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. 2021 Oct 22;63(2):133–167. doi: 10.1007/s11166-021-09359-4

Table 2.

Difference-in-differences estimates of the effect of Tulsa rally on pings per 1000 m squared in treatment census block groups, Tulsa County

(1) (2) (3)
Panel I: Entertainment
Trump Rally 0.0934*** 0.0934*** 0.0932***
P-value [0.006] [0.006] [0.006]
Mean of DV 0.0273 0.0273 0.0273
Panel II: Hotel
Trump Rally 0.0336*** 0.0336*** 0.0335***
P-value [0.006] [0.006] [0.006]
Mean of DV 0.0251 0.0251 0.0251
Panel III: Restaurants
Trump Rally 0.0279* 0.0278* 0.0280*
P-value [0.060] [0.060] [0.060]
Mean of DV 0.0682 0.0682 0.0682
Panel IV: Bar
Trump Rally − 0.0006*** − 0.0006*** − 0.0006***
P-value [0.008] [0.008] [0.008]
Mean of DV 0.0031 0.0031 0.0031
Panel V: Business services
Trump Rally − 0.0021** − 0.0021** − 0.0022**
P-value [0.291] [0.291] [0.315]
Mean of DV 0.0100 0.0100 0.0100
Panel VI: Retail
Trump Rally 0.0257 0.0256 0.0260
P-value [0.109] [0.108] [0.108]
Mean of DV 0.0727 0.0727 0.0727
N 60,501 60,501 60,501
Day and Census block group FE Yes Yes Yes
Weather controls No Yes Yes
County linear time trend No No Yes

Estimates are generated using weighted least squares. All estimates include county and day fixed effects as well as county specific linear time trends. State policy controls include COVID-19 testing, an indicator for whether a state reopened restaurant or bars, an indicator for whether a state reopened retail services beyond curbside pickup, an indicator for whether a state reopened personal or pet care services, an indicator for whether a state reopened entertainment business, an indicator for whether a state reopened gyms or parks, and an indicator for whether a state paused reopening. County weather controls include average temperature and an indicator for whether any measurable precipitation fell. BLM Controls include whether a county had a city with at least 100,000 population with a protest. Permutation based p-values are reported inside the brackets

*Significant at the 10% level, **Significant at the 5% level, ***Significant at the 1%