The document discusses data collected on crime rates and related socioeconomic factors for various cities. It includes the variables measured: overall and violent crime rates, police funding, education levels, unemployment, and more. It aims to build a model to predict crime rates using this data and evaluate the model's performance.

1. The data (X1, X2, X3, X4, X5, X6, X7) for each city are collected.
Y = total overall reported crime rate per 1 million residents
X1 = reported violent crime rate per 100,000 residents
X2 = annual police funding in $/resident
X3 = % of people 25 years+ with 4 yrs. of high school
X4 = % of 16 to 19 year-olds not in highschool and not highschool graduates.
X5 = % of 18 to 24 year-olds in college
X6 = % of people 25 years+ with at least 4 years of college
Reference: Life In America's Small Cities, By G.S. Thomas
Pleas build a model for predicting crime rate and evaluate your model.
Y
X1
X2
X3
X4
X5
X6
478
184
40
74
11
31
20
494
213
32
72
11
43
18
643
347
57
70

2. 18
16
16
341
565
31
71
11
25
19
773
327
67
72
9
29
24
603
260
25
68
8
32
15
484
325
34
68
12
24
14
546
102
33
62
13

3. 28
11
424
38
36
69
7
25
12
548
226
31
66
9
58
15
506
137
35
60
13
21
9
819
369
30
81
4
77
36
541
109
44
66
9
37

4. 12
491
809
32
67
11
37
16
514
29
30
65
12
35
11
371
245
16
64
10
42
14
457
118
29
64
12
21
10
437
148
36
62
7
81
27

5. 570
387
30
59
15
31
16
432
98
23
56
15
50
15
619
608
33
46
22
24
8
357
218
35
54
14
27
13
623
254
38
54
20
22
11
547

6. 697
44
45
26
18
8
792
827
28
57
12
23
11
799
693
35
57
9
60
18
439
448
31
61
19
14
12
867
942
39
52
17
31
10
912
1017

7. 27
44
21
24
9
462
216
36
43
18
23
8
859
673
38
48
19
22
10
805
989
46
57
14
25
12
652
630
29
47
19
25
9
776
404
32

8. 50
19
21
9
919
692
39
48
16
32
11
732
1517
44
49
13
31
14
657
879
33
72
13
13
22
1419
631
43
59
14
21
13
989
1375
22
49

9. 9
46
13
821
1139
30
54
13
27
12
1740
3545
86
62
22
18
15
815
706
30
47
17
39
11
760
451
32
45
34
15
10
936
433
43
48
26

10. 23
12
863
601
20
69
23
7
12
783
1024
55
42
23
23
11
715
457
44
49
18
30
12
1504
1441
37
57
15
35
13
1324
1022
82
72
22
15

11. 16
940
1244
66
67
26
18
16
Y
X1
X2
X3
X4
X5
X6
478
184
40
74
11
31
20
494
213
32
72
11
43
18
643
347
57
70
18
16
16

12. 341
565
31
71
11
25
19
773
327
67
72
9
29
24
603
260
25
68
8
32
15
484
325
34
68
12
24
14
546
102
33
62
13
28
11
424

13. 38
36
69
7
25
12
548
226
31
66
9
58
15
506
137
35
60
13
21
9
819
369
30
81
4
77
36
541
109
44
66
9
37
12
491
809

14. 32
67
11
37
16
514
29
30
65
12
35
11
371
245
16
64
10
42
14
457
118
29
64
12
21
10
437
148
36
62
7
81
27
570
387
30

15. 59
15
31
16
432
98
23
56
15
50
15
619
608
33
46
22
24
8
357
218
35
54
14
27
13
623
254
38
54
20
22
11
547
697
44
45

16. 26
18
8
792
827
28
57
12
23
11
799
693
35
57
9
60
18
439
448
31
61
19
14
12
867
942
39
52
17
31
10
912
1017
27
44
21

17. 24
9
462
216
36
43
18
23
8
859
673
38
48
19
22
10
805
989
46
57
14
25
12
652
630
29
47
19
25
9
776
404
32
50
19
21

18. 9
919
692
39
48
16
32
11
732
1517
44
49
13
31
14
657
879
33
72
13
13
22
1419
631
43
59
14
21
13
989
1375
22
49
9
46
13

19. 821
1139
30
54
13
27
12
1740
3545
86
62
22
18
15
815
706
30
47
17
39
11
760
451
32
45
34
15
10
936
433
43
48
26
23
12
863

20. 601
20
69
23
7
12
783
1024
55
42
23
23
11
715
457
44
49
18
30
12
1504
1441
37
57
15
35
13
1324
1022
82
72
22
15
16
940
1244

21. 66
67
26
18
16
Solution