¡}>๚ã father ¤ài¡[W¡³ [W¡}>๠L47490:1593L35593:510 W¡àì=¢ [W¡}>๠father Wå¡ì¤ [W¡}>๠L23643:669L35593:510 A¡àì¹ t¡àì¹ïšã husband Wå¡ì¤ [W¡}>๠L35593:510L47490:1593 [ƒ[º š [W¡}>๠father W¡àì¤ [W¡}>๠L23643:669L47490:1593 [¹>à [W¡}>๚ã father W¡àì¤ [W¡}>๠parent is husband Count of serial Column Labels Row Labels L47490:1593 L116370:3612 L54332:2031 L184096:2297 L35593:510 L168871:1819 L135664:4438 L51271:837 L23643:669 6931 84 5099 15 2069 28 791 1924 L151415:3559 18 212 11 6446 19 1217 55 6 L28582:1209 5132 68 3565 10 1494 17 592 1323 L116370:3612 66 10283 38 72 40 321 137 29 L9839:442 2491 60 1851 9 774 11 321 660 L168871:1819 7 263 6 361 8 2730 24 4 L23642:141 1198 8 822 2 375 4 156 332 L25354:253 1181 12 932 375 7 100 323 L135664:4438 20 154 5 22 19 44 2212 3 L87032:1210 11 315 13 51 14 141 37 9 L90333:3644 3 204 2 31 190 5 L184096:2297 13 1735 3 84 11 1 L87031:697 4 136 4 12 3 137 4 5 L14495:131 614 10 432 167 4 68 163 L63724:1422 17 83 10 34 34 28 96 6 L98994:891 31 161 46 21 19 59 21 5 ASSAM: Karbi Anlong district names clustered L116370:3612 L23643:669 L151415:3559 L47490:1593 L28582:1209 L54332:2031 L184096:2297 L168871:1819 L9839:442 L135664:4438 L87032:1210 L90333:3644 L35593:510 L51271:837 L63724:1422 L154797:1168 L64959:1796 L23642:141 L87031:697 L6536:295 L98994:891 L25354:253 L64958:2797 L30570:2614 L90334:1189 L95839:287 L100510:366 L121390:783 Other Source: Voters List; Data Mining: NamSor
  26. 26. Boston geo-demographics 1/2 26 Source: Boston Voters List ; Visualization : ESRI ; Data Mining: NamSor
  27. 27. Boston geo-demographics 2/2 27 Source: Boston Voters List Visualization : ESRI Data Mining: NamSor
  28. 28. Breaking down ‘White’ and ‘Asian’ into Portuguese, Spanish, Italian, India, Pakistan, China, ... 28 Source: Boston Voters List Visualization : ESRI Data Mining: NamSor
  29. 29. PATENT DATABASES 29
  30. 30. US AID PROJECT 30 dateextract linkedinurl parentseed fullname titlename orgname locality languages connections descriptor profilesummary experience organizations volunteering projects education awards skills recommandations groups publications score UA links titlename2orgname3locality2 languages3connections4descriptor5profilesummary6experience7organizations8volunteering9projects10education11awards12 skills13 recommandations14groups15 publications16usOrCanada?TOT 06/02/2016 https://www.linkedin.com/in/vyacheslav-dubchenko-211850b0https://www.linkedin.com/in/alexandr-onischenko-b59b1871Vyacheslav Dubchenko Unemployed Winnipeg, Manitoba, Canada Russian,Ukrainian,English,68 connections Winnipeg, Manitoba, CanadaSummary Summary - Creative, hardworking and reliable worker - Strong oral communicator, very organized and quick learner, good English Agronomical Skills - More than 15 years in agriculture, including the position of Сhief Agronomist in several Ukrainian leading agricultural organizations - Deep knowledge about different types of soil, fertilizers and different methods of crop protection - Proficient in all types ofExperience Manager of engineering and park department Sanatorium for parents with children «Chernomorets» October 2012 – November 2015 (3 years 2 months) Coordinated the development of various landscaping projects on the site, maintained public use park area and beach side, managed the teams of turf professionals, park staff, constructors, plumbers, drivers and tractor operators. ConVolunteer Experience & Causes Opportunities Vyacheslav is looking for: Skills-based volunteering (pro bono consulting)Education Donskoy State Agrarian University "Agronomy", M. Sc Degree, Agronomy and Crop Science 1991 – 1999 Activities and Societies: Debate teem, wrestling, beekeepingSkills Agriculture Agribusiness Landscaping Landscape Maintenance Landscape Management Horticulture Turf Management Synthetic Turf Agronomy Management Team Management Project Management Irrigation Irrigation ManagementGroups Agricultural Job opportunities: North America Agricultural Job opportunities: Australia and Oceania Precision Agriculture (2115528) Теплицы и технологии. GreenTalk.ru Fertigation Network Agricultural Job opportunities View Vyacheslav’s full profile to... See who you kno4.200801 9 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 x 16.2008 06/02/2016 https://www.linkedin.com/in/viktoriia-osmak-41908126https://www.linkedin.com/in/rodion-vakulovskyi-4a403292Viktoriia Osmak Certified Salesforce Developer Freelancer Bakersfield, California English,Russian,Ukrainian,323 connectionsBakersfield, CaliforniaSummary Summary experience time : 7 years SalesForce (more then 3 years): APEX, SOQL,SSQL, customize application, VisualForce, Triggers, etc. PHP: (procedural / OOP). Modules: xml parsing, Simple XML, XSLT transformation, image processing (gd), etc. Javascript: procedural / OOP, Ajax, browser independense (crossbrowsering), JSON, jQuery(base level) XML: XML/XSLT transformation, MYSQL: database design, oExperience Certified Salesforce Developer Freelancer July 2014 – Present (1 year 8 months) Lead SalesForce Developer Skelia Ukraine December 2012 – Present (3 years 3 months) Project Title: "Thomas Cook" Creating UIs and integration processes using: Apex, VisualForce, SOQL, SSQL, Triggers, WebServices, EmailServices… Collaborating with a business management team and other developer teEducation Kyiv National Taras Shevchenko University Master's degree: Master of Social Informatics; Lecture of Mathematics and Informatics, Programming, Computer Science, Social Informatics, Diploma with honours 2001 – 2003 Kyiv National Taras Shevchenko University Bachelor's Degree: Bachelor of Applied Mathematics, MathematicSkills MVC Salesforce.com Force.com Apex Programming Visualforce Pages SFDC Database Triggers SOQL Unit Testing OOP PHP XML XSLT CSS HTML See 9+ AJAX SQL MySQL JavaScript jQuery JSON Database Design Eclipse Java See lessRecommendations A preview of what LinkedIn members have to say about Viktoriia: Together with Viktoriia we were able to manage, create and stabilize the model and the services within the Saleforce System in a distributed work environment (Ukrain - Belgium). She was able to take over the SalefoGroups Ukrainian Physics and Mathematics Lyceum The Salesforce Developer Group Salesforce Interview Questions Salesforce Professionals Salesforce.com UK & Europe (1800+ members) Salesforce Data Quality Forum Salesforce.com Freelancing See 7 more Salesforce Jobs in US0.603375 10 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 1 0 x 15.60338 07/02/2016 https://ca.linkedin.com/in/yuriy-diakunchak-6a3bb61 Yuriy Diakunchak Director of Marketing at Ukrainian Credit Union LimitedUkrainian Credit Union LimitedToronto, Canada Area English,Ukrainian, 500+ connectionsToronto, Canada AreaSummary Experienced marketing manager. Focused on branding and brand management, executing programs and campaigns targeted at building brand exposure. More recently, have been immersing myself in various aspects of on-line and social media marketing and Google AdWord marketing. Learning a lot about how to improve both the number and quality of visitors to our web site as well as how to tie it all baExperience Director of Marketing Ukrainian Credit Union Limited August 2010 – Present (5 years 7 months) Heading up the marketing department. Reporting to the COO Manager, Web and Creative Services Platform Computing October 2009 – July 2010 (10 months) Manage team consisting of web master and graphic designer as well as contractors supplying design, writing and multi-media serviceOrganizations KUMF Art Gallery Director Starting March 2013 Member of Board of Directors of KUMF Art Gallery (Ukrainian Canadian Art Foundation), currently responsible for member communications. Ukrainian Canadian Professional and Business Assocation - Toronto Branch Director Starting January 2014 UCPBA is an organization that brings together businesses and professionalsVolunteer Experience & Causes Causes Yuriy cares about: Arts and Culture Civil Rights and Social Action PoliticsEducation M.M. Robinson McMaster University BComm, Marketing, Finance Pragmatic Marketing , Product Marketing Course Ryerson University Bachelor of Journalism (Post-Graduate - Equivalent of MA), JournalismSkills Product Management Marketing Automation Brand Management Product Marketing Demand Generation Multi-channel Marketing Marketing SEO Social Media Marketing Program Management Competitive Analysis Analytics Corporate Communications Cloud Computing Leadership See 9+ Public Relations SRecommendations A preview of what LinkedIn members have to say about Yuriy: I had the pleasure of working with Yuriy since 2006 on various video projects for Ukrainian Credit Union and Platform Computing. Yuriy is very professional, fair, clear in communicating his ideas and always enjoyable to wGroups Markian Silecky Real Estate - Babiak Team Royal LePage Real Estate Services Ltd, Brokerage Cloud Computing Taxonomy & Information Management John4Ward3 Marketing And Research: Need of the hour UCPBA Toronto View Yuriy’s full profile to... See who you know in c2.368793 7 1 1 0 1 0 0 0 1 1 0 0 0 0 0 1 0 0 x 15.36879 05/02/2016 https://www.linkedin.com/in/svitlanakozhushko https://www.linkedin.com/in/viktoria-tymoshenko-91394417Svitlana (Bilyk) Kozhushko Director - Transfer Pricing and International Tax Services at PricewaterhouseCoopers LLP, USAPricewaterhouseCoopers LLP, USANew York, New York Russian,Ukrainian,English,German,500+ connectionsNew York, New YorkSummary I have 19 years of experience with PwC advising multinational and Ukrainian clients on various Ukrainian corporate and individual tax issues, international tax matters, application of double taxation treaties, transfer pricing issues, tax planning and tax compliance matters. My recent experience includes: • Corporate restructuring projects, including pre-sale restructuring • Tax services relating to IPO / EurobExperience Director -Transfer Pricing and International Tax Services PricewaterhouseCoopers LLP, USA November 2014 – Present (1 year 4 months) Board Member International Fiscal Association, Ukrainian branch February 2014 – February 2015 (1 year 1 month) Tax Director, Tax & Legal Services PricewaterhouseCoopers Ukraine March 2013 – October 2014 (1 year 8 months) • Corporate restructurinVolunteer Experience & Causes Causes Svitlana cares about: Arts and Culture Children Education Environment HealthEducation Kyiv State Economics University Master of Business Administration (MBA), Financial Management 1996 – 1997 Kyiv State Polytechnics University Engineer-Mechanic-Analyst, Dynamics and Strength of Machines 1987 – 1992Skills International Tax Corporate Tax Tax Law Tax Tax Advisory Transfer Pricing Tax Accounting Cross-border Transactions Income Tax Due Diligence Big 4 Mergers IFRS Accounting Mergers & Acquisitions See 11+ IPO Restructuring Financial Modeling Corporate Law Finance Financial Structuring US GAAP Internal CoRecommendations A preview of what LinkedIn members have to say about Svitlana: I had a pleasure and honor to work with Svetlana on a number of tax projects in Ukraine and was very happy with the services provided. I will gladly recommend Svetlana as a tax advisor for Ukranian and international tGroups ECJ Leading Cases Business Events and News in Ukraine International tax planning professionals International Tax Review View Svitlana’s full profile to... See who you know in common Get introduced Contact Svitlana directlyView Svitlana's Full Profile3.272521 7 0 0 0 1 0 0 1 1 0 0 0 0 0 0 1 1 0 x 15.27252 06/02/2016 https://www.linkedin.com/in/sergiilytvynenko https://www.linkedin.com/in/sergey-timoshenko-b6786086Sergii Lytvynenko Business Development Manager at MGID Inc. Santa Monica, California English,Ukrainian,Russian,French,279 connectionsSanta Monica, CaliforniaSummary - Providing you with the most attractive content which will directly result in the highest re-circulation click-through rates. Always native, always publishing the right ad, to the right visitor, at the right time, - Turning all your GEOs into money makers - desktop, mobile, tablet; - Relevant content integrated into user's natural activity stream; - Generating for you significant daily ​monthly revenue; - creating a cusExperience Research Writer 4writers Research Group August 2014 – May 2015 (10 months)Ukraine Compose Business, Marketing and General Economics research papers. Sales school ZEO Alliance 2015 – 2015 (less than a year) Marketing Manager TMDesign December 2013 – September 2014 (10 months)Ukraine Conducted market research concerning different types of decor products (competitor aOrganizations Toastmasters Speaker April 2011 – March 2012 Member of an international leader development organization, represented in Ukraine by "Art Talkers Club"Volunteer Experience & Causes Interpreter New Life Church February 2013 – Present (3 years 1 month)Civil Rights and Social Action Performed simultaneous UA - EN and RU - EN translations during Sunday sermons. Volunteer work. Causes Sergii cares about: Children Civil Rights and Social Action Economic Empowerment Education Health Human Rights Politics PovEducation Kyiv National Taras Shevchenko University Master of Business Administration (M.B.A.), Business Administration and Management, General, GPA 5 out of 5 2012 – 2014 International Christian University - Kyiv Bachelor's Degree, International Economics, GPA 3.4 out of 4 2008 – 2012Honors & Awards 1st place in "Golden Compass" contest VII International Student's Advertising & PR Contest "Golden Compass" April 2014 Team member of the project "Virtual closet" 1st places in "Advertising" and "Start Up" nominations. 2nd place in "Retail New Wave 2013" contest VI National Annual Innovations ContesSkills Creative Marketer Market Research Strategic Thinking Social Media Marketing Conference Speaking Leadership Creative Writing Simultaneous Interpretation Microsoft Office Microsoft Excel Microsoft Word PowerPoint Photoshop Logo Design Research See 8+ SPSS Ukrainian to English Russian to English MeView Sergii’s full profile to... See who you know in common Get introduced Contact Sergii directlyView Sergii's Full Profile Not the Sergii you’re looking for? View more4.174871 7 0 0 0 1 0 0 0 1 1 0 0 0 0 1 0 0 0 x 15.17487 08/02/2016 https://be.linkedin.com/in/vbondarchuk https://be.linkedin.com/in/viktoriamudrakVitalii Bondarchuk Business Development Director at RademadeRademade Greater New York City Area English,Russian,Ukrainian,German,French,500+ connectionsGreater New York City AreaSummary 4 years of experience of B2B sales within international environment. I’ve got great experience of public speaking, team management and sales. My main interest is to develop new businesses globally. Specialties: - Negotiation - Strategy - Sales - Management - Employee Engagement - Compensation and Benefits AnalysisExperience Business Development Director Rademade October 2014 – Present (1 year 5 months) Rademade is a team of professionals that has the ability to actualize your internet project and application ideas. We pride ourselves on the quality of our SaaS projects which we have been actively developing throughout our years on the IT market. Rademade guarantees satisfaction by providing suppEducation Kyiv National Economics University Master, Management 2009 – 2010 Certificate with distinction Activities and Societies: Member of AIESEC, Head of Tennis team of the University, Head of the group, Took part in a lot of business games: Business Battle, Reveal by L'oreal, AceManager by BNPParibasSkills Team Leadership Talent Management Sales Management Management Consulting HR Consulting Project Coordination Account Management Market Research Internet Time Management Microsoft Office Employee Benefits Sales Presentations Coaching Corel Draw See 22+ Pinnacle Studio Marketing CommRecommendations A preview of what LinkedIn members have to say about Vitalii: I worked with Vitalii in the same department at Cybervision. Upon meeting and getting to know Vitalii, it was clear that he is a sharp, ambitious and entrepreneurial young man. He is a true asset to any team of professioGroups KNEU alumni M2Mand IoT (Internet of Things) Communication Mobile start-ups - 10,000+ members and growing! Lean In Community ТСН I am an AIESECer StartupLab - Friends & Family See 7 more Information Security Community Silicon Valley NewTech Node.JS Sales Bom4.142169 9 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 x 15.14217 05/02/2016 https://www.linkedin.com/in/yevhen-nesin-6141a139https://www.linkedin.com/in/stanislav-sheliakin-8a81495bYevhen Nesin Research Lead Other English,Ukrainian,Russian,Polish,500+ connectionsOther Experience Management Trainee (Trading Terms Specialist at Sales Opertations Department) Mars April 2014 – March 2015 (1 year)Ukraine * Trading Terms Implementation * Trade Expenditures Budgeting * Distributors audit * Sales projects management More information in Ukrainian about Management Trainee (LDP) program: http://mars-graduates.com.ua/leadership-development-program_pOrganizations Scientific Association of Students and Postgraduates of Taras Shevchenko National University of Kyiv 2012 – 2013 More than 50 subordinate students in the team, participation in 4 conferences. Management of organization and development of different projects such as conferences, lectures, trainings, intellectual games and bulletin of the association publishing. GeneVolunteer Experience & Causes Opportunities Yevhen is looking for: Skills-based volunteering (pro bono consulting) Causes Yevhen cares about: Economic Empowerment Environment HealthEducation Kyiv National Taras Shevchenko University Master’s Degree, Economics 2009 – 2015 Activities and Societies: Scientific Association of Students and Postgraduates Legislation Institute of the Verkhovna Rada of Ukraine 2012 – 2013Skills Financial Modeling Emerging Markets Equity Research Investment Management Investments Investment Banking Valuation Capital Markets Asset Managment Trading Sales Operations Sales Microsoft Excel Sales Management Distribution See 21+ People Management International Sales Equity Valuation MGroups Fryday Business Events and News in Ukraine MARS РФ и СНГ: вакансии и возможности развития Fryday Kyiv View Yevhen’s full profile to... See who you know in common Get introduced Contact Yevhen directlyView Yevhen's Full Profile1.098148 9 0 0 0 1 0 0 0 1 1 0 0 1 0 0 0 1 0 x 15.09815 11/02/2016 https://www.linkedin.com/in/yuriygnatyuk Yuriy Gnatyuk CBO at KindGeek KindGeek San Francisco Bay Area English,Ukrainian,Russian,500+ connectionsSan Francisco Bay AreaSummary What about passion? Passion is not just something you do, or accomplish, passion is who you really are. Making a better, yourself is the same as making better the world. Practice makes perfect. Just Try. Don't hesitate to contact me. Let's share ideas and find a solution to make the world a better.Experience CBO KindGeek May 2014 – Present (1 year 10 months) KindGeek is a company of ambitious technology professionals. Our main idea is really simple - to help people, entrepreneurs and companies with technology aspects of their projects. We give them the opportunity to focus on the business while we do what we do best - amazing software development. We are a people oriented coVolunteer Experience & CausesProjects STATR Analytics Starting March 2014 Team members: Yuriy Gnatyuk, Anton Skrypnyk, Oleg PankivEducation National University 'Ivan Franko' , Lviv 2009 – 2014 Activities and Societies: Journalist Marketing Sales London House, Westgate-On-Sea Kent, UK 2008 – 2009Skills Start-ups Product Management Product Marketing E-commerce Business Development Online Marketing Mobile Applications B2B Marketing iOS Web Analytics SEO PHP Google Analytics C# Social Media Marketing HTML Lead Generation Email Marketing PromotionsGroups Outsourcing Network - BPO, SSC, ITO (German, English) Mobile Phone Developer Jobs Developer Tech - HTML5, Android, iOS, Windows, Java, BlackBerry, Developers Angel Investment Network Nearshore Nexus: A Buyer's Guide to the New Axis of Outsourcing Alternative FPublished by YuriySee more Startups Best Friend March 13, 20153.963397 8 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 x 14.9634 06/02/2016 https://www.linkedin.com/in/oleksandra-mykolaichuk-a86675b7https://www.linkedin.com/in/khrystyna-khariv-0aa77ab7Oleksandra Mykolaichuk Researcher Forte Group Inc. Chicago, Illinois Ukrainian,Russian,English,German,99 connections Chicago, IllinoisSummary I'm active, sociable, positive person deeply involved in searching true Pythoneers, for whom Django and RESTful APIs is just a piece of cake, and iOS Developers who eat SWIFT for breakfast.Experience Researcher Forte Group Inc. April 2015 – Present (11 months) Forte Group is an IT staffing and consulting company which provides specialty services in software test automation and IT project management. We offer 24/7 productivity in consulting and recruiting because our offices are based not only in Chicago, but in Belarus and Ukraine as well. We work successfully with top notch ProEducation Ternopil Volodymyr Hnatiuk National Pedagogical Univesity Master of Arts (MA), English-Ukrainian Translation 2014 – 2015 Ternopil Volodymyr Hnatiuk National Pedagogical Univesity Bachelor of Arts (BA), English-Ukrainian Translation 2010 – 2014 Activities and Societies: The 3rd place in the VI Inter-University Contest of YounSkills Recruiting Candidates Searching Sourcing Translation SearchGroups JavaScript Discussion / Jobs Developer Tech - HTML5, Android, iOS, Windows, Java, BlackBerry, Developers ASP.NET,C#/VB.NET Developer/Programmer HTML5 / CSS3 / Javascript node.js developers .NET People JavaScript AngularJS Node.js JQuery JSON BackBone.js Coffees2.876263 8 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 1 0 x 14.87626 06/02/2016 https://www.linkedin.com/in/sskakun https://www.linkedin.com/in/andriirodionovSergii Skakun Assistant Research Professor at University of MarylandUniversity of MarylandCollege Park, Maryland Ukrainian,Russian,English,Italian,250 connectionsCollege Park, Maryland Experience Assistant Research Professor University of Maryland October 2015 – Present (5 months) Research in remote sensing Senior Engineer Samsung SDI December 2013 – October 2015 (1 year 11 months)Korea Development of image processing algorithms for industrial vision inspection systems using machine learning techniques. Head of Laboratory for Satellite Monitoring Space Research InProjects Stimulating Innovation for Global Monitoring of Agriculture and its Impact on the Environment in support of GEOGLAM(SIGMA) Starting 2013 Role: Crop and land cover mapping from optical and SAR satellite imagery. Satellite images classification using neural networks. Team members: Nataliia Kussul, Sergii Skakun GEOSS Architecture forEducation Space Research Institute NAS Ukraine & SSA Ukraine Doctor of Philosophy (Ph.D.), Computer Science 2004 – 2005 PhD thesis title: “Complex Analysis of Computer Users Behaviour Using Neural Networks” National Technical University of Ukraine 'Kyiv Polytechnic Institute' Master's Degree, Applied Mathematics, With honours 2Honors & Awards World Federation of Scientists (WFS) National Scholarship Programme Fellowship World Federation of Scientists 2008 Grant of the President of Ukraine for young scientists President of Ukraine 2007 Special Prize Award in Samsung Young Scientists Day Contest Samsung 2005 Special Prize Award for the proSkills Computer Science Research Machine Learning Image Processing Computer Vision Data Analysis Pattern Recognition Remote Sensing Earth Observation Satellite Imagery SAR GIS Quantitative Risk Analysis Sensor Web Disaster risk analysis See 8+ C++ Python Matlab OpenCV GDAL Quantum GIS Netlab ML tooGroups Horizon2020 - H2020 World Data System Deep Learning Group The Earth Observation Network US H1B Visa Jobs Deep Learning Computer Vision and Pattern Recognition See 4 more Remote Sensing and Photogrammetry Society (RSPSoc) IEEE Geoscience & Remote Sensing S1.868683 8 0 0 0 1 0 0 0 1 0 0 1 1 1 0 0 0 0 x 14.86868 08/02/2016 https://be.linkedin.com/in/ksoroka https://be.linkedin.com/in/rademadesignKseniia Soroka Business Development Manager at RademadeRademade San Francisco Bay Area English,Ukrainian,Russian,Portuguese,495 connectionsSan Francisco Bay AreaSummary An ambitious and conscientious individual, team worker with creativity and innovative thinking. Intelligent, disciplined and enthusiastic person interested in learning new skills.Experience Business Development Manager Rademade August 2015 – Present (7 months) Rademade is a team of professionals that has the ability to actualize your internet project and application ideas. We pride ourselves on the quality of our SaaS projects which we have been actively developing throughout our years on the IT market. Rademade guarantees satisfaction by providing support at eOrganizations BEST - Board of European Students of Technology Secretary (2011-2012) Profcom of NTUU "KPI" Head of Student's Healthy Group of Faculty of biomedical Engineering (2010) of NTUU "KPI"Volunteer Experience & Causes Opportunities Kseniia is looking for: Skills-based volunteering (pro bono consulting)Education National Technical University of Ukraine 'Kyiv Polytechnic Institute' Master's Degree, Biomedical/Medical Engineering, GPA 4.65 2013 – 2015 Instituto Superior Técnico , Bioengineering and Nanosystems 2013 – 2014 Courses: - Nanotechnology - Micro and Nanofabrication Techniques - Neuroimaging - Biomaterials Physical ChemSkills Teamwork English Microsoft Office Project Management Project Planning Social Media Marketing Leadership Team Management Team Leadership Engineering Microsoft Excel Research Medical Devices Negotiation Photoshop See 8+ Management Python Strategic Planning Adobe Photoshop HTML HealthcaGroups Luxury Travel & Tourism Industry Professionals Business Development Connect CeBIT APC by Schneider Electric StartupLine.org - Ukraine startups and investors network. NTUU "KPI" Adobe Illustrator See 7 more Ukrainian software developers Business Events and News in1.612316 9 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 1 0 x 14.61232 06/02/2016 https://www.linkedin.com/in/vfedoroff https://www.linkedin.com/in/sergii-zagriichuk-9841204Vadym Fedorov Solutions Architect at SoftServe SoftServe Austin, Texas Area English, 500+ connectionsAustin, Texas AreaSummary A multi-skilled solutions architect with 12+ years of the experience in the development of the software projects and with good all-round ability to juggle multiple projects and meet deadlines whilst at the same time comprehending complex and interdependent business processes. Very capable with an ability to identify and then deal with a client’s needs by translating them into appropriate technical solExperience Solutions Architect SoftServe November 2012 – Present (3 years 4 months) • Build customer relationships and articulate technical solution vision to a technical audience; • Provide guidance on architecture and application processes to the engineering team and overall project; • Provide knowledge and expertise to support the design of client solutions; • Participate in all pre-sales andVolunteer Experience & Causes Causes Vadym cares about: Education Science and TechnologyProjects Performance optimization of the network monitoring solution Starting December 2014 Has been performed assessment of the network network monitoring solution, identified performance issues and provided implementation roadmap, development team guidance on the product performance improvement and performance testing as pEducation Sevastopol State Technical University Master, High-precision mechanics 1996 – 2001 High-precision mechanicsHonors & Awards The best professional in Software Architecture 2015 http://itawards.ua September 2015 All-Ukrainian independent award “Ukrainian IT Awards” is a non-commercial project aimed at finding and rewarding the best professionals in an IT industry. “IT Awards” is a professional recognition of achievements anSkills OOP .NET Design Patterns Microsoft SQL Server C# Software Development WCF Agile Methodologies Web Services TFS SOA Software Engineering Software Design ADO.NET Scrum See 35+ DevOps Continuous Integration Test Driven Development ASP.NET MVC NHibernate TDD DDD Object Oriented Design RRecommendations A preview of what LinkedIn members have to say about Vadym: I've collaborated with Vadym on several projects, where he played the role of Solutions Architect, and I was Senior Engineer, and now considering that as one of the best (if not the best) collaboration experiences in myGroups H1B Jobs Devops (AWS, Azure, Docker, Chef, puppet, salt, ansible ) Discussions Cloud Architect .NET People Lead Generation Tips for SMB Sales Growth Hadoop Users Software Architecture (2967358) See 7 more Ukrainian software developers 97 Things Every Software ArchPublished by VadymSee more What’s the Deal with Docker, or How Will Containers Impact ITNovember 11, 2015 The Guide to Minimum Viable ProductsFebruary 4, 2015 Be Honest with Yourself: Project Maturity ModelJanuary 24, 20153.466105 8 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 x 14.4661 11/02/2016 https://www.linkedin.com/in/saikevych Ievgenii Saikevych Senior Software Engineer at EPAMSystemsEPAMSystems San Francisco Bay Area English,Russian,Ukrainian,500+ connectionsSan Francisco Bay AreaSummary Specialties: Python and JavaScript developerExperience Senior Software Engineer EPAMSystems April 2015 – Present (11 months) Senior JavaScript developer Playtech January 2014 – March 2015 (1 year 3 months) Senior JavaScript developer EPAMSystems July 2012 – January 2014 (1 year 7 months) Technologies: JavaScript, Backbone, Underscore, jQuery, JQueryUI, Jasmine, QUnit, Sencha, css3, html5 Developer pleso.net February 2007 – MaEducation LGU , Economic CyberneticsSkills Web Development Software Development Design Patterns Web Applications Front-end Test Driven Development OOP MVC REST AJAX JavaScript Backbone.js Underscore.js jQuery jQuery UI See 33+ JSON HTML5 HTML 5 HTML DHTML XHTML XML XSLT CSS CSS3 LESS SASS User Interface Design UML User InterRecommendations A preview of what LinkedIn members have to say about Ievgenii: Good not just in design, but also in technical tricks around HTML/CSS in different browsers.See moreSee less Great designerSee moreSee lessSign up to see who recommended IevgeniiGroups Semantic Web Open Source Ukrainian software developers Ukraine. Connections. Graphic Design Professional Group Ubuntu Users Official Group On Startups - The Community For Entrepreneurs See 2 more IT Specialist Network IT/Software Development Outsourcing and3.386101 9 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 x 14.3861 06/02/2016 https://www.linkedin.com/in/artem-zinchenko-14966537https://www.linkedin.com/in/vasyl-antoniuk-7b0838b3Artem Zinchenko Student at Taras Shevchenko National University of KyivGoogle San Francisco Bay Area Russian,Ukrainian,English,118 connectionsSan Francisco Bay Area Experience Software Engineer Google October 2015 – Present (5 months)United States Software Engineering Intern Google April 2014 – July 2014 (4 months)Kitchener, Canada Area Smart pricing team Software Development Engineer Intern Microsoft May 2013 – July 2013 (3 months)United States Bing, Local search divisionEducation Kyiv National Taras Shevchenko University Master's Degree, Computer Science 2014 – 2016 Kyiv National Taras Shevchenko University Bachelor's degree, Computer Science 2010 – 2014Skills Algorithms Data Structures Machine Learning Deep Learning Computer Vision Graphical Models Big Data Data Analysis C++ Python Java Distributed SystemsGroups Deep Learning Kyiv National Taras Shevchenko University's Alumni Deep Learning Group View Artem’s full profile to... See who you know in common Get introduced Contact Artem directlyView Artem's Full Profile4.246047 9 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 x 14.24605 seedname https://ca.linkedin.com/in/yuriy-diakunchak-6a3bb6[...]_-1035308383.linkedin Explanations datetime 2016-02-07T12:49+0000 dateextract 07/02/2016 linkedinurl https://ca.linkedin.com/in/yuriy-diakunchak-6a3bb61 LinkedIn URL and Profile data parentseed - fullname Yuriy Diakunchak - titlename Director of Marketing at Ukrainian Credit Union Limited - orgname Ukrainian Credit Union Limited - locality Toronto, Canada Area - languages English,Ukrainian, - connections 500+ connections - descriptor Toronto, Canada Area - profilesummary Summary Experienced marketing manager. Focused on branding and brand management, executing programs and campaigns targeted at building brand exposure. More recently, have been immersing myself in various aspects of on-line and social me- experience Experience Director of Marketing Ukrainian Credit Union Limited August 2010 – Present (5 years 7 months) Heading up the marketing department. Reporting to the COO Manager, Web and Creative Services Platform Computing October 2009 – July 2010- organizations Organizations KUMF Art Gallery Director Starting March 2013 Member of Board of Directors of KUMF Art Gallery (Ukrainian Canadian Art Foundation), currently responsible for member communications. Ukrainian Canadian Professional and Business Ass- volunteering Volunteer Experience & Causes Causes Yuriy cares about: Arts and Culture Civil Rights and Social Action Politics - projects - education Education M.M. Robinson McMaster University BComm, Marketing, Finance Pragmatic Marketing , Product Marketing Course Ryerson University Bachelor of Journalism (Post-Graduate - Equivalent of MA), Journalism- awards - skills Skills Product Management Marketing Automation Brand Management Product Marketing Demand Generation Multi-channel Marketing Marketing SEO Social Media Marketing Program Management Competitive Analysis Analytics Corporate Communi- recommandations Recommendations A preview of what LinkedIn members have to say about Yuriy: I had the pleasure of working with Yuriy since 2006 on various video projects for Ukrainian Credit Union and Platform Computing. Yuriy is very professional, fair, clear in c- groups Groups Markian Silecky Real Estate - Babiak Team Royal LePage Real Estate Services Ltd, Brokerage Cloud Computing Taxonomy & Information Management John4Ward3 Marketing And Research: Need of the hour UCPBA Toronto View Yuriy’s full profil- publications - score 2.368793324 < how much Ukrainian the nams sounds count 7 < how many Ukrainian connections (max :10) titlename2 0 orgname3 0 locality2 0 languages3 1 < Ukrainian appears in Languages connections4 0 descriptor5 0 profilesummary6 0 experience7 1 organizations8 0 volunteering9 0 projects10 1 education11 0 awards12 0 skills13 0 recommandations14 0 groups15 1 < Ukraine appears in Goups publications16 0 TOT 13.98341639 < Overall score taking into account factors from L26-43
  31. 31. RUSSIAN MEDIA ANALYSIS 31 Source: Integrum/@RussoScopie
  32. 32. Indian diaspora names - a global airline use case 32 ‘For 93% of our customers, when NamSor recognizes an Indian name, the client has travelled to India in the past.’ At state level : ~50%
  33. 33. Indian diaspora in Mauritius 33
  34. 34. Africa: complex identities (Congo RDC) 34 Lubumbashiville Bukama Kolweziville Kabongo Pweto Luiza Mweka Tshikapaville Dimbelenge Luebo Matadiville Mbanza-ngunguville Madimba Songololo Tshela Budjala Bongandanga Basankusu Ingende Gbadoliteville Kinduville Pangi Kibombo Kailo Punia Kalehe Idjwi Bandunduville Idiofaville Bolobo Bulunguville Gunguville Kabeya-kamwanga Katanga Kasai Occidental Bas-Congo Equateur Maniema Sud-Kivu Bandundu Kasai Oriental
  35. 35. Africa: complex identities (Burkina Faso) 35 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% BOUCLEDUMOUHOUN BALE BANWA KOSSI MOUHOUN NAYALA SOUROU CASCADES COMOE LERABA CENTRE KADIOGO CENTRE-EST BOULGOU KOULPELOGO KOURITENGA CENTRE-NORD BAM NAMENTENGA SANMATENGA CENTRE-OUEST BOULKIEMDE SANGUIE SISSILI ZIRO CENTRE-SUD BAZEGA NAHOURI ZOUNDWEOGO EST GNAGNA GOURMA KOMONDJARI KOMPIENGA TAPOA HAUTS-BASSINS HOUET KENEDOUGOU TUY NORD LOROUM PASSORE YATENGA ZONDOMA PLATEAUCENTRAL GANZOURGOU KOURWEOGO OUBRITENGA SAHEL OUDALAN SENO SOUM YAGHA SUD-OUEST BOUGOURIBA IOBA NOUMBIEL PONI L299121:87 L60325:110 L378688:288 L31256:325 L364278:268 L386292:842 L406008:339 L331460:377 L400942:57 L261684:124 L288948:230 L395576:238 L296728:108 L122325:223 L167612:2434 L130170:254 L272330:268 L323241:182 L122326:135 L340386:420 L125315:222
  36. 36. Africa: complex identities (Liberia) 36 Liberia - a regional onomastics 'mille-feuille'
  37. 37. Using NamSor API 37 Option 1/ Online Option 2/ RapidMiner Extension Option 3/ NamSor API & SDK
  38. 38. Thank you ! Elian CARSENAT, elian.carsenat@namsor.com Phone : +33 6 52 77 99 07 38 Juillet 2013, Ambassade de Lituanie à Paris

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