Call:
lm(formula = avg_rate ~ lawtotal, data = my_guns)
Residuals:
    Min      1Q  Median      3Q     Max 
-6.8856 -2.5092 -0.2593  2.8787  7.9737 
Coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept) 17.35202    0.73565  23.587  < 2e-16 ***
lawtotal    -0.13293    0.01832  -7.258 2.97e-09 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 3.626 on 48 degrees of freedom
Multiple R-squared:  0.5232,    Adjusted R-squared:  0.5133 
F-statistic: 52.67 on 1 and 48 DF,  p-value: 2.966e-09
Call:
lm(formula = avg_rate ~ gunOwnershipPercentage, data = my_guns, 
    method = "lm")
Residuals:
    Min      1Q  Median      3Q     Max 
-4.9817 -1.6412 -0.0695  1.7062  6.3866 
Coefficients:
                       Estimate Std. Error t value Pr(>|t|)    
(Intercept)            -0.76685    1.48967  -0.515    0.609    
gunOwnershipPercentage  0.32403    0.03239  10.004  2.5e-13 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 2.989 on 48 degrees of freedom
Multiple R-squared:  0.6759,    Adjusted R-squared:  0.6691 
F-statistic: 100.1 on 1 and 48 DF,  p-value: 2.497e-13
Call:
lm(formula = avg_rate ~ lawtotal + gunOwnershipPercentage, data = my_guns)
Residuals:
    Min      1Q  Median      3Q     Max 
-4.8465 -1.6051 -0.0654  1.6168  6.4532 
Coefficients:
                       Estimate Std. Error t value Pr(>|t|)    
(Intercept)             0.74536    3.55704   0.210    0.835    
lawtotal               -0.01378    0.02939  -0.469    0.641    
gunOwnershipPercentage  0.29874    0.06304   4.739 2.02e-05 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 3.014 on 47 degrees of freedom
Multiple R-squared:  0.6774,    Adjusted R-squared:  0.6636 
F-statistic: 49.34 on 2 and 47 DF,  p-value: 2.847e-12
The average gun death rate tends to increase as that gun ownership as a percentage of population increases.
State with more laws regulating guns experience lower average gun death rate
We see states with higher gun law counts have smaller a smaller gun ownership percentage.
Using Ownership to predict average gun death rates accounts for 68% of variance in our combined data set, adding total laws to the model did not improve the models performance.
By limiting the number of people who own guns we can significantly reduce the average number of gun deaths.
Thank You!