(1)	(2)
VARIABLES	Naive Regression	Full Regression
		
urban	10,705***	7,828***
	(47.63)	(43.24)
female		-25,102***
		(48.87)
age		478.3***
		(1.338)
Less_HS		611.4***
		(130.2)
HS		12,922***
		(128.7)
Some_college		21,008***
		(131.8)
BA		46,554***
		(145.0)
Grad		74,768***
		(183.9)
race_black		-9,498***
		(52.04)
race_native_american		-7,071***
		(139.0)
race_chinese		-3,377***
		(252.6)
race_japanese		-928.9*
		(529.0)
race_other_asian_pac_isl		-3,537***
		(135.2)
occ		-0.769***
		(0.00825)
ind		1.804***
		(0.00695)
Constant	34,916***	-550.7***
	(33.66)	(146.6)
		
Observations	6,711,115	6,711,115
R-squared	0.006	0.200
Robust standard errors in parentheses		
*** p<0.01, ** p<0.05, * p<0.1