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abroad for professional academic algorithms analysis of variance classification cluster analysis communication conclusion Constitution of India cultural Delhi deprivation differences dimensions discriminant analysis dWI XVS dWI employment environment Euclidean distance facilities factor analysis family goals female scientists Five Year Plan gender girls given equal importance given equal satisfaction Harare Declaration higher India indicate percentage institutions Involvement male scientists marital status marriage married women scientists multidimensional scaling number of women OO'O opportunities organisation participation in professional Pioneer women positions problem productivity professional activities professional and family professional career professional goals professional orientation programme rank role S&T personnel sample Science and Technology science careers science education scientific and technological scientific careers significant social society spend statistical traditional women typology unmarried values variables women have given women in science XVS dWI XVS