Rstudio with FIFA 월드컵 데이터 (2022년 카타르 추가)

wcmatches_2020.csv : 2022년 Qatar (카타르) 월드컵 결과 추가

• 'wcmatches.csv' 데이터 세트는 1930년 우루과이 ~  2018년 러시아 월드컵 결과
• 2022년  카타르 월드컵 결과 추가 반영
• [Data Source] 아래 사이트 내용을 정리하여 반영 (총 64경기)
  • 본선 조별 리그  :  https://en.wikipedia.org/wiki/2022_FIFA_World_Cup#Group_stage
  • 16강 ~ 결승 :  https://en.wikipedia.org/wiki/2022_FIFA_World_Cup#Knockout_stage
  • win_conditions  :  https://www.fifa.com/fifaplus/en/tournaments/mens/worldcup/qatar2022/scores-fixtures?country=KR&wtw-filter=ALL

wcmatches_2022.csv

0.01MB

Image Sourec : https://en.wikipedia.org/wiki/2022_FIFA_World_Cup

city	stage	home_team	away_team	home_score	away_score	outcome	win_conditions	winning_team	losing_team	date
Al Khor	Group A	Qatar	Ecuador	0	2	A	NA	Ecuador	Qatar	2022-11-20
Doha	Group A	Senegal	Netherlands	0	2	A	NA	Netherlands	Senegal	2022-11-21
Doha	Group A	Qatar	Senegal	1	3	A	NA	Senegal	Qatar	2022-11-25
Al Rayyan	Group A	Netherlands	Ecuador	1	1	D	NA	NA	NA	2022-11-25
Al Rayyan	Group A	Ecuador	Senegal	1	2	A	NA	Senegal	Ecuador	2022-11-29
Al Khor	Group A	Netherlands	Qatar	2	0	H	NA	Netherlands	Qatar	2022-11-29
Al Rayyan	Group B	England	Iran	6	2	H	NA	England	Iran	2022-11-21
Al Rayyan	Group B	United States	Wales	1	1	D	NA	NA	NA	2022-11-21
Al Rayyan	Group B	Wales	Iran	0	2	A	NA	Iran	Wales	2022-11-25
Al Rayyan	Group B	England	United States	0	0	D	NA	NA	NA	2022-11-25
Al Rayyan	Group B	Wales	England	0	3	A	NA	England	Wales	2022-11-29
Doha	Group B	Iran	United States	0	1	A	NA	United States	Iran	2022-11-29
Lusail	Group C	Argentina	Saudi Arabia	1	2	A	NA	Saudi Arabia	Argentina	2022-11-22
Doha	Group C	Mexico	Poland	0	0	D	NA	NA	NA	2022-11-22
Al Rayyan	Group C	Poland	Saudi Arabia	2	0	H	NA	Poland	Saudi Arabia	2022-11-26
Lusail	Group C	Argentina	Mexico	2	0	H	NA	Argentina	Mexico	2022-11-26
Doha	Group C	Poland	Argentina	0	2	A	NA	Argentina	Poland	2022-11-30
Lusail	Group C	Saudi Arabia	Mexico	1	2	A	NA	Mexico	Saudi Arabia	2022-11-30
Al Rayyan	Group D	Denmark	Tunisia	0	0	D	NA	NA	NA	2022-11-22
Al Wakrah	Group D	France	Australia	4	1	H	NA	France	Australia	2022-11-22
Al Wakrah	Group D	Tunisia	Australia	0	1	A	NA	Australia	Tunisia	2022-11-26
Doha	Group D	France	Denmark	2	1	H	NA	France	Denmark	2022-11-26
Al Wakrah	Group D	Australia	Denmark	1	0	H	NA	Australia	Denmark	2022-11-30
Al Rayyan	Group D	Tunisia	France	1	0	H	NA	Tunisia	France	2022-11-30
Al Rayyan	Group E	Germany	Japan	1	2	A	NA	Japan	Germany	2022-11-23
Doha	Group E	Spain	Costa Rica	7	0	H	NA	Spain	Costa Rica	2022-11-23
Al Rayyan	Group E	Japan	Costa Rica	0	1	A	NA	Costa Rica	Japan	2022-11-27
Al Khor	Group E	Spain	Germany	1	1	D	NA	NA	NA	2022-11-27
Al Rayyan	Group E	Japan	Spain	2	1	H	NA	Japan	Spain	2022-12-01
Al Khor	Group E	Costa Rica	Germany	2	4	A	NA	Germany	Costa Rica	2022-12-01
Al Khor	Group F	Morocco	Croatia	0	0	D	NA	NA	NA	2022-11-23
Al Rayyan	Group F	Belgium	Canada	1	0	H	NA	Belgium	Canada	2022-11-23
Doha	Group F	Belgium	Morocco	0	2	A	NA	Morocco	Belgium	2022-11-27
Al Rayyan	Group F	Croatia	Canada	4	1	H	NA	Croatia	Canada	2022-11-27
Al Rayyan	Group F	Croatia	Belgium	0	0	D	NA	NA	NA	2022-12-01
Doha	Group F	Canada	Morocco	1	2	A	NA	Morocco	Canada	2022-12-01
Al Wakrah	Group G	Switzerland	Cameroon	1	0	H	NA	Switzerland	Cameroon	2022-11-24
Lusail	Group G	Brazil	Serbia	2	0	H	NA	Brazil	Serbia	2022-11-24
Al Wakrah	Group G	Cameroon	Serbia	3	3	D	NA	NA	NA	2022-11-28
Doha	Group G	Brazil	Switzerland	1	0	H	NA	Brazil	Switzerland	2022-11-28
Doha	Group G	Serbia	Switzerland	2	3	A	NA	Switzerland	Serbia	2022-12-02
Lusail	Group G	Cameroon	Brazil	1	0	H	NA	Cameroon	Brazil	2022-12-02
Al Rayyan	Group H	Uruguay	South Korea	0	0	D	NA	NA	NA	2022-11-24
Doha	Group H	Portugal	Ghana	3	2	H	NA	Portugal	Ghana	2022-11-24
Al Rayyan	Group H	South Korea	Ghana	2	3	A	NA	Ghana	South Korea	2022-11-28
Lusail	Group H	Portugal	Uruguay	2	0	H	NA	Portugal	Uruguay	2022-11-28
Al Wakrah	Group H	Ghana	Uruguay	0	2	A	NA	Uruguay	Ghana	2022-12-02
Al Rayyan	Group H	South Korea	Portugal	2	1	H	NA	South Korea	Portugal	2022-12-02
Al Rayyan	Round of 16	Netherlands	United States	3	1	H	NA	Netherlands	United States	2022-12-03
Al Rayyan	Round of 16	Argentina	Australia	2	1	H	NA	Argentina	Australia	2022-12-03
Al Wakrah	Round of 16	Japan	Croatia	1	1	A	Croatia wins 3 - 1  on penalties	Croatia	Japan	2022-12-05
Doha	Round of 16	Brazil	South Korea	4	1	H	NA	Brazil	South Korea	2022-12-05
Al Khor	Round of 16	England	Senegal	3	0	H	NA	England	Senegal	2022-12-04
Doha	Round of 16	France	Poland	3	1	H	NA	France	Poland	2022-12-04
Al Rayyan	Round of 16	Morocco	Spain	0	0	H	Morocco wins 3 - 0  on penalties	Morocco	Spain	2022-12-06
Lusail	Round of 16	Portugal	Switzerland	6	1	H	NA	Portugal	Switzerland	2022-12-06
Lusail	Quarterfinals	Netherlands	Argentina	2	2	A	Argentina wins 4 - 3  on penalties	Argentina	Netherlands	2022-12-09
Al Rayyan	Quarterfinals	Croatia	Brazil	1	1	H	Croatia wins 4 - 2  on penalties	Croatia	Brazil	2022-12-09
Al Khor	Quarterfinals	England	France	1	2	A	NA	France	England	2022-12-10
Doha	Quarterfinals	Morocco	Portugal	1	0	H	NA	Morocco	Portugal	2022-12-10
Lusail	Semifinals	Argentina	Croatia	3	0	H	NA	Argentina	Croatia	2022-12-13
Al Khor	Semifinals	France	Morocco	2	0	H	NA	France	Morocco	2022-12-14
Al Rayyan	Third place	Croatia	Morocco	2	1	H	NA	Croatia	Morocco	2022-12-17
Lusail	Final	Argentina	France	3	3	H	Argentina wins 4 - 2  on penalties	Argentina	France	2022-12-18

• city의 경기장은 미구분, 작은 국가이나 GDP가 높은 국가로 월드컵을 위해서, 한 개 도시에 복수의 경기장 건설
  • Qatar Total in km2 (mi2) : 11,586 (4,473)   
  • Israel : 20,770 (8,019) / Fiji : 18,272 (7,055) / Kuwait : 17,818 (6,880) / South Korea : 100,210 (38,691)
  • 카타르는 이스라엘, 피지, 쿠에이트보다 작은 나라, 대한민국(남한)의 약 1/9 ~ 1/10
  • https://en.wikipedia.org/wiki/List_of_countries_and_dependencies_by_area

City	Stadium	Capacity
Lusail	Lusail Stadium	88966
Al Khor	Al Bayt Stadium	68895
Al Rayyan	Khalifa International Stadium	45857
Al Rayyan	Ahmad bin Ali Stadium	45032
Al Rayyan	Education City Stadium	44667
Doha	Al Thumama Stadium	44400
Doha	Stadium 974	44089
Al Wakrah	Al Janoub Stadium	44325

Source : https://en.wikipedia.org/wiki/2022_FIFA_World_Cup#Venues

 worldcups_to_2022.csv

worldcups_to_2022.csv

0.00MB

• There were 172 goals scored in 64 matches, for an average of 2.69 goals per match.
  (https://en.wikipedia.org/wiki/2022_FIFA_World_Cup#Goalscorers)
• The 2022 FIFA World Cup had a total attendance of 3,404,252 spectators, ranking as the third-highest attended FIFA World Cup in history.  (https://www.kaggle.com/datasets/parasharmanas/qatar-2022-fifa-world-cup-attendance)

year	host	winner	second	third	fourth	goals_scored	teams	games	attendance
1930	Uruguay	Uruguay	Argentina	USA	Yugoslavia	70	13	18	434000
1934	Italy	Italy	Czechoslovakia	Germany	Austria	70	16	17	395000
1938	France	Italy	Hungary	Brazil	Sweden	84	15	18	483000
1950	Brazil	Uruguay	Brazil	Sweden	Spain	88	13	22	1337000
1954	Switzerland	West Germany	Hungary	Austria	Uruguay	140	16	26	943000
1958	Sweden	Brazil	Sweden	France	West Germany	126	16	35	868000
1962	Chile	Brazil	Czechoslovakia	Chile	Yugoslavia	89	16	32	776000
1966	England	England	West Germany	Portugal	Soviet Union	89	16	32	1614677
1970	Mexico	Brazil	Italy	West Germany	Uruguay	95	16	32	1673975
1974	Germany	West Germany	Netherlands	Poland	Brazil	97	16	38	1774022
1978	Argentina	Argentina	Netherlands	Brazil	Italy	102	16	38	1610215
1982	Spain	Italy	West Germany	Poland	France	146	24	52	1856277
1986	Mexico	Argentina	West Germany	France	Belgium	132	24	52	2407431
1990	Italy	West Germany	Argentina	Italy	England	115	24	52	2527348
1994	USA	Brazil	Italy	Sweden	Bulgaria	141	24	52	3568567
1998	France	France	Brazil	Croatia	Netherlands	171	32	64	2859234
2002	Japan, South Korea	Brazil	Germany	Turkey	South Korea	161	32	64	2724604
2006	Germany	Italy	France	Germany	Portugal	147	32	64	3367000
2010	South Africa	Spain	Netherlands	Germany	Uruguay	145	32	64	2167984
2014	Brazil	Germany	Argentina	Netherlands	Brazil	171	32	64	3441450
2018	Russia	France	Croatia	Belgium	England	169	32	64	3031768
2022	Qatar	Argentina	France	Croatia	Morocco	172	32	64	3404252

기존 데이터 세트와 합치기 (rbind)

names (wcmatches)  #1930~2008년 월드컵 결과 데이터 세트의 변수명 확인

[1] "year"           "country"        "city"           "stage"           [5] "home_team"      "away_team"      "home_score"     "away_score"      [9] "outcome"        "win_conditions" "winning_team"   "losing_team"    [13] "date"           "month"          "dayofweek"

nrow(wcmatches)  #데이터 수 확인

[1] 900

wc2022 <- read.csv('wcmatches_2022.csv')    #2022년 카타르 월드컵 결과 names (wc2022)

[1] "year"           "country"        "city"           "stage"           [5] "home_team"      "away_team"      "home_score"     "away_score"      [9] "outcome"        "win_conditions" "winning_team"   "losing_team"    [13] "date"           "month"          "dayofweek"

nrow(wc2022)

[1] 64

total_wcmatches <- rbind(wcmatches, wc2022)    # rbin 함수를 사용하여 데이터 세트 합치기 nrow(total_wcmatches)

[1] 964

• 두 데이터 세트의 변수명이 같으며, rbind를 통해서 합쳐짐
• wcmatches 데이터 수는 900개,  wc2022 데이터 수는 64개로 합쳐서 964개 데이터를 가진
  total_wcmatches 데이터 세트가 생성됨

연도별 개최 국가 

library(tidyverse) no_of_host2 <- total_wcmatches %>%   group_by(year, country) %>%   #연도와 개최국 기준으로Grouping    summarise(tmp_no = n())         # temp_no는 연도와 개최국 기준의 row 수로 의미는 없음 no_of_host2 <- no_of_host2 %>%    select(-tmp_no)                       #의미없는 temp_no 제외 no_of_host2%>%   tail()

# A tibble: 6 × 2 # Groups:   year [6]    year country        <int> <chr>        1  2002 South Korea  2  2006 Germany      3  2010 South Africa 4  2014 Brazil       5  2018 Russia       6  2022 Qatar

• 2022 Qatar가 추가됨