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4. New Columns - 1. #; 2. Company with URL to page linked; 3. Self-Identified Incubator [Y/N]; 4. State; 5. City; 6. Region; 7. Lists Client Companies [Y/N] with URL linked; 8. Fixed Duration [Y - 0 /N - 1]: (Startups at an incubator generally do not all stay for the same fixed duration; Incubator does not have a fixed graduation date for its startups or has a program that lasts longer than one year); 9. Incubator Investment [Y - 0 /N - 1]: (Incubator does not invest directly in the company or take equity in its startups); 10. Cohorts [Y - 0 /N - 1]: Incubator does not have limited-duration programs that ventures enter and exit in groups, known as cohorts or batches.; 11. Formal Application Process [Y - 0 /N - 1]: (Selective, competitive admissions process; Fixed, not rolling application process); 12. Incubator Score out of 4 (A score of 4 is most likely to be an incubator and a score of 0 is less likely to be an incubator based on our baseline attributes for an incubator [[Defining Incubators]])
5. Deleted Columns - funding_rounds; roles; permalink; domain; funding rounds
6. Delete Closed Incubators - Filtered 'status' column to exclude showing results that are 'closed'

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