1. Madonna - 12 number one albums
2. Barbra Streisand - 11 number one albums
3. Taylor Swift - 10 number one albums
4. Janet Jackson - 7 number one albums
5. Mariah Carey - 7 number one albums
Please note that this information may have changed since then, and there may be other female artists who have achieved more number one albums after September 2021. To stay up-to-date on the latest chart data, you can check the Billboard website or other reputable music publications.