his paper presents the estimator of conditional density function surrogated scalar response variable given a functional random one. We construct by using available (true) data and surrogate data. Then, we build up some asymptotic properties constructed in terms almost complete convergences. As result, compare our with classical through Relatif Mean Square Errors (RMSE). Finally, end this analys...