input: A spa bath and rainfall shower are featured in this rooms large en suite bathroom
fixed: A spa bath and rainfall shower are featured in this room's large en suite bathroom.

input: However about 10 percent of ALS patients survive for 10 or more years
fixed: However, about 10 percent of ALS patients survive for 10 or more years.

input: After describing these contributions Araki also notes other work of Connes such as his applications of operator algebras to differential geometry and his work on noncommutative integration theory which he published in 1979
fixed: After describing these contributions, Araki also notes other work of Connes such as his applications of operator algebras to differential geometry and his work on non-commutative integration theory which he published in 1979.

input: F33 Securities other than shares excluding financial derivatives
fixed:
F.33 Securities other than shares, excluding financial derivatives