library(tidyverse)Warning: package 'ggplot2' was built under R version 4.5.2Warning: package 'tibble' was built under R version 4.5.2Warning: package 'tidyr' was built under R version 4.5.2Warning: package 'readr' was built under R version 4.5.2Warning: package 'purrr' was built under R version 4.5.2Warning: package 'dplyr' was built under R version 4.5.2── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr 1.2.0 ✔ readr 2.1.6
✔ forcats 1.0.1 ✔ stringr 1.6.0
✔ ggplot2 4.0.2 ✔ tibble 3.3.1
✔ lubridate 1.9.4 ✔ tidyr 1.3.2
✔ purrr 1.2.1
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag() masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorsget_info <- "https://raw.githubusercontent.com/japhet125/Project2-Data-Science/refs/heads/main/Fifa_world_cup_matches.csv"
load_info <- read.csv(get_info)
load_info team1 team2 possession.team1 possession.team2
1 QATAR ECUADOR 42% 50%
2 ENGLAND IRAN 72% 19%
3 SENEGAL NETHERLANDS 44% 45%
4 UNITED STATES WALES 51% 39%
5 ARGENTINA SAUDI ARABIA 64% 24%
6 DENMARK TUNISIA 55% 33%
7 MEXICO POLAND 54% 31%
8 FRANCE AUSTRALIA 56% 35%
9 MOROCCO CROATIA 32% 57%
10 GERMANY JAPAN 65% 22%
11 SPAIN COSTA RICA 74% 17%
12 BELGIUM CANADA 46% 43%
13 SWITZERLAND CAMEROON 43% 46%
14 URUGUAY KOREA REPUBLIC 49% 38%
15 PORTUGAL GHANA 55% 35%
16 BRAZIL SERBIA 53% 34%
17 WALES IRAN 51% 33%
18 QATAR SENEGAL 42% 48%
19 NETHERLANDS ECUADOR 48% 39%
20 ENGLAND UNITED STATES 51% 40%
21 TUNISIA AUSTRALIA 50% 31%
22 POLAND SAUDI ARABIA 30% 57%
23 FRANCE DENMARK 44% 44%
24 ARGENTINA MEXICO 50% 36%
25 JAPAN COSTA RICA 48% 39%
26 BELGIUM MOROCCO 56% 32%
27 CROATIA CANADA 41% 46%
28 SPAIN GERMANY 56% 33%
29 CAMEROON SERBIA 38% 49%
30 KOREA REPUBLIC GHANA 53% 32%
31 BRAZIL SWITZERLAND 51% 40%
32 PORTUGAL URUGUAY 53% 35%
33 NETHERLANDS QATAR 54% 38%
34 ECUADOR SENEGAL 51% 32%
35 WALES ENGLAND 33% 58%
36 IRAN UNITED STATES 42% 45%
37 AUSTRALIA DENMARK 24% 60%
38 TUNISIA FRANCE 30% 56%
39 POLAND ARGENTINA 24% 67%
40 SAUDI ARABIA MEXICO 29% 55%
41 CROATIA BELGIUM 43% 47%
42 CANADA MOROCCO 52% 36%
43 JAPAN SPAIN 14% 78%
44 COSTA RICA GERMANY 27% 60%
45 GHANA URUGUAY 46% 39%
46 KOREA REPUBLIC PORTUGAL 34% 55%
47 SERBIA SWITZERLAND 45% 41%
48 CAMEROON BRAZIL 31% 56%
49 NETHERLANDS UNITED STATES 33% 54%
50 ARGENTINA AUSTRALIA 53% 35%
51 FRANCE POLAND 48% 42%
52 ENGLAND SENEGAL 54% 35%
53 JAPAN CROATIA 35% 51%
54 BRAZIL KOREA REPUBLIC 47% 44%
55 MOROCCO SPAIN 22% 68%
56 PORTUGAL SWITZERLAND 43% 48%
57 CROATIA BRAZIL 45% 45%
58 NETHERLANDS ARGENTINA 45% 44%
59 MOROCCO PORTUGAL 22% 65%
60 ENGLAND FRANCE 54% 36%
61 ARGENTINA CROATIA 34% 54%
62 FRANCE MOROCCO 34% 55%
63 CROATIA MOROCCO 45% 45%
64 ARGENTINA FRANCE 46% 40%
possession.in.contest number.of.goals.team1 number.of.goals.team2
1 8% 0 2
2 9% 6 2
3 11% 0 2
4 10% 1 1
5 12% 1 2
6 12% 0 0
7 15% 0 0
8 9% 4 1
9 12% 0 0
10 13% 1 2
11 9% 7 0
12 11% 1 0
13 11% 1 0
14 13% 0 0
15 10% 3 2
16 13% 2 0
17 16% 0 2
18 10% 1 3
19 13% 1 1
20 9% 0 0
21 19% 0 1
22 14% 2 0
23 12% 2 1
24 14% 2 0
25 13% 0 1
26 12% 0 2
27 13% 4 1
28 11% 1 1
29 13% 3 3
30 15% 2 3
31 9% 1 0
32 12% 2 0
33 8% 2 0
34 17% 1 2
35 10% 0 3
36 13% 0 1
37 16% 1 0
38 14% 1 0
39 9% 0 2
40 17% 1 2
41 10% 0 0
42 12% 1 2
43 8% 2 1
44 13% 2 4
45 15% 0 2
46 11% 2 1
47 14% 2 3
48 13% 1 0
49 13% 3 1
50 12% 2 1
51 10% 3 1
52 11% 3 0
53 14% 1 1
54 9% 4 1
55 10% 0 0
56 9% 6 1
57 10% 1 1
58 11% 2 2
59 13% 1 0
60 10% 1 2
61 12% 3 0
62 11% 2 0
63 10% 2 1
64 14% 3 3
date hour category total.attempts.team1
1 20 NOV 2022 17 : 00 Group A 5
2 21 NOV 2022 14 : 00 Group B 13
3 21 NOV 2022 17 : 00 Group A 14
4 21 NOV 2022 20 : 00 Group B 6
5 22 NOV 2022 11 : 00 Group C 14
6 22 NOV 2022 14 : 00 Group D 11
7 22 NOV 2022 17 : 00 Group C 13
8 22 NOV 2022 20 : 00 Group D 22
9 23 NOV 2022 11 : 00 Group F 8
10 23 NOV 2022 14 : 00 Group E 25
11 23 NOV 2022 17 : 00 Group E 17
12 23 NOV 2022 20 : 00 Group F 9
13 24 NOV 2022 11 : 00 Group G 8
14 24 NOV 2022 14 : 00 Group H 10
15 24 NOV 2022 17 : 00 Group H 11
16 24 NOV 2022 20 : 00 Group G 24
17 25 NOV 2022 11 : 00 Group B 10
18 25 NOV 2022 14 : 00 Group A 10
19 25 NOV 2022 17 : 00 Group A 2
20 25 NOV 2022 20 : 00 Group B 8
21 26 NOV 2022 11 : 00 Group D 13
22 26 NOV 2022 14 : 00 Group C 8
23 26 NOV 2022 17 : 00 Group D 21
24 26 NOV 2022 20 : 00 Group C 5
25 27 NOV 2022 11 : 00 Group E 14
26 27 NOV 2022 14 : 00 Group F 10
27 27 NOV 2022 17 : 00 Group F 13
28 27 NOV 2022 20 : 00 Group E 7
29 28 NOV 2022 11 : 00 Group G 13
30 28 NOV 2022 14 : 00 Group H 21
31 28 NOV 2022 17 : 00 Group G 9
32 28 NOV 2022 20 : 00 Group H 14
33 29 NOV 2022 16 : 00 Group A 13
34 29 NOV 2022 16 : 00 Group A 8
35 29 NOV 2022 20 : 00 Group B 7
36 29 NOV 2022 20 : 00 Group B 6
37 30 NOV 2022 16 : 00 Group D 8
38 30 NOV 2022 16 : 00 Group D 5
39 30 NOV 2022 20 : 00 Group C 4
40 30 NOV 2022 20 : 00 Group C 10
41 01 DEC 2022 16 : 00 Group F 11
42 01 DEC 2022 16 : 00 Group F 5
43 01 DEC 2022 20 : 00 Group E 6
44 01 DEC 2022 20 : 00 Group E 8
45 02 DEC 2022 16 : 00 Group H 9
46 02 DEC 2022 16 : 00 Group H 12
47 02 DEC 2022 20 : 00 Group G 11
48 02 DEC 2022 20 : 00 Group G 7
49 03 DEC 2022 16 : 00 Round of 16 11
50 03 DEC 2022 20 : 00 Round of 16 14
51 04 DEC 2022 16 : 00 Round of 16 16
52 04 DEC 2022 20 : 00 Round of 16 8
53 05 DEC 2022 16 : 00 Round of 16 12
54 05 DEC 2022 20 : 00 Round of 16 18
55 06 DEC 2022 16 : 00 Round of 16 6
56 06 DEC 2022 20 : 00 Round of 16 14
57 09 DEC 2022 16 : 00 Quarter-final 9
58 09 DEC 2022 20 : 00 Quarter-final 5
59 10 DEC 2022 16 : 00 Quarter-final 9
60 10 DEC 2022 20 : 00 Quarter-final 14
61 13 DEC 2022 20 : 00 Semi-final 10
62 14 DEC 2022 20 : 00 Semi-final 14
63 17 DEC 2022 16 : 00 Play-off for third place 14
64 18 DEC 2022 16 : 00 Final 21
total.attempts.team2 conceded.team1 conceded.team2
1 6 2 0
2 8 2 6
3 9 2 0
4 7 1 1
5 3 2 1
6 11 0 0
7 8 0 0
8 4 1 4
9 6 0 0
10 10 2 1
11 0 0 7
12 21 0 1
13 7 0 1
14 6 0 0
15 8 2 3
16 4 0 2
17 21 2 0
18 12 3 1
19 13 1 1
20 10 0 0
21 8 1 0
22 16 0 2
23 10 1 2
24 4 0 2
25 4 1 0
26 11 2 0
27 9 1 4
28 10 1 1
29 16 3 3
30 8 3 2
31 4 0 1
32 10 0 2
33 6 0 2
34 15 2 1
35 17 3 0
36 12 1 0
37 14 0 1
38 9 0 1
39 25 2 0
40 25 2 1
41 15 0 0
42 7 2 1
43 14 1 2
44 32 4 2
45 12 2 0
46 12 1 2
47 14 3 2
48 19 0 1
49 18 1 3
50 5 1 2
51 11 1 3
52 10 0 3
53 16 1 1
54 10 1 4
55 13 0 0
56 10 1 6
57 20 1 1
58 15 2 2
59 11 0 1
60 9 2 1
61 12 0 3
62 13 0 2
63 7 1 2
64 10 3 3
goal.inside.the.penalty.area.team1 goal.inside.the.penalty.area.team2
1 0 2
2 6 2
3 0 2
4 1 1
5 1 2
6 0 0
7 0 0
8 4 1
9 0 0
10 1 2
11 7 0
12 1 0
13 1 0
14 0 0
15 3 2
16 2 0
17 0 1
18 1 3
19 0 1
20 0 0
21 0 1
22 2 0
23 2 1
24 1 0
25 0 1
26 0 2
27 3 1
28 1 1
29 3 2
30 2 3
31 1 0
32 1 0
33 2 0
34 1 2
35 0 2
36 0 1
37 1 0
38 0 0
39 0 2
40 1 1
41 0 0
42 0 1
43 1 1
44 2 4
45 0 2
46 2 1
47 2 3
48 1 0
49 3 1
50 2 0
51 3 1
52 3 0
53 1 1
54 4 0
55 0 0
56 6 1
57 1 1
58 2 2
59 1 0
60 1 1
61 3 0
62 2 0
63 2 1
64 3 3
goal.outside.the.penalty.area.team1 goal.outside.the.penalty.area.team2
1 0 0
2 0 0
3 0 0
4 0 0
5 0 0
6 0 0
7 0 0
8 0 0
9 0 0
10 0 0
11 0 0
12 0 0
13 0 0
14 0 0
15 0 0
16 0 0
17 0 1
18 0 0
19 1 0
20 0 0
21 0 0
22 0 0
23 0 0
24 1 0
25 0 0
26 0 0
27 1 0
28 0 0
29 0 1
30 0 0
31 0 0
32 1 0
33 0 0
34 0 0
35 0 1
36 0 0
37 0 0
38 1 0
39 0 0
40 0 1
41 0 0
42 0 1
43 1 0
44 0 0
45 0 0
46 0 0
47 0 0
48 0 0
49 0 0
50 0 0
51 0 0
52 0 0
53 0 0
54 0 1
55 0 0
56 0 0
57 0 0
58 0 0
59 0 0
60 0 1
61 0 0
62 0 0
63 0 0
64 0 0
assists.team1 assists.team2 on.target.attempts.team1
1 0 1 0
2 6 1 7
3 0 1 3
4 1 0 1
5 0 1 6
6 0 0 4
7 0 0 4
8 4 1 7
9 0 0 2
10 0 1 9
11 4 0 7
12 1 0 3
13 1 0 3
14 0 0 0
15 2 2 5
16 1 0 10
17 0 1 3
18 1 2 2
19 1 0 1
20 0 0 3
21 0 1 4
22 1 0 3
23 2 1 6
24 2 0 2
25 0 1 3
26 0 2 4
27 4 1 10
28 1 1 3
29 3 3 8
30 2 2 6
31 1 0 5
32 0 0 4
33 1 0 4
34 1 0 4
35 0 2 1
36 0 1 2
37 1 0 4
38 1 0 3
39 0 2 0
40 1 1 2
41 0 0 4
42 0 1 0
43 2 1 3
44 0 4 6
45 0 1 4
46 1 1 6
47 1 3 4
48 1 0 3
49 3 1 6
50 1 0 5
51 3 0 7
52 3 0 4
53 1 1 4
54 3 0 9
55 0 0 3
56 5 0 9
57 1 1 1
58 2 1 2
59 1 0 3
60 0 2 6
61 1 0 7
62 0 0 2
63 2 0 4
64 1 1 9
on.target.attempts.team2 off.target.attempts.team1 off.target.attempts.team2
1 3 5 3
2 3 3 4
3 3 8 5
4 3 4 3
5 2 5 0
6 1 4 7
7 1 5 4
8 1 9 3
9 2 0 2
10 3 11 6
11 0 8 0
12 4 6 12
13 3 4 2
14 0 6 5
15 3 3 5
16 0 9 3
17 6 4 6
18 4 7 6
19 5 1 3
20 2 4 7
21 2 5 3
22 5 3 9
23 2 8 6
24 1 3 2
25 1 4 1
26 4 6 6
27 2 2 3
28 4 4 5
29 6 3 8
30 3 8 3
31 0 2 1
32 3 7 6
33 4 5 2
34 5 3 8
35 7 3 6
36 5 4 4
37 3 2 7
38 3 2 4
39 13 2 8
40 10 8 8
41 4 5 7
42 2 4 2
43 5 2 3
44 11 1 17
45 7 4 5
46 4 4 6
47 7 6 3
48 6 3 11
49 7 4 4
50 2 7 2
51 3 7 5
52 2 4 6
53 4 4 8
54 6 8 2
55 1 3 6
56 1 2 7
57 11 4 4
58 6 2 8
59 3 6 6
60 5 4 3
61 3 2 7
62 1 8 6
63 2 8 5
64 5 9 3
attempts.inside.the.penalty.area.team1
1 2
2 10
3 7
4 4
5 10
6 7
7 10
8 18
9 3
10 15
11 12
12 6
13 6
14 7
15 7
16 11
17 5
18 4
19 0
20 6
21 9
22 8
23 16
24 2
25 7
26 5
27 9
28 3
29 9
30 15
31 6
32 4
33 10
34 5
35 1
36 5
37 3
38 2
39 2
40 6
41 7
42 4
43 4
44 6
45 4
46 6
47 10
48 5
49 7
50 11
51 10
52 7
53 5
54 14
55 3
56 9
57 5
58 3
59 5
60 6
61 7
62 12
63 7
64 10
attempts.inside.the.penalty.area..team2
1 4
2 6
3 5
4 5
5 3
6 6
7 7
8 2
9 4
10 10
11 0
12 16
13 6
14 1
15 2
16 1
17 7
18 10
19 8
20 6
21 5
22 9
23 5
24 1
25 1
26 6
27 2
28 7
29 11
30 7
31 2
32 6
33 2
34 11
35 13
36 8
37 11
38 4
39 21
40 10
41 12
42 4
43 7
44 24
45 7
46 5
47 10
48 14
49 11
50 3
51 8
52 4
53 9
54 6
55 9
56 5
57 12
58 5
59 7
60 6
61 6
62 8
63 5
64 7
attempts.outside.the.penalty.area..team1
1 3
2 3
3 7
4 2
5 4
6 4
7 3
8 4
9 5
10 10
11 5
12 3
13 2
14 3
15 4
16 13
17 5
18 6
19 2
20 2
21 4
22 0
23 5
24 3
25 7
26 5
27 4
28 4
29 4
30 6
31 3
32 10
33 3
34 3
35 6
36 1
37 5
38 3
39 2
40 4
41 4
42 1
43 2
44 2
45 5
46 6
47 1
48 2
49 4
50 3
51 6
52 1
53 7
54 4
55 3
56 5
57 4
58 2
59 4
60 8
61 3
62 2
63 7
64 11
attempts.outside.the.penalty.area..team2 left.channel.team1
1 2 15
2 2 11
3 4 12
4 2 14
5 0 12
6 5 17
7 1 20
8 2 30
9 2 8
10 0 24
11 0 30
12 5 6
13 1 19
14 5 13
15 6 24
16 3 14
17 14 18
18 2 7
19 5 8
20 4 11
21 3 12
22 7 7
23 5 15
24 3 10
25 3 28
26 5 12
27 7 7
28 3 12
29 5 5
30 1 22
31 2 19
32 4 17
33 4 25
34 4 13
35 4 7
36 4 12
37 3 9
38 5 11
39 4 6
40 15 5
41 3 23
42 3 22
43 7 2
44 8 7
45 5 12
46 7 9
47 4 17
48 5 8
49 7 4
50 2 15
51 3 15
52 6 17
53 7 14
54 4 20
55 4 11
56 5 8
57 8 19
58 10 11
59 4 4
60 3 17
61 6 8
62 5 9
63 2 20
64 3 13
left.channel.team2 left.inside.channel.team1 left.inside.channel.team2
1 8 0 7
2 3 5 0
3 11 4 2
4 7 5 2
5 3 4 2
6 9 4 2
7 8 6 6
8 11 6 2
9 12 1 3
10 5 9 0
11 5 4 0
12 17 3 6
13 9 2 12
14 15 4 0
15 7 6 9
16 10 9 3
17 7 3 3
18 26 5 4
19 10 8 5
20 12 2 0
21 11 8 3
22 21 2 6
23 13 7 5
24 8 6 1
25 8 6 0
26 10 8 3
27 8 3 4
28 3 3 3
29 20 3 4
30 8 5 3
31 7 12 3
32 13 9 8
33 10 9 7
34 14 3 0
35 10 1 4
36 11 2 7
37 27 2 5
38 14 3 6
39 25 2 8
40 16 3 5
41 18 7 5
42 6 4 0
43 30 3 9
44 29 5 13
45 7 5 2
46 23 7 7
47 14 6 7
48 20 8 5
49 13 2 8
50 8 6 1
51 15 7 2
52 8 6 1
53 18 6 7
54 19 5 4
55 36 1 10
56 18 3 2
57 25 4 10
58 7 7 7
59 27 1 10
60 15 6 2
61 18 9 6
62 10 6 4
63 13 8 1
64 15 6 7
central.channel.team1 central.channel.team2 right.inside.channel.team1
1 3 6 1
2 2 3 3
3 2 2 4
4 4 5 4
5 5 3 8
6 7 2 6
7 1 6 3
8 3 5 8
9 6 6 0
10 14 3 5
11 8 1 6
12 5 8 2
13 11 3 6
14 4 4 6
15 7 6 4
16 10 4 7
17 8 7 11
18 2 6 5
19 2 2 4
20 7 1 5
21 7 4 6
22 4 5 8
23 4 3 1
24 2 1 4
25 9 3 3
26 3 2 4
27 3 3 3
28 2 4 1
29 5 16 4
30 6 4 8
31 5 4 5
32 4 4 9
33 8 5 11
34 1 2 6
35 2 7 0
36 5 7 3
37 2 4 1
38 4 5 0
39 1 7 2
40 4 3 3
41 3 7 2
42 2 3 6
43 1 6 2
44 3 13 1
45 8 13 4
46 5 5 2
47 4 3 4
48 4 6 4
49 4 4 7
50 11 2 2
51 2 2 9
52 2 0 2
53 6 9 6
54 5 3 7
55 0 8 2
56 6 6 6
57 2 15 5
58 9 13 3
59 4 8 1
60 4 7 2
61 7 7 3
62 3 6 2
63 3 3 2
64 8 5 9
right.inside.channel.team2 right.channel.team1 right.channel.team2
1 4 9 6
2 1 11 0
3 7 13 20
4 2 11 7
5 3 18 8
6 3 18 6
7 4 27 13
8 1 19 9
9 5 11 7
10 3 21 11
11 0 12 1
12 5 6 20
13 5 16 18
14 4 14 19
15 3 10 3
16 3 20 7
17 4 13 7
18 4 11 18
19 5 11 4
20 6 11 8
21 7 11 19
22 7 13 15
23 4 13 25
24 2 12 11
25 1 10 4
26 1 9 11
27 4 3 13
28 3 5 8
29 5 15 12
30 3 27 7
31 6 11 10
32 5 11 9
33 4 21 6
34 7 6 10
35 12 4 9
36 5 4 17
37 6 11 19
38 3 10 21
39 10 3 26
40 7 11 16
41 4 12 9
42 4 11 5
43 11 5 22
44 12 1 15
45 3 12 17
46 8 7 12
47 1 10 12
48 7 9 13
49 9 10 15
50 6 17 9
51 3 19 10
52 4 13 9
53 6 18 28
54 5 15 21
55 19 8 29
56 2 8 8
57 8 27 20
58 6 15 17
59 7 3 20
60 2 10 13
61 4 2 8
62 6 6 19
63 7 7 16
64 4 9 12
total.offers.to.receive.team1 total.offers.to.receive.team2
1 520 532
2 1061 212
3 502 506
4 725 436
5 650 268
6 681 477
7 547 296
8 691 521
9 498 626
10 865 346
11 1085 250
12 618 582
13 609 561
14 566 551
15 762 459
16 727 414
17 722 343
18 511 553
19 632 541
20 676 539
21 710 342
22 428 661
23 630 615
24 569 373
25 699 429
26 732 441
27 573 592
28 633 440
29 419 583
30 695 389
31 659 568
32 752 413
33 785 574
34 453 268
35 388 777
36 492 697
37 302 640
38 381 630
39 328 907
40 337 492
41 650 581
42 703 493
43 315 1138
44 344 747
45 597 424
46 470 740
47 577 456
48 397 643
49 404 820
50 869 538
51 568 501
52 794 489
53 692 717
54 666 547
55 438 896
56 614 617
57 674 737
58 722 644
59 339 780
60 661 401
61 349 643
62 330 702
63 519 609
64 607 507
inbehind.offers.to.receive.team1 inbehind.offers.to.receive.team2
1 116 127
2 207 53
3 123 117
4 149 100
5 157 69
6 152 89
7 128 72
8 150 95
9 106 99
10 199 102
11 180 52
12 115 140
13 153 109
14 157 136
15 168 87
16 144 67
17 135 109
18 109 136
19 129 86
20 116 129
21 166 108
22 140 156
23 111 171
24 103 78
25 176 77
26 144 109
27 113 121
28 90 108
29 103 124
30 175 72
31 154 128
32 142 115
33 157 100
34 83 76
35 71 140
36 94 133
37 88 146
38 99 96
39 62 175
40 100 194
41 124 123
42 189 78
43 77 174
44 100 217
45 154 117
46 93 159
47 92 108
48 88 145
49 73 179
50 131 105
51 118 124
52 140 95
53 157 175
54 149 116
55 103 182
56 134 115
57 156 153
58 117 97
59 68 205
60 127 84
61 89 136
62 82 136
63 117 127
64 146 105
inbetween.offers.to.receive.team1 inbetween.offers.to.receive.team2
1 235 187
2 386 86
3 230 191
4 336 172
5 177 131
6 276 204
7 202 101
8 182 208
9 193 197
10 366 146
11 418 104
12 268 279
13 256 248
14 155 228
15 308 187
16 275 185
17 286 149
18 199 190
19 267 276
20 290 238
21 291 120
22 164 264
23 226 268
24 244 151
25 255 177
26 211 173
27 256 247
28 270 177
29 149 261
30 234 157
31 218 212
32 327 155
33 322 245
34 174 115
35 138 310
36 223 262
37 114 259
38 175 212
39 126 282
40 162 158
41 338 181
42 211 227
43 106 286
44 156 272
45 247 157
46 186 195
47 214 193
48 144 328
49 200 360
50 337 184
51 207 224
52 276 193
53 270 247
54 257 270
55 176 279
56 241 240
57 250 239
58 278 278
59 150 208
60 312 136
61 122 291
62 99 314
63 198 202
64 257 207
infront.offers.to.receive.team1 infront.offers.to.receive.team2
1 169 218
2 468 73
3 149 198
4 240 164
5 316 68
6 253 184
7 217 123
8 359 218
9 199 330
10 300 98
11 487 94
12 235 163
13 200 204
14 254 187
15 286 185
16 308 162
17 301 85
18 203 227
19 236 179
20 270 172
21 253 114
22 124 241
23 293 176
24 222 144
25 268 175
26 377 159
27 204 224
28 273 155
29 167 198
30 286 160
31 287 228
32 283 143
33 306 229
34 196 77
35 179 327
36 175 302
37 100 235
38 107 322
39 140 450
40 75 140
41 188 277
42 303 188
43 132 678
44 88 258
45 196 150
46 191 386
47 271 155
48 165 170
49 131 281
50 401 249
51 243 153
52 378 201
53 265 295
54 260 161
55 159 435
56 239 262
57 268 345
58 327 269
59 121 367
60 222 181
61 138 216
62 149 252
63 204 280
64 204 195
receptions.between.midfield.and.defensive.lines.team1
1 5
2 16
3 15
4 12
5 26
6 14
7 20
8 26
9 4
10 19
11 23
12 8
13 13
14 4
15 20
16 11
17 13
18 9
19 4
20 10
21 13
22 14
23 11
24 2
25 5
26 4
27 15
28 16
29 15
30 19
31 16
32 11
33 16
34 2
35 1
36 9
37 8
38 9
39 2
40 6
41 17
42 8
43 10
44 10
45 8
46 8
47 7
48 9
49 8
50 8
51 14
52 11
53 8
54 17
55 10
56 9
57 10
58 5
59 6
60 8
61 7
62 8
63 15
64 43
receptions.between.midfield.and.defensive.lines.team2
1 8
2 4
3 14
4 9
5 9
6 7
7 3
8 7
9 9
10 10
11 1
12 15
13 5
14 8
15 5
16 4
17 9
18 12
19 12
20 6
21 8
22 22
23 17
24 5
25 1
26 7
27 6
28 9
29 11
30 5
31 4
32 6
33 11
34 12
35 9
36 17
37 17
38 11
39 21
40 17
41 12
42 8
43 17
44 28
45 14
46 12
47 10
48 9
49 17
50 8
51 11
52 7
53 14
54 15
55 27
56 8
57 11
58 7
59 19
60 7
61 3
62 15
63 10
64 10
attempted.line.breaks.team1 attempted.line.breaks.team2
1 136 155
2 238 101
3 151 162
4 199 174
5 191 137
6 190 174
7 170 150
8 173 133
9 142 169
10 241 113
11 276 119
12 175 176
13 178 182
14 146 185
15 198 150
16 184 140
17 208 185
18 174 184
19 168 155
20 208 143
21 200 171
22 150 205
23 155 173
24 150 127
25 158 154
26 149 125
27 193 201
28 186 143
29 173 184
30 201 122
31 164 173
32 170 150
33 185 161
34 146 153
35 104 167
36 195 185
37 166 241
38 153 138
39 117 214
40 178 198
41 204 177
42 153 147
43 104 190
44 154 193
45 188 186
46 139 178
47 157 157
48 144 181
49 161 187
50 181 146
51 174 156
52 184 159
53 229 232
54 193 188
55 164 219
56 165 167
57 240 185
58 194 203
59 128 167
60 147 136
61 147 182
62 126 141
63 164 150
64 223 163
completed.line.breaksteam1 completed.line.breaks.team2
1 86 99
2 178 45
3 89 96
4 146 103
5 127 68
6 136 85
7 117 82
8 135 84
9 81 116
10 185 70
11 233 58
12 118 123
13 123 103
14 88 96
15 149 88
16 134 91
17 129 92
18 117 113
19 115 84
20 147 88
21 109 91
22 84 153
23 105 132
24 100 66
25 95 85
26 104 89
27 124 134
28 146 83
29 78 122
30 148 66
31 114 100
32 112 86
33 165 107
34 77 84
35 55 131
36 102 133
37 81 172
38 96 99
39 66 188
40 86 121
41 159 115
42 91 85
43 57 140
44 103 159
45 111 124
46 87 123
47 95 95
48 92 145
49 95 126
50 135 92
51 111 97
52 129 86
53 116 132
54 145 137
55 86 158
56 98 107
57 180 121
58 130 122
59 63 118
60 108 87
61 91 129
62 85 95
63 114 97
64 151 99
attempted.defensive.line.breaks.team1 attempted.defensive.line.breaks.team2
1 9 13
2 25 7
3 22 22
4 23 17
5 39 15
6 21 17
7 32 12
8 32 15
9 10 18
10 23 17
11 34 11
12 13 23
13 21 16
14 16 17
15 26 12
16 16 15
17 17 24
18 13 19
19 9 22
20 23 15
21 23 19
22 22 27
23 16 23
24 10 13
25 22 4
26 13 11
27 24 15
28 19 17
29 22 22
30 24 12
31 20 17
32 11 17
33 13 15
34 10 20
35 4 13
36 23 27
37 17 21
38 21 10
39 5 25
40 17 33
41 23 26
42 21 16
43 14 21
44 13 34
45 13 24
46 11 21
47 10 20
48 16 15
49 17 28
50 16 12
51 26 20
52 16 15
53 21 20
54 21 20
55 22 37
56 16 17
57 16 19
58 15 24
59 13 23
60 13 14
61 17 9
62 12 18
63 23 14
64 38 14
completed.defensive.line.breaksteam1 completed.defensive.line.breaks.team2
1 4 7
2 16 4
3 15 10
4 15 8
5 25 7
6 12 6
7 19 2
8 27 7
9 4 9
10 20 11
11 22 1
12 6 13
13 13 4
14 7 8
15 18 4
16 10 6
17 8 10
18 7 9
19 4 10
20 10 5
21 11 10
22 12 19
23 12 15
24 5 5
25 7 0
26 3 8
27 10 6
28 13 7
29 12 12
30 19 5
31 11 4
32 7 11
33 10 10
34 2 12
35 1 8
36 8 16
37 7 17
38 7 4
39 1 19
40 5 16
41 17 14
42 8 7
43 8 15
44 7 25
45 5 14
46 6 12
47 5 8
48 7 9
49 7 17
50 8 7
51 14 12
52 12 7
53 8 11
54 17 14
55 9 25
56 8 7
57 10 10
58 6 8
59 3 18
60 10 8
61 7 1
62 8 11
63 12 8
64 23 9
yellow.cards.team1 yellow.cards.team2 red.cards.team1 red.cards.team2
1 4 2 0 0
2 0 2 0 0
3 2 1 0 0
4 4 2 0 0
5 0 6 0 0
6 2 1 0 0
7 2 1 0 0
8 0 3 0 0
9 1 0 0 0
10 0 0 0 0
11 0 2 0 0
12 3 2 0 0
13 2 1 0 0
14 1 1 0 0
15 2 4 0 0
16 0 3 0 0
17 1 2 1 0
18 3 3 0 0
19 0 1 0 0
20 0 0 0 0
21 3 0 0 0
22 3 2 0 0
23 1 2 0 0
24 1 4 0 0
25 3 3 0 0
26 1 1 0 0
27 2 2 0 0
28 1 3 0 0
29 2 2 0 0
30 2 2 0 0
31 1 1 0 0
32 3 2 0 0
33 1 0 0 0
34 0 1 0 0
35 2 0 0 0
36 3 1 0 0
37 2 1 0 0
38 1 0 0 0
39 1 1 0 0
40 6 1 0 0
41 0 1 0 0
42 4 0 0 0
43 3 0 0 0
44 1 0 0 0
45 2 5 0 0
46 2 0 0 0
47 7 4 0 0
48 5 2 1 0
49 2 0 0 0
50 0 2 0 0
51 1 2 0 0
52 0 1 0 0
53 0 2 0 0
54 0 1 0 0
55 1 1 0 0
56 0 2 0 0
57 2 3 0 0
58 8 8 1 0
59 3 1 1 0
60 1 3 0 0
61 2 2 0 0
62 0 1 0 0
63 0 2 0 0
64 4 3 0 0
fouls.against.team1 fouls.against.team2 offsides.team1 offsides.team2
1 15 15 3 4
2 9 14 2 2
3 13 13 2 1
4 15 10 1 1
5 7 21 10 1
6 9 10 1 1
7 14 16 3 0
8 5 11 0 0
9 17 11 0 1
10 6 14 4 4
11 8 12 3 7
12 11 14 0 1
13 12 10 2 2
14 7 10 1 0
15 14 19 1 1
16 7 12 1 0
17 9 10 2 2
18 7 12 4 3
19 15 12 1 4
20 9 15 1 0
21 16 15 3 0
22 18 15 0 0
23 4 9 1 1
24 15 19 2 4
25 22 9 0 2
26 10 14 3 3
27 13 5 1 3
28 13 11 2 5
29 8 13 0 4
30 13 9 1 1
31 10 17 3 1
32 10 16 2 0
33 19 9 4 0
34 23 11 0 3
35 16 9 1 1
36 13 10 2 1
37 11 10 1 3
38 14 6 3 2
39 6 11 0 0
40 20 18 2 6
41 7 9 4 0
42 14 14 4 4
43 9 6 2 2
44 3 9 4 3
45 18 11 2 2
46 9 11 1 5
47 18 13 0 0
48 14 14 0 1
49 10 5 0 3
50 8 15 4 0
51 10 8 3 1
52 16 12 0 0
53 13 16 3 0
54 8 13 0 5
55 15 14 5 4
56 12 10 3 3
57 22 24 3 3
58 30 18 1 2
59 15 9 2 2
60 10 14 1 2
61 15 8 1 0
62 11 11 4 3
63 13 11 2 2
64 26 19 4 4
passes.team1 passes.team2 passes.completed.team1 passes.completed.team2
1 450 480 381 409
2 809 224 730 154
3 383 438 313 374
4 569 409 509 321
5 610 267 529 190
6 594 387 523 302
7 485 322 422 241
8 734 466 672 399
9 360 667 290 592
10 820 261 743 207
11 1061 231 1003 170
12 512 448 439 382
13 497 500 437 424
14 528 419 459 340
15 636 394 573 326
16 585 403 526 341
17 508 295 413 202
18 424 511 353 445
19 524 425 451 345
20 550 427 488 368
21 501 334 396 239
22 303 560 236 494
23 503 537 437 473
24 533 356 464 287
25 575 444 510 371
26 671 317 598 275
27 462 511 391 434
28 647 352 565 281
29 364 513 271 433
30 540 319 477 260
31 565 488 498 415
32 596 390 517 306
33 795 459 740 394
34 432 269 353 198
35 325 588 261 529
36 463 470 379 413
37 286 650 187 567
38 328 636 266 566
39 321 862 261 814
40 297 412 197 336
41 578 596 504 531
42 539 384 472 308
43 225 1070 167 992
44 347 727 269 661
45 460 446 377 361
46 359 606 304 541
47 476 403 390 325
48 295 548 239 491
49 396 567 320 487
50 711 450 635 381
51 540 466 481 391
52 597 393 523 320
53 532 735 414 624
54 616 548 556 486
55 323 1041 229 967
56 461 512 392 436
57 715 695 632 625
58 651 603 557 511
59 229 678 171 592
60 508 369 453 310
61 408 624 344 551
62 358 583 307 518
63 491 494 430 428
64 648 516 544 419
crosses.team1 crosses.team2 crosses.completed.team1 crosses.completed.team2
1 9 14 4 4
2 23 8 7 1
3 19 25 7 8
4 31 15 4 6
5 29 9 12 2
6 27 13 10 3
7 33 10 8 2
8 34 9 17 2
9 10 19 1 4
10 28 16 9 3
11 17 5 2 0
12 8 19 5 6
13 28 20 6 4
14 16 19 4 3
15 17 12 4 3
16 19 13 3 3
17 20 26 5 4
18 18 20 5 6
19 8 22 0 4
20 13 16 4 2
21 23 23 5 4
22 19 24 8 4
23 23 18 12 4
24 14 17 2 4
25 17 5 1 0
26 19 9 3 4
27 22 15 5 5
28 9 13 2 1
29 20 23 1 4
30 46 13 16 4
31 26 11 3 3
32 16 18 4 5
33 11 16 1 4
34 19 20 6 5
35 4 17 1 7
36 18 22 3 2
37 11 32 2 5
38 27 20 4 5
39 5 22 2 5
40 9 34 2 6
41 24 24 6 8
42 20 7 4 1
43 6 20 3 2
44 12 38 3 12
45 20 15 2 4
46 13 22 3 6
47 23 13 6 4
48 12 28 3 8
49 13 27 4 2
50 6 15 1 2
51 27 18 4 7
52 19 13 7 3
53 28 35 6 9
54 18 14 4 1
55 10 27 4 4
56 14 15 6 1
57 22 25 5 6
58 22 16 4 4
59 8 33 3 7
60 22 13 5 6
61 8 20 2 4
62 5 22 2 1
63 21 20 3 5
64 20 24 4 3
switches.of.play.completed.team1 switches.of.play.completed.team2
1 9 9
2 12 3
3 9 6
4 5 8
5 5 7
6 11 1
7 9 1
8 6 5
9 6 7
10 4 2
11 8 1
12 4 6
13 4 8
14 10 9
15 13 2
16 6 6
17 13 5
18 12 9
19 6 2
20 9 2
21 6 2
22 5 13
23 7 14
24 3 2
25 2 7
26 6 10
27 6 7
28 9 2
29 5 5
30 16 3
31 6 2
32 9 2
33 1 10
34 1 6
35 1 6
36 11 8
37 1 9
38 4 3
39 8 11
40 1 4
41 18 4
42 3 14
43 2 9
44 4 5
45 3 6
46 9 11
47 7 9
48 4 3
49 4 5
50 5 8
51 4 5
52 11 7
53 5 7
54 9 13
55 4 8
56 7 3
57 13 4
58 5 4
59 4 9
60 5 2
61 4 8
62 1 8
63 7 12
64 6 5
corners.team1 corners.team2 free.kicks.team1 free.kicks.team2
1 1 3 19 17
2 8 0 16 10
3 6 7 14 14
4 5 3 11 15
5 9 2 22 16
6 11 9 11 10
7 6 5 16 16
8 8 1 11 5
9 0 5 12 17
10 6 6 17 10
11 5 0 18 11
12 4 4 15 10
13 11 5 11 14
14 4 3 10 8
15 3 3 19 15
16 6 4 12 8
17 2 7 12 11
18 6 7 15 11
19 2 5 16 16
20 3 7 15 10
21 5 2 15 19
22 4 5 15 17
23 6 4 10 5
24 4 2 23 17
25 5 0 11 22
26 9 1 17 13
27 5 2 8 14
28 6 5 16 15
29 4 3 17 8
30 12 5 10 14
31 8 3 18 13
32 6 2 15 13
33 4 2 9 24
34 3 6 14 22
35 1 6 10 17
36 1 5 11 15
37 2 6 13 12
38 7 8 8 17
39 1 9 12 5
40 1 8 23 22
41 2 4 9 11
42 6 2 18 18
43 0 2 8 11
44 1 14 12 7
45 5 2 12 20
46 5 4 15 10
47 2 0 14 18
48 3 11 15 14
49 4 5 8 10
50 1 3 15 11
51 7 1 8 11
52 3 3 12 16
53 8 5 16 16
54 5 4 16 8
55 0 8 18 20
56 6 6 13 15
57 3 7 27 25
58 2 8 20 30
59 3 9 11 17
60 5 2 14 11
61 2 4 6 16
62 2 3 13 15
63 6 3 13 15
64 6 5 22 28
penalties.scored.team1 penalties.scored.team2 goal.preventions.team1
1 0 1 6
2 0 1 8
3 0 0 9
4 0 1 7
5 1 0 4
6 0 0 11
7 0 0 8
8 0 0 4
9 0 0 7
10 1 0 12
11 1 0 0
12 0 0 21
13 0 0 7
14 0 0 6
15 1 0 8
16 0 0 4
17 0 0 21
18 0 0 12
19 0 0 14
20 0 0 10
21 0 0 9
22 0 0 16
23 0 0 10
24 0 0 4
25 0 0 4
26 0 0 11
27 0 0 9
28 0 0 11
29 0 0 16
30 0 0 8
31 0 0 4
32 1 0 11
33 0 0 5
34 0 1 15
35 0 0 17
36 0 0 13
37 0 0 14
38 0 0 11
39 0 0 25
40 0 0 26
41 0 0 16
42 0 0 7
43 0 0 14
44 0 0 32
45 0 0 12
46 0 0 14
47 0 0 14
48 0 0 20
49 0 0 18
50 0 0 5
51 0 1 11
52 0 0 10
53 0 0 18
54 1 0 10
55 0 0 14
56 0 0 10
57 0 0 21
58 0 1 15
59 0 0 11
60 1 0 9
61 1 0 12
62 0 0 13
63 0 0 7
64 1 2 11
goal.preventions.team2 own.goals.team1 own.goals.team2
1 5 0 0
2 13 0 0
3 15 0 0
4 7 0 0
5 14 0 0
6 11 0 0
7 15 0 0
8 22 0 0
9 8 0 0
10 26 0 0
11 17 0 0
12 9 0 0
13 8 0 0
14 10 0 0
15 11 0 0
16 24 0 0
17 9 0 0
18 11 0 0
19 2 0 0
20 8 0 0
21 13 0 0
22 9 0 0
23 21 0 0
24 5 0 0
25 14 0 0
26 10 0 0
27 13 0 0
28 7 0 0
29 13 0 0
30 21 0 0
31 9 0 0
32 14 0 0
33 14 0 0
34 8 0 0
35 8 0 0
36 6 0 0
37 8 0 0
38 6 0 0
39 4 0 0
40 10 0 0
41 11 0 0
42 7 0 1
43 6 0 0
44 8 0 0
45 9 0 0
46 12 0 0
47 10 0 0
48 7 0 0
49 13 0 0
50 14 1 0
51 16 0 0
52 8 0 0
53 11 0 0
54 18 0 0
55 6 0 0
56 15 0 0
57 9 0 0
58 5 0 0
59 10 0 0
60 15 0 0
61 10 0 0
62 14 0 0
63 14 0 0
64 21 0 0
forced.turnovers.team1 forced.turnovers.team2
1 52 72
2 63 72
3 63 73
4 81 72
5 65 80
6 76 73
7 61 70
8 64 56
9 87 58
10 55 87
11 46 76
12 74 47
13 64 79
14 65 54
15 70 82
16 72 71
17 89 84
18 67 67
19 85 52
20 52 61
21 81 88
22 69 53
23 79 61
24 63 79
25 47 66
26 38 78
27 87 72
28 79 101
29 83 81
30 53 75
31 85 80
32 68 81
33 62 52
34 59 62
35 49 56
36 63 74
37 90 74
38 68 80
39 67 48
40 82 76
41 70 68
42 66 72
43 85 49
44 79 77
45 92 84
46 54 50
47 74 82
48 78 54
49 101 77
50 67 73
51 71 64
52 60 74
53 100 100
54 73 81
55 100 66
56 71 54
57 95 77
58 91 79
59 88 44
60 49 54
61 85 63
62 72 47
63 75 72
64 87 104
defensive.pressures.applied.team1 defensive.pressures.applied.team2
1 256 279
2 139 416
3 263 251
4 242 292
5 163 361
6 226 287
7 193 290
8 250 316
9 391 217
10 164 487
11 185 585
12 284 320
13 313 316
14 240 231
15 286 326
16 236 338
17 161 276
18 308 232
19 254 279
20 266 350
21 217 273
22 329 173
23 269 282
24 220 327
25 300 294
26 194 360
27 347 316
28 275 387
29 285 234
30 220 324
31 282 344
32 226 362
33 319 322
34 190 243
35 328 167
36 295 302
37 341 161
38 400 202
39 438 141
40 269 229
41 328 346
42 224 324
43 637 150
44 378 230
45 248 293
46 359 233
47 276 253
48 321 226
49 325 256
50 240 453
51 220 297
52 230 339
53 405 308
54 310 329
55 573 217
56 357 240
57 365 423
58 401 323
59 373 165
60 193 308
61 321 260
62 328 218
63 288 277
64 280 409colnames(load_info) [1] "team1"
[2] "team2"
[3] "possession.team1"
[4] "possession.team2"
[5] "possession.in.contest"
[6] "number.of.goals.team1"
[7] "number.of.goals.team2"
[8] "date"
[9] "hour"
[10] "category"
[11] "total.attempts.team1"
[12] "total.attempts.team2"
[13] "conceded.team1"
[14] "conceded.team2"
[15] "goal.inside.the.penalty.area.team1"
[16] "goal.inside.the.penalty.area.team2"
[17] "goal.outside.the.penalty.area.team1"
[18] "goal.outside.the.penalty.area.team2"
[19] "assists.team1"
[20] "assists.team2"
[21] "on.target.attempts.team1"
[22] "on.target.attempts.team2"
[23] "off.target.attempts.team1"
[24] "off.target.attempts.team2"
[25] "attempts.inside.the.penalty.area.team1"
[26] "attempts.inside.the.penalty.area..team2"
[27] "attempts.outside.the.penalty.area..team1"
[28] "attempts.outside.the.penalty.area..team2"
[29] "left.channel.team1"
[30] "left.channel.team2"
[31] "left.inside.channel.team1"
[32] "left.inside.channel.team2"
[33] "central.channel.team1"
[34] "central.channel.team2"
[35] "right.inside.channel.team1"
[36] "right.inside.channel.team2"
[37] "right.channel.team1"
[38] "right.channel.team2"
[39] "total.offers.to.receive.team1"
[40] "total.offers.to.receive.team2"
[41] "inbehind.offers.to.receive.team1"
[42] "inbehind.offers.to.receive.team2"
[43] "inbetween.offers.to.receive.team1"
[44] "inbetween.offers.to.receive.team2"
[45] "infront.offers.to.receive.team1"
[46] "infront.offers.to.receive.team2"
[47] "receptions.between.midfield.and.defensive.lines.team1"
[48] "receptions.between.midfield.and.defensive.lines.team2"
[49] "attempted.line.breaks.team1"
[50] "attempted.line.breaks.team2"
[51] "completed.line.breaksteam1"
[52] "completed.line.breaks.team2"
[53] "attempted.defensive.line.breaks.team1"
[54] "attempted.defensive.line.breaks.team2"
[55] "completed.defensive.line.breaksteam1"
[56] "completed.defensive.line.breaks.team2"
[57] "yellow.cards.team1"
[58] "yellow.cards.team2"
[59] "red.cards.team1"
[60] "red.cards.team2"
[61] "fouls.against.team1"
[62] "fouls.against.team2"
[63] "offsides.team1"
[64] "offsides.team2"
[65] "passes.team1"
[66] "passes.team2"
[67] "passes.completed.team1"
[68] "passes.completed.team2"
[69] "crosses.team1"
[70] "crosses.team2"
[71] "crosses.completed.team1"
[72] "crosses.completed.team2"
[73] "switches.of.play.completed.team1"
[74] "switches.of.play.completed.team2"
[75] "corners.team1"
[76] "corners.team2"
[77] "free.kicks.team1"
[78] "free.kicks.team2"
[79] "penalties.scored.team1"
[80] "penalties.scored.team2"
[81] "goal.preventions.team1"
[82] "goal.preventions.team2"
[83] "own.goals.team1"
[84] "own.goals.team2"
[85] "forced.turnovers.team1"
[86] "forced.turnovers.team2"
[87] "defensive.pressures.applied.team1"
[88] "defensive.pressures.applied.team2" 
