statistics
Documentation for CPS08 Data
Each month the Bureau of Labor Statistics in the U.S. Department of Labor conducts the Current Population Survey (CPS), which provides data on labor force characteristics of the population, including the level of employment, unemployment, and earnings. Approximately 65,000 randomly selected U.S. households are surveyed each month. The sample is chosen by randomly selecting addresses from a database comprised of addresses from the most recent decennial census augmented with data on new housing units constructed after the last census. The exact random sampling scheme is rather complicated (first small geographical areas are randomly selected, then housing units within these areas randomly selected); details can be found in the Handbook of Labor Statistics and is described on the Bureau of Labor Statistics website (www.bls.gov).
The survey conducted each March is more detailed than in other months and asks questions about earnings during the previous year. The file CPS08 contains the data for 2008 (from the March 2009 survey). These data are for full-time workers, defined as workers employed more than 35 hours per week for at least 48 weeks in the previous year. Data are provided for workers whose highest educational achievement is (1) a high school diploma, and (2) a bachelors degree.
Series in Data Set:
FEMALE: 1 if female; 0 if male
YEAR: Year
AHE : Average Hourly Earnings
BACHELOR: 1 if worker has a bachelors degree; 0 if worker has a high school degree Econ 390-03
Assignment 3
Due date is Sunday, Sep 13th 11:59 PM. Late submissions are not accepted
1. What would be an example of a sample of data which suffers from selection bias.
(Please note that as I mentioned in the videos, I will provide the data for next empirical exercises, but in order to get you familiar with the resource I provided on Canvas, I will ask you to download the data and the description yourself. The data is from the website I uploaded >>>> the first tab on the left called: Data for empirical exercises>>>>>then pick the original edition >>>>>then find CPS08 data)
2. Download the data CPS 08. Read the description as well and answer the questions below:
a. How many variables are in the data?
b. How many observations are in the data?
c. What does bachelor refer to? (from the description)
d. What does ahe refer to (from the description)
e. What is the unit of ahe?
f. Provide the scatter plot of ahe and age. (in which ahe is on the vertical axis)
g. Do you see any linear dependency in the scatter plot you created for part f? What is the correlation between ahe and age? What does this number mean?
h. Create a histogram for age. The bin width is your choice.
3. If then find
4. If then find Data
ahe year bachelor female age
38.4615402222 2008 1 0 33
12.5 2008 1 0 31
9.8571424484 2008 0 0 30
8.2417583466 2008 0 0 30
17.7884616852 2008 0 0 31
10.096154213 2008 0 1 29
17.7884616852 2008 1 0 26
30.3846149445 2008 1 0 28
23.6686382294 2008 1 0 30
12.0192308426 2008 1 1 25
15.8653850555 2008 0 0 26
11.846154213 2008 0 0 25
28.8461532593 2008 0 0 30
9.4409093857 2008 0 0 31
20.1923084259 2008 0 0 32
13.4615383148 2008 0 1 31
13.0341882706 2008 1 1 27
25.6410255432 2008 1 1 31
18.218624115 2008 1 1 32
8.7538461685 2008 1 1 27
12.0192308426 2008 1 0 29
22.4358978271 2008 0 0 34
14.4230766296 2008 0 1 26
13.0769233704 2008 0 0 26
9.3937501907 2008 0 0 28
10.1796875 2008 1 1 25
29.8076915741 2008 1 0 33
32.0512809753 2008 0 0 34
8.653845787 2008 0 0 25
7.2115383148 2008 0 1 32
8.0128202438 2008 1 0 25
15.625 2008 0 1 30
12.9807691574 2008 0 1 29
28.8461532593 2008 1 0 29
34.6153831482 2008 0 0 26
7.6923074722 2008 0 0 30
16.8269233704 2008 0 0 27
19.7115383148 2008 0 0 32
19.764957428 2008 0 1 27
15.3846149445 2008 1 1 27
13.4615383148 2008 0 1 26
8.8942308426 2008 0 0 27
19.7403850555 2008 0 0 31
12.4740123749 2008 0 1 32
16.8278846741 2008 1 0 25
25.6410255432 2008 1 0 34
17.3076915741 2008 0 1 30
17.5213680267 2008 1 0 27
37.5 2008 1 1 27
32.6923065186 2008 1 0 32
27.8846149445 2008 1 1 29
19.2307701111 2008 1 0 33
20.1923084259 2008 0 0 34
26.4423084259 2008 1 1 30
21.6346149445 2008 1 0 33
22.1153850555 2008 1 0 28
24.0384616852 2008 1 0 32
33.6538467407 2008 1 1 34
23.5576915741 2008 1 1 33
15.3846149445 2008 1 1 34
17.3076915741 2008 1 0 33
18.2692298889 2008 0 0 28
4.8076925278 2008 1 0 29
17.7884616852 2008 1 1 28
38.4615402222 2008 1 0 31
40.5982894897 2008 1 0 34
15 2008 1 0 34
21.6346149445 2008 0 0 34
15.8653850555 2008 0 1 29
20.6730766296 2008 0 0 31
21.6346149445 2008 1 1 31
6.9230771065 2008 1 1 28
17.7884616852 2008 1 1 30
10.7879924774 2008 1 1 28
15.5607690811 2008 1 0 34
16.1057701111 2008 0 0 27
11.0946741104 2008 1 0 31
10.7411384583 2008 1 0 29
16.3461532593 2008 0 1 27
15.3846149445 2008 0 1 26
13.4615383148 2008 0 1 30
17.7884616852 2008 1 1 33
16.1799449921 2008 0 1 32
18.5314693451 2008 0 0 32
19.2307701111 2008 1 1 28
28.8461532593 2008 0 0 30
7.2115383148 2008 0 0 27
11.5384616852 2008 0 0 27
11 2008 0 0 30
12.5 2008 0 0 34
10.4757089615 2008 1 1 28
26.6272182465 2008 1 0 30
16.4835166931 2008 0 1 34
4.8076925278 2008 0 1 29
13.3779268265 2008 0 0 26
50.4807701111 2008 1 1 34
19.2307701111 2008 1 1 32
9.6153850555 2008 1 0 32
22.2222213745 2008 1 1 26
15 2008 0 0 34
11.5384616852 2008 0 1 28
13.153845787 2008 0 0 34
28.8461532593 2008 0 0 28
9.7615385056 2008 1 0 28
43.2692298889 2008 1 0 32
18.4911251068 2008 0 0 25
24.0384616852 2008 1 0 30
30.2884616852 2008 1 0 29
26.4423084259 2008 1 0 30
18.0769233704 2008 1 0 34
38.4615402222 2008 1 0 32
38.4615402222 2008 1 0 32
32.0512809753 2008 1 1 30
13.6217947006 2008 0 1 27
16.8269233704 2008 0 0 33
46.1538467407 2008 0 0 32
45 2008 1 0 31
53.0769233704 2008 1 0 33
20.6730766296 2008 1 0 26
24.0520000458 2008 1 0 26
21.2550601959 2008 1 0 29
4.8076925278 2008 1 0 30
20.1923084259 2008 1 1 31
22.2222213745 2008 1 0 30
40.3846168518 2008 1 0 34
12.9370632172 2008 1 0 34
8.0128202438 2008 0 1 30
45.6730766296 2008 1 0 33
12.0192308426 2008 0 1 29
19.2307701111 2008 0 0 33
21.6346149445 2008 0 0 30
14.3692312241 2008 0 0 33
20.1923084259 2008 0 0 28
24.0384616852 2008 1 0 28
36.5384597778 2008 1 1 34
15.3846149445 2008 1 1 31
9.6153850555 2008 1 0 30
21.9780216217 2008 1 1 31
17.3076915741 2008 1 0 32
24.0384616852 2008 0 0 33
11.0586538315 2008 0 0 33
8.7912092209 2008 0 0 26
9.846154213 2008 1 0 26
34.8557701111 2008 0 0 32
12.286324501 2008 0 1 25
22.6495723724 2008 0 0 34
19.7115383148 2008 1 1 31
14.0056018829 2008 0 0 31
26.9230766296 2008 1 1 32
28.8461532593 2008 0 0 34
24.0384616852 2008 0 1 28
11.9791669846 2008 0 1 32
11.0576925278 2008 0 1 32
15.3846149445 2008 0 0 29
11.5384616852 2008 0 1 33
11.0576925278 2008 1 0 32
18.75 2008 1 1 33
16.3461532593 2008 0 0 28
14.4230766296 2008 0 0 29
8.2417583466 2008 1 1 28
13.5135135651 2008 0 0 28
14.4230766296 2008 1 0 26
7.2115383148 2008 1 1 30
13.6363639832 2008 1 0 32
14.4230766296 2008 0 0 33
10.3296699524 2008 1 1 25
13.6752138138 2008 1 1 31
30.7692298889 2008 0 0 29
17.0940170288 2008 0 1 25
13.7362632751 2008 1 1 30
18.0769233704 2008 1 1 33
5.7692308426 2008 0 0 34
12.3076925278 2008 1 1 26
15.8653850555 2008 0 1 33
11.5 2008 0 0 25
12.0192308426 2008 0 0 34
9.6153850555 2008 0 1 31
21.9780216217 2008 1 0 26
16.1538467407 2008 0 0 26
17.8571434021 2008 0 1 34
9.6153850555 2008 0 0 30
21.6346149445 2008 0 0 28
40.8653831482 2008 1 0 34
31.25 2008 1 1 30
31.25 2008 1 1 25
19.2307701111 2008 0 0 28
17.7884616852 2008 1 0 27
19.2307701111 2008 0 0 31
28.8461532593 2008 0 0 33
49.0384597778 2008 1 1 31
51.9230766296 2008 1 1 31
36.0576934814 2008 1 0 31
20.1923084259 2008 1 1 33
28.8461532593 2008 1 0 25
53.0769233704 2008 1 0 32
28.8461532593 2008 1 1 25
29.3269233704 2008 1 0 34
5.7692308426 2008 0 1 31
20.6730766296 2008 1 0 30
12.0192308426 2008 1 0 32
11.0576925278 2008 1 1 27
11.1111106873 2008 0 1 33
11 2008 0 0 33
25.9615383148 2008 1 0 33
16.4165096283 2008 1 0 28
14.9572649002 2008 0 0 30
24.0384616852 2008 1 0 34
25.6410255432 2008 1 0 25
16.9413909912 2008 1 1 25
19.2307701111 2008 1 0 26
46.6346168518 2008 1 0 31
7.2115383148 2008 1 0 28
23.0769233704 2008 1 0 32
25 2008 1 1 25
27.8846149445 2008 0 0 32
26.9230766296 2008 1 1 31
4.8076925278 2008 1 0 29
26.2237758636 2008 0 0 29
15.8653850555 2008 1 1 30
18.4294872284 2008 1 0 25
28.8461532593 2008 0 0 31
21.6346149445 2008 0 1 29
15.3846149445 2008 1 1 28
13.221154213 2008 0 1 30
13.3547010422 2008 1 1 31
8.25 2008 0 1 33
14.5530147552 2008 0 1 30
30.2884616852 2008 1 0 28
19.2307701111 2008 1 1 29
17.9487171173 2008 0 0 33
26.4423084259 2008 0 0 34
43.2692298889 2008 1 0 33
24.0384616852 2008 0 0 34
19.2307701111 2008 1 1 32
10.4395608902 2008 0 1 30
23.0769233704 2008 0 0 32
14.4230766296 2008 0 0 27
20.6730766296 2008 0 1 27
23.8095245361 2008 1 0 34
21.6346149445 2008 0 0 27
12.0192308426 2008 0 1 26
8.5470085144 2008 0 1 33
11.133603096 2008 0 1 32
12.0192308426 2008 1 1 25
13.6363639832 2008 1 0 31
17.7884616852 2008 0 1 32
20.6730766296 2008 0 1 25
15 2008 1 0 33
14.4230766296 2008 1 1 32
21.6346149445 2008 0 0 33
5.2884616852 2008 0 0 33
22.5961532593 2008 1 1 34
18.2692298889 2008 0 0 31
17.3076915741 2008 1 1 34
17.6715183258 2008 1 1 27
20.1923084259 2008 1 0 28
15.7342653275 2008 0 0 29
9.6153850555 2008 0 1 34
10.5769233704 2008 0 0 32
4.3269228935 2008 0 1 29
5.7692308426 2008 0 1 30
10.096154213 2008 1 0 28
21.1428565979 2008 0 0 26
14.1941394806 2008 0 0 26
13.5627527237 2008 1 1 26
16.6666660309 2008 0 0 33
15 2008 1 0 26
16.875 2008 1 1 25
19.2307701111 2008 1 1 33
10.5769233704 2008 0 0 28
14.529914856 2008 0 0 32
12.745098114 2008 0 0 32
28.6764698029 2008 1 1 32
8 2008 1 1 27
19.9519233704 2008 0 0 28
9.6153850555 2008 0 0 33
33.6538467407 2008 1 1 32
13.4615383148 2008 0 0 34
9.2948713303 2008 0 0 28
38.9087638855 2008 1 1 29
19.2307701111 2008 1 1 32
14.9048080444 2008 0 0 32
19.2307701111 2008 1 0 25
17.6923084259 2008 1 0 33
17.7884616852 2008 0 0 32
21.2393169403 2008 1 0 32
17.0940170288 2008 1 1 29
17.7884616852 2008 1 1 34
7.2115383148 2008 0 0 28
20.5128211975 2008 1 1 27
14.4230766296 2008 0 0 34
46.1538467407 2008 1 0 32
12.0192308426 2008 1 1 29
8.653845787 2008 0 0 25
18.5897426605 2008 1 0 32
17.0940170288 2008 1 1 31
14.9572649002 2008 0 1 30
11.5384616852 2008 1 1 25
18.8461532593 2008 1 0 25
13.4615383148 2008 1 1 26
12.0192308426 2008 1 1 26
14.4230766296 2008 0 0 27
31.25 2008 1 1 33
12.9807691574 2008 0 0 32
8.1730766296 2008 0 1 30
16.1463546753 2008 0 0 32
15.8740386963 2008 0 0 33
10.5769233704 2008 0 1 26
19.2307701111 2008 0 1 29
6.6557693481 2008 0 0 27
17.7884616852 2008 0 0 31
13.6363639832 2008 0 0 31
9.7902097702 2008 0 1 31
10.3846149445 2008 0 0 25
15.3846149445 2008 0 1 30
16.8269233704 2008 0 0 27
19.2307701111 2008 1 0 32
20.3846149445 2008 1 1 30
21.1538467407 2008 1 0 32
21.6346149445 2008 1 1 32
8.5470085144 2008 0 0 31
13.4640522003 2008 0 0 28
14.903845787 2008 1 0 32
21.6346149445 2008 0 0 33
15 2008 0 0 25
11.0576925278 2008 1 1 32
13 2008 1 0 29
32.6923065186 2008 0 0 32
13.0208330154 2008 0 0 26
57.3076934814 2008 1 0 28
9.6153850555 2008 0 1 27
9.6153850555 2008 1 0 26
9.6153850555 2008 1 0 27
9.6153850555 2008 1 0 25
9.6153850555 2008 1 0 25
23.5 2008 0 1 34
12.0192308426 2008 0 0 29
18.2692298889 2008 0 0 27
38.4615402222 2008 1 0 34
11 2008 1 1 30
26.4423084259 2008 1 0 30
9.6153850555 2008 1 0 29
23.7854251862 2008 1 0 29
8.653845787 2008 0 1 28
11.6000003815 2008 0 0 31
17.3076915741 2008 1 1 25
9.6153850555 2008 1 0 25
10 2008 0 0 25
24.0384616852 2008 1 1 26
30.2884616852 2008 1 0 28
52 2008 0 0 33
32.9059829712 2008 1 1 28
28.8461532593 2008 1 1 27
3.5256409645 2008 0 0 29
24.5720272064 2008 1 0 29
26.9230766296 2008 1 1 30
45.5465583801 2008 0 1 25
5.7692308426 2008 0 1 32
20.8791217804 2008 1 1 33
15.3846149445 2008 0 1 31
29.9145298004 2008 0 0 29
24.0384616852 2008 1 1 28
29.0598297119 2008 1 0 33
42.3076934814 2008 1 0 33
60.0961532593 2008 1 0 33
28.8461532593 2008 0 0 30
25.6410255432 2008 1 0 27
40.8653831482 2008 1 1 26
20.6730766296 2008 1 1 27
19.2307701111 2008 0 0 26
21.6783218384 2008 1 0 30
19.2307701111 2008 0 0 29
15.7342653275 2008 1 1 28
19.7115383148 2008 1 0 27
28.8461532593 2008 1 1 28
12.0192308426 2008 1 1 28
8.1730766296 2008 1 0 28
48.0769233704 2008 1 0 25
7.5910930634 2008 0 0 25
10.096154213 2008 0 1 26
27.4038467407 2008 1 0 25
14.6153850555 2008 1 0 30
27.4725265503 2008 1 1 26
62.5 2008 1 0 33
12.0192308426 2008 0 0 28
27.7777786255 2008 1 1 25
57.6923065186 2008 1 1 31
48.0769233704 2008 1 0 32
10.4838705063 2008 1 1 27
8.3333330154 2008 0 0 28
6.1538462639 2008 0 1 26
12.8571424484 2008 0 1 26
12.8571424484 2008 0 0 25
26.4423084259 2008 1 0 29
21.6346149445 2008 0 1 34
32.0512809753 2008 1 1 27
19.7115383148 2008 1 0 25
11.25 2008 0 1 27
26.9230766296 2008 0 0 30
12.5 2008 0 0 27
28.847114563 2008 1 1 34
17.9487171173 2008 1 1 32
21.9141330719 2008 1 1 30
14.4230766296 2008 0 0 34
12.0192308426 2008 0 0 28
21.5384616852 2008 1 0 30
10.8888893127 2008 1 1 30
23.0769233704 2008 1 1 30
31.25 2008 1 1 30
52.8846168518 2008 1 1 34
23.0769233704 2008 1 1 33
50.4807701111 2008 1 1 32
18.0288467407 2008 1 0 31
19.2307701111 2008 0 1 28
8.8541669846 2008 0 0 31
21.6346149445 2008 0 0 34
14.8148145676 2008 0 0 33
25.4807701111 2008 1 1 32
36.0576934814 2008 1 0 31
32.6923065186 2008 1 1 31
14.903845787 2008 0 0 28
16.3461532593 2008 0 0 30
5.7692308426 2008 0 1 25
13.4615383148 2008 0 0 27
15.7692308426 2008 1 0 31
12 2008 0 0 31
6.25 2008 0 1 33
27.4725265503 2008 1 1 34
20 2008 1 1 26
21.367521286 2008 0 0 28
4.8086538315 2008 1 1 30
13.1578950882 2008 0 1 30
22.2115383148 2008 1 0 26
21.6346149445 2008 1 1 30
13.5627527237 2008 1 1 30
28.8461532593 2008 1 0 31
30.7692298889 2008 1 0 29
19.2307701111 2008 0 1 32
12.5 2008 0 0 32
23.7762241364 2008 0 0 34
21.1538467407 2008 1 0 33
7.6923074722 2008 0 0 33
35.5029602051 2008 0 0 32
14.4230766296 2008 1 1 25
17.2064781189 2008 1 1 31
28.1753139496 2008 1 0 32
31.25 2008 1 1 34
18.0288467407 2008 1 0 31
16.8269233704 2008 1 0 27
20.7692298889 2008 1 1 25
32.9670333862 2008 0 0 29
19.2307701111 2008 0 1 29
34.3923072815 2008 0 0 31
19.7115383148 2008 0 1 27
11.5384616852 2008 0 0 29
15.3846149445 2008 1 1 34
16.4835166931 2008 0 1 33
43.2692298889 2008 1 0 30
24.7863254547 2008 1 1 25
10 2008 1 0 25
8.1730766296 2008 0 1 26
26.4957256317 2008 1 0 29
14.4230766296 2008 1 0 29
29.0598297119 2008 0 1 27
24.0740737915 2008 0 1 29
24.0384616852 2008 1 0 34
10.5769233704 2008 1 1 27
33.6538467407 2008 1 0 26
16.8269233704 2008 1 1 32
12.0192308426 2008 1 1 33
10.0971155167 2008 0 0 32
5.2884616852 2008 1 0 26
25.6410255432 2008 1 0 25
31.25 2008 1 0 33
10 2008 0 1 32
27.6134128571 2008 1 0 27
24.65483284 2008 1 1 28
24.0384616852 2008 1 1 28
35.7142868042 2008 1 0 28
29.1060295105 2008 1 0 26
17.6442298889 2008 1 1 27
5.4945054054 2008 0 1 30
46.6346168518 2008 1 1 34
15.3846149445 2008 1 1 28
19.2307701111 2008 1 1 26
15 2008 0 0 26
9.6163463593 2008 1 0 27
14.4230766296 2008 0 0 31
38.4615402222 2008 1 0 32
26.4423084259 2008 1 1 29
6.9711537361 2008 0 0 31
12.0192308426 2008 0 0 25
7.2115383148 2008 0 0 25
20.6730766296 2008 0 0 28
12.4750518799 2008 1 1 33
28.8461532593 2008 1 0 30
15.8653850555 2008 0 1 34
28.2051277161 2008 0 0 34
30.4487171173 2008 0 0 30
22.5961532593 2008 0 1 27
13.4615383148 2008 0 0 28
12.6923074722 2008 0 0 26
17.3992671967 2008 0 1 28
16.8269233704 2008 0 1 33
18.2692298889 2008 0 0 32
23.0769233704 2008 0 0 31
8.1730766296 2008 1 0 30
23.8461532593 2008 1 1 34
9.5 2008 1 0 27
19.6779956818 2008 1 0 25
28.8461532593 2008 0 0 29
17.0329666138 2008 0 1 31
14.4230766296 2008 0 0 30
12.0192308426 2008 0 1 33
35.059135437 2008 0 0 32
20.6730766296 2008 1 0 28
35.0961532593 2008 1 1 27
58 2008 1 0 30
14.5833330154 2008 0 0 33
6.9711537361 2008 0 0 29
17.6923084259 2008 1 0 31
14.9572649002 2008 1 0 29
19.2307701111 2008 0 0 33
20.1923084259 2008 0 0 34
18.75 2008 0 1 29
15.8653850555 2008 0 1 29
16.8269233704 2008 0 0 28
20.7692298889 2008 1 1 32
23.0769233704 2008 1 1 34
60.0961532593 2008 1 0 32
29.5 2008 0 0 29
16.2692298889 2008 0 0 32
16.3461532593 2008 0 0 31
19.2307701111 2008 1 0 25
18.75 2008 1 1 33
12.9807691574 2008 0 1 32
47.7524986267 2008 1 0 30
25 2008 0 0 28
5.4807691574 2008 1 1 26
21.5384616852 2008 0 0 30
12.8205127716 2008 1 1 29
29.8076915741 2008 0 0 31
28.8461532593 2008 0 0 30
25 2008 0 0 25
21.6346149445 2008 0 0 34
16.8269233704 2008 0 0 33
38.4615402222 2008 1 0 29
12.0192308426 2008 0 1 27
42.3076934814 2008 1 0 33
27.6923084259 2008 1 1 27
36.7132873535 2008 1 1 30
48.0769233704 2008 1 0 31
22.1153850555 2008 1 1 28
21.1538467407 2008 1 1 28
24.0384616852 2008 1 1 26
21.4529914856 2008 1 1 34
26.4423084259 2008 1 0 29
12.0879125595 2008 0 1 31
22.1153850555 2008 1 1 27
13.4615383148 2008 1 1 28
7.8947367668 2008 0 0 27
16.8269233704 2008 1 0 27
40.3846168518 2008 1 0 28
24.7252750397 2008 1 1 29
31.2509613037 2008 1 0 34
12.0201921463 2008 1 0 31
26.9230766296 2008 1 1 28
9.0016365051 2008 1 1 32
23.4265727997 2008 1 0 30
27.7777786255 2008 0 1 31
38.4615402222 2008 1 0 33
48.0769233704 2008 1 0 34
21.3541660309 2008 1 1 33
26.9230766296 2008 1 1 28
27.4725265503 2008 1 1 29
26.9230766296 2008 1 1 25
21.3286705017 2008 1 1 26
18.8461532593 2008 1 0 34
33.6538467407 2008 1 1 29
29.4871788025 2008 1 0 29
27.3076915741 2008 1 0 28
48.0769233704 2008 0 1 28
23.0769233704 2008 1 0 27
14.4230766296 2008 1 1 28
26.4423084259 2008 1 0 32
17.0940170288 2008 1 0 30
26.4423084259 2008 1 0 32
36.3247871399 2008 0 0 31
7.2115383148 2008 0 0 32
24.0384616852 2008 0 0 27
11.5384616852 2008 0 1 32
24.0394229889 2008 0 0 27
14.5348834991 2008 0 0 28
12.0192308426 2008 0 1 27
15.3846149445 2008 1 1 25
14.4230766296 2008 1 1 34
26.4423084259 2008 1 1 34
37.9554672241 2008 1 1 27
18.8461532593 2008 1 1 27
31.7460308075 2008 1 0 27
24.0384616852 2008 1 1 28
52.8846168518 2008 1 1 33
12.5 2008 0 1 28
18.2692298889 2008 0 0 25
15.8862876892 2008 0 1 31
19.2307701111 2008 0 0 33
15.3846149445 2008 0 1 25
21.6346149445 2008 1 1 32
12.8205127716 2008 1 0 27
9.9358978271 2008 1 1 28
14.4230766296 2008 1 1 31
14.4230766296 2008 1 0 26
7.9670329094 2008 0 0 26
27.8846149445 2008 1 1 30
18.1122455597 2008 1 1 31
15.3846149445 2008 0 0 29
13.4615383148 2008 0 0 34
28.8461532593 2008 0 0 30
8.1730766296 2008 0 1 27
22.2355766296 2008 1 1 29
28.8461532593 2008 1 0 30
34.6153831482 2008 1 0 32
14.529914856 2008 1 0 30
36.5384597778 2008 0 1 32
60.0961532593 2008 1 0 34
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