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I would appreciate some help figuring out the analysis of unemployment rates by education and gender. I am encourage to use r studio, LM regression

I would appreciate some help figuring out the analysis of unemployment rates by education and gender. I am encourage to use r studio, LM regression model. I am having trouble with the code for the lm regression model. Additionally, I am specifically having more trouble figuring out the code for "unemployment rates by education and model using the data I have.

DATE Unemployment Rate - College Graduates - Bachelor's Degree, 25 to 34 yrs old Unemployment Rate - Men Unemployment Rate - Women Unemployment Rate - Less Than a High School Diploma, 25 yrs & over Unemployment Rate - High School Graduates, No College, 25yrs. & over
1/1/2011 4.6 9.7 8.5 14.3 9.5
2/1/2011 5 9.5 8.5 14 9.7
3/1/2011 4.7 9.5 8.4 14.1 9.7
4/1/2011 4.3 9.6 8.5 14.7 9.9
5/1/2011 4.3 9.5 8.5 14.5 9.6
6/1/2011 4.7 9.6 8.5 14.4 10
7/1/2011 5.2 9.5 8.4 14.5 9.1
8/1/2011 5 9.4 8.5 14.1 9.3
9/1/2011 4.6 9.3 8.7 14.3 9.4
10/1/2011 4.3 9.2 8.4 13.5 9.4
11/1/2011 4.1 8.9 8.3 12.8 8.8
12/1/2011 4.2 8.7 8.3 13.7 8.7
1/1/2012 4.6 8.4 8.2 13 8.5
2/1/2012 5.1 8.4 8.1 13.1 8.3
3/1/2012 4.6 8.4 8 12.8 8.1
4/1/2012 4 8.3 8 12.5 8
5/1/2012 4.4 8.4 7.9 12.9 8.3
6/1/2012 4.9 8.4 7.9 12.6 8.6
7/1/2012 4.8 8.3 8 12.4 8.5
8/1/2012 4.9 8.3 7.8 11.8 8.6
9/1/2012 4.6 8 7.6 11.7 8.5
10/1/2012 4.1 7.9 7.6 12.1 8.3
11/1/2012 4.2 7.9 7.6 12 8
12/1/2012 4.2 7.9 7.9 11.8 8
1/1/2013 4.7 8.2 7.8 12 8.1
2/1/2013 4.1 7.8 7.6 11.3 7.9
3/1/2013 3.6 7.6 7.5 11.1 7.7
4/1/2013 3.9 7.8 7.3 11.6 7.5
5/1/2013 3.9 7.9 7.1 11 7.3
6/1/2013 4.5 7.7 7.3 10.7 7.7
7/1/2013 4.7 7.7 6.8 10.8 7.5
8/1/2013 4.3 7.7 6.7 11.1 7.4
9/1/2013 4.6 7.7 6.7 10.5 7.6
10/1/2013 4.5 7.5 6.8 10.9 7.2
11/1/2013 4 7.2 6.7 10.7 7.2
12/1/2013 3.4 6.8 6.6 9.8 7
1/1/2014 3.9 6.8 6.3 9.4 6.5
2/1/2014 4.3 6.9 6.4 9.8 6.4
3/1/2014 3.4 6.7 6.6 9.4 6.3
4/1/2014 3.1 6.4 6.1 8.7 6.2
5/1/2014 3.3 6.4 6.2 9.2 6.5
6/1/2014 3.9 6.3 5.8 9.2 5.9
7/1/2014 4.2 6.2 6.1 9.5 6.1
8/1/2014 3.9 6.3 6 9.2 6.1
9/1/2014 2.9 5.9 6 8.5 5.4
10/1/2014 3.6 5.6 5.9 8.1 5.7
11/1/2014 3.3 5.9 5.8 8.6 5.7
12/1/2014 3.2 5.7 5.4 8.6 5.3
1/1/2015 3.7 5.8 5.5 8.3 5.4
2/1/2015 2.8 5.6 5.3 8.2 5.4
3/1/2015 2 5.6 5.3 8.6 5.3
4/1/2015 2.8 5.5 5.4 8.4 5.5
5/1/2015 2.8 5.7 5.5 8.7 5.8
6/1/2015 2.7 5.3 5.1 8.2 5.4
7/1/2015 3 5.2 5.2 8.3 5.5
8/1/2015 2.6 5.1 5 7.9 5.5
9/1/2015 2.4 5.1 5 7.9 5.3
10/1/2015 2.7 5.1 5 7.6 5.2
11/1/2015 2.2 5.2 5 6.8 5.4
12/1/2015 2.7 5.1 4.9 6.4 5.6
1/1/2016 2.7 4.8 4.9 7.1 5.1
2/1/2016 2.8 4.9 4.8 7 5.1
3/1/2016 2.9 4.9 5.1 7.3 5.3
4/1/2016 2.6 5.1 5 7.6 5.5
5/1/2016 2.8 4.8 4.8 7.4 5.1
6/1/2016 3 4.9 4.8 7.6 5.1
7/1/2016 2.4 5 4.5 6.5 5.1
8/1/2016 3.3 5 4.8 7.4 5
9/1/2016 2.4 5.1 4.8 8.7 5.2
10/1/2016 2.5 5 4.7 7.5 5.5
11/1/2016 2.3 4.9 4.6 7.9 5
12/1/2016 2.5 4.8 4.6 7.5 5.1
1/1/2017 2.8 4.7 4.7 7.4 5.2
2/1/2017 3.2 4.6 4.6 7.5 4.9
3/1/2017 2.9 4.5 4.3 6.5 4.9
4/1/2017 2.8 4.4 4.5 6.5 4.6
5/1/2017 2.6 4.3 4.4 6.1 4.7
6/1/2017 2.2 4.3 4.3 6.5 4.5
7/1/2017 2.9 4.4 4.2 7.1 4.5
8/1/2017 2.4 4.5 4.3 6.1 5
9/1/2017 2.1 4.3 4.2 6.7 4.3
10/1/2017 1.8 4.3 4 6 4.2
11/1/2017 2 4.3 4.1 5.4 4.4
12/1/2017 2.2 4.2 4.1 6.3 4.2
1/1/2018 2.5 4.1 4 5.4 4.5
2/1/2018 2.3 4 4.1 5.7 4.4
3/1/2018 2.5 4 4 5.5 4.3
4/1/2018 2.2 4.1 3.9 5.9 4.3
5/1/2018 2.1 4 3.6 5.2 3.9
6/1/2018 2.5 4.1 3.9 5.5 4.1
7/1/2018 2.2 3.8 3.9 5 4.1
8/1/2018 2.2 3.8 3.8 5.6 4
9/1/2018 2.1 3.8 3.6 5.7 3.7
10/1/2018 2.2 3.9 3.7 5.9 4
11/1/2018 2.4 3.7 3.8 5.9 3.5
12/1/2018 2.1 4 3.8 5.9 3.8
1/1/2019 2.8 4 3.9 5.7 3.8
2/1/2019 2.6 3.7 3.8 5.3 3.8
3/1/2019 2.2 3.9 3.7 5.9 3.7
4/1/2019 2.5 3.8 3.5 5.3 3.4
5/1/2019 2.4 3.7 3.6 5.1 3.5
6/1/2019 2.4 3.7 3.6 5.2 3.8
7/1/2019 2.5 3.7 3.7 4.9 3.6
8/1/2019 2.3 3.7 3.5 5.4 3.6
9/1/2019 1.5 3.6 3.4 4.9 3.5
10/1/2019 1.8 3.7 3.4 5.6 3.7
11/1/2019 2 3.6 3.6 5.5 3.6
12/1/2019 2 3.5 3.6 5.4 3.7
1/1/2020 2.6 3.5 3.6 5.6 3.9
2/1/2020 2.5 3.5 3.5 5.7 3.7
3/1/2020 2.6 4.4 4.4 7.1 4.5
4/1/2020 10.2 13.5 16.2 21.3 17.7
5/1/2020 9.6 12.1 14.5 19.6 15.9
6/1/2020 9.5 10.5 11.6 16.4 12.3
7/1/2020 10.6 9.8 10.7 15 10.8
8/1/2020 8 8.2 8.6 12.5 9.9
9/1/2020 6.3 7.7 8.1 10.6 9.1
10/1/2020 5.2 7 6.7 9.8 8.2
11/1/2020 5.1 6.9 6.4 9.4 7.8
12/1/2020 4 6.7 6.7 9.9 7.9
1/1/2021 5.1 6.4 6.4 9 7
2/1/2021 3.9 6.4 6.1 10.2 7.1
3/1/2021 3.7 6.2 6 8.4 6.6
4/1/2021 4 6.3 5.9 9.4 7
5/1/2021 3.2 6 5.5 9 6.9
6/1/2021 4.1 6.1 5.7 10.3 7
7/1/2021 4.1 5.7 5.2 9.4 6.2
8/1/2021 4.1 5.3 5 7.7 6
9/1/2021 2.7 4.9 4.5 7.7 5.7
10/1/2021 2.9 4.5 4.5 7.1 5.3
11/1/2021 2.7 4.1 4.2 5.6 5.1
12/1/2021 2.2 3.9 3.9 5.3 4.5
1/1/2022 2.5 4.1 3.9 6.3 4.6
2/1/2022 2.9 3.8 3.9 4.4 4.4
3/1/2022 2.3 3.6 3.7 5.3 4
4/1/2022 2.6 3.8 3.5 5.4 3.8
5/1/2022 2.3 3.6 3.6 5.2 3.7
6/1/2022 2.8 3.7 3.6 5.7 3.6
7/1/2022 2.9 3.6 3.4 5.9 3.6
8/1/2022 2.6 3.7 3.5 6.2 4.4
9/1/2022 2.3 3.5 3.4 5.6 3.7
10/1/2022 2 3.6 3.6 6.2 4
11/1/2022 2.5 3.7 3.6 4.3 3.9
12/1/2022 2.3 3.4 3.5 5 3.6
1/1/2023 3.1 3.6 3.3 4.5 3.8
2/1/2023 2.9 3.6 3.5 5.8 3.6
3/1/2023 2.9 3.6 3.4 4.8 4
4/1/2023 2.2 3.5 3.4 5.4 3.9
5/1/2023 2.7 3.7 3.6 5.7 3.9
6/1/2023 2.9 3.7 3.4 6 3.9
7/1/2023 3.1 3.7 3.4 5.3 3.3
8/1/2023 3.1 4 3.5 5.4 3.9
9/1/2023 2.7 4.1 3.4 5.5 4.1
10/1/2023 3.1 4.1 3.6 5.8 4
11/1/2023 2.7 4 3.4 6.3 4.1
12/1/2023 2.6 3.9 3.6 6 4.2
1/1/2024 2.7 3.9 3.4 6 4.3
2/1/2024 3.2 3.8 3.9 6.1 4.2
3/1/2024 2.9 3.7 3.9 4.9 4.1

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