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1.) For the first part of the assignment, you will run a bivariate correlation using Mary's volunteer profile Download Mary's volunteer profiledata. Examine if there

1.) For the first part of the assignment, you will run a bivariate correlation using Mary's volunteer profile Download Mary's volunteer profiledata.

  • Examine if there is a statistically significant correlation between the age of the volunteers and the number of hours they are willing to volunteer.
  • rite a research question as well as a null and alternative hypothesis.
  • Create a scatterplot.
  • Run a Pearson's r correlation.
  • Determine if the correlation is statistically significant.
  • Show your
    • scatterplot
    • correlation, and
    • p-value.
  • Interpret the results and report your findings. What do you know about Mary's volunteers from your analysis?

2.) For part two, you will once again use Mary's volunteer profile data to run chi-square analysis.

  • Mary first wants to know if there is a relationship between gender and region.
  • Also, she wants to know if there is a relationship between gender and income.
  • rite a research question and write hypotheses that you can test to answer Mary's questions.
  • Determine if there is a relationship between dummy gender (0=male, 1=female) and region (E_W; where 1=East, 2=West) by running Chi-square. Be sure you're selecting the correct variable (E_W).
  • Determine if there is a relationship between dummy gender and income (where <11 is low and>=11 is high) by running Chi-square.
  • For each question, convert values to labels
    • create a contingency table,
    • calculate the expected frequencies,
    • p-value, and
    • chi-square statistic.
  • Interpret the results and report your findings.

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ID Q1 Q2 Q3 Q4 Q5 Q6 Q7 Q8 Q9_1 Q9_2 Q9_3 Q10 Q11 Q12 Q13 Q14 Q15 Q16 Q17 Q18 Q19 Q20 Q21 Q22 Q23 Q24 Q25 Q26 Q27 Female culturalcompetence conflict
1 3 3 2 3 3 2 3 2 4 1 3 5 5 4 4 5 5 4 4 36 6 2 1 1 17 5 0 1 1 1 2.625 4.5
2 4 2 3 5 5 3 5 3 5 2 5 2 2 2 3 2 3 3 5 38 11 2 1 1 12 2 4 1 2 1 3.75 2.75
3 3 2 3 2 4 3 4 5 1 1 3 5 5 2 2 2 1 1 3 42 11 2 1 1 14 6 1 1 1 1 3.25 2.63
4 4 4 2 4 5 3 3 3 4 1 4 1 2 1 3 4 3 3 5 50 5 1 1 1 21 3 2 2 1 0 3.5 2.75
5 4 4 1 4 4 4 1 2 4 3 4 4 4 4 5 3 5 4 4 55 4 1 1 1 16 5 2 2 1 0 3 4.13
6 3 4 2 5 4 4 4 4 2 1 5 2 2 2 2 3 2 1 4 41 14 1 1 1 17 5 4 2 1 0 3.75 2.25
7 3 2 3 4 4 3 3 3 4 1 3 3 3 4 5 4 3 4 3 52 25 1 1 1 16 5 3 2 1 0 3.125 3.63
8 3 2 2 4 4 3 3 2 4 1 4 1 5 5 5 4 5 5 5 52 25 1 1 1 13 4 3 2 1 0 2.875 4.38
9 2 3 2 4 4 4 4 4 4 2 4 2 2 4 4 2 3 4 5 35 2 1 1 3 21 2 3 2 2 0 3.375 3.25
10 4 3 2 4 5 4 4 4 4 1 4 2 2 3 3 4 5 3 2 34 9 1 1 1 17 2 3 2 2 0 3.75 3
11 4 3 2 3 4 3 3 2 4 1 4 2 4 5 4 3 3 4 5 49 19 1 1 1 17 2 2 2 2 0 3 3.75
12 3 4 3 4 5 3 4 4 3 3 3 2 2 2 1 3 2 1 3 43 2 2 1 1 22 7 2 1 2 1 3.75 2
13 1 3 3 3 3 3 3 2 3 3 4 1 4 5 5 5 5 5 5 31 12 1 1 1 16 4 2 2 1 0 2.625 4.38
14 4 4 2 4 4 3 3 3 3 2 3 2 2 4 4 2 2 4 4 52 28 1 1 1 16 4 3 2 1 0 3.375 3
15 3 2 4 5 5 4 5 4 4 2 5 1 2 3 3 4 2 1 1 46 7 1 1 1 16 5 2 2 1 0 4 2.13
16 4 2 3 5 4 3 3 3 3 1 4 2 2 2 3 4 3 3 3 27 1 2 1 1 16 5 3 1 2 1 3.375 2.75
17 5 4 1 5 5 4 4 3 5 2 4 1 1 3 3 1 4 3 4 38 6 1 1 1 17 5 2 2 2 0 3.875 2.5
18 4 1 2 5 5 3 5 5 4 1 5 1 1 2 2 3 4 4 5 42 15 1 1 3 16 5 4 2 2 0 3.75 2.75
19 5 3 3 5 5 4 5 5 4 2 5 1 1 2 1 3 1 1 1 25 1 1 1 1 17 5 3 2 2 0 4.375 1.38
20 3 3 3 3 3 3 3 3 3 2 3 2 4 5 4 5 2 5 5 42 11 1 1 1 17 5 2 2 2 0 3 4
21 4 4 2 2 4 3 3 3 2 2 3 3 3 1 5 3 4 4 4 38 4 1 1 3 16 4 4 2 1 0 3.125 3.38
22 4 4 4 2 2 3 2 2 3 4 4 4 4 4 4 5 5 5 2 51 3 1 1 1 16 2 4 2 2 0 2.875 4.13
23 4 2 2 2 4 3 3 4 3 4 3 4 4 4 4 4 4 5 3 41 3 1 1 1 17 4 2 2 1 0 3 4
24 1 4 3 4 4 2 3 4 1 2 4 3 3 3 5 4 3 4 5 24 0 1 1 1 14 4 1 2 2 0 3.125 3.75
25 5 4 2 5 5 5 5 4 5 1 5 2 1 1 1 4 2 2 1 36 12 1 1 1 21 5 4 2 1 0 4.375 1.75
26 4 1 2 3 3 4 3 2 1 2 4 4 5 4 5 4 5 5 5 51 28 1 1 1 16 4 1 2 2 0 2.75 4.63
27 4 1 2 4 2 3 4 4 1 2 3 3 5 5 2 4 4 5 4 36 1 1 1 1 14 4 1 2 2 0 3 4
28 4 4 2 5 4 3 5 4 1 1 4 2 2 2 3 1 3 2 3 38 4 2 1 1 14 5 4 1 1 1 3.875 2.25
29 4 2 2 4 4 3 4 4 4 2 4 4 4 2 4 4 4 4 5 26 5 2 1 2 16 5 2 1 1 1 3.375 3.88
30 4 2 3 2 1 2 3 4 2 1 3 4 3 4 4 4 5 4 4 29 9 1 1 1 16 5 2 2 1 0 2.625 4
31 3 4 2 3 4 3 3 2 4 1 3 5 4 5 4 5 4 4 5 51 5 2 1 1 16 6 2 1 1 1 3 4.5
32 5 2 3 5 4 3 5 1 3 2 5 1 1 2 2 4 1 1 2 34 4 2 1 1 16 5 2 1 1 1 3.5 1.75
33 4 2 2 3 4 4 3 3 3 2 4 3 3 4 5 5 2 3 5 54 27 2 1 1 12 6 2 1 1 1 3.125 3.75
34 2 3 3 4 4 3 3 3 3 3 3 3 3 4 5 2 2 4 5 40 17 2 1 1 16 4 1 1 2 1 3.125 3.5
35 4 4 2 5 4 4 5 4 5 1 5 1 2 3 2 1 2 3 4 46 19 2 1 1 17 5 2 1 2 1 4 2.25
36 5 3 3 1 1 3 3 4 1 2 4 2 4 5 3 5 5 3 4 30 10 1 1 1 16 5 2 2 2 0 2.875 3.88
37 4 2 2 4 2 3 4 4 4 2 4 3 3 2 5 2 3 4 1 25 1 2 1 1 17 3 2 1 1 1 3.125 2.88
38 3 3 2 3 4 3 3 3 4 1 4 4 5 3 2 4 3 3 5 57 25 1 1 1 16 4 1 2 2 0 3 3.63
39 4 4 2 3 4 3 3 4 4 1 4 2 2 4 5 5 1 1 5 54 2 1 1 1 17 2 2 2 1 0 3.375 3.13
40 2 2 2 3 4 3 1 3 4 1 4 4 4 5 5 3 3 3 4 53 10 2 1 1 16 4 0 1 1 1 2.5 3.88
41 2 4 1 3 5 2 3 2 4 2 3 4 4 3 3 2 5 5 3 56 13 1 1 1 17 5 1 2 2 0 2.75 3.63
42 1 4 2 3 4 3 3 3 4 3 3 5 5 4 4 5 5 5 5 55 34 2 1 1 14 5 2 1 2 1 2.875 4.75
43 3 4 4 4 4 3 4 3 1 1 4 1 1 5 2 4 5 5 3 31 1 2 1 1 16 2 3 1 1 1 3.625 3.25
44 4 2 4 4 4 3 3 3 3 2 2 3 4 5 5 4 5 4 5 35 12 2 1 3 17 5 1 1 2 1 3.375 4.38
45 4 2 2 4 4 3 4 4 3 2 1 2 2 4 4 2 2 3 5 29 6 1 1 1 17 5 4 2 1 0 3.375 3
46 4 2 1 3 4 2 3 2 1 3 4 4 3 3 3 5 5 3 4 59 28 2 1 1 12 4 0 1 1 1 2.625 3.75
47 4 2 3 4 3 2 4 2 4 2 4 2 5 5 5 4 5 5 4 57 11 2 1 1 12 5 2 1 1 1 3 4.38
48 4 2 2 3 2 3 4 2 2 3 4 1 5 5 5 3 5 5 3 31 11 2 1 1 16 7 1 1 2 1 2.75 4
49 4 2 2 4 4 4 5 4 4 2 5 1 1 5 1 4 5 5 3 52 26 2 1 1 16 5 4 1 1 1 3.625 3.13
50 4 4 1 5 5 5 5 2 4 1 5 3 3 2 1 2 3 2 5 54 3 1 1 2 17 5 2 2 1 0 3.875 2.63
51 4 4 3 3 4 3 3 3 4 4 4 3 4 3 4 3 5 4 4 55 15 2 1 1 17 5 1 1 1 1 3.375 3.75
52 1 2 3 2 4 3 1 2 4 1 1 5 5 4 5 5 5 3 4 50 11 1 1 3 17 7 0 2 1 0 2.25 4.5
53 4 2 2 4 4 3 3 3 4 2 3 3 3 2 5 3 1 2 4 42 4 1 1 1 16 4 2 2 1 0 3.125 2.88
54 4 4 2 4 4 3 4 4 4 2 4 2 2 2 1 3 4 5 4 40 1 2 1 1 17 5 3 1 2 1 3.625 2.88
55 5 2 3 5 5 5 4 4 5 1 5 1 2 2 2 1 2 2 1 47 3 1 1 1 17 5 4 2 2 0 4.125 1.63
56 3 3 1 3 3 3 3 3 1 1 3 4 4 5 5 5 4 3 5 38 16 1 1 1 16 5 1 2 2 0 2.75 4.38
57 2 4 2 3 4 3 3 4 4 2 4 4 5 5 5 4 5 5 4 50 9 2 1 1 16 5 1 1 2 1 3.125 4.63
58 2 4 2 5 5 2 5 2 5 2 5 2 2 1 1 2 1 1 5 39 6 2 2 1 16 3 2 1 1 1 3.375 1.88
59 1 1 1 5 4 4 5 1 5 1 5 5 5 4 5 3 5 3 5 43 8 2 1 2 17 5 1 1 2 1 2.75 4.38
60 2 2 2 4 4 3 4 4 4 1 4 3 3 2 4 4 4 3 4 50 1 2 1 1 17 5 3 1 1 1 3.125 3.38
61 5 3 1 5 5 5 5 2 5 1 5 2 2 3 3 2 2 2 4 35 2 2 1 1 21 3 2 1 1 1 3.875 2.5
62 3 1 2 3 4 2 3 2 4 1 4 4 4 5 5 3 5 3 5 42 18 1 1 1 17 5 3 2 1 0 2.5 4.25
63 3 2 3 3 2 2 3 3 3 1 3 4 5 4 5 5 2 2 3 41 13 2 1 1 16 4 0 1 1 1 2.625 3.75
64 4 2 3 2 4 3 3 3 2 2 3 5 5 3 5 5 5 5 4 47 8 2 1 1 16 4 1 1 1 1 3 4.63
65 5 2 1 2 2 3 2 1 2 3 1 3 5 5 3 5 5 5 5 38 12 1 1 3 16 7 0 2 1 0 2.25 4.5
66 4 1 2 4 4 4 5 4 4 1 5 3 2 4 1 3 4 3 4 60 13 1 1 1 18 3 3 2 1 0 3.5 3
67 4 1 2 3 3 2 3 4 2 2 3 2 4 4 4 4 3 3 3 45 1 2 1 1 12 5 1 1 1 1 2.75 3.38
68 4 4 2 4 4 2 3 3 4 1 4 2 3 5 5 3 3 3 4 55 17 2 1 1 14 3 1 1 2 1 3.25 3.5
69 5 4 2 5 4 4 5 4 5 1 5 2 1 4 1 1 1 1 1 53 30 1 1 1 17 5 2 2 1 0 4.125 1.5
70 3 4 3 4 4 3 3 3 4 2 3 2 3 1 1 2 2 3 4 59 9 2 1 1 16 5 2 1 1 1 3.375 2.25
71 4 3 3 3 2 3 3 3 3 1 3 4 3 5 3 4 5 5 5 38 17 1 1 1 16 5 3 2 2 0 3 4.25
72 4 3 3 4 4 3 3 3 3 2 3 2 3 3 2 3 4 5 4 32 9 1 1 1 17 5 2 2 2 0 3.375 3.25
73 4 4 2 2 4 3 3 4 4 1 2 2 3 3 2 2 1 3 5 55 35 1 1 1 17 3 2 2 2 0 3.25 2.63
74 3 3 2 4 5 3 3 3 4 2 4 4 4 4 5 3 4 5 1 37 7 2 1 1 16 5 2 1 2 1 3.25 3.75
75 4 4 2 5 5 3 4 2 3 1 5 2 3 4 1 3 2 4 5 43 13 2 1 2 17 5 2 1 2 1 3.625 3
76 2 4 2 4 4 2 4 2 3 2 3 5 3 4 5 4 2 4 4 45 0 1 1 1 14 4 1 2 2 0 3 3.88
77 2 3 3 4 4 3 4 4 4 2 4 4 4 4 4 5 4 2 4 47 25 1 1 1 16 5 3 2 2 0 3.375 3.88
78 4 2 2 3 3 3 4 1 4 1 3 2 4 5 3 4 3 3 3 49 28 1 1 1 17 5 0 2 1 0 2.75 3.38
79 3 2 2 4 4 4 4 4 3 2 4 2 3 5 5 4 5 5 5 44 11 1 1 1 16 5 4 2 1 0 3.375 4.25
80 3 2 3 4 3 3 4 2 3 1 4 4 4 4 2 3 3 3 3 34 1 2 1 1 21 2 2 1 1 1 3 3.25
81 3 2 3 2 3 3 3 3 2 1 4 4 3 5 3 5 4 5 5 36 4 2 1 1 14 3 1 1 2 1 2.75 4.25
82 2 4 2 5 5 4 5 2 4 1 5 2 2 4 1 1 3 4 5 31 10 2 1 1 21 5 2 1 1 1 3.625 2.75
83 3 4 3 3 4 3 3 3 3 1 4 2 3 5 3 4 3 3 5 53 31 2 1 1 14 5 3 1 1 1 3.25 3.5
84 4 4 2 4 4 2 5 3 2 2 4 1 2 3 1 2 4 3 5 41 5 2 1 1 17 5 3 1 1 1 3.5 2.63
85 3 4 3 4 4 4 4 3 3 1 3 2 3 4 1 3 2 5 5 39 9 1 1 1 16 5 3 2 2 0 3.625 3.13
86 3 4 4 4 4 3 4 5 4 1 4 2 3 2 3 1 4 3 1 37 8 2 1 1 16 3 3 1 2 1 3.875 2.38
87 4 2 3 4 4 3 5 3 4 2 4 1 2 2 3 3 3 5 4 74 43 1 1 1 21 3 3 2 2 0 3.5 2.88
88 4 2 4 4 4 4 4 3 4 3 5 2 3 2 3 2 3 2 2 48 12 1 1 1 17 3 4 2 1 0 3.625 2.38
89 4 2 2 4 2 3 4 4 3 1 4 3 3 2 4 3 3 4 4 25 1 2 1 1 17 3 2 1 1 1 3.125 3.25
90 3 3 2 4 5 3 4 4 2 5 3 3 1 3 3 1 1 1 1 43 10 2 1 1 16 3 2 1 1 1 3.5 1.75
91 4 4 2 4 4 2 3 4 4 1 4 2 3 5 5 3 2 2 5 49 3 1 1 1 17 5 1 2 2 0 3.375 3.38
92 4 2 3 4 4 3 3 3 1 2 3 4 5 4 4 3 1 1 5 23 2 1 1 1 17 7 1 2 1 0 3.25 3.38
93 1 2 1 1 4 3 3 2 4 2 2 5 1 4 4 4 5 5 5 48 4 1 1 3 16 4 1 2 2 0 2.125 4.13
94 3 4 2 4 4 3 4 3 4 1 4 3 4 4 4 4 4 4 4 61 24 2 1 3 17 6 3 1 1 1 3.375 3.88
95 4 3 3 4 4 3 3 3 2 5 4 3 4 2 4 1 5 5 3 29 0 1 1 1 17 3 1 2 1 0 3.375 3.38
96 3 2 2 5 5 4 4 2 3 2 5 4 4 3 4 4 2 3 5 42 11 2 1 1 12 3 2 1 1 1 3.375 3.63
97 3 3 2 3 4 3 3 3 3 2 3 3 3 5 5 4 2 2 5 48 6 1 1 1 16 2 3 2 1 0 3 3.63
98 5 3 2 5 4 3 4 3 3 1 4 2 3 3 2 3 2 3 2 54 14 2 1 1 16 5 4 1 2 1 3.625 2.5
99 4 2 1 4 5 3 5 1 5 1 4 1 4 4 3 4 4 4 4 53 18 2 1 1 21 7 1 1 1 1 3.125 3.5
100 4 4 2 3 3 3 3 3 3 2 3 3 4 3 3 3 3 3 4 53 27 1 1 1 12 5 1 2 2 0 3.125 3.25
101 3 3 3 3 3 3 3 3 3 2 3 5 4 3 4 4 3 3 4 42 11 1 1 1 16 5 2 2 2 0 3 3.75
102 4 3 2 4 3 3 4 4 4 1 4 2 3 2 2 3 3 2 4 42 20 1 1 1 17 5 2 2 1 0 3.375 2.63
103 4 2 3 4 4 3 4 4 3 2 4 1 3 1 3 3 3 3 1 32 0 2 1 1 17 5 3 1 1 1 3.5 2.25
104 4 1 4 4 5 3 5 2 2 1 5 1 1 2 3 3 4 5 1 24 1 1 1 1 16 5 4 2 1 0 3.5 2.5
105 2 4 2 1 2 3 1 2 2 1 2 5 5 5 5 3 5 2 4 50 18 1 1 1 16 7 0 2 1 0 2.125 4.25
106 3 2 3 4 4 4 4 3 2 2 4 1 2 3 4 4 4 4 4 38 13 2 1 1 17 3 3 1 2 1 3.375 3.25
107 3 2 3 4 4 3 4 3 3 1 4 3 4 5 4 3 4 5 5 38 0 2 1 1 21 3 1 1 2 1 3.25 4.13
108 5 5 2 5 5 4 4 2 4 2 4 3 1 3 3 2 1 1 3 38 15 1 1 1 16 5 4 2 1 0 4 2.13
109 3 2 2 2 2 3 3 2 2 2 3 4 5 4 5 4 4 5 5 47 18 2 1 1 12 5 1 1 1 1 2.375 4.5
110 4 3 2 3 3 3 3 3 3 2 3 3 4 4 5 4 2 2 5 52 11 1 1 1 17 2 3 2 1 0 3 3.63
111 3 3 3 3 3 2 3 3 2 1 3 2 4 5 5 3 5 5 5 43 13 2 1 1 12 5 1 1 2 1 2.875 4.25
112 3 4 2 5 4 4 5 2 4 1 4 3 2 1 1 3 1 1 5 35 10 1 1 1 16 5 3 2 2 0 3.625 2.13
113 4 4 2 4 4 3 3 3 3 2 3 2 3 3 3 2 3 4 2 56 29 1 1 1 17 5 2 2 2 0 3.375 2.75
114 4 4 2 4 4 3 3 3 4 4 4 3 4 3 4 4 3 4 5 51 24 1 1 1 16 5 1 2 2 0 3.375 3.75
115 5 3 2 3 4 5 5 1 1 2 4 3 4 4 3 3 1 1 2 48 5 1 1 1 16 5 2 2 2 0 3.5 2.63
116 4 2 2 3 3 3 3 3 2 1 3 4 5 4 5 4 5 5 4 42 11 2 1 1 17 5 1 1 1 1 2.875 4.5
117 4 2 3 2 4 3 3 4 3 4 3 2 4 2 2 1 3 3 4 40 16 2 1 1 17 5 2 1 1 1 3.125 2.63
118 1 3 2 2 3 3 3 2 2 2 3 4 5 4 4 5 2 3 5 57 20 1 1 1 16 2 4 2 2 0 2.375 4
119 4 4 2 3 5 4 4 3 4 4 4 1 1 1 2 3 5 5 5 67 20 1 1 1 17 4 3 2 2 0 3.625 2.88
120 2 3 3 4 4 4 4 3 4 2 4 2 3 2 3 4 4 4 3 47 24 1 1 1 17 5 2 2 1 0 3.375 3.13
121 4 2 2 3 4 3 2 2 1 2 3 3 4 4 4 5 4 4 5 57 27 1 1 2 13 5 0 2 1 0 2.75 4.13
122 5 5 3 5 5 5 5 2 5 1 5 1 1 2 2 3 1 1 4 36 6 1 1 3 16 5 2 2 1 0 4.375 1.88
123 5 3 2 4 4 3 3 5 5 1 4 1 1 2 4 3 3 3 4 30 10 1 1 1 16 5 2 2 2 0 3.625 2.63
124 1 5 3 5 5 3 5 1 1 2 5 5 2 1 3 4 1 2 5 40 5 1 1 1 12 4 3 2 2 0 3.5 2.88
125 3 4 3 2 4 2 4 3 4 2 2 4 5 1 2 3 1 1 2 54 10 2 1 1 14 2 1 1 2 1 3.125 2.38
126 3 4 3 4 4 3 4 3 4 2 4 1 3 5 3 4 4 5 5 36 1 2 1 1 16 2 4 1 2 1 3.5 3.75
127 4 2 3 4 4 3 4 4 4 1 4 1 3 2 1 2 1 1 4 58 35 1 1 1 16 4 3 2 2 0 3.5 1.88
128 5 1 4 5 5 4 5 4 5 2 5 1 1 2 2 3 1 1 1 40 15 1 1 1 17 7 2 2 2 0 4.125 1.5
129 5 1 3 4 4 3 3 3 3 1 4 1 1 4 4 4 4 5 5 54 15 2 1 1 16 5 2 1 2 1 3.25 3.5
130 4 4 3 4 5 3 4 3 4 1 4 2 3 2 3 3 3 4 3 62 22 2 1 1 21 3 4 1 2 1 3.75 2.88
131 4 4 2 3 4 2 3 4 3 2 3 2 3 3 2 2 4 3 3 39 0 1 1 1 12 2 2 2 1 0 3.25 2.75
132 5 1 1 5 1 3 5 1 1 1 5 4 5 3 4 4 5 5 5 20 2 1 1 1 16 5 1 2 2 0 2.75 4.38
133 3 2 2 3 3 3 3 3 3 2 3 4 4 5 5 3 5 4 5 48 18 2 1 1 12 1 1 1 2 1 2.75 4.38
134 1 4 2 4 4 4 4 2 5 1 5 4 5 4 2 3 1 1 3 45 0 2 2 1 16 4 1 1 1 1 3.125 2.88
135 4 3 3 4 3 4 4 4 3 2 4 2 2 2 2 3 3 3 2 27 1 1 1 2 16 5 3 2 2 0 3.625 2.38
136 3 4 2 4 4 2 3 3 3 2 4 2 3 3 4 4 2 3 4 56 9 1 1 1 21 3 2 2 2 0 3.125 3.13
137 3 3 3 3 3 3 3 3 3 1 3 4 4 4 4 5 2 3 5 49 24 1 1 1 13 6 2 2 1 0 3 3.88
138 4 4 1 2 4 4 3 4 4 2 4 2 3 3 3 2 3 5 4 52 5 1 1 1 12 7 3 2 2 0 3.25 3.13
139 1 4 2 4 4 2 3 2 2 1 4 4 5 3 3 4 5 3 3 38 4 1 1 1 17 5 1 2 2 0 2.75 3.75
140 4 4 3 4 4 3 5 3 3 2 5 2 3 2 2 3 2 3 3 25 2 1 1 1 16 3 3 2 2 0 3.75 2.5
141 3 3 3 3 3 3 3 3 3 1 3 5 4 5 2 3 3 3 4 64 20 2 2 1 12 6 1 1 2 1 3 3.63
142 4 4 2 3 4 3 3 2 4 1 3 2 3 2 3 3 2 5 4 55 21 1 1 1 12 4 2 2 1 0 3.125 3
143 2 2 2 2 2 2 3 3 3 2 2 4 5 4 4 5 4 4 4 49 25 1 1 1 13 4 3 2 1 0 2.25 4.25
144 2 4 2 4 5 4 5 2 4 1 4 3 3 4 2 3 1 1 5 32 25 1 1 2 16 4 1 2 1 0 3.5 2.75
145 4 4 2 5 5 4 5 2 5 1 4 2 3 2 1 2 3 2 1 34 1 2 1 1 17 3 2 1 1 1 3.875 2
146 3 3 3 3 3 3 3 3 3 1 3 3 3 5 2 2 5 4 2 45 6 1 2 3 16 7 1 2 2 0 3 3.25
147 3 3 2 3 4 4 3 2 4 2 4 2 5 5 5 2 5 5 5 33 1 1 1 2 12 4 1 2 1 0 3 4.25
148 4 3 2 3 3 3 3 3 4 2 3 2 3 4 5 2 5 2 5 49 18 1 1 1 13 3 3 2 1 0 3 3.5
149 4 4 2 4 4 4 4 5 4 1 4 3 2 2 3 2 1 2 1 54 21 1 1 1 16 4 3 2 2 0 3.875 2
150 2 2 1 4 4 3 4 4 3 3 4 2 3 3 3 2 5 4 4 50 26 1 1 1 16 4 3 2 2 0 3 3.25
151 4 2 4 4 4 4 4 2 2 2 4 1 3 3 3 3 3 4 2 53 3 2 1 1 16 2 4 1 1 1 3.5 2.75
152 3 3 2 4 4 3 3 3 3 1 3 3 4 2 3 4 3 2 4 46 13 2 1 3 16 3 3 1 1 1 3.125 3.13
153 3 3 3 3 3 3 3 2 3 1 3 3 4 5 2 4 5 5 5 57 37 1 1 1 13 4 1 2 2 0 2.875 4.13
154 3 2 2 3 2 3 4 1 2 2 4 2 4 4 4 3 5 3 4 37 10 1 1 1 13 4 1 2 2 0 2.5 3.63
155 4 3 2 3 4 3 3 2 3 1 3 2 3 4 4 5 2 2 5 42 9 1 1 1 14 4 1 2 2 0 3 3.38
156 3 3 3 3 3 3 3 3 3 1 3 3 4 5 4 3 4 5 5 55 31 1 1 1 16 4 1 2 1 0 3 4.13
157 4 2 3 5 5 3 5 3 1 1 5 2 3 1 3 3 4 4 3 56 34 1 1 1 16 5 3 2 1 0 3.75 2.88
158 4 1 2 3 4 2 3 4 4 5 4 1 4 4 4 4 3 5 5 50 4 2 1 1 13 3 4 1 1 1 2.875 3.75
159 4 4 3 5 4 3 4 3 5 1 4 2 3 2 1 2 1 1 2 72 4 2 1 1 17 3 2 1 1 1 3.75 1.75
160 4 2 2 4 4 4 4 4 2 1 4 1 1 5 2 4 3 5 4 47 15 1 1 1 12 4 1 2 1 0 3.5 3.13
161 2 4 4 5 3 3 4 3 1 2 5 2 3 4 2 4 3 4 5 17 1 2 1 1 12 3 2 1 2 1 3.5 3.38
162 4 1 3 1 1 2 3 1 1 2 2 5 1 5 5 4 5 5 5 37 10 1 1 3 17 5 0 2 1 0 2 4.38
163 2 4 2 4 2 4 4 4 5 1 4 4 2 1 1 3 1 1 3 47 11 2 1 1 16 3 1 1 2 1 3.25 2
164 4 2 2 3 4 3 4 3 4 2 3 2 3 4 4 2 4 5 4 57 14 2 1 1 12 6 4 1 2 1 3.125 3.5
165 4 2 3 3 4 2 5 4 3 1 4 1 1 5 5 2 5 5 5 21 2 1 1 1 12 4 2

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