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_ EXHIBIT 3rd Level Africa ANALYSE DISCRIMINANTE Arab Asia average deviation Caribbean cent Centrally Planned Economies Chart Correspondence Factor Analysis countrie_ country points coverage CPFI data on R&D Democratic DISCRIMINANT ANALYSIS engaged in R&D engineers engaged engineers per million figures full-time equivalent gm __ GR_UP groups of countries least developed countries Market Economies million population missing data Northern America number of countries number of R&D number of scientists obtained Oceania percentage personnel and expenditure population and GNP predictors PUNC Q Q Q R&D activities R&D expenditure R&D personnel R&D scientists ratio regions and sub—regions regression regression analysis scientist or engineer scientists and engineers sector socio—economical South America State_ statistical stepwise regression stock of scientists Table A.l. Tanzania third—level Total Number Unesco variance Yemen