# Santa Fe College Statistics Questions

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Terqhny0820

Mathematics

Santa Fe College

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questions
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Useful Signs

μ
σ

Some of the following statements refer to the null hypothesis, some to the alternate hypothesis. State the nu

1 hypothesis. Ha, in terms of the appropriate parameter (μ or p).
a
The mean number of years Americans work before retiring is 34.
b
An urban police department claims that the proportion of crimes committed after dusk will fa
c

The mean starting salary for San Jose State University graduates is at least \$100,000 per year.

d

Fewer than 5% of adults ride the bus to work in Los Angeles.

e
f

Expedia would like to test if the average round-trip airfare between Philadelphia and Dublin is
A university interested in tracking its honors program believes that the proportion of graduate
H0 : p ≥ 0.20, Ha : p < 0.20 (claim)

It is generally believed that no more than 0.50 of all babies in a town in Texas are born out of wedlock
politician claims that the proportion of babies born out of wedlock is increasing.
a
b
c
d

What is the population parameter of interest in testing the politicians claim?
What is the statistic that is used in this hypothesis test?
Is this a one sided or two sided test?
What are the hypotheses?

3 Excel's function ________ returns the p -value for a right-tailed test of the population mean, when the raw da

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questions
1 - Z.TEST

4 To obtain the p -value for a right-tailed test of the population mean, when σ is unknown, we use the Excel's f

5 Using the INCOME variable from the dataset, address the following questions:
a) what is the average INCOME of respondents in this dataset?

51,958.81

b) The Census states that the average income of the US population is \$50,000 and a standard devation of \$10
determine if the income of respondents in this dataset is greater than the total US population. Show your hy
alpha, p-value, decision to reject or fail to reject and your interpretation.
H0 : μ ≤ 50,000 , Ha : μ > 50,000 (claim)
a) Hypotheses (in mathematical notation)
b) alpha
0.05
c) test statistic
9.21
d) p value
0.00
e) decision
REJECT the Null hypothesis.
f) interpretation
There is sufficient statistical evidence to support the claim that

Using the dataset in this file, test whether or not the data support the statement that the average amoutn sp
6 (MNTSWEETPRODUCTS) is less than \$28.

a) Hypotheses (in mathematical notation) H0 : μ ≥ 28, Ha : μ < 28 (claim)
b) alpha
0.05
c) test statistic
-1.0423
d) p value
0.1487
e) decision
FAIL TO REJECT the Null hypothesis.
f) interpretation
There is no sufficient statistical evidence to support the claim that the amoun

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questions

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Rules
1) show your work using excel when possible.
3) If you use another worksheet, give it an appropriate name (#2) and reference it on this page
5) do not delete the points table

ternate hypothesis. State the null hypothesis, H 0, and the alternative

H0 : μ = 34 (claim), Ha : μ ≠ 34
es committed after dusk will fall below the current level of 0.84 if LED streetlights are installed.

es is at least \$100,000 per year.
H0 : p ≥ 0.05,

H0 : μ ≥ 100,000 (claim),

H0 : p ≥ 0.84,

Ha : p < 0.84 (claim)

Ha : μ < 100,000

Ha : p < 0.05 (claim)

H0 : μ ≥ 2,100, Ha : μ < 2,100 (claim)
ween Philadelphia and Dublin is less than \$2,100.
that the proportion of graduates with a GPA of 3.00 or below is less than 0.20. In a sample of 200 graduates, 30 students have a GPA of 3

Texas are born out of wedlock. A
reasing.

iticians claim?

p = 0.5
p' = 0.5
one-sided right-tailed test
H0 : p ≤ 0.50, Ha : p > 0.50 (claim)

pulation mean, when the raw data is available and alpha is known.

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s unknown, we use the Excel's function ________.

T.DIST.RT

and a standard devation of \$10,000. Conduct a hypothesis test to
al US population. Show your hypotheses, test statistic calcuations,

Ha : μ > 50,000 (claim)

ence to support the claim that the income of the respondents in the dataset is greater than the total US population.

ent that the average amoutn spent on sweet products

pport the claim that the amount spent on sweet products is less than \$28.

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uates, 30 students have a GPA of 3.00 or below

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Age

Marital_St
Teenhom
Education atus
Kidhome e
Age Categorical
Income
Age Categorical
19 18 to 29 2n Cycle Married
7500 < 20k
0
0
19 18 to 29 Basic
Married
14421 < 20k
0
0
34824 20k - 39999
0
0
34824 20k - 39999
0
0
71163 60k - 89999
0
0
20 18 to 29 2n Cycle Single
80617 80k - 99999
0
0
20 18 to 29 2n Cycle Single
83257 80k - 99999
0
0
80134 80k - 99999
0
0
80685 80k - 99999
0
0
95529 80k - 99999
0
0
70515 60k - 89999
0
0
72354 60k - 89999
0
0
74293 60k - 89999
0
0
74293 60k - 89999
0
0
79244 60k - 89999
0
0
23 18 to 29 Basic
Single
7500 < 20k
1
0
23 18 to 29 Basic
Single
15253 < 20k
1
0
23 18 to 29 Basic
Married
17256 < 20k
1
0
23 18 to 29 Basic
Single
18746 < 20k
1
0
34935 20k - 39999
0
0
34935 20k - 39999
0
0
23 18 to 29 Master
Together
42670 40k - 59999
0
0
48789 40k - 59999
0
0
63207 60k - 89999
0
0
75114 60k - 89999
0
0
83528 80k - 99999
0
0
23 18 to 29 2n Cycle Married
87000 80k - 99999
0
0
23 18 to 29 Master
Single
92859 80k - 99999
0
0
8028 < 20k
0
0
24 18 to 29 2n Cycle Together
20193 20k - 39999
0
0
24 18 to 29 Basic
Single
26868 20k - 39999
1
0
42691 40k - 59999
0
0
49767 40k - 59999
0
0
51373 40k - 59999
0
0
24 18 to 29 2n Cycle Single
61618 60k - 89999
0
0
24 18 to 29 PhD
Single
68126 60k - 89999
0
0
24 18 to 29 PhD
Together
68682 60k - 89999
0
0
24 18 to 29 PhD
Together
68682 60k - 89999
0
0
86037 80k - 99999
0
0
89891 80k - 99999
0
0
90273 80k - 99999
0
0
24 18 to 29 Master
Single
90638 80k - 99999
0
0
24 18 to 29 Master
Single
90638 80k - 99999
0
0

25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
25 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29
26 18 to 29

Basic
Single
Basic
Married
2n Cycle Married
2n Cycle Single
PhD
Married
Master
Single
2n Cycle Together
Master
Divorced
Master
Divorced
Basic
Married
Basic
Married
PhD
Single
PhD
Single
2n Cycle Together
2n Cycle Married
PhD
Together
PhD
Together
2n Cycle Married
Master
Together

16185 < 20k
18222 < 20k
18351 < 20k
18929 < 20k
18929 < 20k
18929 < 20k
24279 20k - 39999
24683 20k - 39999
26095 20k - 39999
30093 20k - 39999
34412 20k - 39999
35765 20k - 39999
51250 40k - 59999
64509 60k - 89999
73687 60k - 89999
74214 60k - 89999
91172 80k - 99999
96843 80k - 99999
9255 < 20k
10404 < 20k
10979 < 20k
10979 < 20k
17487 < 20k
18358 < 20k
21474 20k - 39999
25443 20k - 39999
28691 20k - 39999
28691 20k - 39999
30279 20k - 39999
30279 20k - 39999
31928 20k - 39999
33996 20k - 39999
33996 20k - 39999
37155 20k - 39999
38360 20k - 39999
38683 20k - 39999
42387 40k - 59999
46107 40k - 59999
59060 40k - 59999
64449 60k - 89999
66973 60k - 89999
75433 60k - 89999
77845 60k - 89999
81217 80k - 99999
81217 80k - 99999
85710 80k - 99999
88420 80k - 99999

1
0
0
0
0
0
0
1
1
0
1
1
1
0
0
0
0
0
1
1
0
0
1
1
1
1
1
1
1
1
1
0
0
1
1
1
1
1
1
1
0
1
0
0
0
0
0

0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0

26 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
27 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29

Basic
Together
2n Cycle Married
2n Cycle Married
2n Cycle Single
2n Cycle Married
2n Cycle Divorced
2n Cycle Together
PhD
Married
PhD
Married
Master
Married
Master
Single
Basic
Single
Basic
Single
2n Cycle Single
2n Cycle Married
Master
Single
PhD
Single
PhD
Single
PhD
Married

< 20k
13724 < 20k
15716 < 20k
16248 < 20k
20518 20k - 39999
23331 20k - 39999
23331 20k - 39999
24645 20k - 39999
25008 20k - 39999
27938 20k - 39999
29604 20k - 39999
34176 20k - 39999
34176 20k - 39999
35388 20k - 39999
38872 20k - 39999
39747 20k - 39999
41883 40k - 59999
45204 40k - 59999
66951 60k - 89999
67546 60k - 89999
67546 60k - 89999
68487 60k - 89999
68487 60k - 89999
68655 60k - 89999
68655 60k - 89999
78285 60k - 89999
84219 80k - 99999
84219 80k - 99999
87679 80k - 99999
90247 80k - 99999
7500 < 20k
15038 < 20k
17323 < 20k
18227 < 20k
21063 20k - 39999
22434 20k - 39999
23442 20k - 39999
23830 20k - 39999
25545 20k - 39999
29236 20k - 39999
30390 20k - 39999
41020 40k - 59999
42000 40k - 59999
42000 40k - 59999
46923 40k - 59999
51563 40k - 59999
57100 40k - 59999

0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
1
0
1
1
0
0
0
0
1
0
1

0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0

28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
28 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29

Master
Divorced
Master
Married
Master
Single
PhD
Single
PhD
Single
2n Cycle Married
Basic
Single
Basic
Single
Master
Single
Basic
Married
Basic
Married
2n Cycle Together
Master
Single
2n Cycle Married
Master
Married
Master
Married
PhD
Single
PhD
Together
PhD
Together
Master
Together
Master
Together
PhD
Married
PhD
Single
Master
Married
2n Cycle Single
PhD
Married

61787 60k - 89999
67430 60k - 89999
67605 60k - 89999
73395 60k - 89999
73454 60k - 89999
74004 60k - 89999
75794 60k - 89999
81361 80k - 99999
81361 80k - 99999
95169 80k - 99999
7500 < 20k
8940 < 20k
14906 < 20k
19485 < 20k
20425 20k - 39999
20425 20k - 39999
20491 20k - 39999
21846 20k - 39999
21888 20k - 39999
21955 20k - 39999
22518 20k - 39999
23477 20k - 39999
25252 20k - 39999
26576 20k - 39999
26816 20k - 39999
27161 20k - 39999
28072 20k - 39999
29999 20k - 39999
32880 20k - 39999
33235 20k - 39999
34320 20k - 39999
34728 20k - 39999
38197 20k - 39999
38508 20k - 39999
39146 20k - 39999
41411 40k - 59999
42386 40k - 59999
42386 40k - 59999
45921 40k - 59999
69867 60k - 89999
71952 60k - 89999
71952 60k - 89999
78394 60k - 89999
79529 60k - 89999
80141 80k - 99999
80910 80k - 99999
82333 80k - 99999

0
0
0
0
0
0
0
0
0
0
1
1
0
2
1
1
0
1
1
1
1
1
1
1
0
1
1
1
1
1
1
1
1
1
1
0
1
1
0
0
1
1
0
0
0
0
0

0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0

29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
29 18 to 29
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
30 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39

PhD
Together
2n Cycle Together
Basic
Single
PhD
Married
Master
Married
Master
Married
2n Cycle Married
PhD
Single
PhD
Married
2n Cycle Single
2n Cycle Married
PhD
Single
Master
Together
2n Cycle Single
PhD
Married
2n Cycle Married
PhD
Single
Master
Single
PhD
Married

83033 80k - 99999
83512 80k - 99999
91820 80k - 99999
92910 80k - 99999
< 20k
7500 < 20k
16581 < 20k
18169 < 20k
19510 < 20k
19986 < 20k
19986 < 20k
20559 20k - 39999
21355 20k - 39999
22327 20k - 39999
23148 20k - 39999
29103 20k - 39999
29760 20k - 39999
29760 20k - 39999
29938 20k - 39999
30298 20k - 39999
31158 20k - 39999
33454 20k - 39999
33812 20k - 39999
36145 20k - 39999
37929 20k - 39999
40101 40k - 59999
41473 40k - 59999
44322 40k - 59999
54006 40k - 59999
55357 40k - 59999
64355 60k - 89999
66503 60k - 89999
70596 60k - 89999
70596 60k - 89999
70951 60k - 89999
72903 60k - 89999
92533 80k - 99999
11012 < 20k
14796 < 20k
15345 < 20k
16269 < 20k
16529 < 20k
18890 < 20k
18988 < 20k
23228 20k - 39999
23976 20k - 39999
24570 20k - 39999

1
0
0
0
1
1
0
1
2
1
1
1
1
1
0
1
1
1
1
0
1
1
1
1
0
1
1
1
1
2
1
1
0
0
0
0
0
1
1
1
1
1
0
1
1
1
1

0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0

31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
31 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39

Basic
Single
Master
Married
Master
Single
2n Cycle Together
2n Cycle Married
PhD
Married
PhD
Single
Master
Married
PhD
Single
2n Cycle Married
PhD
Married
PhD
Married
PhD
Single
PhD
Together
PhD
Married
Master
Married
Master
Married
Master
Single
2n Cycle Married
PhD
Married
Master
Married
Master
Married

25707 20k - 39999
26646 20k - 39999
27255 20k - 39999
30477 20k - 39999
31385 20k - 39999
31761 20k - 39999
32414 20k - 39999
34738 20k - 39999
35196 20k - 39999
35196 20k - 39999
35684 20k - 39999
36108 20k - 39999
37235 20k - 39999
38175 20k - 39999
38680 20k - 39999
39684 20k - 39999
40059 40k - 59999
42207 40k - 59999
42710 40k - 59999
52413 40k - 59999
55434 40k - 59999
65370 60k - 89999
70643 60k - 89999
72570 60k - 89999
73356 60k - 89999
79607 60k - 89999
82733 80k - 99999
90000 80k - 99999
21840 20k - 39999
22010 20k - 39999
22148 20k - 39999
23536 20k - 39999
24072 20k - 39999
25271 20k - 39999
27100 20k - 39999
27100 20k - 39999
28359 20k - 39999
28427 20k - 39999
28427 20k - 39999
30096 20k - 39999
30096 20k - 39999
31788 20k - 39999
32146 20k - 39999
33569 20k - 39999
35876 20k - 39999
36075 20k - 39999
36262 20k - 39999

1
1
1
1
1
1
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
1
1
0
1
1
1
1
1
1
1
1
1
1
1
1
1
0
1
0

0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0

32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
32 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39

PhD
Married
PhD
Married
PhD
Together
2n Cycle Single
PhD
Married
PhD
Single
Master
Single
PhD
Divorced
PhD
Married
Master
Single
Master
Together
Master
Married
2n Cycle Single
Master
Together
Basic
Single
Master
Together
PhD
Together
PhD
Single
2n Cycle Together
Master
Married
2n Cycle Married
2n Cycle Together

36790 20k - 39999
37292 20k - 39999
39062 20k - 39999
39453 20k - 39999
39922 20k - 39999
39922 20k - 39999
39922 20k - 39999
43776 40k - 59999
50150 40k - 59999
50150 40k - 59999
69520 60k - 89999
70123 60k - 89999
76630 60k - 89999
78687 60k - 89999
81698 80k - 99999
82025 80k - 99999
86580 80k - 99999
87188 80k - 99999
89616 80k - 99999
90687 80k - 99999
92491 80k - 99999
101970 100k +
< 20k
6560 < 20k
18492 < 20k
19444 < 20k
21059 20k - 39999
22448 20k - 39999
23616 20k - 39999
23661 20k - 39999
24367 20k - 39999
24711 20k - 39999
27590 20k - 39999
28567 20k - 39999
28718 20k - 39999
32313 20k - 39999
37040 20k - 39999
38513 20k - 39999
39660 20k - 39999
40479 40k - 59999
41039 40k - 59999
42081 40k - 59999
43815 40k - 59999
45203 40k - 59999
50272 40k - 59999
57937 40k - 59999
58582 40k - 59999

0
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
1
1
1
1
0
1
1
1
1
0
1
1
1
0
1
1
2
1
0
0

0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1

33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
33 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39

2n Cycle Together
2n Cycle Together
PhD
Together
PhD
Together
Master
Together
2n Cycle Single
Master
Single
Master
Single
PhD
Married
PhD
Married
PhD
Married
2n Cycle Together
Master
Single
2n Cycle Single
Basic
Married
2n Cycle Married
Basic
Married
2n Cycle Married
PhD
Single
Master
Single
Master
Married
PhD
Together
Master
Together
2n Cycle Single
PhD
Together
2n Cycle Married
2n Cycle Married

61416 60k - 89999
63211 60k - 89999
65169 60k - 89999
66664 60k - 89999
66664 60k - 89999
68627 60k - 89999
69109 60k - 89999
69109 60k - 89999
70038 60k - 89999
70038 60k - 89999
71853 60k - 89999
71853 60k - 89999
73450 60k - 89999
74116 60k - 89999
75777 60k - 89999
75777 60k - 89999
79908 60k - 89999
84169 80k - 99999
84169 80k - 99999
160803 100k +
< 20k
19414 < 20k
19419 < 20k
22944 20k - 39999
24336 20k - 39999
24480 20k - 39999
26872 20k - 39999
27733 20k - 39999
28510 20k - 39999
29009 20k - 39999
31089 20k - 39999
34445 20k - 39999
35523 20k - 39999
36038 20k - 39999
36143 20k - 39999
36959 20k - 39999
38547 20k - 39999
39665 20k - 39999
40211 40k - 59999
41967 40k - 59999
42021 40k - 59999
42162 40k - 59999
42395 40k - 59999
44953 40k - 59999
51111 40k - 59999
54386 40k - 59999
56337 40k - 59999

0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
0
1
1
1
1
0
1
1
1
1
1
1
1
1
1
1
1
0
1
0
1

0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
1
1
1

34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
34 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39

PhD
Together
PhD
Married
2n Cycle Together
2n Cycle Together
Master
Together
PhD
Married
PhD
Single
2n Cycle Together
Basic
Married
2n Cycle Together
Basic
Married
PhD
Married
Master
Married
2n Cycle Single
PhD
Single
PhD
Married
2n Cycle Single
PhD
Single
2n Cycle Single
Master
Married
2n Cycle Married
PhD
Single
Master
Divorced

56386 40k - 59999
56937 40k - 59999
56981 40k - 59999
58293 40k - 59999
58684 40k - 59999
72066 60k - 89999
75774 60k - 89999
75774 60k - 89999
77882 60k - 89999
87171 80k - 99999
88325 80k - 99999
91065 80k - 99999
< 20k
14515 < 20k
15072 < 20k
16005 < 20k
19107 < 20k
25130 20k - 39999
25965 20k - 39999
28071 20k - 39999
30732 20k - 39999
30828 20k - 39999
31535 20k - 39999
31859 20k - 39999
33228 20k - 39999
34968 20k - 39999
36802 20k - 39999
37406 20k - 39999
41850 40k - 59999
43586 40k - 59999
43974 40k - 59999
44010 40k - 59999
44964 40k - 59999
45889 40k - 59999
47850 40k - 59999
50183 40k - 59999
51766 40k - 59999
61014 60k - 89999
62994 60k - 89999
65295 60k - 89999
67506 60k - 89999
69508 60k - 89999
69661 60k - 89999
70829 60k - 89999
76412 60k - 89999
77353 60k - 89999
78789 60k - 89999

1
1
0
1
0
0
1
1
0
0
0
0
1
1
2
1
1
1
0
0
1
1
1
1
1
1
1
1
1
0
1
1
1
0
1
1
1
0
1
0
0
1
0
1
0
0
0

1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
1
0
1
0
1
0
0
1
0
0
1
0
1
0

35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
35 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39

2n Cycle Married
2n Cycle Together
2n Cycle Divorced
Basic
Single
Basic
Single
Master
Single
Basic
Single
Basic
Together
Master
Together
Basic
Together
Basic
Together
PhD
Together
2n Cycle Married
PhD
Married
Master
Married
Master
Divorced
Master
Married
Master
Married
2n Cycle Married
2n Cycle Together
Master
Together

80011 80k - 99999
81702 80k - 99999
81741 80k - 99999
82497 80k - 99999
96547 80k - 99999
2447 < 20k
7500 < 20k
7500 < 20k
13533 < 20k
15287 < 20k
15287 < 20k
15862 < 20k
16014 < 20k
16653 < 20k
17688 < 20k
20194 20k - 39999
21645 20k - 39999
23724 20k - 39999
24401 20k - 39999
24594 20k - 39999
24594 20k - 39999
27244 20k - 39999
27922 20k - 39999
30545 20k - 39999
31086 20k - 39999
31605 20k - 39999
32765 20k - 39999
33462 20k - 39999
34350 20k - 39999
36781 20k - 39999
40662 40k - 59999
45057 40k - 59999
47691 40k - 59999
48526 40k - 59999
54210 40k - 59999
56775 40k - 59999
57537 40k - 59999
58025 40k - 59999
60152 60k - 89999
60474 60k - 89999
60474 60k - 89999
60839 60k - 89999
61825 60k - 89999
61825 60k - 89999
62499 60k - 89999
63777 60k - 89999
68274 60k - 89999

0
0
0
0
0
1
1
0
1
1
1
1
1
1
1
1
1
1
0
1
1
1
1
1
1
1
1
1
1
1
1
1
0
1
0
0
1
0
0
0
0
1
0
0
1
1
1

1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
1
1
0
1
1
1
1
1
1
1
0
1
1

36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
36 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39

2n Cycle Single
2n Cycle Married
2n Cycle Together
2n Cycle Divorced
Basic
Together
Basic
Together
2n Cycle Married
2n Cycle Married
Basic
Single
PhD
Together
PhD
Single
PhD
Together
Master
Single
2n Cycle Married
2n Cycle Single
PhD
Married
PhD
Married
2n Cycle Single
2n Cycle Together
PhD
Married

70337 60k - 89999
71626 60k - 89999
72063 60k - 89999
75507 60k - 89999
75507 60k - 89999
77298 60k - 89999
77298 60k - 89999
77568 60k - 89999
85693 80k - 99999
88194 80k - 99999
90300 80k - 99999
7500 < 20k
12393 < 20k
16531 < 20k
17117 < 20k
17345 < 20k
21282 20k - 39999
22775 20k - 39999
22775 20k - 39999
24882 20k - 39999
24882 20k - 39999
25804 20k - 39999
25851 20k - 39999
26224 20k - 39999
26487 20k - 39999
27683 20k - 39999
28442 20k - 39999
28587 20k - 39999
28647 20k - 39999
30168 20k - 39999
31626 20k - 39999
33039 20k - 39999
33039 20k - 39999
34043 20k - 39999
35544 20k - 39999
36550 20k - 39999
36975 20k - 39999
37717 20k - 39999
37717 20k - 39999
38136 20k - 39999
38415 20k - 39999
38557 20k - 39999
38593 20k - 39999
38643 20k - 39999
38702 20k - 39999
41014 40k - 59999
41154 40k - 59999

0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
1
1
1
1
1
1
1
1
1
1
2
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0

0
0
1
0
0
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1

37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
37 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39

Master
Married
PhD
Married
2n Cycle Married
2n Cycle Single
2n Cycle Together
PhD
Single
Master
Together
2n Cycle Together
Master
Single
PhD
Married
PhD
Married
Master
Together
Master
Married
2n Cycle Together
2n Cycle Together
Master
Married
2n Cycle Together
Master
Married

41580 40k - 59999
41986 40k - 59999
42011 40k - 59999
42554 40k - 59999
42693 40k - 59999
43783 40k - 59999
44359 40k - 59999
46377 40k - 59999
47025 40k - 59999
51267 40k - 59999
52195 40k - 59999
52513 40k - 59999
53172 40k - 59999
54162 40k - 59999
54880 40k - 59999
55563 40k - 59999
57113 40k - 59999
57867 40k - 59999
60199 60k - 89999
61346 60k - 89999
63693 60k - 89999
63693 60k - 89999
63855 60k - 89999
64813 60k - 89999
65819 60k - 89999
66373 60k - 89999
66373 60k - 89999
67023 60k - 89999
68092 60k - 89999
70440 60k - 89999
71022 60k - 89999
71427 60k - 89999
71847 60k - 89999
72159 60k - 89999
73807 60k - 89999
75437 60k - 89999
77583 60k - 89999
82170 80k - 99999
85738 80k - 99999
88097 80k - 99999
< 20k
20981 20k - 39999
22108 20k - 39999
22701 20k - 39999
23763 20k - 39999
25315 20k - 39999
27889 20k - 39999

1
0
1
1
1
1
1
1
0
1
2
0
0
1
1
0
1
1
1
1
0
0
0
1
0
1
1
0
0
0
0
2
0
0
0
0
0
0
0
1
0
0
1
1
1
1
1

1
1
0
1
0
0
1
0
1
1
1
0
1
1
0
1
1
0
2
0
1
1
0
0
0
1
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0

38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
38 30 to 39
39 30 to 39

PhD
Married
2n Cycle Married
2n Cycle Single
PhD
Divorced
Master
Single
PhD
Single
Master
Married
Master
Married
Master
Married
Master
Together
2n Cycle Divorced
PhD
Married
PhD
Married
Master
Married
2n Cycle Together
PhD
Together

28769 20k - 39999
28973 20k - 39999
30368 20k - 39999
31056 20k - 39999
31353 20k - 39999
31353 20k - 39999
31878 20k - 39999
32952 20k - 39999
33178 20k - 39999
34380 20k - 39999
34487 20k - 39999
35790 20k - 39999
36273 20k - 39999
37774 20k - 39999
39771 20k - 39999
40246 40k - 59999
41124 40k - 59999
41443 40k - 59999
42014 40k - 59999
42014 40k - 59999
42997 40k - 59999
43263 40k - 59999
46931 40k - 59999
50353 40k - 59999
54233 40k - 59999
54809 40k - 59999
54809 40k - 59999
55375 40k - 59999
55842 40k - 59999
56628 40k - 59999
57954 40k - 59999
59601 40k - 59999
61996 60k - 89999
69389 60k - 89999
71855 60k - 89999
72117 60k - 89999
74985 60k - 89999
75330 60k - 89999
78710 60k - 89999
82326 80k - 99999
82582 80k - 99999
85072 80k - 99999
96876 80k - 99999
102160 100k +
157146 100k +
#N/A
5305 < 20k

1
0
0
1
1
1
0
1
1
1
1
1
1
2
1
1
1
1
1
1
1
0
2
0
0
1
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0

0
0
1
0
1
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
1
0
1
1
1
1
1
1
1
1
1
1
1
1
0
1
1
0
0
0
0
0
0
0
1

39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39

Basic
Married
Basic
Divorced
PhD
Divorced
PhD
Married
Master
Together
2n Cycle Married
2n Cycle Together
2n Cycle Together
2n Cycle Together
2n Cycle Together
Master
Together
Master
Together
Master
Married
Master
Married
2n Cycle Together
PhD
Together
Master
Together
PhD
Single
Master
Together
PhD
Together
PhD
Married
Master
Married
Master
Married

7500 < 20k
7500 < 20k
9548 < 20k
12571 < 20k
13624 < 20k
14849 < 20k
16927 < 20k
17148 < 20k
17649 < 20k
20180 20k - 39999
20180 20k - 39999
21024 20k - 39999
21675 20k - 39999
23718 20k - 39999
24027 20k - 39999
25176 20k - 39999
26326 20k - 39999
26907 20k - 39999
26907 20k - 39999
29478 20k - 39999
30560 20k - 39999
30560 20k - 39999
30772 20k - 39999
30992 20k - 39999
30992 20k - 39999
31615 20k - 39999
31859 20k - 39999
33181 20k - 39999
34529 20k - 39999
36283 20k - 39999
36301 20k - 39999
37395 20k - 39999
37509 20k - 39999
37697 20k - 39999
37697 20k - 39999
39356 20k - 39999
40780 40k - 59999
42473 40k - 59999
46049 40k - 59999
46106 40k - 59999
46310 40k - 59999
47025 40k - 59999
49187 40k - 59999
49544 40k - 59999
49681 40k - 59999
49681 40k - 59999
50200 40k - 59999

0
1
1
1
1
1
1
1
1
0
0
0
1
1
1
1
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
1
1
1
1
0
0
1
0
0
1

0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
1
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
1
1
1
1
0
1
1
0
2
2
1

39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
39 30 to 39
40 40 to 49
40 40 to 49
40 40 to 49
40 40 to 49
40 40 to 49
40 40 to 49

PhD
Married
PhD
Together
Master
Married
PhD
Divorced
PhD
Married
PhD
Single
Master
Single
Master
Together
Master
Together
PhD
Divorced
PhD
Married
PhD
Divorced
PhD
Divorced
Master
Single
Master
Single
Master
Single
PhD
Together
Master
Divorced
2n Cycle Together
Gr...

### Review

Anonymous
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