1. R

2. acquire.

3. nyc open data restaurant sanitation report

4. clean.

5. standardizing merging reordering deduping renaming adding clarifying.

6. geocode.

7. data toolkit API

8. explore.

9. Borough Number of Restaurants Manhattan6753 Brooklyn3981 Queens3620 Bronx1435

11. Top 10 Cuisines in NYC Types of Restaurants Counts American 3950 Chinese 1606 Pizza 756 Cafe/Coffee/Tea 724 Italian 720 Spanish 517 Latin (Cuban, Dominican, Puerto Rican, South & Central American) 496 Japanese 488 Caribbean 451 Mexican 436

16. map.

19. Everything. *different point size.

20. American.

21. Chinese.

22. French.

23. Korean.

24. Pizza. everyone loves pizza.

25. Korean.

26. questions?