Der Florentiner Hut (The Leghorn Hat), a 1939 German film directed by Wolfgang Liebeneiner
Lotte and Daisy run away from the orphanage and make their way to Berlin, where they meet shady characters. The police are looking for the two of them, especially as several girls have recently disappeared without trace.