Friday, March 09, 2012

MLS Lineup Database 1996-2011

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Sorry for not posting this earlier. I've been double checking quite a bit of stuff, and corrected some errors from last year. I'm sure it's still not perfect, though. Many thanks to Jason Barber who pointed out some inconsistencies.

I didn't include a list of players this time because I still need to determine the correct birthdates for some of them. There's several who have different dob's depending on where you look. Or even in the same place - in this year's Chicago Fire media guide, Jalil Anibaba (10/18 or 10/19) and Pari Pantazopolous (9/14 or 9/17) have two different ones in different sections.

Also, I realized after the season while double checking stuff that some of the birthdates I had used previously for various stats were wrong. That's because when I originally entered all of them years ago, I used the 2006 MLS Fact & Record Book. Turns out that book had a decent number of errors/typos for those dates. Most of them by less than a month, but I did have Chris Wondolowski as being born on July 28th instead of January 28th - that's what it was in the book.

I'll post an updated player list eventually.

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Tuesday, December 27, 2011

NCAA D1 ranked by avg MLS GP

Stats for all division one NCAA schools that have had at least 10 players play a game in MLS. Ranked by average games played.




Players Avg GP Median GP Avg Goals
1 FIU CUSA 11 118.1 28 10.0
2 UCLA P12 57 101.5 75 8.9
3 Indiana B10 29 98.7 54 7.7
4 Creighton MVC 13 92.6 40 7.0
5 Stanford P12 12 87.2 59 4.5
6 North Carolina ACC 29 83.7 40 3.3
7 Duke ACC 16 80.9 58 10.2
8 Saint Louis A10 18 77.3 31 9.5
9 Virginia ACC 42 76.4 53 4.8
10 Santa Clara WCC 17 75.9 31 6.4
11 Portland WCC 14 74.6 59 9.6
12 Washington P12 18 70.2 45 1.9
13 SMU CUSA 16 61.3 33 3.9
14 Wake Forest ACC 22 59.6 24 2.7
15 Clemson ACC 26 59.3 38 5.7
16 CS Fullerton Big West 12 57.2 24 2.3
17 Rutgers Big East 16 56.6 31 5.0
18 Saint John's Big East 11 54.8 7 3.7
19 Maryland ACC 37 51.7 31 5.4
20 Connecticut Big East 17 48.8 23 3.8
21 UC Santa Barbara Big West 12 31.3 18 2.5
22 Notre Dame Big East 10 30.5 19 1.4
23 Akron MAC 13 30.5 28 3.1
24 California P12 23 25.8 12 0.8

Southern Connecticut State, a D2 school, has also had double digit players. They're had 11, and their final three columns would read 62.4-37-4.2.

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Thursday, November 24, 2011

2011 MLS Team Ages

Here's the numbers, which take into account all regular season minutes played:

1 NY 29.05
2 SEA 28.38
3 COL 28.25
4 RSL 27.91
5 CHV 27.77
6 SJ 27.76
7 LA 27.73
8 DAL 27.57
9 PHI 26.97
10 CLB 26.92
11 KC 26.80
12 NE 26.52
13 HOU 26.51
14 VAN 26.35
15 CHI 26.23
16 POR 25.87
17 TOR 25.44
18 DC 25.18

For 1996-2010, click here.

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Monday, October 03, 2011

All Time PPG: every minute, scoring margin, home/away

So, here's the PPG data including every MLS regular season game ever through the past weekend. Shootouts are counted as draws, and all games that went to overtime use the score after 90 minutes.

Well, there's actually one game which isn't included: DC-KC from 2000, which was only 45 minutes due to power failure.

No team has dropped points after a four goal lead, so those aren't shown.

HOME TEAMS


3 2 1 0 -1 -2 -3
1

2.91 1.69 1.12

2

2.55 1.69 0.84

3
3.00 2.46 1.69 0.82 1.00
4
3.00 2.45 1.69 0.81 1.00
5
3.00 2.47 1.69 0.80 0.50
6
2.67 2.41 1.68 0.83 0.50
7
2.70 2.38 1.68 0.92 0.33
8
2.77 2.40 1.67 0.99 0.17
9
2.72 2.37 1.66 0.97 0.14
10
2.76 2.38 1.66 0.99 0.11
11
2.76 2.39 1.66 0.93 0.10
12
2.80 2.39 1.66 0.94 0.09
13 3.00 2.71 2.38 1.66 0.91 0.08
14 3.00 2.71 2.34 1.66 0.92 0.29
15 3.00 2.63 2.35 1.66 0.92 0.24
16 3.00 2.67 2.37 1.66 0.93 0.40
17 3.00 2.73 2.37 1.65 0.93 0.38
18 3.00 2.71 2.36 1.65 0.95 0.38
19 3.00 2.80 2.34 1.65 0.94 0.35 0.00
20 3.00 2.78 2.36 1.65 0.92 0.37 0.00
21 3.00 2.77 2.38 1.65 0.89 0.50 0.00
22 3.00 2.77 2.37 1.65 0.86 0.47 0.00
23 3.00 2.69 2.38 1.65 0.85 0.43 0.00
24 3.00 2.72 2.38 1.65 0.85 0.39 0.00
25 3.00 2.78 2.38 1.63 0.86 0.45 0.33
26 3.00 2.79 2.38 1.63 0.86 0.36 0.25
27 3.00 2.79 2.37 1.63 0.84 0.37 0.20
28 3.00 2.80 2.38 1.62 0.87 0.36 0.00
29 3.00 2.80 2.37 1.62 0.84 0.35 0.00
30 3.00 2.79 2.38 1.61 0.86 0.33 0.00
31 3.00 2.80 2.37 1.62 0.83 0.32 0.00
32 3.00 2.80 2.38 1.61 0.82 0.31 0.00
33 3.00 2.79 2.37 1.61 0.80 0.29 0.14
34 3.00 2.78 2.39 1.60 0.78 0.38 0.13
35 3.00 2.78 2.38 1.61 0.76 0.32 0.13
36 3.00 2.78 2.40 1.60 0.75 0.35 0.10
37 3.00 2.79 2.40 1.58 0.76 0.35 0.11
38 3.00 2.79 2.40 1.58 0.75 0.39 0.10
39 3.00 2.79 2.40 1.58 0.75 0.35 0.13
40 3.00 2.80 2.41 1.57 0.74 0.34 0.13
41 3.00 2.81 2.41 1.57 0.75 0.33 0.13
42 3.00 2.81 2.40 1.56 0.74 0.36 0.11
43 3.00 2.81 2.41 1.56 0.74 0.37 0.09
44 3.00 2.81 2.40 1.56 0.73 0.37 0.08
45 3.00 2.83 2.41 1.56 0.71 0.35 0.07
46 3.00 2.83 2.41 1.55 0.71 0.34 0.06
47 2.97 2.82 2.41 1.56 0.68 0.34 0.05
48 2.97 2.82 2.41 1.56 0.66 0.32 0.05
49 2.97 2.84 2.41 1.55 0.66 0.32 0.05
50 2.95 2.86 2.40 1.55 0.64 0.31 0.05
51 2.97 2.85 2.41 1.54 0.64 0.31 0.05
52 2.97 2.85 2.41 1.54 0.62 0.34 0.04
53 2.98 2.87 2.42 1.54 0.60 0.33 0.04
54 2.98 2.86 2.44 1.53 0.58 0.32 0.00
55 2.98 2.87 2.45 1.52 0.58 0.24 0.00
56 2.98 2.86 2.44 1.52 0.56 0.24 0.00
57 2.98 2.86 2.45 1.51 0.55 0.23 0.00
58 2.98 2.85 2.46 1.50 0.55 0.23 0.03
59 2.98 2.87 2.46 1.50 0.54 0.19 0.03
60 2.98 2.86 2.47 1.49 0.56 0.16 0.03
61 2.98 2.87 2.48 1.47 0.55 0.15 0.03
62 2.98 2.88 2.48 1.46 0.55 0.14 0.06
63 2.98 2.89 2.48 1.46 0.53 0.16 0.06
64 2.98 2.90 2.47 1.45 0.53 0.14 0.06
65 2.98 2.90 2.49 1.42 0.52 0.16 0.06
66 3.00 2.91 2.50 1.41 0.50 0.16 0.05
67 3.00 2.91 2.52 1.40 0.51 0.12 0.05
68 3.00 2.89 2.52 1.40 0.51 0.12 0.05
69 3.00 2.88 2.54 1.37 0.50 0.13 0.05
70 3.00 2.89 2.54 1.38 0.48 0.12 0.05
71 3.00 2.91 2.55 1.37 0.45 0.12 0.05
72 3.00 2.92 2.56 1.35 0.44 0.11 0.02
73 3.00 2.94 2.57 1.35 0.42 0.09 0.00
74 3.00 2.94 2.58 1.33 0.42 0.08 0.00
75 3.00 2.93 2.60 1.30 0.42 0.08 0.00
76 3.00 2.94 2.61 1.30 0.39 0.08 0.00
77 3.00 2.96 2.62 1.29 0.36 0.08 0.00
78 3.00 2.96 2.62 1.27 0.36 0.07 0.00
79 3.00 2.97 2.63 1.27 0.35 0.03 0.00
80 3.00 2.97 2.64 1.25 0.31 0.02 0.00
81 3.00 2.97 2.66 1.25 0.28 0.02 0.00
82 3.00 2.97 2.68 1.24 0.26 0.02 0.00
83 3.00 2.98 2.69 1.23 0.23 0.02 0.00
84 3.00 2.98 2.72 1.20 0.22 0.02 0.00
85 3.00 2.98 2.76 1.19 0.20 0.02 0.00
86 3.00 2.99 2.79 1.17 0.18 0.02 0.00
87 3.00 2.99 2.81 1.14 0.16 0.02 0.00
88 3.00 3.00 2.83 1.12 0.13 0.02 0.00
89 3.00 3.00 2.86 1.10 0.10 0.02 0.00
90 3.00 3.00 3.00 1.00 0.00 0.00 0.00


AWAY TEAMS


3 2 1 0 -1 -2 -3
1

1.47 1.04 0.05

2

1.81 1.04 0.30

3
1.00 1.89 1.04 0.38 0.00
4
1.00 1.90 1.04 0.37 0.00
5
2.00 1.91 1.04 0.36 0.00
6
2.00 1.89 1.04 0.41 0.33
7
2.33 1.80 1.05 0.43 0.30
8
2.67 1.74 1.06 0.41 0.23
9
2.71 1.74 1.06 0.43 0.22
10
2.78 1.72 1.06 0.42 0.19
11
2.80 1.78 1.06 0.42 0.19
12
2.82 1.77 1.06 0.42 0.16
13
2.83 1.81 1.06 0.42 0.25 0.00
14
2.64 1.82 1.05 0.45 0.24 0.00
15
2.71 1.82 1.05 0.44 0.30 0.00
16
2.50 1.82 1.05 0.43 0.26 0.00
17
2.52 1.80 1.06 0.43 0.22 0.00
18
2.50 1.80 1.06 0.44 0.22 0.00
19 3.00 2.54 1.81 1.05 0.45 0.15 0.00
20 3.00 2.48 1.82 1.05 0.44 0.15 0.00
21 3.00 2.28 1.85 1.05 0.42 0.16 0.00
22 3.00 2.32 1.88 1.05 0.43 0.16 0.00
23 3.00 2.38 1.89 1.04 0.42 0.21 0.00
24 3.00 2.44 1.89 1.05 0.42 0.19 0.00
25 2.33 2.36 1.88 1.06 0.42 0.14 0.00
26 2.50 2.46 1.88 1.06 0.42 0.13 0.00
27 2.60 2.43 1.90 1.05 0.44 0.13 0.00
28 3.00 2.44 1.87 1.06 0.43 0.13 0.00
29 3.00 2.47 1.89 1.06 0.44 0.12 0.00
30 3.00 2.49 1.88 1.06 0.43 0.13 0.00
31 3.00 2.52 1.92 1.05 0.44 0.12 0.00
32 3.00 2.52 1.92 1.06 0.43 0.12 0.00
33 2.71 2.56 1.95 1.06 0.43 0.12 0.00
34 2.75 2.48 1.96 1.06 0.42 0.13 0.00
35 2.75 2.54 1.98 1.05 0.43 0.13 0.00
36 2.80 2.52 1.98 1.06 0.41 0.12 0.00
37 2.78 2.54 1.97 1.07 0.41 0.11 0.00
38 2.80 2.51 1.98 1.07 0.41 0.12 0.00
39 2.75 2.56 1.98 1.07 0.41 0.12 0.00
40 2.75 2.57 1.99 1.07 0.40 0.11 0.00
41 2.75 2.58 1.99 1.07 0.39 0.11 0.00
42 2.78 2.56 2.00 1.07 0.40 0.11 0.00
43 2.82 2.55 1.99 1.08 0.39 0.12 0.00
44 2.85 2.55 2.00 1.08 0.39 0.11 0.00
45 2.87 2.56 2.01 1.07 0.38 0.10 0.00
46 2.88 2.57 2.01 1.08 0.38 0.10 0.00
47 2.89 2.57 2.04 1.07 0.38 0.11 0.02
48 2.90 2.56 2.07 1.06 0.38 0.11 0.01
49 2.90 2.56 2.07 1.06 0.38 0.09 0.01
50 2.90 2.57 2.10 1.05 0.39 0.08 0.03
51 2.90 2.56 2.10 1.06 0.38 0.08 0.01
52 2.92 2.54 2.11 1.05 0.39 0.09 0.01
53 2.92 2.55 2.14 1.04 0.39 0.07 0.01
54 3.00 2.56 2.15 1.05 0.37 0.08 0.01
55 3.00 2.64 2.14 1.05 0.37 0.07 0.01
56 3.00 2.64 2.16 1.04 0.37 0.07 0.01
57 3.00 2.65 2.18 1.05 0.36 0.08 0.01
58 2.94 2.67 2.18 1.05 0.35 0.08 0.01
59 2.94 2.73 2.17 1.05 0.36 0.07 0.01
60 2.94 2.77 2.16 1.05 0.36 0.07 0.01
61 2.93 2.80 2.16 1.06 0.35 0.07 0.01
62 2.88 2.80 2.17 1.06 0.35 0.06 0.01
63 2.89 2.79 2.19 1.06 0.34 0.06 0.01
64 2.88 2.81 2.19 1.06 0.35 0.05 0.01
65 2.88 2.79 2.21 1.07 0.33 0.05 0.01
66 2.90 2.78 2.24 1.07 0.32 0.05 0.00
67 2.89 2.82 2.23 1.07 0.31 0.05 0.00
68 2.90 2.82 2.24 1.06 0.30 0.07 0.00
69 2.90 2.82 2.25 1.09 0.28 0.08 0.00
70 2.90 2.84 2.27 1.06 0.28 0.07 0.00
71 2.90 2.84 2.30 1.06 0.28 0.06 0.00
72 2.95 2.84 2.32 1.07 0.27 0.05 0.00
73 3.00 2.86 2.35 1.07 0.26 0.04 0.00
74 3.00 2.87 2.35 1.08 0.25 0.04 0.00
75 3.00 2.87 2.36 1.10 0.24 0.04 0.00
76 3.00 2.87 2.39 1.10 0.23 0.04 0.00
77 3.00 2.88 2.42 1.09 0.22 0.03 0.00
78 3.00 2.90 2.42 1.09 0.22 0.03 0.00
79 3.00 2.94 2.44 1.08 0.21 0.02 0.00
80 3.00 2.96 2.49 1.07 0.20 0.02 0.00
81 3.00 2.96 2.53 1.06 0.19 0.02 0.00
82 3.00 2.97 2.55 1.06 0.18 0.02 0.00
83 3.00 2.96 2.60 1.05 0.18 0.01 0.00
84 3.00 2.96 2.62 1.06 0.16 0.01 0.00
85 3.00 2.96 2.64 1.04 0.14 0.01 0.00
86 3.00 2.96 2.68 1.04 0.12 0.01 0.00
87 3.00 2.96 2.71 1.03 0.10 0.00 0.00
88 3.00 2.96 2.76 1.02 0.09 0.00 0.00
89 3.00 2.96 2.82 1.02 0.078 0.00 0.00
90 3.00 3.00 3.00 1.00 0.00 0.00 0.00

OVERTIME

From 2000-03:


home away
begin 1.34 0.94
91 1.32 0.95
92 1.27 0.98
93 1.27 0.97
94 1.26 0.96
95 1.23 0.96
96 1.21 0.95
97 1.16 0.95
98 1.08 0.99
99 1.02 1.02
100 1.00 1.00

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Thursday, September 22, 2011

2011 PPG for Every Margin, Every Minute

This week's MLSsoccer column:

Climbing the Ladder: Who scores the most important goals?

I've seen several people do this for other leagues (for example, Soccermetrics), but I've yet to see it for MLS. Using the data below, I determined how many points each goal was worth by comparing the PPG from teams in each situation in each minute. Using that, it's then possible to figure out who's goals have been the most important this year (like WPA in baseball).

This is the 2011 data (through 9/17), which is what I used for the article. The next step is to do this for every single year, because one year can cause some issues with small sample size. There's a couple scenarios below where scoring a goal causes the PPG to go down. For instance, the only time this season an away team has had a 3 goal lead in the 25th minute was the PHI-NE game where the Union came back to draw (at least, until last night).

There's also the issue of what to do when multiple goals are scored during stoppage time. If one team scores in the 93rd and the other scores in the 94th, what to do then? I've always treated it statistically like MLS does, counting all of it as one minute so that a full game equals 90. It could be treated separately, but then it's impossible to know exactly how long the stoppage time was for each match (that is, you can't assume all games even had a 93rd minute).

So here's the PPG for every margin after each minute (2011, through 9/17):

Home Teams


5 4 3 2 1 0 -1 -2 -3 -4 -5
1




1.68 2.00



2



2.71 1.67 1.00



3



2.50 1.67 1.29



4



2.50 1.66 1.20



5



2.50 1.69 1.00



6



2.50 1.69 0.94



7



2.57 1.68 1.05



8


3.00 2.50 1.67 1.05



9


3.00 2.36 1.66 1.14



10


3.00 2.36 1.65 1.25 0.00


11


3.00 2.39 1.66 1.19 0.00


12


3.00 2.42 1.67 1.00 0.00


13


3.00 2.28 1.69 0.92 0.00


14


3.00 2.30 1.69 0.96 0.00


15


3.00 2.29 1.69 0.96 0.00


16


3.00 2.26 1.69 0.96 0.20


17


3.00 2.28 1.68 0.96 0.20


18


3.00 2.29 1.68 0.93 0.20


19


3.00 2.27 1.68 0.93 0.17


20


3.00 2.19 1.70 0.93 0.17


21

3.00 3.00 2.21 1.69 0.92 0.29


22

3.00 3.00 2.14 1.71 0.86 0.29


23

3.00 3.00 2.07 1.73 0.90 0.25


24

3.00 3.00 2.04 1.74 0.94 0.13


25

3.00 3.00 2.06 1.76 0.89 0.00 1.00

26

3.00 3.00 2.08 1.75 0.87 0.00 1.00

27

3.00 3.00 2.06 1.77 0.86 0.00 1.00

28

3.00 3.00 2.08 1.76 0.93 0.13


29

3.00 3.00 2.11 1.74 0.89 0.13


30

3.00 3.00 2.13 1.75 0.89 0.13


31

3.00 3.00 2.17 1.77 0.83 0.13


32

3.00 3.00 2.16 1.77 0.77 0.13


33

3.00 3.00 2.16 1.73 0.76 0.00 1.00

34

3.00 3.00 2.16 1.73 0.73 0.00 1.00

35

3.00 3.00 2.16 1.72 0.73 0.00 1.00

36

3.00 3.00 2.20 1.71 0.71 0.00 1.00

37

3.00 2.86 2.24 1.68 0.71 0.00 1.00

38

3.00 2.88 2.20 1.69 0.73 0.00 1.00

39

3.00 2.88 2.23 1.66 0.78 0.00 1.00

40
3.00 3.00 2.90 2.22 1.62 0.83 0.00 1.00

41
3.00 3.00 2.89 2.23 1.62 0.81 0.00 1.00

42
3.00 3.00 2.90 2.24 1.62 0.88 0.00 1.00

43
3.00 3.00 2.90 2.23 1.62 0.88 0.00 1.00

44
3.00 3.00 2.91 2.21 1.63 0.83 0.00 0.50

45
3.00 3.00 2.92 2.26 1.56 0.92 0.00 0.50

46
3.00 3.00 2.91 2.23 1.55 0.92 0.00 0.50

47
3.00 3.00 2.83 2.25 1.54 0.89 0.00 0.50

48
3.00 3.00 2.85 2.23 1.58 0.71 0.00 0.50

49
3.00 3.00 2.85 2.27 1.59 0.69 0.00 0.50

50
3.00 3.00 2.86 2.32 1.53 0.68 0.00 1.00

51
3.00 3.00 2.85 2.37 1.51 0.68 0.00 1.00

52
3.00 3.00 2.86 2.35 1.49 0.67 0.00 1.00

53
3.00 3.00 2.93 2.40 1.45 0.67 0.00 1.00

54
3.00 3.00 2.92 2.42 1.42 0.60 0.08


55
3.00 3.00 2.92 2.43 1.41 0.62 0.07


56
3.00 3.00 2.92 2.42 1.42 0.56 0.08


57
3.00 3.00 2.83 2.47 1.42 0.55 0.08


58
3.00 3.00 2.83 2.46 1.42 0.51 0.14


59

3.00 2.85 2.41 1.42 0.51 0.14


60

3.00 2.84 2.40 1.41 0.59 0.13


61
3.00 3.00 2.83 2.43 1.43 0.56 0.13


62
3.00 3.00 2.82 2.43 1.42 0.55 0.07 1.00

63
3.00 3.00 2.91 2.36 1.46 0.54 0.07 1.00

64
3.00 3.00 2.92 2.33 1.42 0.50 0.07 1.00

65
3.00 3.00 2.92 2.36 1.40 0.49 0.07 1.00

66
3.00 3.00 2.92 2.38 1.39 0.50 0.07 0.50

67
3.00 3.00 2.92 2.39 1.35 0.47 0.08 0.50

68
3.00 3.00 2.74 2.44 1.35 0.46 0.08 0.50

69
3.00 3.00 2.75 2.42 1.33 0.43 0.08 0.50

70
3.00 3.00 2.85 2.41 1.29 0.45 0.08 0.50

71
3.00 3.00 2.92 2.37 1.27 0.45 0.08 0.50

72
3.00 3.00 2.91 2.39 1.28 0.36 0.08 0.33

73
3.00 3.00 3.00 2.39 1.28 0.35 0.17 0.00

74
3.00 3.00 3.00 2.43 1.25 0.39 0.15 0.00

75
3.00 3.00 3.00 2.46 1.24 0.39 0.14 0.00

76
3.00 3.00 3.00 2.44 1.26 0.32 0.15 0.00

77
3.00 3.00 3.00 2.47 1.22 0.33 0.14 0.00

78
3.00 3.00 3.00 2.46 1.23 0.35 0.15 0.00

79
3.00 3.00 3.00 2.45 1.20 0.37 0.08 0.00

80
3.00 3.00 3.00 2.47 1.18 0.35 0.08 0.00

81
3.00 3.00 3.00 2.45 1.17 0.33 0.08 0.00

82
3.00 3.00 3.00 2.43 1.11 0.33 0.08 0.00

83
3.00 3.00 3.00 2.45 1.11 0.28 0.07 0.00

84
3.00 3.00 3.00 2.44 1.12 0.25 0.07 0.00

85
3.00 3.00 3.00 2.52 1.12 0.22 0.07 0.00

86
3.00 3.00 3.00 2.59 1.07 0.24 0.07 0.00

87
3.00 3.00 3.00 2.65 1.05 0.21 0.08 0.00

88
3.00 3.00 3.00 2.66 1.02 0.17 0.09 0.00

89 3.00 3.00 3.00 3.00 2.72 1.01 0.14 0.10 0.00 0.00
90 3.00 3.00 3.00 3.00 3.00 1.00 0.00 0.00 0.00 0.00


Away Teams

away 5 4 3 2 1 0 -1 -2 -3 -4 -5
1



0.50 0.96




2



1.60 0.97 0.14



3



1.29 0.97 0.25



4



1.20 0.98 0.25



5



1.56 0.95 0.25



6



1.65 0.94 0.25



7



1.50 0.96 0.21



8



1.50 0.96 0.25 0.00


9



1.41 0.98 0.32 0.00


10


3.00 1.25 0.99 0.32 0.00


11


3.00 1.33 0.97 0.30 0.00


12


3.00 1.55 0.96 0.29 0.00


13


3.00 1.67 0.93 0.41 0.00


14


3.00 1.61 0.94 0.40 0.00


15


3.00 1.65 0.94 0.35 0.00


16


2.60 1.65 0.93 0.42 0.00


17


2.60 1.63 0.94 0.41 0.00


18


2.60 1.68 0.94 0.40 0.00


19


2.67 1.70 0.93 0.41 0.00


20


2.67 1.70 0.92 0.49 0.00


21


2.43 1.73 0.92 0.47 0.00 0.00

22


2.43 1.82 0.89 0.57 0.00 0.00

23


2.50 1.70 0.88 0.60 0.00 0.00

24


2.75 1.59 0.88 0.61 0.00 0.00

25

1.00 3.00 1.64 0.86 0.62 0.00 0.00

26

1.00 3.00 1.66 0.87 0.61 0.00 0.00

27

1.00 3.00 1.64 0.85 0.62 0.00 0.00

28


2.75 1.60 0.85 0.61 0.00 0.00

29


2.75 1.64 0.86 0.58 0.00 0.00

30


2.75 1.62 0.86 0.57 0.00 0.00

31


2.75 1.71 0.83 0.54 0.00 0.00

32


2.75 1.72 0.85 0.54 0.00 0.00

33

1.00 3.00 1.76 0.87 0.54 0.00 0.00

34

1.00 3.00 1.73 0.88 0.54 0.00 0.00

35

1.00 3.00 1.73 0.89 0.54 0.00 0.00

36

1.00 3.00 1.78 0.88 0.52 0.00 0.00

37

1.00 3.00 1.78 0.90 0.50 0.07 0.00

38

1.00 3.00 1.75 0.90 0.53 0.06 0.00

39

1.00 3.00 1.71 0.93 0.48 0.06 0.00

40

1.00 3.00 1.66 0.96 0.49 0.05 0.00 0.00
41

1.00 3.00 1.70 0.95 0.48 0.05 0.00 0.00
42

1.00 3.00 1.63 0.94 0.48 0.05 0.00 0.00
43

1.00 3.00 1.61 0.94 0.49 0.05 0.00 0.00
44

2.00 3.00 1.65 0.94 0.50 0.05 0.00 0.00
45

2.00 3.00 1.53 1.01 0.45 0.04 0.00 0.00
46

2.00 3.00 1.54 1.01 0.48 0.04 0.00 0.00
47

2.00 3.00 1.54 1.02 0.47 0.09 0.00 0.00
48

2.00 3.00 1.71 0.97 0.48 0.08 0.00 0.00
49

2.00 3.00 1.76 0.94 0.47 0.08 0.00 0.00
50

1.00 3.00 1.77 0.98 0.44 0.07 0.00 0.00
51

1.00 3.00 1.77 0.99 0.41 0.07 0.00 0.00
52

1.00 3.00 1.81 1.00 0.42 0.07 0.00 0.00
53

1.00 3.00 1.81 1.03 0.37 0.04 0.00 0.00
54


2.85 1.88 1.05 0.36 0.04 0.00 0.00
55


2.86 1.85 1.06 0.35 0.04 0.00 0.00
56


2.85 1.95 1.03 0.35 0.04 0.00 0.00
57


2.85 1.98 1.03 0.31 0.08 0.00 0.00
58


2.71 2.05 1.02 0.31 0.09 0.00 0.00
59


2.71 2.05 1.02 0.34 0.08 0.00

60


2.73 1.98 1.03 0.34 0.08 0.00

61


2.73 2.02 0.99 0.33 0.08 0.00 0.00
62

1.00 2.87 2.05 0.99 0.33 0.09 0.00 0.00
63

1.00 2.87 2.07 0.96 0.36 0.04 0.00 0.00
64

1.00 2.86 2.15 0.98 0.38 0.04 0.00 0.00
65

1.00 2.86 2.18 0.99 0.36 0.04 0.00 0.00
66

2.00 2.86 2.16 0.99 0.35 0.04 0.00 0.00
67

2.00 2.85 2.22 1.02 0.35 0.04 0.00 0.00
68

2.00 2.85 2.26 1.02 0.30 0.19 0.00 0.00
69

2.00 2.83 2.30 1.01 0.33 0.18 0.00 0.00
70

2.00 2.83 2.26 1.03 0.36 0.08 0.00 0.00
71

2.00 2.83 2.26 1.03 0.40 0.04 0.00 0.00
72

2.33 2.83 2.36 1.01 0.39 0.05 0.00 0.00
73

3.00 2.67 2.38 1.01 0.36 0.00 0.00 0.00
74

3.00 2.69 2.29 1.05 0.32 0.00 0.00 0.00
75

3.00 2.71 2.29 1.03 0.31 0.00 0.00 0.00
76

3.00 2.69 2.35 1.02 0.32 0.00 0.00 0.00
77

3.00 2.71 2.33 1.05 0.31 0.00 0.00 0.00
78

3.00 2.69 2.30 1.05 0.31 0.00 0.00 0.00
79

3.00 2.83 2.26 1.06 0.32 0.00 0.00 0.00
80

3.00 2.85 2.29 1.07 0.31 0.00 0.00 0.00
81

3.00 2.85 2.33 1.07 0.32 0.00 0.00 0.00
82

3.00 2.85 2.33 1.11 0.32 0.00 0.00 0.00
83

3.00 2.86 2.44 1.07 0.32 0.00 0.00 0.00
84

3.00 2.86 2.50 1.05 0.32 0.00 0.00 0.00
85

3.00 2.87 2.56 1.01 0.29 0.00 0.00 0.00
86

3.00 2.86 2.53 1.04 0.25 0.00 0.00 0.00
87

3.00 2.85 2.59 1.05 0.22 0.00 0.00 0.00
88

3.00 2.82 2.66 1.06 0.21 0.00 0.00 0.00
89
3.00 3.00 2.80 2.71 1.08 0.16 0.00 0.00 0.00 0.00
90
3.00 3.00 3.00 3.00 1.00 0.00 0.00 0.00 0.00 0.00

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