Thesis: PA republican party voters for a state is predicted by population and snap_assistance.(population_2020, snap_assistance)

Correlation

##                                       votes population_2020
## votes                            1.00000000     0.175829221
## population_2020                  0.17582922     1.000000000
## number_families_2021             0.18194579     0.995536128
## bachelors_degree_or_higher_2021  0.21134372     0.642486480
## avg_family_income_2021           0.25336445     0.547776228
## snap_assistance                 -0.02003497     0.006487882
##                                 number_families_2021
## votes                                     0.18194579
## population_2020                           0.99553613
## number_families_2021                      1.00000000
## bachelors_degree_or_higher_2021           0.67359288
## avg_family_income_2021                    0.59604523
## snap_assistance                          -0.04304091
##                                 bachelors_degree_or_higher_2021
## votes                                                 0.2113437
## population_2020                                       0.6424865
## number_families_2021                                  0.6735929
## bachelors_degree_or_higher_2021                       1.0000000
## avg_family_income_2021                                0.9245498
## snap_assistance                                      -0.5028316
##                                 avg_family_income_2021 snap_assistance
## votes                                        0.2533645    -0.020034971
## population_2020                              0.5477762     0.006487882
## number_families_2021                         0.5960452    -0.043040913
## bachelors_degree_or_higher_2021              0.9245498    -0.502831625
## avg_family_income_2021                       1.0000000    -0.636025657
## snap_assistance                             -0.6360257     1.000000000

Correlation Matrix Histogram