We were chosen in Christ before the world began. The Lord did not choose us by our merit, but solely by our acceptance of Christ which His foreknowledge allowed Him to do before the foundation of the world.
In the strictest sense, we were not personally chosen, but Christ was chosen and all those who are "in Christ" partake of His being chosen by His Father. Just as we are the beneficiaries of the covenant between God the Father and His Son Jesus, so we are chosen because we chose God's chosen, Jesus Christ. The Father would no more reject us than He would reject Jesus because we are accepted by the Father through Christ.
None of us can claim that we are without blame in the sight of men because man looks on the outward appearance and all of us have sinned (Romans 3:23). But the Lord looks on our born-again spirit which has been regenerated in Christ and He sees us holy and without blame.
God looks at us through Christ and everything in our life becomes covered by the blood of Jesus. We are holy and without blame before Him because of His love expressed through His Son.