Football¶

In this exaample, we use the 'football' dataset to predict the outcomes of games between various teams. You can download the Jupyter Notebook of the study here.

date: Date of the game
home_team: Home Team
home_score: Home Team number of goals
away_team: Away Team
away_score: Away Team number of goals
tournament: Game Type (World Cup, Friendly...)
city: City where the game took place
country: Country where the game took place
neutral: If the event took place to a neutral location

We will follow the data science cycle (Data Exploration - Data Preparation - Data Modeling - Model Evaluation - Model Deployment) to solve this problem.

Initialization¶

This example uses the following version of VerticaPy:

In [1]:

import verticapy as vp
vp.__version__

Out[1]:

'0.9.0'

Connect to Vertica. This example uses an existing connection called "VerticaDSN." For details on how to create a connection, use see the connection tutorial.

In [2]:

vp.connect("VerticaDSN")

Let's create a Virtual DataFrame of the dataset. The dataset is available here.

In [9]:

football = vp.read_csv("data/football.csv")
football.head(5)

Out[9]:

	📅 date Date	Abc home_team Varchar(64)	Abc away_team Varchar(64)	123 home_score Int	123 away_score Int	Abc tournament Varchar(84)	Abc city Varchar(56)	Abc country Varchar(64)	010 neutral Boolean
1	1872-11-30	Scotland	England	0	0	Friendly	Glasgow	Scotland	❌
2	1873-03-08	England	Scotland	4	2	Friendly	London	England	❌
3	1874-03-07	Scotland	England	2	1	Friendly	Glasgow	Scotland	❌
4	1875-03-06	England	Scotland	2	2	Friendly	London	England	❌
5	1876-03-04	Scotland	England	3	0	Friendly	Glasgow	Scotland	❌

Rows: 1-5 | Columns: 9

Data Exploration¶

Let's explore the data by displaying descriptive statistics of all the columns.

In [4]:

football["date"].describe()

Out[4]:

	value
name	"date"
dtype	date
count	41586
min	1872-11-30
max	2020-02-01

Rows: 1-5 | Columns: 2

The dataset includes a total of 41,586 games, which take place between 1872 and 2020. Let's look at our game types and teams.

In [5]:

football["tournament"].describe()

Out[5]:

	value
	"tournament"
	varchar(84)
	112.0
	41586.0
	17029
	10630
	7236
	2582
	1672
	900
	813

Rows: 1-11 | Columns: 2

Different types of tournaments took place (FIFA World Cup, UEFA Euro, etc.) aand most of the games in our data are friendlies or qualifiers for international tournaments.

In [6]:

display(football.describe())
football.describe(method = "categorical")

	count	mean	std	min	approx_25%	approx_50%	approx_75%	max
"home_score"	41586	1.74575578319628	1.75378034047699	0.0	1.0	1.0	2.0	31.0
"away_score"	41586	1.18758716875872	1.40532346833589	0.0	0.0	1.0	2.0	21.0
"neutral"	41586	0.247246669552252	0.431416538275649	0.0	0.0	0.0	0.0	1.0

Rows: 1-3 | Columns: 9

Out[6]:

	dtype	count	top	top_percent
"date"	date	41586	2012-02-29	0.159
"home_team"	varchar(64)	41586	Brazil	1.366
"away_team"	varchar(64)	41586	Uruguay	1.301
"home_score"	int	41586	1	29.57
"away_score"	int	41586	0	37.135
"tournament"	varchar(84)	41586	Friendly	40.949
"city"	varchar(56)	41586	Kuala Lumpur	1.416
"country"	varchar(64)	41586	United States	2.787
"neutral"	boolean	41586	❌	75.275

Rows: 1-9 | Columns: 5

The dataset includes 308 national teams. For most of the games, the home team scores better than the away team. Since some games take place in a neutral location, we can ensure this hypothesis using the variable 'neutral.' Notice also that the number of goals per match is pretty low (median of 1 for both away and home teams).

Goal

Our goal for the study will be to predict the outcomes of games after 2015.

Before doing the study, we can notice that some teams names have changed over time. We need to change the old names by the new names otherwise it will add too much bias in the data.

In [10]:

for team in ["home_team", "away_team"]:
    football[team].decode('German DR', 'Germany',
                          'Czechoslovakia', 'Czech Republic',
                          'Yugoslavia', 'Serbia',
                          'Yemen DPR', 'Yemen',
                          football[team])

Let's just consider teams that have played more than five home and away games.

In [11]:

football["cnt_games_1"] = "COUNT(*) OVER (PARTITION BY home_team)"
football["cnt_games_2"] = "COUNT(*) OVER (PARTITION BY away_team)"
football.filter((football["cnt_games_2"] > 5) & (football["cnt_games_1"] > 5))
vp.drop("football_clean", relation_type = "table")
football.to_db(name = "football_clean",
               usecols = ["date", 
                          "home_score", 
                          "home_team", 
                          "tournament", 
                          "away_team", 
                          "away_score", 
                          "neutral", 
                          "country",
                          "city"],
               relation_type = "table",
               inplace = True)

177 elements were filtered

Out[11]:

	📅 date Date	123 home_score Int	Abc home_team Varchar(64)	Abc tournament Varchar(84)	Abc away_team Varchar(64)	123 away_score Int	010 neutral Boolean	Abc country Varchar(64)	Abc city Varchar(56)
1	1872-11-30	0	Scotland	Friendly	England	0	❌	Scotland	Glasgow
2	1873-03-08	4	England	Friendly	Scotland	2	❌	England	London
3	1874-03-07	2	Scotland	Friendly	England	1	❌	Scotland	Glasgow
4	1875-03-06	2	England	Friendly	Scotland	2	❌	England	London
5	1876-03-04	3	Scotland	Friendly	England	0	❌	Scotland	Glasgow
6	1876-03-25	4	Scotland	Friendly	Wales	0	❌	Scotland	Glasgow
7	1877-03-03	1	England	Friendly	Scotland	3	❌	England	London
8	1877-03-05	0	Wales	Friendly	Scotland	2	❌	Wales	Wrexham
9	1878-03-02	7	Scotland	Friendly	England	2	❌	Scotland	Glasgow
10	1878-03-23	9	Scotland	Friendly	Wales	0	❌	Scotland	Glasgow
11	1879-01-18	2	England	Friendly	Wales	1	❌	England	London
12	1879-04-05	5	England	Friendly	Scotland	4	❌	England	London
13	1879-04-07	0	Wales	Friendly	Scotland	3	❌	Wales	Wrexham
14	1880-03-13	5	Scotland	Friendly	England	4	❌	Scotland	Glasgow
15	1880-03-15	2	Wales	Friendly	England	3	❌	Wales	Wrexham
16	1880-03-27	5	Scotland	Friendly	Wales	1	❌	Scotland	Glasgow
17	1881-02-26	0	England	Friendly	Wales	1	❌	England	Blackburn
18	1881-03-12	1	England	Friendly	Scotland	6	❌	England	London
19	1881-03-14	1	Wales	Friendly	Scotland	5	❌	Wales	Wrexham
20	1882-02-18	0	Northern Ireland	Friendly	England	13	❌	Republic of Ireland	Belfast
21	1882-02-25	7	Wales	Friendly	Northern Ireland	1	❌	Wales	Wrexham
22	1882-03-11	5	Scotland	Friendly	England	1	❌	Scotland	Glasgow
23	1882-03-13	5	Wales	Friendly	England	3	❌	Wales	Wrexham
24	1882-03-25	5	Scotland	Friendly	Wales	0	❌	Scotland	Glasgow
25	1883-02-03	5	England	Friendly	Wales	0	❌	England	London
26	1883-02-24	7	England	Friendly	Northern Ireland	0	❌	England	Liverpool
27	1883-03-10	2	England	Friendly	Scotland	3	❌	England	Sheffield
28	1883-03-12	0	Wales	Friendly	Scotland	3	❌	Wales	Wrexham
29	1883-03-17	1	Northern Ireland	Friendly	Wales	1	❌	Republic of Ireland	Belfast
30	1884-01-26	0	Northern Ireland	British Championship	Scotland	5	❌	Republic of Ireland	Belfast
31	1884-02-09	6	Wales	British Championship	Northern Ireland	0	❌	Wales	Wrexham
32	1884-02-23	1	Northern Ireland	British Championship	England	8	❌	Republic of Ireland	Belfast
33	1884-03-15	1	Scotland	British Championship	England	0	❌	Scotland	Glasgow
34	1884-03-17	0	Wales	British Championship	England	4	❌	Wales	Wrexham
35	1884-03-29	4	Scotland	British Championship	Wales	1	❌	Scotland	Glasgow
36	1885-02-28	4	England	British Championship	Northern Ireland	0	❌	England	Manchester
37	1885-03-14	1	England	British Championship	Wales	1	❌	England	Blackburn
38	1885-03-14	8	Scotland	British Championship	Northern Ireland	2	❌	Scotland	Glasgow
39	1885-03-21	1	England	British Championship	Scotland	1	❌	England	London
40	1885-03-23	1	Wales	British Championship	Scotland	8	❌	Wales	Wrexham
41	1885-04-11	2	Northern Ireland	British Championship	Wales	8	❌	Republic of Ireland	Belfast
42	1885-11-28	0	United States	Friendly	Canada	1	❌	United States	Newark
43	1886-02-27	5	Wales	British Championship	Northern Ireland	0	❌	Wales	Wrexham
44	1886-03-13	1	Northern Ireland	British Championship	England	6	❌	Republic of Ireland	Belfast
45	1886-03-20	2	Northern Ireland	British Championship	Scotland	7	❌	Republic of Ireland	Belfast
46	1886-03-27	1	Scotland	British Championship	England	1	❌	Scotland	Glasgow
47	1886-03-29	1	Wales	British Championship	England	3	❌	Wales	Wrexham
48	1886-04-10	4	Scotland	British Championship	Wales	1	❌	Scotland	Glasgow
49	1886-11-25	3	United States	Friendly	Canada	2	❌	United States	Newark
50	1887-02-05	7	England	British Championship	Northern Ireland	0	❌	England	Sheffield
51	1887-02-19	4	Scotland	British Championship	Northern Ireland	1	❌	Scotland	Glasgow
52	1887-02-26	4	England	British Championship	Wales	0	❌	England	London
53	1887-03-12	4	Northern Ireland	British Championship	Wales	1	❌	Republic of Ireland	Belfast
54	1887-03-19	2	England	British Championship	Scotland	3	❌	England	Blackburn
55	1887-03-21	0	Wales	British Championship	Scotland	2	❌	Wales	Wrexham
56	1888-02-04	5	England	British Championship	Wales	1	❌	England	Crewe
57	1888-03-03	11	Wales	British Championship	Northern Ireland	0	❌	Wales	Wrexham
58	1888-03-10	5	Scotland	British Championship	Wales	1	❌	Scotland	Edinburgh
59	1888-03-17	0	Scotland	British Championship	England	5	❌	Scotland	Glasgow
60	1888-03-24	2	Northern Ireland	British Championship	Scotland	10	❌	Republic of Ireland	Belfast
61	1888-04-07	1	Northern Ireland	British Championship	England	5	❌	Republic of Ireland	Belfast
62	1888-09-19	4	Scotland	Friendly	Canada	0	❌	Scotland	Glasgow
63	1889-02-23	4	England	British Championship	Wales	1	❌	England	Stoke-on-Trent
64	1889-03-02	6	England	British Championship	Northern Ireland	1	❌	England	Liverpool
65	1889-03-09	7	Scotland	British Championship	Northern Ireland	0	❌	Scotland	Glasgow
66	1889-04-13	2	England	British Championship	Scotland	3	❌	England	London
67	1889-04-15	0	Wales	British Championship	Scotland	0	❌	Wales	Wrexham
68	1889-04-27	1	Northern Ireland	British Championship	Wales	3	❌	Republic of Ireland	Belfast
69	1890-02-08	5	Wales	British Championship	Northern Ireland	2	✅	England	Shrewsbury
70	1890-03-15	1	Northern Ireland	British Championship	England	9	❌	Republic of Ireland	Belfast
71	1890-03-15	1	Wales	British Championship	England	3	❌	Wales	Wrexham
72	1890-03-22	5	Scotland	British Championship	Wales	0	❌	Scotland	Paisley
73	1890-03-29	1	Northern Ireland	British Championship	Scotland	4	❌	Republic of Ireland	Belfast
74	1890-04-05	1	Scotland	British Championship	England	1	❌	Scotland	Glasgow
75	1891-02-07	7	Northern Ireland	British Championship	Wales	2	❌	Republic of Ireland	Belfast
76	1891-03-07	4	England	British Championship	Wales	1	❌	England	Sunderland
77	1891-03-07	6	England	British Championship	Northern Ireland	1	❌	England	Wolverhampton
78	1891-03-21	3	Wales	British Championship	Scotland	4	❌	Wales	Wrexham
79	1891-03-28	2	Scotland	British Championship	Northern Ireland	1	❌	Scotland	Glasgow
80	1891-04-06	2	England	British Championship	Scotland	1	❌	England	Blackburn
81	1892-02-27	1	Wales	British Championship	Northern Ireland	1	❌	Wales	Bangor
82	1892-03-05	0	Northern Ireland	British Championship	England	2	❌	Republic of Ireland	Belfast
83	1892-03-05	0	Wales	British Championship	England	2	❌	Wales	Wrexham
84	1892-03-19	2	Northern Ireland	British Championship	Scotland	3	❌	Republic of Ireland	Belfast
85	1892-03-26	6	Scotland	British Championship	Wales	1	❌	Scotland	Edinburgh
86	1892-04-02	1	Scotland	British Championship	England	4	❌	Scotland	Glasgow
87	1893-02-25	6	England	British Championship	Northern Ireland	1	❌	England	Birmingham
88	1893-03-13	6	England	British Championship	Wales	0	❌	England	Stoke-on-Trent
89	1893-03-18	0	Wales	British Championship	Scotland	8	❌	Wales	Wrexham
90	1893-03-25	6	Scotland	British Championship	Northern Ireland	1	❌	Scotland	Glasgow
91	1893-04-01	5	England	British Championship	Scotland	2	❌	England	Richmond
92	1894-02-24	4	Wales	British Championship	Northern Ireland	1	❌	Wales	Swansea
93	1894-03-03	2	Northern Ireland	British Championship	England	2	❌	Republic of Ireland	Belfast
94	1894-03-12	1	Wales	British Championship	England	5	❌	Wales	Wrexham
95	1894-03-24	5	Scotland	British Championship	Wales	2	❌	Scotland	Kilmarnock
96	1894-03-31	1	Northern Ireland	British Championship	Scotland	2	❌	Republic of Ireland	Belfast
97	1894-04-07	2	Scotland	British Championship	England	2	❌	Scotland	Glasgow
98	1895-03-09	9	England	British Championship	Northern Ireland	0	❌	England	Derby
99	1895-03-16	2	Northern Ireland	British Championship	Wales	2	❌	Republic of Ireland	Belfast
100	1895-03-18	1	England	British Championship	Wales	1	❌	England	London

Rows: 1-100 | Columns: 9

A lot of things could influence the outcome of a game. Since we only have access to the score, teams, and type of game, we can't consider external factors like, weather or temperature, which would otherwise help our prediction.

To create a good model using this dataset, we could compute each team's key performance indicator (KPI), ranking (clusters computed using the number of games in important tournaments like the World Cup, the percentage of victory...), shape (moving windows using the last games information), and other factors.

Here's our plan:

Identify cup winners
Rank the teams with clustering
Compute teams' KPIs
Create a machine learning model

Data Preparation for Clustering¶

To create clusters, we need to find which teams are the winners of main tournaments (mainly the World Cups and Continental Cups). Since all tournaments took place the same year, we could partition by tournament and year to identify the last game of the tournament.

We'll ignore ties for our analysis since there's no way to determine a winner.

Cup Winner¶

Let's start by creating the feature 'winner' to indicate the winner of a game.

In [13]:

import verticapy.stats as st
football.filter(st.year(football["date"]) <= 2015)
football.case_when("winner",
                   football["home_score"] > football["away_score"], football["home_team"],
                   football["home_score"] < football["away_score"], football["away_team"],
                   None)

3884 elements were filtered

Out[13]:

	📅 date Date	123 home_score Int	Abc home_team Varchar(64)	Abc tournament Varchar(84)	Abc away_team Varchar(64)	123 away_score Int	010 neutral Boolean	Abc country Varchar(64)	Abc city Varchar(56)	Abc winner Varchar(64)
1	1872-11-30	0	Scotland	Friendly	England	0	❌	Scotland	Glasgow	[null]
2	1873-03-08	4	England	Friendly	Scotland	2	❌	England	London	England
3	1874-03-07	2	Scotland	Friendly	England	1	❌	Scotland	Glasgow	Scotland
4	1875-03-06	2	England	Friendly	Scotland	2	❌	England	London	[null]
5	1876-03-04	3	Scotland	Friendly	England	0	❌	Scotland	Glasgow	Scotland
6	1876-03-25	4	Scotland	Friendly	Wales	0	❌	Scotland	Glasgow	Scotland
7	1877-03-03	1	England	Friendly	Scotland	3	❌	England	London	Scotland
8	1877-03-05	0	Wales	Friendly	Scotland	2	❌	Wales	Wrexham	Scotland
9	1878-03-02	7	Scotland	Friendly	England	2	❌	Scotland	Glasgow	Scotland
10	1878-03-23	9	Scotland	Friendly	Wales	0	❌	Scotland	Glasgow	Scotland
11	1879-01-18	2	England	Friendly	Wales	1	❌	England	London	England
12	1879-04-05	5	England	Friendly	Scotland	4	❌	England	London	England
13	1879-04-07	0	Wales	Friendly	Scotland	3	❌	Wales	Wrexham	Scotland
14	1880-03-13	5	Scotland	Friendly	England	4	❌	Scotland	Glasgow	Scotland
15	1880-03-15	2	Wales	Friendly	England	3	❌	Wales	Wrexham	England
16	1880-03-27	5	Scotland	Friendly	Wales	1	❌	Scotland	Glasgow	Scotland
17	1881-02-26	0	England	Friendly	Wales	1	❌	England	Blackburn	Wales
18	1881-03-12	1	England	Friendly	Scotland	6	❌	England	London	Scotland
19	1881-03-14	1	Wales	Friendly	Scotland	5	❌	Wales	Wrexham	Scotland
20	1882-02-18	0	Northern Ireland	Friendly	England	13	❌	Republic of Ireland	Belfast	England
21	1882-02-25	7	Wales	Friendly	Northern Ireland	1	❌	Wales	Wrexham	Wales
22	1882-03-11	5	Scotland	Friendly	England	1	❌	Scotland	Glasgow	Scotland
23	1882-03-13	5	Wales	Friendly	England	3	❌	Wales	Wrexham	Wales
24	1882-03-25	5	Scotland	Friendly	Wales	0	❌	Scotland	Glasgow	Scotland
25	1883-02-03	5	England	Friendly	Wales	0	❌	England	London	England
26	1883-02-24	7	England	Friendly	Northern Ireland	0	❌	England	Liverpool	England
27	1883-03-10	2	England	Friendly	Scotland	3	❌	England	Sheffield	Scotland
28	1883-03-12	0	Wales	Friendly	Scotland	3	❌	Wales	Wrexham	Scotland
29	1883-03-17	1	Northern Ireland	Friendly	Wales	1	❌	Republic of Ireland	Belfast	[null]
30	1884-01-26	0	Northern Ireland	British Championship	Scotland	5	❌	Republic of Ireland	Belfast	Scotland
31	1884-02-09	6	Wales	British Championship	Northern Ireland	0	❌	Wales	Wrexham	Wales
32	1884-02-23	1	Northern Ireland	British Championship	England	8	❌	Republic of Ireland	Belfast	England
33	1884-03-15	1	Scotland	British Championship	England	0	❌	Scotland	Glasgow	Scotland
34	1884-03-17	0	Wales	British Championship	England	4	❌	Wales	Wrexham	England
35	1884-03-29	4	Scotland	British Championship	Wales	1	❌	Scotland	Glasgow	Scotland
36	1885-02-28	4	England	British Championship	Northern Ireland	0	❌	England	Manchester	England
37	1885-03-14	1	England	British Championship	Wales	1	❌	England	Blackburn	[null]
38	1885-03-14	8	Scotland	British Championship	Northern Ireland	2	❌	Scotland	Glasgow	Scotland
39	1885-03-21	1	England	British Championship	Scotland	1	❌	England	London	[null]
40	1885-03-23	1	Wales	British Championship	Scotland	8	❌	Wales	Wrexham	Scotland
41	1885-04-11	2	Northern Ireland	British Championship	Wales	8	❌	Republic of Ireland	Belfast	Wales
42	1885-11-28	0	United States	Friendly	Canada	1	❌	United States	Newark	Canada
43	1886-02-27	5	Wales	British Championship	Northern Ireland	0	❌	Wales	Wrexham	Wales
44	1886-03-13	1	Northern Ireland	British Championship	England	6	❌	Republic of Ireland	Belfast	England
45	1886-03-20	2	Northern Ireland	British Championship	Scotland	7	❌	Republic of Ireland	Belfast	Scotland
46	1886-03-27	1	Scotland	British Championship	England	1	❌	Scotland	Glasgow	[null]
47	1886-03-29	1	Wales	British Championship	England	3	❌	Wales	Wrexham	England
48	1886-04-10	4	Scotland	British Championship	Wales	1	❌	Scotland	Glasgow	Scotland
49	1886-11-25	3	United States	Friendly	Canada	2	❌	United States	Newark	United States
50	1887-02-05	7	England	British Championship	Northern Ireland	0	❌	England	Sheffield	England
51	1887-02-19	4	Scotland	British Championship	Northern Ireland	1	❌	Scotland	Glasgow	Scotland
52	1887-02-26	4	England	British Championship	Wales	0	❌	England	London	England
53	1887-03-12	4	Northern Ireland	British Championship	Wales	1	❌	Republic of Ireland	Belfast	Northern Ireland
54	1887-03-19	2	England	British Championship	Scotland	3	❌	England	Blackburn	Scotland
55	1887-03-21	0	Wales	British Championship	Scotland	2	❌	Wales	Wrexham	Scotland
56	1888-02-04	5	England	British Championship	Wales	1	❌	England	Crewe	England
57	1888-03-03	11	Wales	British Championship	Northern Ireland	0	❌	Wales	Wrexham	Wales
58	1888-03-10	5	Scotland	British Championship	Wales	1	❌	Scotland	Edinburgh	Scotland
59	1888-03-17	0	Scotland	British Championship	England	5	❌	Scotland	Glasgow	England
60	1888-03-24	2	Northern Ireland	British Championship	Scotland	10	❌	Republic of Ireland	Belfast	Scotland
61	1888-04-07	1	Northern Ireland	British Championship	England	5	❌	Republic of Ireland	Belfast	England
62	1888-09-19	4	Scotland	Friendly	Canada	0	❌	Scotland	Glasgow	Scotland
63	1889-02-23	4	England	British Championship	Wales	1	❌	England	Stoke-on-Trent	England
64	1889-03-02	6	England	British Championship	Northern Ireland	1	❌	England	Liverpool	England
65	1889-03-09	7	Scotland	British Championship	Northern Ireland	0	❌	Scotland	Glasgow	Scotland
66	1889-04-13	2	England	British Championship	Scotland	3	❌	England	London	Scotland
67	1889-04-15	0	Wales	British Championship	Scotland	0	❌	Wales	Wrexham	[null]
68	1889-04-27	1	Northern Ireland	British Championship	Wales	3	❌	Republic of Ireland	Belfast	Wales
69	1890-02-08	5	Wales	British Championship	Northern Ireland	2	✅	England	Shrewsbury	Wales
70	1890-03-15	1	Northern Ireland	British Championship	England	9	❌	Republic of Ireland	Belfast	England
71	1890-03-15	1	Wales	British Championship	England	3	❌	Wales	Wrexham	England
72	1890-03-22	5	Scotland	British Championship	Wales	0	❌	Scotland	Paisley	Scotland
73	1890-03-29	1	Northern Ireland	British Championship	Scotland	4	❌	Republic of Ireland	Belfast	Scotland
74	1890-04-05	1	Scotland	British Championship	England	1	❌	Scotland	Glasgow	[null]
75	1891-02-07	7	Northern Ireland	British Championship	Wales	2	❌	Republic of Ireland	Belfast	Northern Ireland
76	1891-03-07	4	England	British Championship	Wales	1	❌	England	Sunderland	England
77	1891-03-07	6	England	British Championship	Northern Ireland	1	❌	England	Wolverhampton	England
78	1891-03-21	3	Wales	British Championship	Scotland	4	❌	Wales	Wrexham	Scotland
79	1891-03-28	2	Scotland	British Championship	Northern Ireland	1	❌	Scotland	Glasgow	Scotland
80	1891-04-06	2	England	British Championship	Scotland	1	❌	England	Blackburn	England
81	1892-02-27	1	Wales	British Championship	Northern Ireland	1	❌	Wales	Bangor	[null]
82	1892-03-05	0	Northern Ireland	British Championship	England	2	❌	Republic of Ireland	Belfast	England
83	1892-03-05	0	Wales	British Championship	England	2	❌	Wales	Wrexham	England
84	1892-03-19	2	Northern Ireland	British Championship	Scotland	3	❌	Republic of Ireland	Belfast	Scotland
85	1892-03-26	6	Scotland	British Championship	Wales	1	❌	Scotland	Edinburgh	Scotland
86	1892-04-02	1	Scotland	British Championship	England	4	❌	Scotland	Glasgow	England
87	1893-02-25	6	England	British Championship	Northern Ireland	1	❌	England	Birmingham	England
88	1893-03-13	6	England	British Championship	Wales	0	❌	England	Stoke-on-Trent	England
89	1893-03-18	0	Wales	British Championship	Scotland	8	❌	Wales	Wrexham	Scotland
90	1893-03-25	6	Scotland	British Championship	Northern Ireland	1	❌	Scotland	Glasgow	Scotland
91	1893-04-01	5	England	British Championship	Scotland	2	❌	England	Richmond	England
92	1894-02-24	4	Wales	British Championship	Northern Ireland	1	❌	Wales	Swansea	Wales
93	1894-03-03	2	Northern Ireland	British Championship	England	2	❌	Republic of Ireland	Belfast	[null]
94	1894-03-12	1	Wales	British Championship	England	5	❌	Wales	Wrexham	England
95	1894-03-24	5	Scotland	British Championship	Wales	2	❌	Scotland	Kilmarnock	Scotland
96	1894-03-31	1	Northern Ireland	British Championship	Scotland	2	❌	Republic of Ireland	Belfast	Scotland
97	1894-04-07	2	Scotland	British Championship	England	2	❌	Scotland	Glasgow	[null]
98	1895-03-09	9	England	British Championship	Northern Ireland	0	❌	England	Derby	England
99	1895-03-16	2	Northern Ireland	British Championship	Wales	2	❌	Republic of Ireland	Belfast	[null]
100	1895-03-18	1	England	British Championship	Wales	1	❌	England	London	[null]

Rows: 1-100 of 37525 | Columns: 10

Let's analyze the last game of each tournament.

In [14]:

football["year"] = st.year(football["date"])
football.analytic('row_number', 
                  order_by = {"date": "desc"}, 
                  by = ["tournament", "year"] , 
                  name = "order_tournament")

Out[14]:

	📅 date Date	123 home_score Int	Abc home_team Varchar(64)	Abc tournament Varchar(84)	Abc away_team Varchar(64)	123 away_score Int	010 neutral Boolean	Abc country Varchar(64)	Abc city Varchar(56)	Abc winner Varchar(64)	123 year Integer	123 order_tournament Integer
1	2010-10-31	3	Aruba	ABCS Tournament	Bonaire	3	✅	Curaçao	Willemstad	[null]	2010	1
2	2010-10-31	2	Curaçao	ABCS Tournament	Suriname	2	❌	Curaçao	Willemstad	[null]	2010	2
3	2010-10-29	4	Suriname	ABCS Tournament	Bonaire	2	✅	Curaçao	Willemstad	Suriname	2010	3
4	2010-10-29	3	Curaçao	ABCS Tournament	Aruba	0	❌	Curaçao	Willemstad	Curaçao	2010	4
5	2011-12-04	2	Suriname	ABCS Tournament	Curaçao	0	❌	Suriname	Paramaribo	Suriname	2011	1
6	2011-12-04	2	Bonaire	ABCS Tournament	Aruba	2	✅	Suriname	Paramaribo	[null]	2011	2
7	2011-12-02	1	Curaçao	ABCS Tournament	Bonaire	3	✅	Suriname	Paramaribo	Bonaire	2011	3
8	2011-12-02	0	Suriname	ABCS Tournament	Aruba	0	❌	Suriname	Paramaribo	[null]	2011	4
9	2012-07-15	2	Bonaire	ABCS Tournament	Curaçao	9	✅	Aruba	Oranjestad	Curaçao	2012	1
10	2012-07-15	1	Aruba	ABCS Tournament	Suriname	0	❌	Aruba	Oranjestad	Aruba	2012	2
11	2012-07-13	8	Suriname	ABCS Tournament	Bonaire	0	✅	Aruba	Oranjestad	Suriname	2012	3
12	2012-07-13	3	Aruba	ABCS Tournament	Curaçao	2	❌	Aruba	Oranjestad	Aruba	2012	4
13	2013-11-16	1	Curaçao	ABCS Tournament	Suriname	3	❌	Curaçao	Willemstad	Suriname	2013	1
14	2013-11-16	1	Aruba	ABCS Tournament	Bonaire	2	✅	Curaçao	Willemstad	Bonaire	2013	2
15	2013-11-14	2	Curaçao	ABCS Tournament	Aruba	0	❌	Curaçao	Willemstad	Curaçao	2013	3
16	2013-11-14	0	Bonaire	ABCS Tournament	Suriname	2	✅	Curaçao	Willemstad	Suriname	2013	4
17	2015-02-01	4	Curaçao	ABCS Tournament	Bonaire	1	✅	Suriname	Paramaribo	Curaçao	2015	1
18	2015-02-01	1	Suriname	ABCS Tournament	Aruba	0	❌	Suriname	Paramaribo	Suriname	2015	2
19	2015-01-30	3	Suriname	ABCS Tournament	Bonaire	0	❌	Suriname	Paramaribo	Suriname	2015	3
20	2015-01-30	0	Curaçao	ABCS Tournament	Aruba	0	✅	Suriname	Paramaribo	[null]	2015	4
21	1956-09-15	5	South Korea	AFC Asian Cup	Vietnam Republic	3	✅	Hong Kong	So Kon Po	South Korea	1956	1
22	1956-09-12	2	Israel	AFC Asian Cup	Vietnam Republic	1	✅	Hong Kong	So Kon Po	Israel	1956	2
23	1956-09-09	2	Hong Kong	AFC Asian Cup	Vietnam Republic	2	❌	Hong Kong	So Kon Po	[null]	1956	3
24	1956-09-08	1	Israel	AFC Asian Cup	South Korea	2	✅	Hong Kong	So Kon Po	South Korea	1956	4
25	1956-09-06	2	Hong Kong	AFC Asian Cup	South Korea	2	❌	Hong Kong	So Kon Po	[null]	1956	5
26	1956-09-01	2	Hong Kong	AFC Asian Cup	Israel	3	❌	Hong Kong	So Kon Po	Israel	1956	6
27	1960-10-21	1	South Korea	AFC Asian Cup	Chinese Taipei	0	❌	South Korea	Seoul	South Korea	1960	1
28	1960-10-20	1	Israel	AFC Asian Cup	Chinese Taipei	0	✅	South Korea	Seoul	Israel	1960	2
29	1960-10-19	5	Israel	AFC Asian Cup	Vietnam Republic	1	✅	South Korea	Seoul	Israel	1960	3
30	1960-10-17	3	South Korea	AFC Asian Cup	Israel	0	❌	South Korea	Seoul	South Korea	1960	4
31	1960-10-17	2	Chinese Taipei	AFC Asian Cup	Vietnam Republic	0	✅	South Korea	Seoul	Chinese Taipei	1960	5
32	1960-10-14	5	South Korea	AFC Asian Cup	Vietnam Republic	1	❌	South Korea	Seoul	South Korea	1960	6
33	1964-06-03	2	Israel	AFC Asian Cup	South Korea	1	❌	Israel	Ramat-Gan	Israel	1964	1
34	1964-06-02	1	Hong Kong	AFC Asian Cup	India	3	✅	Israel	Jaffa	India	1964	2
35	1964-05-31	0	Hong Kong	AFC Asian Cup	South Korea	1	✅	Israel	Jerusalem	South Korea	1964	3
36	1964-05-29	2	Israel	AFC Asian Cup	India	0	❌	Israel	Jaffa	Israel	1964	4
37	1964-05-27	2	India	AFC Asian Cup	South Korea	0	✅	Israel	Haifa	India	1964	5
38	1964-05-26	1	Israel	AFC Asian Cup	Hong Kong	0	❌	Israel	Ramat-Gan	Israel	1964	6
39	1968-05-19	2	Iran	AFC Asian Cup	Israel	1	❌	Iran	Teheran	Iran	1968	1
40	1968-05-18	2	Burma	AFC Asian Cup	Hong Kong	0	✅	Iran	Teheran	Burma	1968	2
41	1968-05-17	4	Israel	AFC Asian Cup	Chinese Taipei	1	✅	Iran	Teheran	Israel	1968	3
42	1968-05-16	3	Iran	AFC Asian Cup	Burma	1	❌	Iran	Teheran	Iran	1968	4
43	1968-05-15	1	Hong Kong	AFC Asian Cup	Chinese Taipei	1	✅	Iran	Teheran	[null]	1968	5
44	1968-05-14	1	Burma	AFC Asian Cup	Israel	0	✅	Iran	Teheran	Burma	1968	6
45	1968-05-13	4	Iran	AFC Asian Cup	Chinese Taipei	0	❌	Iran	Teheran	Iran	1968	7
46	1968-05-12	1	Hong Kong	AFC Asian Cup	Israel	6	✅	Iran	Teheran	Israel	1968	8
47	1968-05-11	1	Burma	AFC Asian Cup	Chinese Taipei	1	✅	Iran	Teheran	[null]	1968	9
48	1968-05-10	2	Iran	AFC Asian Cup	Hong Kong	0	❌	Iran	Teheran	Iran	1968	10
49	1972-05-19	2	Thailand	AFC Asian Cup	Cambodia	2	❌	Thailand	Bangkok	[null]	1972	1
50	1972-05-19	2	Iran	AFC Asian Cup	South Korea	1	✅	Thailand	Bangkok	Iran	1972	2
51	1972-05-17	1	Thailand	AFC Asian Cup	South Korea	1	❌	Thailand	Bangkok	[null]	1972	3
52	1972-05-16	2	Iran	AFC Asian Cup	Cambodia	1	✅	Thailand	Bangkok	Iran	1972	4
53	1972-05-14	4	Cambodia	AFC Asian Cup	Kuwait	0	✅	Thailand	Bangkok	Cambodia	1972	5
54	1972-05-13	2	Thailand	AFC Asian Cup	Iran	3	❌	Thailand	Bangkok	Iran	1972	6
55	1972-05-12	1	South Korea	AFC Asian Cup	Kuwait	2	✅	Thailand	Bangkok	Kuwait	1972	7
56	1972-05-11	1	Thailand	AFC Asian Cup	Iraq	1	❌	Thailand	Bangkok	[null]	1972	8
57	1972-05-10	1	Cambodia	AFC Asian Cup	South Korea	4	✅	Thailand	Bangkok	South Korea	1972	9
58	1972-05-09	3	Iran	AFC Asian Cup	Iraq	0	✅	Thailand	Bangkok	Iran	1972	10
59	1972-05-08	0	Thailand	AFC Asian Cup	Kuwait	2	❌	Thailand	Bangkok	Kuwait	1972	11
60	1972-05-07	2	Iran	AFC Asian Cup	Cambodia	0	✅	Thailand	Bangkok	Iran	1972	12
61	1972-05-07	0	South Korea	AFC Asian Cup	Iraq	0	✅	Thailand	Bangkok	[null]	1972	13
62	1976-06-13	1	Iran	AFC Asian Cup	Kuwait	0	❌	Iran	Teheran	Iran	1976	1
63	1976-06-13	1	China PR	AFC Asian Cup	Iraq	0	✅	Iran	Teheran	China PR	1976	2
64	1976-06-10	2	Iraq	AFC Asian Cup	Kuwait	3	✅	Iran	Teheran	Kuwait	1976	3
65	1976-06-10	2	Iran	AFC Asian Cup	China PR	0	❌	Iran	Teheran	Iran	1976	4
66	1976-06-08	8	Iran	AFC Asian Cup	Yemen	0	❌	Iran	Teheran	Iran	1976	5
67	1976-06-07	0	China PR	AFC Asian Cup	Kuwait	1	✅	Iran	Teheran	Kuwait	1976	6
68	1976-06-06	1	Iraq	AFC Asian Cup	Yemen	0	✅	Iran	Teheran	Iraq	1976	7
69	1976-06-05	1	China PR	AFC Asian Cup	Malaysia	1	✅	Iran	Teheran	[null]	1976	8
70	1976-06-04	2	Iran	AFC Asian Cup	Iraq	0	❌	Iran	Teheran	Iran	1976	9
71	1976-06-03	2	Kuwait	AFC Asian Cup	Malaysia	0	✅	Iran	Teheran	Kuwait	1976	10
72	1980-09-30	3	Kuwait	AFC Asian Cup	South Korea	0	❌	Kuwait	Kuwait City	Kuwait	1980	1
73	1980-09-29	3	Iran	AFC Asian Cup	North Korea	0	✅	Kuwait	Kuwait City	Iran	1980	2
74	1980-09-28	2	South Korea	AFC Asian Cup	North Korea	1	✅	Kuwait	Kuwait City	South Korea	1980	3
75	1980-09-28	2	Kuwait	AFC Asian Cup	Iran	1	❌	Kuwait	Kuwait City	Kuwait	1980	4
76	1980-09-26	1	Syria	AFC Asian Cup	North Korea	2	✅	Kuwait	Kuwait City	North Korea	1980	5
77	1980-09-25	6	China PR	AFC Asian Cup	Bangladesh	0	✅	Kuwait	Kuwait City	China PR	1980	6
78	1980-09-25	4	Kuwait	AFC Asian Cup	Qatar	0	❌	Kuwait	Kuwait City	Kuwait	1980	7
79	1980-09-24	4	South Korea	AFC Asian Cup	United Arab Emirates	1	✅	Kuwait	Kuwait City	South Korea	1980	8
80	1980-09-24	3	Iran	AFC Asian Cup	North Korea	2	✅	Kuwait	Kuwait City	Iran	1980	9
81	1980-09-23	1	Syria	AFC Asian Cup	China PR	0	✅	Kuwait	Kuwait City	Syria	1980	10
82	1980-09-23	1	Malaysia	AFC Asian Cup	Qatar	1	✅	Kuwait	Kuwait City	[null]	1980	11
83	1980-09-22	0	Bangladesh	AFC Asian Cup	Iran	7	✅	Kuwait	Kuwait City	Iran	1980	12
84	1980-09-21	0	Kuwait	AFC Asian Cup	South Korea	3	❌	Kuwait	Kuwait City	South Korea	1980	13
85	1980-09-20	2	China PR	AFC Asian Cup	Iran	2	✅	Kuwait	Kuwait City	[null]	1980	14
86	1980-09-20	0	United Arab Emirates	AFC Asian Cup	Malaysia	2	✅	Kuwait	Kuwait City	Malaysia	1980	15
87	1980-09-19	0	Qatar	AFC Asian Cup	South Korea	2	✅	Kuwait	Kuwait City	South Korea	1980	16
88	1980-09-19	0	Bangladesh	AFC Asian Cup	Syria	1	✅	Kuwait	Kuwait City	Syria	1980	17
89	1980-09-18	3	Kuwait	AFC Asian Cup	Malaysia	1	❌	Kuwait	Kuwait City	Kuwait	1980	18
90	1980-09-18	2	North Korea	AFC Asian Cup	China PR	1	✅	Kuwait	Kuwait City	North Korea	1980	19
91	1980-09-17	2	Qatar	AFC Asian Cup	United Arab Emirates	1	✅	Kuwait	Kuwait City	Qatar	1980	20
92	1980-09-17	0	Iran	AFC Asian Cup	Syria	0	✅	Kuwait	Kuwait City	[null]	1980	21
93	1980-09-16	3	North Korea	AFC Asian Cup	Bangladesh	2	✅	Kuwait	Kuwait City	North Korea	1980	22
94	1980-09-16	1	Malaysia	AFC Asian Cup	South Korea	1	✅	Kuwait	Kuwait City	[null]	1980	23
95	1980-09-15	1	Kuwait	AFC Asian Cup	United Arab Emirates	1	❌	Kuwait	Kuwait City	[null]	1980	24
96	1984-12-16	2	Saudi Arabia	AFC Asian Cup	China PR	0	✅	Singapore	Kallang	Saudi Arabia	1984	1
97	1984-12-16	1	Iran	AFC Asian Cup	Kuwait	1	✅	Singapore	Kallang	[null]	1984	2
98	1984-12-14	0	Kuwait	AFC Asian Cup	China PR	1	✅	Singapore	Kallang	China PR	1984	3
99	1984-12-13	1	Saudi Arabia	AFC Asian Cup	Iran	1	✅	Singapore	Kallang	[null]	1984	4
100	1984-12-11	5	China PR	AFC Asian Cup	United Arab Emirates	0	✅	Singapore	Kallang	China PR	1984	5

Rows: 1-100 of 37525 | Columns: 12

We can filter the data by only considering the last games and top tournaments.

In [15]:

football.filter(conditions = [football["order_tournament"] == 1,
                              football["winner"] != None,
                              football["tournament"]._in(["FIFA World Cup", 
                                                          "UEFA Euro", 
                                                          "Copa América", 
                                                          "African Cup of Nations",
                                                          "AFC Asian Cup",
                                                          "Gold Cup"])])

37418 elements were filtered

Out[15]:

	📅 date Date	123 home_score Int	Abc home_team Varchar(64)	Abc tournament Varchar(84)	Abc away_team Varchar(64)	123 away_score Int	010 neutral Boolean	Abc country Varchar(64)	Abc city Varchar(56)	Abc winner Varchar(64)	123 year Integer	123 order_tournament Integer
1	1956-09-15	5	South Korea	AFC Asian Cup	Vietnam Republic	3	✅	Hong Kong	So Kon Po	South Korea	1956	1
2	1960-10-21	1	South Korea	AFC Asian Cup	Chinese Taipei	0	❌	South Korea	Seoul	South Korea	1960	1
3	1964-06-03	2	Israel	AFC Asian Cup	South Korea	1	❌	Israel	Ramat-Gan	Israel	1964	1
4	1968-05-19	2	Iran	AFC Asian Cup	Israel	1	❌	Iran	Teheran	Iran	1968	1
5	1972-05-19	2	Iran	AFC Asian Cup	South Korea	1	✅	Thailand	Bangkok	Iran	1972	1
6	1976-06-13	1	China PR	AFC Asian Cup	Iraq	0	✅	Iran	Teheran	China PR	1976	1
7	1980-09-30	3	Kuwait	AFC Asian Cup	South Korea	0	❌	Kuwait	Kuwait City	Kuwait	1980	1
8	2000-10-29	0	China PR	AFC Asian Cup	South Korea	1	✅	Lebanon	Beirut	South Korea	2000	1
9	2004-08-07	1	China PR	AFC Asian Cup	Japan	3	❌	China PR	Beijing	Japan	2004	1
10	2007-07-29	1	Iraq	AFC Asian Cup	Saudi Arabia	0	✅	Indonesia	Jakarta	Iraq	2007	1
11	2011-01-29	0	Australia	AFC Asian Cup	Japan	1	✅	Qatar	Doha	Japan	2011	1
12	2015-01-31	2	Australia	AFC Asian Cup	South Korea	1	❌	Australia	Sydney	Australia	2015	1
13	1957-02-16	4	Egypt	African Cup of Nations	Ethiopia	0	✅	Sudan	Khartoum	Egypt	1957	1
14	1959-05-29	2	Egypt	African Cup of Nations	Sudan	1	✅	United Arab Republic	Cairo	Egypt	1959	1
15	1962-01-21	4	Ethiopia	African Cup of Nations	Egypt	2	❌	Ethiopia	Addis Abeba	Ethiopia	1962	1
16	1963-12-01	3	Ghana	African Cup of Nations	Sudan	0	❌	Ghana	Accra	Ghana	1963	1
17	1965-11-21	1	Ivory Coast	African Cup of Nations	Senegal	0	✅	Tunisia	Tunis	Ivory Coast	1965	1
18	1968-01-21	0	Ethiopia	African Cup of Nations	Ivory Coast	1	❌	Ethiopia	Addis Abeba	Ivory Coast	1968	1
19	1970-02-16	1	Sudan	African Cup of Nations	Ghana	0	❌	Sudan	Khartoum	Sudan	1970	1
20	1972-03-05	3	Congo	African Cup of Nations	Mali	2	✅	Cameroon	Yaoundé	Congo	1972	1
21	1974-03-14	2	DR Congo	African Cup of Nations	Zambia	0	✅	Egypt	Cairo	DR Congo	1974	1
22	1978-03-16	2	Ghana	African Cup of Nations	Uganda	0	❌	Ghana	Accra	Ghana	1978	1
23	1980-03-22	3	Nigeria	African Cup of Nations	Algeria	0	❌	Nigeria	Lagos	Nigeria	1980	1
24	1984-03-18	3	Cameroon	African Cup of Nations	Nigeria	1	✅	Ivory Coast	Abidjan	Cameroon	1984	1
25	1988-03-27	1	Cameroon	African Cup of Nations	Nigeria	0	✅	Morocco	Casablanca	Cameroon	1988	1
26	1990-03-16	1	Algeria	African Cup of Nations	Nigeria	0	❌	Algeria	Algiers	Algeria	1990	1
27	1994-04-10	2	Nigeria	African Cup of Nations	Zambia	1	✅	Tunisia	Tunis	Nigeria	1994	1
28	1996-02-03	1	Zambia	African Cup of Nations	Ghana	0	✅	South Africa	Johannesburg	Zambia	1996	1
29	1998-02-28	0	South Africa	African Cup of Nations	Egypt	2	✅	Burkina Faso	Ouagadougou	Egypt	1998	1
30	2004-02-14	2	Tunisia	African Cup of Nations	Morocco	1	❌	Tunisia	Radès	Tunisia	2004	1
31	2008-02-10	0	Cameroon	African Cup of Nations	Egypt	1	✅	Ghana	Accra	Egypt	2008	1
32	2010-01-31	0	Ghana	African Cup of Nations	Egypt	1	✅	Angola	Luanda	Egypt	2010	1
33	2013-02-10	1	Nigeria	African Cup of Nations	Burkina Faso	0	✅	South Africa	Johannesburg	Nigeria	2013	1
34	1917-10-14	1	Uruguay	Copa América	Argentina	0	❌	Uruguay	Montevideo	Uruguay	1917	1
35	1919-05-29	1	Brazil	Copa América	Uruguay	0	❌	Brazil	Rio de Janeiro	Brazil	1919	1
36	1920-10-03	1	Chile	Copa América	Uruguay	2	❌	Chile	Viña del Mar	Uruguay	1920	1
37	1921-10-30	1	Argentina	Copa América	Uruguay	0	❌	Argentina	Buenos Aires	Argentina	1921	1
38	1922-10-22	3	Brazil	Copa América	Paraguay	0	❌	Brazil	Rio de Janeiro	Brazil	1922	1
39	1923-12-02	2	Uruguay	Copa América	Argentina	0	❌	Uruguay	Montevideo	Uruguay	1923	1
40	1926-11-03	5	Chile	Copa América	Paraguay	1	❌	Chile	Santiago	Chile	1926	1
41	1927-11-27	1	Peru	Copa América	Argentina	5	❌	Peru	Lima	Argentina	1927	1
42	1929-11-17	2	Argentina	Copa América	Uruguay	0	❌	Argentina	Buenos Aires	Argentina	1929	1
43	1935-01-27	0	Argentina	Copa América	Uruguay	3	✅	Peru	Lima	Uruguay	1935	1
44	1936-12-30	2	Argentina	Copa América	Chile	1	❌	Argentina	Buenos Aires	Argentina	1936	1
45	1937-02-01	2	Argentina	Copa América	Brazil	0	❌	Argentina	Buenos Aires	Argentina	1937	1
46	1939-02-12	1	Ecuador	Copa América	Paraguay	3	✅	Peru	Lima	Paraguay	1939	1
47	1941-03-04	0	Chile	Copa América	Argentina	1	❌	Chile	Santiago	Argentina	1941	1
48	1945-02-28	0	Chile	Copa América	Brazil	1	❌	Chile	Santiago	Brazil	1945	1
49	1946-02-10	2	Argentina	Copa América	Brazil	0	❌	Argentina	Buenos Aires	Argentina	1946	1
50	1947-12-31	3	Bolivia	Copa América	Chile	4	✅	Ecuador	Guayaquil	Chile	1947	1
51	1949-05-11	7	Brazil	Copa América	Paraguay	0	❌	Brazil	Rio de Janeiro	Brazil	1949	1
52	1953-04-01	2	Brazil	Copa América	Paraguay	3	✅	Peru	Lima	Paraguay	1953	1
53	1956-02-15	1	Uruguay	Copa América	Argentina	0	❌	Uruguay	Montevideo	Uruguay	1956	1
54	1957-04-06	2	Peru	Copa América	Argentina	1	❌	Peru	Lima	Peru	1957	1
55	1959-12-25	3	Ecuador	Copa América	Paraguay	1	❌	Ecuador	Guayaquil	Ecuador	1959	1
56	1966-12-28	3	Paraguay	Copa América	Ecuador	1	❌	Paraguay	Asunción	Paraguay	1966	1
57	1967-02-02	1	Uruguay	Copa América	Argentina	0	❌	Uruguay	Montevideo	Uruguay	1967	1
58	1975-10-28	0	Colombia	Copa América	Peru	1	✅	Venezuela	Caracas	Peru	1975	1
59	1987-07-12	0	Chile	Copa América	Uruguay	1	✅	Argentina	Buenos Aires	Uruguay	1987	1
60	1991-07-21	0	Chile	Copa América	Brazil	2	❌	Chile	Santiago	Brazil	1991	1
61	1993-07-04	2	Argentina	Copa América	Mexico	1	✅	Ecuador	Guayaquil	Argentina	1993	1
62	1997-06-29	1	Bolivia	Copa América	Brazil	3	❌	Bolivia	La Paz	Brazil	1997	1
63	1999-07-18	3	Brazil	Copa América	Uruguay	0	✅	Paraguay	Asunción	Brazil	1999	1
64	2001-07-29	1	Colombia	Copa América	Mexico	0	❌	Colombia	Bogotá	Colombia	2001	1
65	2007-07-15	3	Brazil	Copa América	Argentina	0	✅	Venezuela	Maracaibo	Brazil	2007	1
66	2011-07-24	3	Uruguay	Copa América	Paraguay	0	✅	Argentina	Buenos Aires	Uruguay	2011	1
67	1930-07-30	4	Uruguay	FIFA World Cup	Argentina	2	❌	Uruguay	Montevideo	Uruguay	1930	1
68	1934-06-10	2	Italy	FIFA World Cup	Czech Republic	1	❌	Italy	Rome	Italy	1934	1
69	1938-06-19	2	Hungary	FIFA World Cup	Italy	4	✅	France	Colombes	Italy	1938	1
70	1950-07-16	1	Brazil	FIFA World Cup	Uruguay	2	❌	Brazil	Rio de Janeiro	Uruguay	1950	1
71	1954-07-04	3	Germany	FIFA World Cup	Hungary	2	✅	Switzerland	Berne	Germany	1954	1
72	1958-06-29	2	Sweden	FIFA World Cup	Brazil	5	❌	Sweden	Solna	Brazil	1958	1
73	1962-06-17	3	Brazil	FIFA World Cup	Czech Republic	1	✅	Chile	Santiago	Brazil	1962	1
74	1966-07-30	4	England	FIFA World Cup	Germany	2	❌	England	London	England	1966	1
75	1970-06-21	4	Brazil	FIFA World Cup	Italy	1	✅	Mexico	Mexico City	Brazil	1970	1
76	1974-07-07	2	Germany	FIFA World Cup	Netherlands	1	❌	Germany	Munich	Germany	1974	1
77	1978-06-25	3	Argentina	FIFA World Cup	Netherlands	1	❌	Argentina	Buenos Aires	Argentina	1978	1
78	1982-07-11	3	Italy	FIFA World Cup	Germany	1	✅	Spain	Madrid	Italy	1982	1
79	1986-06-29	3	Argentina	FIFA World Cup	Germany	2	✅	Mexico	Mexico City	Argentina	1986	1
80	1990-07-08	1	Germany	FIFA World Cup	Argentina	0	✅	Italy	Rome	Germany	1990	1
81	1998-07-12	3	France	FIFA World Cup	Brazil	0	❌	France	Saint-Denis	France	1998	1
82	2002-06-30	0	Germany	FIFA World Cup	Brazil	2	✅	Japan	Yokohama	Brazil	2002	1
83	2010-07-11	0	Netherlands	FIFA World Cup	Spain	1	✅	South Africa	Johannesburg	Spain	2010	1
84	2014-07-13	1	Germany	FIFA World Cup	Argentina	0	✅	Brazil	Rio de Janeiro	Germany	2014	1
85	1996-01-21	2	Mexico	Gold Cup	Brazil	0	✅	United States	Los Angeles	Mexico	1996	1
86	1998-02-15	0	United States	Gold Cup	Mexico	1	❌	United States	Los Angeles	Mexico	1998	1
87	2000-02-27	2	Canada	Gold Cup	Colombia	0	✅	United States	Los Angeles	Canada	2000	1
88	2002-02-02	2	Canada	Gold Cup	South Korea	1	✅	United States	Pasadena	Canada	2002	1
89	2003-07-27	1	Mexico	Gold Cup	Brazil	0	❌	Mexico	Mexico City	Mexico	2003	1
90	2007-06-24	2	United States	Gold Cup	Mexico	1	❌	United States	Chicago	United States	2007	1
91	2009-07-26	0	United States	Gold Cup	Mexico	5	❌	United States	East Rutherford	Mexico	2009	1
92	2011-06-25	2	United States	Gold Cup	Mexico	4	❌	United States	Pasadena	Mexico	2011	1
93	2013-07-28	1	United States	Gold Cup	Panama	0	❌	United States	Chicago	United States	2013	1
94	2015-07-26	1	Jamaica	Gold Cup	Mexico	3	✅	United States	Philadelphia	Mexico	2015	1
95	1960-07-10	2	Russia	UEFA Euro	Serbia	1	✅	France	Paris	Russia	1960	1
96	1964-06-21	2	Spain	UEFA Euro	Russia	1	❌	Spain	Madrid	Spain	1964	1
97	1968-06-10	2	Italy	UEFA Euro	Serbia	0	❌	Italy	Rome	Italy	1968	1
98	1972-06-18	3	Germany	UEFA Euro	Russia	0	✅	Belgium	Brussels	Germany	1972	1
99	1980-06-22	1	Belgium	UEFA Euro	Germany	2	✅	Italy	Rome	Germany	1980	1
100	1984-06-27	2	France	UEFA Euro	Spain	0	❌	France	Paris	France	1984	1

Rows: 1-100 of 107 | Columns: 12

Let's consider the World Cup as a special tournament. It is the only one where the confrontations between the top teams is possible.

In [16]:

football["Word_Cup"] = st.decode(football["tournament"], 
                                 "FIFA World Cup", 1, 0)

We can compute all the number of cup-wins by team. As expected, Brazil and Germany are the top football teams.

In [17]:

agg = [st.sum(football["Word_Cup"])._as("nb_World_Cup"),
       st.sum(1 - football["Word_Cup"])._as("nb_Continental_Cup")]
football_cup_winners = football.groupby(["winner"], agg)
football_cup_winners.sort({"nb_World_Cup": "desc",
                           "nb_Continental_Cup": "desc"}).head(10)

Out[17]:

	Abc winner Varchar(64)	123 nb_World_Cup Integer	123 nb_Continental_Cup Integer
1	Brazil	4	8
2	Germany	4	3
3	Italy	3	1
4	Uruguay	2	8
5	Argentina	2	8
6	Spain	1	3
7	France	1	2
8	England	1	0
9	Mexico	0	6
10	Egypt	0	5

Rows: 1-10 | Columns: 3

Let's export the result to our Vertica database.

In [19]:

vp.drop("football_cup_winners", relation_type = "table")
football_cup_winners.to_db("football_cup_winners", 
                           relation_type = "table")

Out[19]:

	Abc winner Varchar(64)	123 nb_World_Cup Integer	123 nb_Continental_Cup Integer
1	Brazil	4	8
2	Germany	4	3
3	Italy	3	1
4	Uruguay	2	8
5	Argentina	2	8
6	Spain	1	3
7	France	1	2
8	England	1	0
9	Mexico	0	6
10	Egypt	0	5
11	Paraguay	0	3
12	Nigeria	0	3
13	South Korea	0	3
14	Peru	0	2
15	Canada	0	2
16	Cameroon	0	2
17	Iran	0	2
18	Japan	0	2
19	Chile	0	2
20	Ivory Coast	0	2
21	Ghana	0	2
22	United States	0	2
23	Israel	0	1
24	Algeria	0	1
25	Netherlands	0	1
26	Australia	0	1
27	China PR	0	1
28	DR Congo	0	1
29	Denmark	0	1
30	Congo	0	1
31	Iraq	0	1
32	Ecuador	0	1
33	Kuwait	0	1
34	Colombia	0	1
35	Ethiopia	0	1
36	Zambia	0	1
37	Tunisia	0	1
38	Russia	0	1
39	Sudan	0	1
40	Greece	0	1

Rows: 1-40 | Columns: 3

Team Confederations¶

Looking into team confederations could help our analysis. For example, this might help us quantify skill differences between different continents. A team that had played a qualification of a specific location can only belong to that tournament confederation.

First let's encode the different continents so we can compute the correct aggregations.

In [20]:

football = vp.read_csv("data/football.csv")
football.case_when('confederation', 
                   football["tournament"] == 'UEFA Euro qualification', 5,
                   football["tournament"] == 'African Cup of Nations qualification', 4,
                   football["tournament"] == 'AFC Asian Cup qualification', 3,
                   football["tournament"] == 'Copa América', 2,
                   football["tournament"] == 'Gold Cup', 1, 0)

Out[20]:

	📅 date Date	Abc home_team Varchar(64)	Abc away_team Varchar(64)	123 home_score Int	123 away_score Int	Abc tournament Varchar(84)	Abc city Varchar(56)	Abc country Varchar(64)	010 neutral Boolean	123 confederation Integer
1	1872-11-30	Scotland	England	0	0	Friendly	Glasgow	Scotland	❌	0
2	1873-03-08	England	Scotland	4	2	Friendly	London	England	❌	0
3	1874-03-07	Scotland	England	2	1	Friendly	Glasgow	Scotland	❌	0
4	1875-03-06	England	Scotland	2	2	Friendly	London	England	❌	0
5	1876-03-04	Scotland	England	3	0	Friendly	Glasgow	Scotland	❌	0
6	1876-03-25	Scotland	Wales	4	0	Friendly	Glasgow	Scotland	❌	0
7	1877-03-03	England	Scotland	1	3	Friendly	London	England	❌	0
8	1877-03-05	Wales	Scotland	0	2	Friendly	Wrexham	Wales	❌	0
9	1878-03-02	Scotland	England	7	2	Friendly	Glasgow	Scotland	❌	0
10	1878-03-23	Scotland	Wales	9	0	Friendly	Glasgow	Scotland	❌	0
11	1879-01-18	England	Wales	2	1	Friendly	London	England	❌	0
12	1879-04-05	England	Scotland	5	4	Friendly	London	England	❌	0
13	1879-04-07	Wales	Scotland	0	3	Friendly	Wrexham	Wales	❌	0
14	1880-03-13	Scotland	England	5	4	Friendly	Glasgow	Scotland	❌	0
15	1880-03-15	Wales	England	2	3	Friendly	Wrexham	Wales	❌	0
16	1880-03-27	Scotland	Wales	5	1	Friendly	Glasgow	Scotland	❌	0
17	1881-02-26	England	Wales	0	1	Friendly	Blackburn	England	❌	0
18	1881-03-12	England	Scotland	1	6	Friendly	London	England	❌	0
19	1881-03-14	Wales	Scotland	1	5	Friendly	Wrexham	Wales	❌	0
20	1882-02-18	Northern Ireland	England	0	13	Friendly	Belfast	Republic of Ireland	❌	0
21	1882-02-25	Wales	Northern Ireland	7	1	Friendly	Wrexham	Wales	❌	0
22	1882-03-11	Scotland	England	5	1	Friendly	Glasgow	Scotland	❌	0
23	1882-03-13	Wales	England	5	3	Friendly	Wrexham	Wales	❌	0
24	1882-03-25	Scotland	Wales	5	0	Friendly	Glasgow	Scotland	❌	0
25	1883-02-03	England	Wales	5	0	Friendly	London	England	❌	0
26	1883-02-24	England	Northern Ireland	7	0	Friendly	Liverpool	England	❌	0
27	1883-03-10	England	Scotland	2	3	Friendly	Sheffield	England	❌	0
28	1883-03-12	Wales	Scotland	0	3	Friendly	Wrexham	Wales	❌	0
29	1883-03-17	Northern Ireland	Wales	1	1	Friendly	Belfast	Republic of Ireland	❌	0
30	1884-01-26	Northern Ireland	Scotland	0	5	British Championship	Belfast	Republic of Ireland	❌	0
31	1884-02-09	Wales	Northern Ireland	6	0	British Championship	Wrexham	Wales	❌	0
32	1884-02-23	Northern Ireland	England	1	8	British Championship	Belfast	Republic of Ireland	❌	0
33	1884-03-15	Scotland	England	1	0	British Championship	Glasgow	Scotland	❌	0
34	1884-03-17	Wales	England	0	4	British Championship	Wrexham	Wales	❌	0
35	1884-03-29	Scotland	Wales	4	1	British Championship	Glasgow	Scotland	❌	0
36	1885-02-28	England	Northern Ireland	4	0	British Championship	Manchester	England	❌	0
37	1885-03-14	England	Wales	1	1	British Championship	Blackburn	England	❌	0
38	1885-03-14	Scotland	Northern Ireland	8	2	British Championship	Glasgow	Scotland	❌	0
39	1885-03-21	England	Scotland	1	1	British Championship	London	England	❌	0
40	1885-03-23	Wales	Scotland	1	8	British Championship	Wrexham	Wales	❌	0
41	1885-04-11	Northern Ireland	Wales	2	8	British Championship	Belfast	Republic of Ireland	❌	0
42	1885-11-28	United States	Canada	0	1	Friendly	Newark	United States	❌	0
43	1886-02-27	Wales	Northern Ireland	5	0	British Championship	Wrexham	Wales	❌	0
44	1886-03-13	Northern Ireland	England	1	6	British Championship	Belfast	Republic of Ireland	❌	0
45	1886-03-20	Northern Ireland	Scotland	2	7	British Championship	Belfast	Republic of Ireland	❌	0
46	1886-03-27	Scotland	England	1	1	British Championship	Glasgow	Scotland	❌	0
47	1886-03-29	Wales	England	1	3	British Championship	Wrexham	Wales	❌	0
48	1886-04-10	Scotland	Wales	4	1	British Championship	Glasgow	Scotland	❌	0
49	1886-11-25	United States	Canada	3	2	Friendly	Newark	United States	❌	0
50	1887-02-05	England	Northern Ireland	7	0	British Championship	Sheffield	England	❌	0
51	1887-02-19	Scotland	Northern Ireland	4	1	British Championship	Glasgow	Scotland	❌	0
52	1887-02-26	England	Wales	4	0	British Championship	London	England	❌	0
53	1887-03-12	Northern Ireland	Wales	4	1	British Championship	Belfast	Republic of Ireland	❌	0
54	1887-03-19	England	Scotland	2	3	British Championship	Blackburn	England	❌	0
55	1887-03-21	Wales	Scotland	0	2	British Championship	Wrexham	Wales	❌	0
56	1888-02-04	England	Wales	5	1	British Championship	Crewe	England	❌	0
57	1888-03-03	Wales	Northern Ireland	11	0	British Championship	Wrexham	Wales	❌	0
58	1888-03-10	Scotland	Wales	5	1	British Championship	Edinburgh	Scotland	❌	0
59	1888-03-17	Scotland	England	0	5	British Championship	Glasgow	Scotland	❌	0
60	1888-03-24	Northern Ireland	Scotland	2	10	British Championship	Belfast	Republic of Ireland	❌	0
61	1888-04-07	Northern Ireland	England	1	5	British Championship	Belfast	Republic of Ireland	❌	0
62	1888-09-19	Scotland	Canada	4	0	Friendly	Glasgow	Scotland	❌	0
63	1889-02-23	England	Wales	4	1	British Championship	Stoke-on-Trent	England	❌	0
64	1889-03-02	England	Northern Ireland	6	1	British Championship	Liverpool	England	❌	0
65	1889-03-09	Scotland	Northern Ireland	7	0	British Championship	Glasgow	Scotland	❌	0
66	1889-04-13	England	Scotland	2	3	British Championship	London	England	❌	0
67	1889-04-15	Wales	Scotland	0	0	British Championship	Wrexham	Wales	❌	0
68	1889-04-27	Northern Ireland	Wales	1	3	British Championship	Belfast	Republic of Ireland	❌	0
69	1890-02-08	Wales	Northern Ireland	5	2	British Championship	Shrewsbury	England	✅	0
70	1890-03-15	Northern Ireland	England	1	9	British Championship	Belfast	Republic of Ireland	❌	0
71	1890-03-15	Wales	England	1	3	British Championship	Wrexham	Wales	❌	0
72	1890-03-22	Scotland	Wales	5	0	British Championship	Paisley	Scotland	❌	0
73	1890-03-29	Northern Ireland	Scotland	1	4	British Championship	Belfast	Republic of Ireland	❌	0
74	1890-04-05	Scotland	England	1	1	British Championship	Glasgow	Scotland	❌	0
75	1891-02-07	Northern Ireland	Wales	7	2	British Championship	Belfast	Republic of Ireland	❌	0
76	1891-03-07	England	Northern Ireland	6	1	British Championship	Wolverhampton	England	❌	0
77	1891-03-07	England	Wales	4	1	British Championship	Sunderland	England	❌	0
78	1891-03-21	Wales	Scotland	3	4	British Championship	Wrexham	Wales	❌	0
79	1891-03-28	Scotland	Northern Ireland	2	1	British Championship	Glasgow	Scotland	❌	0
80	1891-04-06	England	Scotland	2	1	British Championship	Blackburn	England	❌	0
81	1892-02-27	Wales	Northern Ireland	1	1	British Championship	Bangor	Wales	❌	0
82	1892-03-05	Northern Ireland	England	0	2	British Championship	Belfast	Republic of Ireland	❌	0
83	1892-03-05	Wales	England	0	2	British Championship	Wrexham	Wales	❌	0
84	1892-03-19	Northern Ireland	Scotland	2	3	British Championship	Belfast	Republic of Ireland	❌	0
85	1892-03-26	Scotland	Wales	6	1	British Championship	Edinburgh	Scotland	❌	0
86	1892-04-02	Scotland	England	1	4	British Championship	Glasgow	Scotland	❌	0
87	1893-02-25	England	Northern Ireland	6	1	British Championship	Birmingham	England	❌	0
88	1893-03-13	England	Wales	6	0	British Championship	Stoke-on-Trent	England	❌	0
89	1893-03-18	Wales	Scotland	0	8	British Championship	Wrexham	Wales	❌	0
90	1893-03-25	Scotland	Northern Ireland	6	1	British Championship	Glasgow	Scotland	❌	0
91	1893-04-01	England	Scotland	5	2	British Championship	Richmond	England	❌	0
92	1894-02-24	Wales	Northern Ireland	4	1	British Championship	Swansea	Wales	❌	0
93	1894-03-03	Northern Ireland	England	2	2	British Championship	Belfast	Republic of Ireland	❌	0
94	1894-03-12	Wales	England	1	5	British Championship	Wrexham	Wales	❌	0
95	1894-03-24	Scotland	Wales	5	2	British Championship	Kilmarnock	Scotland	❌	0
96	1894-03-31	Northern Ireland	Scotland	1	2	British Championship	Belfast	Republic of Ireland	❌	0
97	1894-04-07	Scotland	England	2	2	British Championship	Glasgow	Scotland	❌	0
98	1895-03-09	England	Northern Ireland	9	0	British Championship	Derby	England	❌	0
99	1895-03-16	Northern Ireland	Wales	2	2	British Championship	Belfast	Republic of Ireland	❌	0
100	1895-03-18	England	Wales	1	1	British Championship	London	England	❌	0

Rows: 1-100 | Columns: 10

We can aggregate the data and get each team's continent.

In [21]:

confederation = football.groupby(["home_team"],
                                 [st.max(football["confederation"])._as("confederation")])
display(confederation)

	Abc home_team Varchar(64)	123 confederation Integer
1	Kernow	0
2	Martinique	1
3	New Zealand	0
4	Orkney	0
5	Saint Helena	0
6	Iran	3
7	South Africa	4
8	Sápmi	0
9	Morocco	4
10	Gozo	0
11	Åland Islands	0
12	Honduras	2
13	Panjab	0
14	Artsakh	0
15	Scotland	5
16	Mauritania	4
17	Matabeleland	0
18	Falkland Islands	0
19	Eswatini	4
20	Poland	5
21	Monaco	0
22	Rwanda	4
23	Saint Vincent and the Grenadines	0
24	Serbia	5
25	Burma	3
26	Tonga	0
27	Saudi Arabia	3
28	Gibraltar	5
29	Denmark	5
30	Iceland	5
31	Northern Ireland	5
32	Cape Verde	4
33	Montserrat	0
34	Gabon	4
35	Angola	4
36	Uruguay	2
37	Réunion	0
38	North Macedonia	5
39	Croatia	5
40	Chameria	0
41	Tahiti	0
42	Singapore	3
43	Belize	0
44	United Arab Emirates	3
45	Vatican City	0
46	Republic of St. Pauli	0
47	Găgăuzia	0
48	Saint Pierre and Miquelon	0
49	Ynys Môn	0
50	Parishes of Jersey	0
51	Togo	4
52	Arameans Suryoye	0
53	Sweden	5
54	Crimea	0
55	South Sudan	4
56	Northern Cyprus	0
57	Brittany	0
58	Madagascar	4
59	Vanuatu	0
60	São Tomé and Príncipe	4
61	Italy	5
62	Papua New Guinea	0
63	Curaçao	1
64	Botswana	4
65	French Guiana	1
66	Székely Land	0
67	Padania	0
68	Macau	3
69	Kosovo	5
70	Liberia	4
71	Sudan	4
72	Nepal	3
73	Iraqi Kurdistan	0
74	Isle of Wight	0
75	Gambia	4
76	Lesotho	4
77	Hitra	0
78	Bahamas	0
79	Romania	5
80	United Koreans in Japan	0
81	Central African Republic	4
82	Malaysia	3
83	Tanzania	4
84	Estonia	5
85	Aruba	0
86	Guinea	4
87	Ellan Vannin	0
88	Yorkshire	0
89	Zambia	4
90	Chad	4
91	Uzbekistan	3
92	Turkey	5
93	Solomon Islands	0
94	Australia	3
95	India	3
96	Somaliland	0
97	Cyprus	5
98	Micronesia	0
99	Saarland	0
100	Russia	5

Rows: 1-100 | Columns: 2

We can decode the previous label encoding.

In [22]:

confederation["confederation"].decode(5, "UEFA",
                                      4, "CAF",
                                      3, "AFC",
                                      2, "CONMEBOL",
                                      1, "CONCACAF",
                                      "OFC")

Out[22]:

	Abc home_team Varchar(64)	Abc confederation Varchar(8)
1	Kernow	OFC
2	Martinique	CONCACAF
3	New Zealand	OFC
4	Orkney	OFC
5	Saint Helena	OFC
6	Iran	AFC
7	South Africa	CAF
8	Sápmi	OFC
9	Morocco	CAF
10	Gozo	OFC
11	Åland Islands	OFC
12	Honduras	CONMEBOL
13	Panjab	OFC
14	Artsakh	OFC
15	Scotland	UEFA
16	Mauritania	CAF
17	Matabeleland	OFC
18	Falkland Islands	OFC
19	Eswatini	CAF
20	Poland	UEFA
21	Monaco	OFC
22	Rwanda	CAF
23	Saint Vincent and the Grenadines	OFC
24	Serbia	UEFA
25	Burma	AFC
26	Tonga	OFC
27	Saudi Arabia	AFC
28	Gibraltar	UEFA
29	Denmark	UEFA
30	Iceland	UEFA
31	Northern Ireland	UEFA
32	Cape Verde	CAF
33	Montserrat	OFC
34	Gabon	CAF
35	Angola	CAF
36	Uruguay	CONMEBOL
37	Réunion	OFC
38	North Macedonia	UEFA
39	Croatia	UEFA
40	Chameria	OFC
41	Tahiti	OFC
42	Singapore	AFC
43	Belize	OFC
44	United Arab Emirates	AFC
45	Vatican City	OFC
46	Republic of St. Pauli	OFC
47	Găgăuzia	OFC
48	Saint Pierre and Miquelon	OFC
49	Ynys Môn	OFC
50	Parishes of Jersey	OFC
51	Togo	CAF
52	Arameans Suryoye	OFC
53	Sweden	UEFA
54	Crimea	OFC
55	South Sudan	CAF
56	Northern Cyprus	OFC
57	Brittany	OFC
58	Madagascar	CAF
59	Vanuatu	OFC
60	São Tomé and Príncipe	CAF
61	Italy	UEFA
62	Papua New Guinea	OFC
63	Curaçao	CONCACAF
64	Botswana	CAF
65	French Guiana	CONCACAF
66	Székely Land	OFC
67	Padania	OFC
68	Macau	AFC
69	Kosovo	UEFA
70	Liberia	CAF
71	Sudan	CAF
72	Nepal	AFC
73	Iraqi Kurdistan	OFC
74	Isle of Wight	OFC
75	Gambia	CAF
76	Lesotho	CAF
77	Hitra	OFC
78	Bahamas	OFC
79	Romania	UEFA
80	United Koreans in Japan	OFC
81	Central African Republic	CAF
82	Malaysia	AFC
83	Tanzania	CAF
84	Estonia	UEFA
85	Aruba	OFC
86	Guinea	CAF
87	Ellan Vannin	OFC
88	Yorkshire	OFC
89	Zambia	CAF
90	Chad	CAF
91	Uzbekistan	AFC
92	Turkey	UEFA
93	Solomon Islands	OFC
94	Australia	AFC
95	India	AFC
96	Somaliland	OFC
97	Cyprus	UEFA
98	Micronesia	OFC
99	Saarland	OFC
100	Russia	UEFA

Rows: 1-100 | Columns: 2

Let's export the result to our Vertica database.

In [23]:

vp.drop("confederation")
confederation["home_team"].rename("team")
confederation.to_db(name = "confederation",
                    relation_type = "table")

Out[23]:

	Abc confederation Varchar(8)	Abc team Varchar(64)
1	OFC	Kernow
2	CONCACAF	Martinique
3	OFC	New Zealand
4	OFC	Orkney
5	OFC	Saint Helena
6	AFC	Iran
7	CAF	South Africa
8	OFC	Sápmi
9	CAF	Morocco
10	OFC	Gozo
11	OFC	Åland Islands
12	CONMEBOL	Honduras
13	OFC	Panjab
14	OFC	Artsakh
15	UEFA	Scotland
16	CAF	Mauritania
17	OFC	Matabeleland
18	OFC	Falkland Islands
19	CAF	Eswatini
20	UEFA	Poland
21	OFC	Monaco
22	CAF	Rwanda
23	OFC	Saint Vincent and the Grenadines
24	UEFA	Serbia
25	AFC	Burma
26	OFC	Tonga
27	AFC	Saudi Arabia
28	UEFA	Gibraltar
29	UEFA	Denmark
30	UEFA	Iceland
31	UEFA	Northern Ireland
32	CAF	Cape Verde
33	OFC	Montserrat
34	CAF	Gabon
35	CAF	Angola
36	CONMEBOL	Uruguay
37	OFC	Réunion
38	UEFA	North Macedonia
39	UEFA	Croatia
40	OFC	Chameria
41	OFC	Tahiti
42	AFC	Singapore
43	OFC	Belize
44	AFC	United Arab Emirates
45	OFC	Vatican City
46	OFC	Republic of St. Pauli
47	OFC	Găgăuzia
48	OFC	Saint Pierre and Miquelon
49	OFC	Ynys Môn
50	OFC	Parishes of Jersey
51	CAF	Togo
52	OFC	Arameans Suryoye
53	UEFA	Sweden
54	OFC	Crimea
55	CAF	South Sudan
56	OFC	Northern Cyprus
57	OFC	Brittany
58	CAF	Madagascar
59	OFC	Vanuatu
60	CAF	São Tomé and Príncipe
61	UEFA	Italy
62	OFC	Papua New Guinea
63	CONCACAF	Curaçao
64	CAF	Botswana
65	CONCACAF	French Guiana
66	OFC	Székely Land
67	OFC	Padania
68	AFC	Macau
69	UEFA	Kosovo
70	CAF	Liberia
71	CAF	Sudan
72	AFC	Nepal
73	OFC	Iraqi Kurdistan
74	OFC	Isle of Wight
75	CAF	Gambia
76	CAF	Lesotho
77	OFC	Hitra
78	OFC	Bahamas
79	UEFA	Romania
80	OFC	United Koreans in Japan
81	CAF	Central African Republic
82	AFC	Malaysia
83	CAF	Tanzania
84	UEFA	Estonia
85	OFC	Aruba
86	CAF	Guinea
87	OFC	Ellan Vannin
88	OFC	Yorkshire
89	CAF	Zambia
90	CAF	Chad
91	AFC	Uzbekistan
92	UEFA	Turkey
93	OFC	Solomon Islands
94	AFC	Australia
95	AFC	India
96	OFC	Somaliland
97	UEFA	Cyprus
98	OFC	Micronesia
99	OFC	Saarland
100	UEFA	Russia

Rows: 1-100 | Columns: 2

Team KPIs¶

We use just two variables to track teams: away_team and home_team. This makes it a bit difficult to compute new features. We need to duplicate the dataset and intervert the two teams. This way, we can compute KPIs using a partition by the first team to avoid double-counting any games.

In [24]:

football = vp.vDataFrame("football_clean")
football.filter(st.year(football["date"]) <= 2015)
football["home_team"].rename("team1")
football["home_score"].rename("team1_score")
football["away_team"].rename("team2")
football["away_score"].rename("team2_score")
football["neutral"].decode(True, 0, 1)

football2 = vp.vDataFrame("football_clean")
football2.filter(st.year(football["date"]) <= 2015)
football2["home_team"].rename("team2")
football2["home_score"].rename("team2_score")
football2["away_team"].rename("team1")
football2["away_score"].rename("team1_score")
football2["neutral"].decode(True, 0, 2)


# Merging the 2 interverted datasets
all_matchs = football.append(football2)
all_matchs["neutral"].rename("home_team_id")

3884 elements were filtered
3884 elements were filtered

Out[24]:

	📅 date Date	Abc tournament Varchar(84)	Abc country Varchar(64)	Abc city Varchar(56)	Abc team1 Varchar(64)	123 team1_score Integer	Abc team2 Varchar(64)	123 team2_score Integer	123 home_team_id Integer
1	1872-11-30	Friendly	Scotland	Glasgow	Scotland	0	England	0	1
2	1873-03-08	Friendly	England	London	England	4	Scotland	2	1
3	1874-03-07	Friendly	Scotland	Glasgow	Scotland	2	England	1	1
4	1875-03-06	Friendly	England	London	England	2	Scotland	2	1
5	1876-03-04	Friendly	Scotland	Glasgow	Scotland	3	England	0	1
6	1876-03-25	Friendly	Scotland	Glasgow	Scotland	4	Wales	0	1
7	1877-03-03	Friendly	England	London	England	1	Scotland	3	1
8	1877-03-05	Friendly	Wales	Wrexham	Wales	0	Scotland	2	1
9	1878-03-02	Friendly	Scotland	Glasgow	Scotland	7	England	2	1
10	1878-03-23	Friendly	Scotland	Glasgow	Scotland	9	Wales	0	1
11	1879-01-18	Friendly	England	London	England	2	Wales	1	1
12	1879-04-05	Friendly	England	London	England	5	Scotland	4	1
13	1879-04-07	Friendly	Wales	Wrexham	Wales	0	Scotland	3	1
14	1880-03-13	Friendly	Scotland	Glasgow	Scotland	5	England	4	1
15	1880-03-15	Friendly	Wales	Wrexham	Wales	2	England	3	1
16	1880-03-27	Friendly	Scotland	Glasgow	Scotland	5	Wales	1	1
17	1881-02-26	Friendly	England	Blackburn	England	0	Wales	1	1
18	1881-03-12	Friendly	England	London	England	1	Scotland	6	1
19	1881-03-14	Friendly	Wales	Wrexham	Wales	1	Scotland	5	1
20	1882-02-18	Friendly	Republic of Ireland	Belfast	Northern Ireland	0	England	13	1
21	1882-02-25	Friendly	Wales	Wrexham	Wales	7	Northern Ireland	1	1
22	1882-03-11	Friendly	Scotland	Glasgow	Scotland	5	England	1	1
23	1882-03-13	Friendly	Wales	Wrexham	Wales	5	England	3	1
24	1882-03-25	Friendly	Scotland	Glasgow	Scotland	5	Wales	0	1
25	1883-02-03	Friendly	England	London	England	5	Wales	0	1
26	1883-02-24	Friendly	England	Liverpool	England	7	Northern Ireland	0	1
27	1883-03-10	Friendly	England	Sheffield	England	2	Scotland	3	1
28	1883-03-12	Friendly	Wales	Wrexham	Wales	0	Scotland	3	1
29	1883-03-17	Friendly	Republic of Ireland	Belfast	Northern Ireland	1	Wales	1	1
30	1884-01-26	British Championship	Republic of Ireland	Belfast	Northern Ireland	0	Scotland	5	1
31	1884-02-09	British Championship	Wales	Wrexham	Wales	6	Northern Ireland	0	1
32	1884-02-23	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	England	8	1
33	1884-03-15	British Championship	Scotland	Glasgow	Scotland	1	England	0	1
34	1884-03-17	British Championship	Wales	Wrexham	Wales	0	England	4	1
35	1884-03-29	British Championship	Scotland	Glasgow	Scotland	4	Wales	1	1
36	1885-02-28	British Championship	England	Manchester	England	4	Northern Ireland	0	1
37	1885-03-14	British Championship	England	Blackburn	England	1	Wales	1	1
38	1885-03-14	British Championship	Scotland	Glasgow	Scotland	8	Northern Ireland	2	1
39	1885-03-21	British Championship	England	London	England	1	Scotland	1	1
40	1885-03-23	British Championship	Wales	Wrexham	Wales	1	Scotland	8	1
41	1885-04-11	British Championship	Republic of Ireland	Belfast	Northern Ireland	2	Wales	8	1
42	1885-11-28	Friendly	United States	Newark	United States	0	Canada	1	1
43	1886-02-27	British Championship	Wales	Wrexham	Wales	5	Northern Ireland	0	1
44	1886-03-13	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	England	6	1
45	1886-03-20	British Championship	Republic of Ireland	Belfast	Northern Ireland	2	Scotland	7	1
46	1886-03-27	British Championship	Scotland	Glasgow	Scotland	1	England	1	1
47	1886-03-29	British Championship	Wales	Wrexham	Wales	1	England	3	1
48	1886-04-10	British Championship	Scotland	Glasgow	Scotland	4	Wales	1	1
49	1886-11-25	Friendly	United States	Newark	United States	3	Canada	2	1
50	1887-02-05	British Championship	England	Sheffield	England	7	Northern Ireland	0	1
51	1887-02-19	British Championship	Scotland	Glasgow	Scotland	4	Northern Ireland	1	1
52	1887-02-26	British Championship	England	London	England	4	Wales	0	1
53	1887-03-12	British Championship	Republic of Ireland	Belfast	Northern Ireland	4	Wales	1	1
54	1887-03-19	British Championship	England	Blackburn	England	2	Scotland	3	1
55	1887-03-21	British Championship	Wales	Wrexham	Wales	0	Scotland	2	1
56	1888-02-04	British Championship	England	Crewe	England	5	Wales	1	1
57	1888-03-03	British Championship	Wales	Wrexham	Wales	11	Northern Ireland	0	1
58	1888-03-10	British Championship	Scotland	Edinburgh	Scotland	5	Wales	1	1
59	1888-03-17	British Championship	Scotland	Glasgow	Scotland	0	England	5	1
60	1888-03-24	British Championship	Republic of Ireland	Belfast	Northern Ireland	2	Scotland	10	1
61	1888-04-07	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	England	5	1
62	1888-09-19	Friendly	Scotland	Glasgow	Scotland	4	Canada	0	1
63	1889-02-23	British Championship	England	Stoke-on-Trent	England	4	Wales	1	1
64	1889-03-02	British Championship	England	Liverpool	England	6	Northern Ireland	1	1
65	1889-03-09	British Championship	Scotland	Glasgow	Scotland	7	Northern Ireland	0	1
66	1889-04-13	British Championship	England	London	England	2	Scotland	3	1
67	1889-04-15	British Championship	Wales	Wrexham	Wales	0	Scotland	0	1
68	1889-04-27	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	Wales	3	1
69	1890-02-08	British Championship	England	Shrewsbury	Wales	5	Northern Ireland	2	0
70	1890-03-15	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	England	9	1
71	1890-03-15	British Championship	Wales	Wrexham	Wales	1	England	3	1
72	1890-03-22	British Championship	Scotland	Paisley	Scotland	5	Wales	0	1
73	1890-03-29	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	Scotland	4	1
74	1890-04-05	British Championship	Scotland	Glasgow	Scotland	1	England	1	1
75	1891-02-07	British Championship	Republic of Ireland	Belfast	Northern Ireland	7	Wales	2	1
76	1891-03-07	British Championship	England	Sunderland	England	4	Wales	1	1
77	1891-03-07	British Championship	England	Wolverhampton	England	6	Northern Ireland	1	1
78	1891-03-21	British Championship	Wales	Wrexham	Wales	3	Scotland	4	1
79	1891-03-28	British Championship	Scotland	Glasgow	Scotland	2	Northern Ireland	1	1
80	1891-04-06	British Championship	England	Blackburn	England	2	Scotland	1	1
81	1892-02-27	British Championship	Wales	Bangor	Wales	1	Northern Ireland	1	1
82	1892-03-05	British Championship	Republic of Ireland	Belfast	Northern Ireland	0	England	2	1
83	1892-03-05	British Championship	Wales	Wrexham	Wales	0	England	2	1
84	1892-03-19	British Championship	Republic of Ireland	Belfast	Northern Ireland	2	Scotland	3	1
85	1892-03-26	British Championship	Scotland	Edinburgh	Scotland	6	Wales	1	1
86	1892-04-02	British Championship	Scotland	Glasgow	Scotland	1	England	4	1
87	1893-02-25	British Championship	England	Birmingham	England	6	Northern Ireland	1	1
88	1893-03-13	British Championship	England	Stoke-on-Trent	England	6	Wales	0	1
89	1893-03-18	British Championship	Wales	Wrexham	Wales	0	Scotland	8	1
90	1893-03-25	British Championship	Scotland	Glasgow	Scotland	6	Northern Ireland	1	1
91	1893-04-01	British Championship	England	Richmond	England	5	Scotland	2	1
92	1894-02-24	British Championship	Wales	Swansea	Wales	4	Northern Ireland	1	1
93	1894-03-03	British Championship	Republic of Ireland	Belfast	Northern Ireland	2	England	2	1
94	1894-03-12	British Championship	Wales	Wrexham	Wales	1	England	5	1
95	1894-03-24	British Championship	Scotland	Kilmarnock	Scotland	5	Wales	2	1
96	1894-03-31	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	Scotland	2	1
97	1894-04-07	British Championship	Scotland	Glasgow	Scotland	2	England	2	1
98	1895-03-09	British Championship	England	Derby	England	9	Northern Ireland	0	1
99	1895-03-16	British Championship	Republic of Ireland	Belfast	Northern Ireland	2	Wales	2	1
100	1895-03-18	British Championship	England	London	England	1	Wales	1	1

Rows: 1-100 | Columns: 9

To compute the different aggregations, we need to add dummies which indicate the type of game and winner.

In [25]:

all_matchs["World_Tournament"] = st.case_when(all_matchs["tournament"]._in(["FIFA World Cup",
                                                                            "Confederations Cup"]), 1, 0)
all_matchs["Continental_Tournament"] = st.case_when(all_matchs["tournament"]._in([
                                                                            "UEFA Euro", 
                                                                            "Copa América", 
                                                                            "African Cup of Nations",
                                                                            "AFC Asian Cup",
                                                                            "Gold Cup",
                                                                            "FIFA World Cup qualification"]), 1, 0)
all_matchs["Victory_team1"] = (all_matchs["team1_score"] > all_matchs["team2_score"])
all_matchs["Victory_team1"].astype("int")
all_matchs["Draw"] = (all_matchs["team1_score"] == all_matchs["team2_score"])
all_matchs["Draw"].astype("int")

Out[25]:

	📅 date Date	Abc tournament Varchar(84)	Abc country Varchar(64)	Abc city Varchar(56)	Abc team1 Varchar(64)	123 team1_score Integer	Abc team2 Varchar(64)	123 team2_score Integer	123 home_team_id Integer	123 World_Tournament Integer	123 Continental_Tournament Integer	123 Victory_team1 Int	123 Draw Int
1	1872-11-30	Friendly	Scotland	Glasgow	Scotland	0	England	0	1	0	0	0	1
2	1873-03-08	Friendly	England	London	England	4	Scotland	2	1	0	0	1	0
3	1874-03-07	Friendly	Scotland	Glasgow	Scotland	2	England	1	1	0	0	1	0
4	1875-03-06	Friendly	England	London	England	2	Scotland	2	1	0	0	0	1
5	1876-03-04	Friendly	Scotland	Glasgow	Scotland	3	England	0	1	0	0	1	0
6	1876-03-25	Friendly	Scotland	Glasgow	Scotland	4	Wales	0	1	0	0	1	0
7	1877-03-03	Friendly	England	London	England	1	Scotland	3	1	0	0	0	0
8	1877-03-05	Friendly	Wales	Wrexham	Wales	0	Scotland	2	1	0	0	0	0
9	1878-03-02	Friendly	Scotland	Glasgow	Scotland	7	England	2	1	0	0	1	0
10	1878-03-23	Friendly	Scotland	Glasgow	Scotland	9	Wales	0	1	0	0	1	0
11	1879-01-18	Friendly	England	London	England	2	Wales	1	1	0	0	1	0
12	1879-04-05	Friendly	England	London	England	5	Scotland	4	1	0	0	1	0
13	1879-04-07	Friendly	Wales	Wrexham	Wales	0	Scotland	3	1	0	0	0	0
14	1880-03-13	Friendly	Scotland	Glasgow	Scotland	5	England	4	1	0	0	1	0
15	1880-03-15	Friendly	Wales	Wrexham	Wales	2	England	3	1	0	0	0	0
16	1880-03-27	Friendly	Scotland	Glasgow	Scotland	5	Wales	1	1	0	0	1	0
17	1881-02-26	Friendly	England	Blackburn	England	0	Wales	1	1	0	0	0	0
18	1881-03-12	Friendly	England	London	England	1	Scotland	6	1	0	0	0	0
19	1881-03-14	Friendly	Wales	Wrexham	Wales	1	Scotland	5	1	0	0	0	0
20	1882-02-18	Friendly	Republic of Ireland	Belfast	Northern Ireland	0	England	13	1	0	0	0	0
21	1882-02-25	Friendly	Wales	Wrexham	Wales	7	Northern Ireland	1	1	0	0	1	0
22	1882-03-11	Friendly	Scotland	Glasgow	Scotland	5	England	1	1	0	0	1	0
23	1882-03-13	Friendly	Wales	Wrexham	Wales	5	England	3	1	0	0	1	0
24	1882-03-25	Friendly	Scotland	Glasgow	Scotland	5	Wales	0	1	0	0	1	0
25	1883-02-03	Friendly	England	London	England	5	Wales	0	1	0	0	1	0
26	1883-02-24	Friendly	England	Liverpool	England	7	Northern Ireland	0	1	0	0	1	0
27	1883-03-10	Friendly	England	Sheffield	England	2	Scotland	3	1	0	0	0	0
28	1883-03-12	Friendly	Wales	Wrexham	Wales	0	Scotland	3	1	0	0	0	0
29	1883-03-17	Friendly	Republic of Ireland	Belfast	Northern Ireland	1	Wales	1	1	0	0	0	1
30	1884-01-26	British Championship	Republic of Ireland	Belfast	Northern Ireland	0	Scotland	5	1	0	0	0	0
31	1884-02-09	British Championship	Wales	Wrexham	Wales	6	Northern Ireland	0	1	0	0	1	0
32	1884-02-23	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	England	8	1	0	0	0	0
33	1884-03-15	British Championship	Scotland	Glasgow	Scotland	1	England	0	1	0	0	1	0
34	1884-03-17	British Championship	Wales	Wrexham	Wales	0	England	4	1	0	0	0	0
35	1884-03-29	British Championship	Scotland	Glasgow	Scotland	4	Wales	1	1	0	0	1	0
36	1885-02-28	British Championship	England	Manchester	England	4	Northern Ireland	0	1	0	0	1	0
37	1885-03-14	British Championship	England	Blackburn	England	1	Wales	1	1	0	0	0	1
38	1885-03-14	British Championship	Scotland	Glasgow	Scotland	8	Northern Ireland	2	1	0	0	1	0
39	1885-03-21	British Championship	England	London	England	1	Scotland	1	1	0	0	0	1
40	1885-03-23	British Championship	Wales	Wrexham	Wales	1	Scotland	8	1	0	0	0	0
41	1885-04-11	British Championship	Republic of Ireland	Belfast	Northern Ireland	2	Wales	8	1	0	0	0	0
42	1885-11-28	Friendly	United States	Newark	United States	0	Canada	1	1	0	0	0	0
43	1886-02-27	British Championship	Wales	Wrexham	Wales	5	Northern Ireland	0	1	0	0	1	0
44	1886-03-13	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	England	6	1	0	0	0	0
45	1886-03-20	British Championship	Republic of Ireland	Belfast	Northern Ireland	2	Scotland	7	1	0	0	0	0
46	1886-03-27	British Championship	Scotland	Glasgow	Scotland	1	England	1	1	0	0	0	1
47	1886-03-29	British Championship	Wales	Wrexham	Wales	1	England	3	1	0	0	0	0
48	1886-04-10	British Championship	Scotland	Glasgow	Scotland	4	Wales	1	1	0	0	1	0
49	1886-11-25	Friendly	United States	Newark	United States	3	Canada	2	1	0	0	1	0
50	1887-02-05	British Championship	England	Sheffield	England	7	Northern Ireland	0	1	0	0	1	0
51	1887-02-19	British Championship	Scotland	Glasgow	Scotland	4	Northern Ireland	1	1	0	0	1	0
52	1887-02-26	British Championship	England	London	England	4	Wales	0	1	0	0	1	0
53	1887-03-12	British Championship	Republic of Ireland	Belfast	Northern Ireland	4	Wales	1	1	0	0	1	0
54	1887-03-19	British Championship	England	Blackburn	England	2	Scotland	3	1	0	0	0	0
55	1887-03-21	British Championship	Wales	Wrexham	Wales	0	Scotland	2	1	0	0	0	0
56	1888-02-04	British Championship	England	Crewe	England	5	Wales	1	1	0	0	1	0
57	1888-03-03	British Championship	Wales	Wrexham	Wales	11	Northern Ireland	0	1	0	0	1	0
58	1888-03-10	British Championship	Scotland	Edinburgh	Scotland	5	Wales	1	1	0	0	1	0
59	1888-03-17	British Championship	Scotland	Glasgow	Scotland	0	England	5	1	0	0	0	0
60	1888-03-24	British Championship	Republic of Ireland	Belfast	Northern Ireland	2	Scotland	10	1	0	0	0	0
61	1888-04-07	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	England	5	1	0	0	0	0
62	1888-09-19	Friendly	Scotland	Glasgow	Scotland	4	Canada	0	1	0	0	1	0
63	1889-02-23	British Championship	England	Stoke-on-Trent	England	4	Wales	1	1	0	0	1	0
64	1889-03-02	British Championship	England	Liverpool	England	6	Northern Ireland	1	1	0	0	1	0
65	1889-03-09	British Championship	Scotland	Glasgow	Scotland	7	Northern Ireland	0	1	0	0	1	0
66	1889-04-13	British Championship	England	London	England	2	Scotland	3	1	0	0	0	0
67	1889-04-15	British Championship	Wales	Wrexham	Wales	0	Scotland	0	1	0	0	0	1
68	1889-04-27	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	Wales	3	1	0	0	0	0
69	1890-02-08	British Championship	England	Shrewsbury	Wales	5	Northern Ireland	2	0	0	0	1	0
70	1890-03-15	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	England	9	1	0	0	0	0
71	1890-03-15	British Championship	Wales	Wrexham	Wales	1	England	3	1	0	0	0	0
72	1890-03-22	British Championship	Scotland	Paisley	Scotland	5	Wales	0	1	0	0	1	0
73	1890-03-29	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	Scotland	4	1	0	0	0	0
74	1890-04-05	British Championship	Scotland	Glasgow	Scotland	1	England	1	1	0	0	0	1
75	1891-02-07	British Championship	Republic of Ireland	Belfast	Northern Ireland	7	Wales	2	1	0	0	1	0
76	1891-03-07	British Championship	England	Sunderland	England	4	Wales	1	1	0	0	1	0
77	1891-03-07	British Championship	England	Wolverhampton	England	6	Northern Ireland	1	1	0	0	1	0
78	1891-03-21	British Championship	Wales	Wrexham	Wales	3	Scotland	4	1	0	0	0	0
79	1891-03-28	British Championship	Scotland	Glasgow	Scotland	2	Northern Ireland	1	1	0	0	1	0
80	1891-04-06	British Championship	England	Blackburn	England	2	Scotland	1	1	0	0	1	0
81	1892-02-27	British Championship	Wales	Bangor	Wales	1	Northern Ireland	1	1	0	0	0	1
82	1892-03-05	British Championship	Republic of Ireland	Belfast	Northern Ireland	0	England	2	1	0	0	0	0
83	1892-03-05	British Championship	Wales	Wrexham	Wales	0	England	2	1	0	0	0	0
84	1892-03-19	British Championship	Republic of Ireland	Belfast	Northern Ireland	2	Scotland	3	1	0	0	0	0
85	1892-03-26	British Championship	Scotland	Edinburgh	Scotland	6	Wales	1	1	0	0	1	0
86	1892-04-02	British Championship	Scotland	Glasgow	Scotland	1	England	4	1	0	0	0	0
87	1893-02-25	British Championship	England	Birmingham	England	6	Northern Ireland	1	1	0	0	1	0
88	1893-03-13	British Championship	England	Stoke-on-Trent	England	6	Wales	0	1	0	0	1	0
89	1893-03-18	British Championship	Wales	Wrexham	Wales	0	Scotland	8	1	0	0	0	0
90	1893-03-25	British Championship	Scotland	Glasgow	Scotland	6	Northern Ireland	1	1	0	0	1	0
91	1893-04-01	British Championship	England	Richmond	England	5	Scotland	2	1	0	0	1	0
92	1894-02-24	British Championship	Wales	Swansea	Wales	4	Northern Ireland	1	1	0	0	1	0
93	1894-03-03	British Championship	Republic of Ireland	Belfast	Northern Ireland	2	England	2	1	0	0	0	1
94	1894-03-12	British Championship	Wales	Wrexham	Wales	1	England	5	1	0	0	0	0
95	1894-03-24	British Championship	Scotland	Kilmarnock	Scotland	5	Wales	2	1	0	0	1	0
96	1894-03-31	British Championship	Republic of Ireland	Belfast	Northern Ireland	1	Scotland	2	1	0	0	0	0
97	1894-04-07	British Championship	Scotland	Glasgow	Scotland	2	England	2	1	0	0	0	1
98	1895-03-09	British Championship	England	Derby	England	9	Northern Ireland	0	1	0	0	1	0
99	1895-03-16	British Championship	Republic of Ireland	Belfast	Northern Ireland	2	Wales	2	1	0	0	0	1
100	1895-03-18	British Championship	England	London	England	1	Wales	1	1	0	0	0	1

Rows: 1-100 | Columns: 13

Now we can compute each team's KPI.

In [26]:

teams_kpi = all_matchs.groupby(["team1"],
   [st.sum(all_matchs["World_Tournament"])._as("Number_Games_World_Tournament"),
    st.sum(all_matchs["Continental_Tournament"])._as("Number_Games_Continental_Tournament"),
    st.avg(st.decode(all_matchs["World_Tournament"], 
                     1, all_matchs["Victory_team1"]))._as("Percent_Victory_World_Tournament"),
    st.avg(st.decode(all_matchs["Continental_Tournament"], 
                     1, all_matchs["Victory_team1"]))._as("Percent_Victory_Continental_Tournament"),
    st.avg(st.case_when((all_matchs["home_team_id"] == 1) & 
                        (all_matchs["World_Tournament"] == 0) &
                        (all_matchs["Continental_Tournament"] == 0), 
                        all_matchs["Victory_team1"], None))._as("Percent_Victory_Home"),
    st.avg(st.case_when((all_matchs["home_team_id"] != 1) & 
                        (all_matchs["World_Tournament"] == 0) &
                        (all_matchs["Continental_Tournament"] == 0), 
                        all_matchs["Victory_team1"], None))._as("Percent_Victory_Away"),
    st.avg(all_matchs["Victory_team1"])._as("Percent_Victory"),
    st.avg(all_matchs["Draw"])._as("Percent_Draw"),
    st.avg(all_matchs["team1_score"])._as("Avg_goals"),
    st.avg(all_matchs["team2_score"])._as("Avg_goals_conceded")]).sort({"Number_Games_World_Tournament": "desc"})
display(teams_kpi)

	Abc team1 Varchar(64)	123 Number_Games_World_Tournament Integer	123 Integer	123 Percent_Victory_World_Tournament Float	123 Float	123 Percent_Victory_Home Float	123 Percent_Victory_Away Float	123 Percent_Victory Float	123 Percent_Draw Float	123 Avg_goals Float	123 Avg_goals_conceded Float
1	Brazil	137		0.678832116788321		0.733333333333333	0.59375	0.635091496232508	0.20021528525296	2.19375672766416	0.93756727664155
2	Germany	120		0.6		0.608391608391608	0.470212765957447	0.555369127516778	0.208053691275168	2.0998322147651	1.17953020134228
3	Italy	91		0.527472527472527		0.643884892086331	0.346456692913386	0.524568393094289	0.282868525896414	1.69588313413015	0.98273572377158
4	Argentina	87		0.540229885057471		0.638095238095238	0.406060606060606	0.536060279870829	0.248654467168999	1.86544671689989	1.05059203444564
5	Mexico	75		0.306666666666667		0.542483660130719	0.423566878980892	0.495	0.2375	1.7475	1.07625
6	Spain	69		0.521739130434783		0.676855895196507	0.465686274509804	0.581395348837209	0.224806201550388	1.96744186046512	0.908527131782946
7	France	69		0.536231884057971		0.532110091743119	0.363636363636364	0.480818414322251	0.214833759590793	1.75831202046036	1.34271099744246
8	England	62		0.419354838709677		0.61878453038674	0.530864197530864	0.565762004175365	0.241127348643006	2.19937369519833	0.992693110647182
9	Uruguay	61		0.409836065573771		0.5	0.300724637681159	0.430274135876043	0.245530393325387	1.57568533969011	1.26460071513707
10	Netherlands	50		0.54		0.542253521126761	0.385214007782101	0.503373819163293	0.228070175438596	2.06207827260459	1.24966261808367
11	United States	48		0.291666666666667		0.406542056074766	0.262068965517241	0.419614147909968	0.212218649517685	1.41961414790997	1.37138263665595
12	Sweden	46		0.347826086956522		0.580555555555556	0.410926365795724	0.494288681204569	0.217030114226376	2.00519210799585	1.30633437175493
13	Serbia	43		0.395348837209302		0.544502617801047	0.38150289017341	0.456460674157303	0.219101123595506	1.81601123595506	1.37921348314607
14	Belgium	41		0.341463414634146		0.478571428571429	0.284615384615385	0.410614525139665	0.21927374301676	1.68435754189944	1.60614525139665
15	Russia	40		0.425		0.593220338983051	0.456140350877193	0.521671826625387	0.264705882352941	1.71981424148607	0.93343653250774
16	Czech Republic	38		0.368421052631579		0.654320987654321	0.34185303514377	0.483311081441923	0.221628838451268	1.8437917222964	1.23497997329773
17	South Korea	34		0.205882352941176		0.578947368421053	0.512261580381471	0.528678304239402	0.256857855361596	1.78304239401496	0.897755610972569
18	Chile	33		0.333333333333333		0.558282208588957	0.257142857142857	0.38048090523338	0.206506364922207	1.42149929278642	1.46534653465347
19	Switzerland	33		0.333333333333333		0.413333333333333	0.227586206896552	0.339095744680851	0.216755319148936	1.44148936170213	1.7313829787234
20	Japan	33		0.272727272727273		0.526315789473684	0.400943396226415	0.471830985915493	0.234154929577465	1.72007042253521	1.16021126760563
21	Hungary	32		0.46875		0.580924855491329	0.382278481012658	0.474099099099099	0.219594594594595	2.07207207207207	1.4954954954955
22	Poland	31		0.483870967741935		0.5	0.352112676056338	0.425974025974026	0.251948051948052	1.68441558441558	1.37012987012987
23	Cameroon	31		0.258064516129032		0.588235294117647	0.320574162679426	0.44258872651357	0.30062630480167	1.42171189979123	1.05427974947808
24	Austria	29		0.413793103448276		0.483766233766234	0.306338028169014	0.41112618724559	0.219810040705563	1.79782903663501	1.59294436906377
25	Paraguay	27		0.259259259259259		0.442307692307692	0.290983606557377	0.363770250368188	0.262150220913108	1.33578792341679	1.43888070692194
26	Portugal	26		0.5		0.544502617801047	0.346153846153846	0.471223021582734	0.23021582733813	1.63129496402878	1.20143884892086
27	Australia	26		0.269230769230769		0.439393939393939	0.51123595505618	0.498942917547569	0.211416490486258	2.03171247357294	1.11205073995772
28	Bulgaria	26		0.115384615384615		0.481081081081081	0.292763157894737	0.37245696400626	0.251956181533646	1.43192488262911	1.47104851330203
29	Saudi Arabia	25		0.2		0.56043956043956	0.417061611374408	0.483245149911817	0.227513227513228	1.59611992945326	1.04585537918871
30	Nigeria	24		0.291666666666667		0.62037037037037	0.319047619047619	0.458015267175573	0.295801526717557	1.49618320610687	1.00381679389313
31	Colombia	23		0.391304347826087		0.46875	0.357142857142857	0.378	0.272	1.206	1.21
32	Scotland	23		0.173913043478261		0.58477508650519	0.394230769230769	0.476510067114094	0.21744966442953	1.7503355704698	1.2255033557047
33	Romania	21		0.380952380952381		0.592233009708738	0.311864406779661	0.440184049079755	0.256134969325153	1.64570552147239	1.28834355828221
34	Denmark	19		0.526315789473684		0.552542372881356	0.346666666666667	0.44607190412783	0.203728362183755	1.77762982689747	1.42876165113182
35	South Africa	17		0.176470588235294		0.52755905511811	0.370967741935484	0.444759206798867	0.274787535410765	1.3399433427762	1.00849858356941
36	Croatia	16		0.4375		0.670588235294118	0.425742574257426	0.533834586466165	0.270676691729323	1.75187969924812	0.981203007518797
37	Turkey	15		0.466666666666667		0.45398773006135	0.338028169014085	0.381957773512476	0.238003838771593	1.3320537428023	1.42802303262956
38	Peru	15		0.266666666666667		0.428571428571429	0.22360248447205	0.312937062937063	0.243006993006993	1.22902097902098	1.46853146853147
39	Tunisia	15		0.133333333333333		0.531578947368421	0.277777777777778	0.416666666666667	0.291666666666667	1.43371212121212	1.06439393939394
40	Costa Rica	15		0.333333333333333		0.623853211009174	0.331730769230769	0.429872495446266	0.256830601092896	1.67030965391621	1.16757741347905
41	New Zealand	15		0.0		0.486842105263158	0.346820809248555	0.404761904761905	0.181547619047619	1.74702380952381	1.61309523809524
42	Morocco	13		0.153846153846154		0.612244897959184	0.354838709677419	0.451680672268908	0.300420168067227	1.38865546218487	0.873949579831933
43	Algeria	13		0.230769230769231		0.580645161290323	0.31638418079096	0.415217391304348	0.280434782608696	1.35434782608696	1.0304347826087
44	Northern Ireland	13		0.230769230769231		0.290178571428571	0.172131147540984	0.243781094527363	0.232172470978441	1.04311774461028	1.95356550580431
45	Greece	13		0.153846153846154		0.459016393442623	0.262626262626263	0.365019011406844	0.252851711026616	1.23954372623574	1.42015209125475
46	Republic of Ireland	13		0.153846153846154		0.487562189054726	0.310344827586207	0.391969407265774	0.277246653919694	1.40152963671128	1.24665391969407
47	Iran	12		0.0833333333333333		0.641509433962264	0.430379746835443	0.534368070953437	0.261640798226164	1.84035476718404	0.835920177383592
48	Ghana	12		0.333333333333333		0.672727272727273	0.384057971014493	0.48220640569395	0.256227758007117	1.6423487544484	1.04092526690391
49	Ivory Coast	11		0.272727272727273		0.691729323308271	0.4	0.502946954813359	0.24950884086444	1.63457760314342	1.05304518664047
50	Ecuador	10		0.4		0.59375	0.24025974025974	0.294491525423729	0.245762711864407	1.19491525423729	1.65042372881356
51	Egypt	10		0.1		0.582352941176471	0.373913043478261	0.486301369863014	0.25	1.64383561643836	1.03595890410959
52	Honduras	9		0.0		0.548387096774194	0.33160621761658	0.408510638297872	0.261702127659574	1.49148936170213	1.22340425531915
53	Bolivia	9		0.0		0.378787878787879	0.138613861386139	0.221957040572792	0.248210023866348	1.0381861575179	1.94272076372315
54	Norway	8		0.25		0.394822006472492	0.334346504559271	0.359947643979058	0.227748691099476	1.50130890052356	1.68455497382199
55	North Korea	7		0.142857142857143		0.733333333333333	0.408839779005525	0.426666666666667	0.27	1.61	1.03666666666667
56	Canada	6		0.0		0.338709677419355	0.281481481481481	0.331412103746398	0.239193083573487	1.04899135446686	1.39769452449568
57	El Salvador	6		0.0		0.481927710843373	0.200913242009132	0.321120689655172	0.226293103448276	1.22629310344828	1.48706896551724
58	United Arab Emirates	6		0.166666666666667		0.47682119205298	0.336842105263158	0.395744680851064	0.248936170212766	1.41489361702128	1.28510638297872
59	Iraq	6		0.0		0.666666666666667	0.436241610738255	0.467611336032389	0.277327935222672	1.62145748987854	0.945344129554656
60	Slovenia	6		0.166666666666667		0.426470588235294	0.285714285714286	0.352112676056338	0.234741784037559	1.23943661971831	1.27230046948357
61	Wales	5		0.2		0.367088607594937	0.265151515151515	0.310064935064935	0.212662337662338	1.25324675324675	1.69318181818182
62	Ukraine	5		0.4		0.528571428571429	0.337078651685393	0.440528634361233	0.290748898678414	1.39647577092511	0.973568281938326
63	Senegal	5		0.4		0.648	0.336065573770492	0.422916666666667	0.26875	1.2875	1.00208333333333
64	Slovakia	4		0.25		0.45	0.333333333333333	0.401606425702811	0.236947791164659	1.44176706827309	1.30120481927711
65	Israel	3		0.0		0.389261744966443	0.30327868852459	0.349246231155779	0.251256281407035	1.45477386934673	1.45226130653266
66	DR Congo	3		0.0		0.615384615384615	0.308108108108108	0.391304347826087	0.268115942028986	1.5024154589372	1.2536231884058
67	Tahiti	3		0.0		0.483870967741935	0.584615384615385	0.518324607329843	0.12565445026178	2.51832460732984	1.70157068062827
68	Bosnia and Herzegovina	3		0.333333333333333		0.428571428571429	0.304878048780488	0.384615384615385	0.214285714285714	1.42857142857143	1.39010989010989
69	Haiti	3		0.0		0.530434782608696	0.358585858585859	0.413875598086124	0.232057416267943	1.5622009569378	1.31818181818182
70	Trinidad and Tobago	3		0.0		0.622448979591837	0.376344086021505	0.452648475120385	0.210272873194221	1.73996789727127	1.27447833065811
71	Cuba	3		0.333333333333333		0.45	0.372881355932203	0.346153846153846	0.25	1.32051282051282	1.43910256410256
72	Angola	3		0.0		0.5625	0.253521126760563	0.352750809061489	0.352750809061489	1.1747572815534	1.042071197411
73	China PR	3		0.0		0.579617834394904	0.395833333333333	0.488117001828154	0.226691042047532	1.83729433272395	1.08775137111517
74	Jamaica	3		0.333333333333333		0.530487804878049	0.309734513274336	0.387715930902111	0.228406909788868	1.31861804222649	1.33781190019194
75	Togo	3		0.0		0.484536082474227	0.236363636363636	0.314285714285714	0.245714285714286	1.08285714285714	1.39142857142857
76	Kuwait	3		0.0		0.457317073170732	0.379166666666667	0.424074074074074	0.272222222222222	1.55555555555556	1.07962962962963
77	Indonesia	1		0.0		0.492647058823529	0.359060402684564	0.377176015473888	0.187620889748549	1.67311411992263	1.67504835589942
78	Northern Mariana Islands	0		[null]		0.0	0.133333333333333	0.111111111111111	0.0555555555555556	0.888888888888889	4.16666666666667
79	Ellan Vannin	0		[null]		[null]	0.0	0.0	0.666666666666667	0.666666666666667	1.0
80	Montserrat	0		[null]		1.0	0.105263157894737	0.133333333333333	0.0666666666666667	1.03333333333333	4.4
81	Georgia	0		[null]		0.490909090909091	0.23	0.293532338308458	0.189054726368159	1.12935323383085	1.48258706467662
82	Lesotho	0		[null]		0.216867469879518	0.150943396226415	0.169014084507042	0.309859154929577	0.779342723004695	1.61971830985915
83	Anguilla	0		[null]		0.0	0.09375	0.0625	0.0625	0.666666666666667	4.04166666666667
84	Venezuela	0		[null]		0.470588235294118	0.238636363636364	0.23598820058997	0.206489675516224	0.994100294985251	2.01769911504425
85	Gotland	0		[null]		0.6	0.285714285714286	0.346153846153846	0.153846153846154	2.46153846153846	2.0
86	Mongolia	0		[null]		1.0	0.241379310344828	0.266666666666667	0.0888888888888889	1.08888888888889	3.22222222222222
87	Vietnam Republic	0		[null]		0.615384615384615	0.39047619047619	0.431372549019608	0.176470588235294	1.83660130718954	1.73202614379085
88	Curaçao	0		[null]		0.666666666666667	0.294444444444444	0.356435643564356	0.267326732673267	1.54785478547855	1.67656765676568
89	Jordan	0		[null]		0.411214953271028	0.286624203821656	0.347953216374269	0.286549707602339	1.18421052631579	1.1140350877193
90	Central African Republic	0		[null]		0.352941176470588	0.12	0.168831168831169	0.207792207792208	1.02597402597403	2.06493506493507
91	Nepal	0		[null]		0.394736842105263	0.146341463414634	0.206666666666667	0.14	0.813333333333333	2.58666666666667
92	Syria	0		[null]		0.431372549019608	0.331818181818182	0.373595505617978	0.23314606741573	1.48033707865169	1.3314606741573
93	Zanzibar	0		[null]		0.172413793103448	0.19047619047619	0.187817258883249	0.192893401015228	0.888324873096447	2.16243654822335
94	Raetia	0		[null]		[null]	0.0	0.0	0.0	0.0	5.0
95	Liechtenstein	0		[null]		0.148148148148148	0.05	0.0792682926829268	0.121951219512195	0.439024390243902	2.83536585365854
96	Arameans Suryoye	0		[null]		[null]	0.571428571428571	0.571428571428571	0.142857142857143	1.42857142857143	1.14285714285714
97	Tuvalu	0		[null]		[null]	0.210526315789474	0.210526315789474	0.105263157894737	1.15789473684211	5.31578947368421
98	Tamil Eelam	0		[null]		[null]	0.166666666666667	0.166666666666667	0.0	1.0	4.16666666666667
99	Cyprus	0		[null]		0.301470588235294	0.0909090909090909	0.185975609756098	0.167682926829268	0.86890243902439	2.2469512195122
100	Kosovo	0		[null]		0.4	0.5	0.428571428571429	0.285714285714286	2.0	1.71428571428571

Rows: 1-100 | Columns: 11

We can join the different information about the cup winners to enrich our dataset. We'll be using this later, so let's export it to our Vertica database.

In [27]:

vp.drop("teams_kpi", relation_type = "table")
teams_kpi = teams_kpi.join(football_cup_winners,
                           on = {"team1": "winner"},
                           how = "left",
                           expr2 = ["nb_World_Cup", 
                                    "nb_Continental_Cup"]).to_db("teams_kpi", relation_type = "table")
display(teams_kpi)

	Abc team1 Varchar(64)	123 Number_Games_World_Tournament Integer	123 Integer	123 Percent_Victory_World_Tournament Float	123 Float	123 Percent_Victory_Home Float	123 Percent_Victory_Away Float	123 Percent_Victory Float	123 Percent_Draw Float	123 Avg_goals Float	123 Avg_goals_conceded Float	123 nb_World_Cup Integer	123 nb_Continental_Cup Integer
1	Brazil	137		0.678832116788321		0.733333333333333	0.59375	0.635091496232508	0.20021528525296	2.19375672766416	0.93756727664155	4	8
2	Germany	120		0.6		0.608391608391608	0.470212765957447	0.555369127516778	0.208053691275168	2.0998322147651	1.17953020134228	4	3
3	Italy	91		0.527472527472527		0.643884892086331	0.346456692913386	0.524568393094289	0.282868525896414	1.69588313413015	0.98273572377158	3	1
4	Argentina	87		0.540229885057471		0.638095238095238	0.406060606060606	0.536060279870829	0.248654467168999	1.86544671689989	1.05059203444564	2	8
5	Mexico	75		0.306666666666667		0.542483660130719	0.423566878980892	0.495	0.2375	1.7475	1.07625	0	6
6	France	69		0.536231884057971		0.532110091743119	0.363636363636364	0.480818414322251	0.214833759590793	1.75831202046036	1.34271099744246	1	2
7	Spain	69		0.521739130434783		0.676855895196507	0.465686274509804	0.581395348837209	0.224806201550388	1.96744186046512	0.908527131782946	1	3
8	England	62		0.419354838709677		0.61878453038674	0.530864197530864	0.565762004175365	0.241127348643006	2.19937369519833	0.992693110647182	1	0
9	Uruguay	61		0.409836065573771		0.5	0.300724637681159	0.430274135876043	0.245530393325387	1.57568533969011	1.26460071513707	2	8
10	Netherlands	50		0.54		0.542253521126761	0.385214007782101	0.503373819163293	0.228070175438596	2.06207827260459	1.24966261808367	0	1
11	United States	48		0.291666666666667		0.406542056074766	0.262068965517241	0.419614147909968	0.212218649517685	1.41961414790997	1.37138263665595	0	2
12	Sweden	46		0.347826086956522		0.580555555555556	0.410926365795724	0.494288681204569	0.217030114226376	2.00519210799585	1.30633437175493	[null]	[null]
13	Serbia	43		0.395348837209302		0.544502617801047	0.38150289017341	0.456460674157303	0.219101123595506	1.81601123595506	1.37921348314607	[null]	[null]
14	Belgium	41		0.341463414634146		0.478571428571429	0.284615384615385	0.410614525139665	0.21927374301676	1.68435754189944	1.60614525139665	[null]	[null]
15	Russia	40		0.425		0.593220338983051	0.456140350877193	0.521671826625387	0.264705882352941	1.71981424148607	0.93343653250774	0	1
16	Czech Republic	38		0.368421052631579		0.654320987654321	0.34185303514377	0.483311081441923	0.221628838451268	1.8437917222964	1.23497997329773	[null]	[null]
17	South Korea	34		0.205882352941176		0.578947368421053	0.512261580381471	0.528678304239402	0.256857855361596	1.78304239401496	0.897755610972569	0	3
18	Chile	33		0.333333333333333		0.558282208588957	0.257142857142857	0.38048090523338	0.206506364922207	1.42149929278642	1.46534653465347	0	2
19	Switzerland	33		0.333333333333333		0.413333333333333	0.227586206896552	0.339095744680851	0.216755319148936	1.44148936170213	1.7313829787234	[null]	[null]
20	Japan	33		0.272727272727273		0.526315789473684	0.400943396226415	0.471830985915493	0.234154929577465	1.72007042253521	1.16021126760563	0	2
21	Hungary	32		0.46875		0.580924855491329	0.382278481012658	0.474099099099099	0.219594594594595	2.07207207207207	1.4954954954955	[null]	[null]
22	Cameroon	31		0.258064516129032		0.588235294117647	0.320574162679426	0.44258872651357	0.30062630480167	1.42171189979123	1.05427974947808	0	2
23	Poland	31		0.483870967741935		0.5	0.352112676056338	0.425974025974026	0.251948051948052	1.68441558441558	1.37012987012987	[null]	[null]
24	Austria	29		0.413793103448276		0.483766233766234	0.306338028169014	0.41112618724559	0.219810040705563	1.79782903663501	1.59294436906377	[null]	[null]
25	Paraguay	27		0.259259259259259		0.442307692307692	0.290983606557377	0.363770250368188	0.262150220913108	1.33578792341679	1.43888070692194	0	3
26	Portugal	26		0.5		0.544502617801047	0.346153846153846	0.471223021582734	0.23021582733813	1.63129496402878	1.20143884892086	[null]	[null]
27	Bulgaria	26		0.115384615384615		0.481081081081081	0.292763157894737	0.37245696400626	0.251956181533646	1.43192488262911	1.47104851330203	[null]	[null]
28	Australia	26		0.269230769230769		0.439393939393939	0.51123595505618	0.498942917547569	0.211416490486258	2.03171247357294	1.11205073995772	0	1
29	Saudi Arabia	25		0.2		0.56043956043956	0.417061611374408	0.483245149911817	0.227513227513228	1.59611992945326	1.04585537918871	[null]	[null]
30	Nigeria	24		0.291666666666667		0.62037037037037	0.319047619047619	0.458015267175573	0.295801526717557	1.49618320610687	1.00381679389313	0	3
31	Scotland	23		0.173913043478261		0.58477508650519	0.394230769230769	0.476510067114094	0.21744966442953	1.7503355704698	1.2255033557047	[null]	[null]
32	Colombia	23		0.391304347826087		0.46875	0.357142857142857	0.378	0.272	1.206	1.21	0	1
33	Romania	21		0.380952380952381		0.592233009708738	0.311864406779661	0.440184049079755	0.256134969325153	1.64570552147239	1.28834355828221	[null]	[null]
34	Denmark	19		0.526315789473684		0.552542372881356	0.346666666666667	0.44607190412783	0.203728362183755	1.77762982689747	1.42876165113182	0	1
35	South Africa	17		0.176470588235294		0.52755905511811	0.370967741935484	0.444759206798867	0.274787535410765	1.3399433427762	1.00849858356941	[null]	[null]
36	Croatia	16		0.4375		0.670588235294118	0.425742574257426	0.533834586466165	0.270676691729323	1.75187969924812	0.981203007518797	[null]	[null]
37	Costa Rica	15		0.333333333333333		0.623853211009174	0.331730769230769	0.429872495446266	0.256830601092896	1.67030965391621	1.16757741347905	[null]	[null]
38	Turkey	15		0.466666666666667		0.45398773006135	0.338028169014085	0.381957773512476	0.238003838771593	1.3320537428023	1.42802303262956	[null]	[null]
39	Peru	15		0.266666666666667		0.428571428571429	0.22360248447205	0.312937062937063	0.243006993006993	1.22902097902098	1.46853146853147	0	2
40	Tunisia	15		0.133333333333333		0.531578947368421	0.277777777777778	0.416666666666667	0.291666666666667	1.43371212121212	1.06439393939394	0	1
41	New Zealand	15		0.0		0.486842105263158	0.346820809248555	0.404761904761905	0.181547619047619	1.74702380952381	1.61309523809524	[null]	[null]
42	Northern Ireland	13		0.230769230769231		0.290178571428571	0.172131147540984	0.243781094527363	0.232172470978441	1.04311774461028	1.95356550580431	[null]	[null]
43	Morocco	13		0.153846153846154		0.612244897959184	0.354838709677419	0.451680672268908	0.300420168067227	1.38865546218487	0.873949579831933	[null]	[null]
44	Republic of Ireland	13		0.153846153846154		0.487562189054726	0.310344827586207	0.391969407265774	0.277246653919694	1.40152963671128	1.24665391969407	[null]	[null]
45	Greece	13		0.153846153846154		0.459016393442623	0.262626262626263	0.365019011406844	0.252851711026616	1.23954372623574	1.42015209125475	0	1
46	Algeria	13		0.230769230769231		0.580645161290323	0.31638418079096	0.415217391304348	0.280434782608696	1.35434782608696	1.0304347826087	0	1
47	Iran	12		0.0833333333333333		0.641509433962264	0.430379746835443	0.534368070953437	0.261640798226164	1.84035476718404	0.835920177383592	0	2
48	Ghana	12		0.333333333333333		0.672727272727273	0.384057971014493	0.48220640569395	0.256227758007117	1.6423487544484	1.04092526690391	0	2
49	Ivory Coast	11		0.272727272727273		0.691729323308271	0.4	0.502946954813359	0.24950884086444	1.63457760314342	1.05304518664047	0	2
50	Egypt	10		0.1		0.582352941176471	0.373913043478261	0.486301369863014	0.25	1.64383561643836	1.03595890410959	0	5
51	Ecuador	10		0.4		0.59375	0.24025974025974	0.294491525423729	0.245762711864407	1.19491525423729	1.65042372881356	0	1
52	Honduras	9		0.0		0.548387096774194	0.33160621761658	0.408510638297872	0.261702127659574	1.49148936170213	1.22340425531915	[null]	[null]
53	Bolivia	9		0.0		0.378787878787879	0.138613861386139	0.221957040572792	0.248210023866348	1.0381861575179	1.94272076372315	[null]	[null]
54	Norway	8		0.25		0.394822006472492	0.334346504559271	0.359947643979058	0.227748691099476	1.50130890052356	1.68455497382199	[null]	[null]
55	North Korea	7		0.142857142857143		0.733333333333333	0.408839779005525	0.426666666666667	0.27	1.61	1.03666666666667	[null]	[null]
56	United Arab Emirates	6		0.166666666666667		0.47682119205298	0.336842105263158	0.395744680851064	0.248936170212766	1.41489361702128	1.28510638297872	[null]	[null]
57	Canada	6		0.0		0.338709677419355	0.281481481481481	0.331412103746398	0.239193083573487	1.04899135446686	1.39769452449568	0	2
58	Iraq	6		0.0		0.666666666666667	0.436241610738255	0.467611336032389	0.277327935222672	1.62145748987854	0.945344129554656	0	1
59	Slovenia	6		0.166666666666667		0.426470588235294	0.285714285714286	0.352112676056338	0.234741784037559	1.23943661971831	1.27230046948357	[null]	[null]
60	El Salvador	6		0.0		0.481927710843373	0.200913242009132	0.321120689655172	0.226293103448276	1.22629310344828	1.48706896551724	[null]	[null]
61	Senegal	5		0.4		0.648	0.336065573770492	0.422916666666667	0.26875	1.2875	1.00208333333333	[null]	[null]
62	Wales	5		0.2		0.367088607594937	0.265151515151515	0.310064935064935	0.212662337662338	1.25324675324675	1.69318181818182	[null]	[null]
63	Ukraine	5		0.4		0.528571428571429	0.337078651685393	0.440528634361233	0.290748898678414	1.39647577092511	0.973568281938326	[null]	[null]
64	Slovakia	4		0.25		0.45	0.333333333333333	0.401606425702811	0.236947791164659	1.44176706827309	1.30120481927711	[null]	[null]
65	Angola	3		0.0		0.5625	0.253521126760563	0.352750809061489	0.352750809061489	1.1747572815534	1.042071197411	[null]	[null]
66	Trinidad and Tobago	3		0.0		0.622448979591837	0.376344086021505	0.452648475120385	0.210272873194221	1.73996789727127	1.27447833065811	[null]	[null]
67	Haiti	3		0.0		0.530434782608696	0.358585858585859	0.413875598086124	0.232057416267943	1.5622009569378	1.31818181818182	[null]	[null]
68	Jamaica	3		0.333333333333333		0.530487804878049	0.309734513274336	0.387715930902111	0.228406909788868	1.31861804222649	1.33781190019194	[null]	[null]
69	Cuba	3		0.333333333333333		0.45	0.372881355932203	0.346153846153846	0.25	1.32051282051282	1.43910256410256	[null]	[null]
70	Bosnia and Herzegovina	3		0.333333333333333		0.428571428571429	0.304878048780488	0.384615384615385	0.214285714285714	1.42857142857143	1.39010989010989	[null]	[null]
71	China PR	3		0.0		0.579617834394904	0.395833333333333	0.488117001828154	0.226691042047532	1.83729433272395	1.08775137111517	0	1
72	Israel	3		0.0		0.389261744966443	0.30327868852459	0.349246231155779	0.251256281407035	1.45477386934673	1.45226130653266	0	1
73	Kuwait	3		0.0		0.457317073170732	0.379166666666667	0.424074074074074	0.272222222222222	1.55555555555556	1.07962962962963	0	1
74	Tahiti	3		0.0		0.483870967741935	0.584615384615385	0.518324607329843	0.12565445026178	2.51832460732984	1.70157068062827	[null]	[null]
75	DR Congo	3		0.0		0.615384615384615	0.308108108108108	0.391304347826087	0.268115942028986	1.5024154589372	1.2536231884058	0	1
76	Togo	3		0.0		0.484536082474227	0.236363636363636	0.314285714285714	0.245714285714286	1.08285714285714	1.39142857142857	[null]	[null]
77	Indonesia	1		0.0		0.492647058823529	0.359060402684564	0.377176015473888	0.187620889748549	1.67311411992263	1.67504835589942	[null]	[null]
78	Montenegro	0		[null]		0.62962962962963	0.153846153846154	0.356164383561644	0.26027397260274	1.20547945205479	1.35616438356164	[null]	[null]
79	Antigua and Barbuda	0		[null]		0.470588235294118	0.233333333333333	0.310734463276836	0.209039548022599	1.3954802259887	1.70056497175141	[null]	[null]
80	Gabon	0		[null]		0.472727272727273	0.27027027027027	0.36085626911315	0.2782874617737	1.19266055045872	1.13149847094801	[null]	[null]
81	Guyana	0		[null]		0.387096774193548	0.256410256410256	0.301652892561983	0.206611570247934	1.19834710743802	1.74793388429752	[null]	[null]
82	Gambia	0		[null]		0.343283582089552	0.16	0.235602094240838	0.287958115183246	0.93717277486911	1.45026178010471	[null]	[null]
83	Luxembourg	0		[null]		0.110294117647059	0.0588235294117647	0.069060773480663	0.11878453038674	0.566298342541437	2.8121546961326	[null]	[null]
84	Azerbaijan	0		[null]		0.361702127659574	0.150442477876106	0.182692307692308	0.264423076923077	0.697115384615385	1.69711538461538	[null]	[null]
85	Tonga	0		[null]		0.0	0.258064516129032	0.270833333333333	0.125	1.1875	3.375	[null]	[null]
86	Northern Cyprus	0		[null]		0.8	0.4	0.533333333333333	0.0666666666666667	2.26666666666667	1.2	[null]	[null]
87	Silesia	0		[null]		0.375	[null]	0.375	0.25	3.0	2.125	[null]	[null]
88	Benin	0		[null]		0.276315789473684	0.137254901960784	0.206140350877193	0.228070175438596	1.00438596491228	1.95175438596491	[null]	[null]
89	Burma	0		[null]		0.51219512195122	0.45	0.449685534591195	0.172955974842767	1.71383647798742	1.4811320754717	[null]	[null]
90	Somalia	0		[null]		0.333333333333333	0.0833333333333333	0.0891089108910891	0.118811881188119	0.504950495049505	2.8019801980198	[null]	[null]
91	Nicaragua	0		[null]		0.6	0.0989010989010989	0.158333333333333	0.0666666666666667	0.825	3.19166666666667	[null]	[null]
92	Malawi	0		[null]		0.441048034934498	0.307692307692308	0.35673624288425	0.280834914611006	1.23908918406072	1.29981024667932	[null]	[null]
93	British Virgin Islands	0		[null]		0.363636363636364	0.16	0.197530864197531	0.160493827160494	0.876543209876543	3.11111111111111	[null]	[null]
94	Andalusia	0		[null]		0.636363636363636	[null]	0.636363636363636	0.363636363636364	2.0	0.818181818181818	[null]	[null]
95	Zambia	0		[null]		0.585798816568047	0.408408408408408	0.463636363636364	0.254545454545455	1.59090909090909	1.02727272727273	0	1
96	Qatar	0		[null]		0.493670886075949	0.314606741573034	0.402127659574468	0.248936170212766	1.4	1.18297872340426	[null]	[null]
97	Basque Country	0		[null]		0.633333333333333	0.695652173913043	0.660377358490566	0.169811320754717	2.75471698113208	1.33962264150943	[null]	[null]
98	Libya	0		[null]		0.587628865979381	0.233576642335766	0.378378378378378	0.246621621621622	1.29054054054054	1.21621621621622	[null]	[null]
99	Guinea	0		[null]		0.65	0.254237288135593	0.370892018779343	0.291079812206573	1.36384976525822	1.22065727699531	[null]	[null]
100	Artsakh	0		[null]		1.0	[null]	1.0	0.0	3.0	0.0	[null]	[null]

Rows: 1-100 | Columns: 13

Let's add each team's confederation to our dataset.

In [28]:

teams_kpi = teams_kpi.join(confederation,
                           how = "left",
                           on = {"team1": "team"},
                           expr2 = ["confederation"])
display(teams_kpi)

	Abc team1 Varchar(64)	123 Number_Games_World_Tournament Integer	123 Integer	123 Percent_Victory_World_Tournament Float	123 Float	123 Percent_Victory_Home Float	123 Percent_Victory_Away Float	123 Percent_Victory Float	123 Percent_Draw Float	123 Avg_goals Float	123 Avg_goals_conceded Float	123 nb_World_Cup Integer	123 nb_Continental_Cup Integer	Abc confederation Varchar(8)
1	Madagascar	0		[null]		0.464285714285714	0.32183908045977	0.366666666666667	0.194444444444444	1.33333333333333	1.63333333333333	[null]	[null]	CAF
2	North Vietnam	0		[null]		[null]	0.210526315789474	0.210526315789474	0.157894736842105	1.63157894736842	2.26315789473684	[null]	[null]	OFC
3	Abkhazia	0		[null]		[null]	0.166666666666667	0.166666666666667	0.5	1.0	1.5	[null]	[null]	OFC
4	Canada	6		0.0		0.338709677419355	0.281481481481481	0.331412103746398	0.239193083573487	1.04899135446686	1.39769452449568	0	2	CONCACAF
5	Monaco	0		[null]		[null]	0.166666666666667	0.166666666666667	0.166666666666667	1.16666666666667	8.33333333333333	[null]	[null]	OFC
6	Saint Pierre and Miquelon	0		[null]		[null]	0.0	0.0	0.0	0.166666666666667	10.3333333333333	[null]	[null]	OFC
7	Algeria	13		0.230769230769231		0.580645161290323	0.31638418079096	0.415217391304348	0.280434782608696	1.35434782608696	1.0304347826087	0	1	CAF
8	Iran	12		0.0833333333333333		0.641509433962264	0.430379746835443	0.534368070953437	0.261640798226164	1.84035476718404	0.835920177383592	0	2	AFC
9	Comoros	0		[null]		0.0	0.142857142857143	0.0714285714285714	0.285714285714286	0.5	1.71428571428571	[null]	[null]	CAF
10	Namibia	0		[null]		0.351851851851852	0.195402298850575	0.236842105263158	0.284210526315789	1.01578947368421	1.53157894736842	[null]	[null]	CAF
11	South Sudan	0		[null]		0.5	0.142857142857143	0.166666666666667	0.277777777777778	0.555555555555556	1.55555555555556	[null]	[null]	CAF
12	Belize	0		[null]		0.5	0.037037037037037	0.186440677966102	0.169491525423729	1.03389830508475	2.23728813559322	[null]	[null]	OFC
13	Vietnam	0		[null]		0.46551724137931	0.384615384615385	0.376543209876543	0.203703703703704	1.66666666666667	1.59259259259259	[null]	[null]	AFC
14	Puerto Rico	0		[null]		0.178571428571429	0.196078431372549	0.188118811881188	0.178217821782178	1.00990099009901	2.2970297029703	[null]	[null]	OFC
15	Andorra	0		[null]		0.0571428571428571	0.0	0.0229007633587786	0.0763358778625954	0.282442748091603	2.82442748091603	[null]	[null]	UEFA
16	France	69		0.536231884057971		0.532110091743119	0.363636363636364	0.480818414322251	0.214833759590793	1.75831202046036	1.34271099744246	1	2	UEFA
17	Belarus	0		[null]		0.392857142857143	0.285714285714286	0.30622009569378	0.258373205741627	1.25358851674641	1.44019138755981	[null]	[null]	UEFA
18	Ynys Môn	0		[null]		[null]	0.470588235294118	0.470588235294118	0.215686274509804	1.70588235294118	1.49019607843137	[null]	[null]	OFC
19	Guatemala	0		[null]		0.468085106382979	0.285714285714286	0.341232227488152	0.258293838862559	1.32938388625592	1.3696682464455	[null]	[null]	CONCACAF
20	Turkmenistan	0		[null]		0.538461538461538	0.365079365079365	0.384615384615385	0.170940170940171	1.63247863247863	1.47863247863248	[null]	[null]	AFC
21	China PR	3		0.0		0.579617834394904	0.395833333333333	0.488117001828154	0.226691042047532	1.83729433272395	1.08775137111517	0	1	AFC
22	Serbia	43		0.395348837209302		0.544502617801047	0.38150289017341	0.456460674157303	0.219101123595506	1.81601123595506	1.37921348314607	[null]	[null]	UEFA
23	Italy	91		0.527472527472527		0.643884892086331	0.346456692913386	0.524568393094289	0.282868525896414	1.69588313413015	0.98273572377158	3	1	UEFA
24	Uganda	0		[null]		0.591954022988506	0.382789317507418	0.440497335701599	0.253996447602131	1.61811722912966	1.2113676731794	[null]	[null]	CAF
25	Bermuda	0		[null]		0.403846153846154	0.244444444444444	0.353846153846154	0.184615384615385	1.67692307692308	1.56153846153846	[null]	[null]	CONCACAF
26	Niger	0		[null]		0.448275862068966	0.0898876404494382	0.234972677595628	0.256830601092896	0.934426229508197	1.6448087431694	[null]	[null]	CAF
27	Rwanda	0		[null]		0.446428571428571	0.324786324786325	0.333333333333333	0.253521126760563	1.05164319248826	1.22535211267606	[null]	[null]	CAF
28	Brunei	0		[null]		0.5	0.111111111111111	0.1	0.0666666666666667	0.65	3.76666666666667	[null]	[null]	OFC
29	Guadeloupe	0		[null]		0.507692307692308	0.380281690140845	0.415525114155251	0.182648401826484	1.67123287671233	1.48401826484018	[null]	[null]	CONCACAF
30	Panama	0		[null]		0.5	0.216049382716049	0.310160427807487	0.254010695187166	1.16310160427807	1.56417112299465	[null]	[null]	CONMEBOL
31	United States	48		0.291666666666667		0.406542056074766	0.262068965517241	0.419614147909968	0.212218649517685	1.41961414790997	1.37138263665595	0	2	CONMEBOL
32	Sierra Leone	0		[null]		0.541666666666667	0.194915254237288	0.308333333333333	0.241666666666667	0.958333333333333	1.3625	[null]	[null]	CAF
33	Costa Rica	15		0.333333333333333		0.623853211009174	0.331730769230769	0.429872495446266	0.256830601092896	1.67030965391621	1.16757741347905	[null]	[null]	CONMEBOL
34	Hitra	0		[null]		[null]	0.166666666666667	0.166666666666667	0.0	1.16666666666667	4.83333333333333	[null]	[null]	OFC
35	Iraqi Kurdistan	0		[null]		1.0	0.352941176470588	0.45	0.25	2.1	1.15	[null]	[null]	OFC
36	Philippines	0		[null]		0.476190476190476	0.227272727272727	0.274611398963731	0.145077720207254	1.16580310880829	2.27979274611399	[null]	[null]	AFC
37	Singapore	0		[null]		0.406779661016949	0.244360902255639	0.304093567251462	0.192982456140351	1.33918128654971	1.87329434697856	[null]	[null]	AFC
38	Macau	0		[null]		0.217391304347826	0.142857142857143	0.141509433962264	0.0943396226415094	0.764150943396226	3.26415094339623	[null]	[null]	AFC
39	Mali	0		[null]		0.568	0.325581395348837	0.399563318777293	0.246724890829694	1.27292576419214	1.17685589519651	[null]	[null]	CAF
40	Czech Republic	38		0.368421052631579		0.654320987654321	0.34185303514377	0.483311081441923	0.221628838451268	1.8437917222964	1.23497997329773	[null]	[null]	UEFA
41	Bangladesh	0		[null]		0.551724137931034	0.179245283018868	0.232432432432432	0.210810810810811	0.87027027027027	2.02702702702703	[null]	[null]	AFC
42	U.S. Virgin Islands	0		[null]		0.2	0.0	0.1	0.15	0.5	4.875	[null]	[null]	OFC
43	Zimbabwe	0		[null]		0.540322580645161	0.372093023255814	0.41871921182266	0.25615763546798	1.35221674876847	1.16748768472906	[null]	[null]	CAF
44	Papua New Guinea	0		[null]		0.333333333333333	0.24	0.268041237113402	0.175257731958763	1.90721649484536	2.22680412371134	[null]	[null]	OFC
45	Greece	13		0.153846153846154		0.459016393442623	0.262626262626263	0.365019011406844	0.252851711026616	1.23954372623574	1.42015209125475	0	1	UEFA
46	Réunion	0		[null]		0.212121212121212	0.416666666666667	0.333333333333333	0.160493827160494	1.66666666666667	2.35802469135802	[null]	[null]	OFC
47	Mauritania	0		[null]		0.3	0.0857142857142857	0.15028901734104	0.260115606936416	0.734104046242775	1.64161849710983	[null]	[null]	CAF
48	Eswatini	0		[null]		0.240963855421687	0.177083333333333	0.207070707070707	0.272727272727273	0.828282828282828	1.74242424242424	[null]	[null]	CAF
49	Iceland	0		[null]		0.430769230769231	0.23780487804878	0.297435897435897	0.18974358974359	1.16410256410256	1.7	[null]	[null]	UEFA
50	Germany	120		0.6		0.608391608391608	0.470212765957447	0.555369127516778	0.208053691275168	2.0998322147651	1.17953020134228	4	3	UEFA
51	Botswana	0		[null]		0.382352941176471	0.147058823529412	0.265560165975104	0.302904564315353	0.796680497925311	1.29460580912863	[null]	[null]	CAF
52	Eritrea	0		[null]		0.416666666666667	0.12	0.157142857142857	0.228571428571429	0.671428571428571	1.74285714285714	[null]	[null]	CAF
53	Sudan	0		[null]		0.592105263157895	0.278301886792453	0.336	0.248	1.14133333333333	1.368	0	1	CAF
54	Turks and Caicos Islands	0		[null]		[null]	0.222222222222222	0.176470588235294	0.0588235294117647	0.588235294117647	3.41176470588235	[null]	[null]	OFC
55	Grenada	0		[null]		0.4	0.353982300884956	0.352631578947368	0.221052631578947	1.78947368421053	1.76315789473684	[null]	[null]	CONCACAF
56	Kosovo	0		[null]		0.4	0.5	0.428571428571429	0.285714285714286	2.0	1.71428571428571	[null]	[null]	UEFA
57	Tuvalu	0		[null]		[null]	0.210526315789474	0.210526315789474	0.105263157894737	1.15789473684211	5.31578947368421	[null]	[null]	OFC
58	Nepal	0		[null]		0.394736842105263	0.146341463414634	0.206666666666667	0.14	0.813333333333333	2.58666666666667	[null]	[null]	AFC
59	Kiribati	0		[null]		[null]	0.0	0.0	0.0	0.333333333333333	9.66666666666667	[null]	[null]	OFC
60	Guinea-Bissau	0		[null]		0.451612903225806	0.230769230769231	0.272727272727273	0.223140495867769	1.03305785123967	1.56198347107438	[null]	[null]	CAF
61	Bahamas	0		[null]		0.333333333333333	0.181818181818182	0.259259259259259	0.148148148148148	1.14814814814815	3.33333333333333	[null]	[null]	OFC
62	New Zealand	15		0.0		0.486842105263158	0.346820809248555	0.404761904761905	0.181547619047619	1.74702380952381	1.61309523809524	[null]	[null]	OFC
63	Mozambique	0		[null]		0.530612244897959	0.2	0.315018315018315	0.252747252747253	1.05494505494505	1.28571428571429	[null]	[null]	CAF
64	Uruguay	61		0.409836065573771		0.5	0.300724637681159	0.430274135876043	0.245530393325387	1.57568533969011	1.26460071513707	2	8	CONMEBOL
65	Saint Martin	0		[null]		0.75	0.16	0.303030303030303	0.0909090909090909	1.12121212121212	2.90909090909091	[null]	[null]	OFC
66	Albania	0		[null]		0.404255319148936	0.173076923076923	0.23972602739726	0.222602739726027	0.900684931506849	1.5958904109589	[null]	[null]	UEFA
67	Angola	3		0.0		0.5625	0.253521126760563	0.352750809061489	0.352750809061489	1.1747572815534	1.042071197411	[null]	[null]	CAF
68	Brazil	137		0.678832116788321		0.733333333333333	0.59375	0.635091496232508	0.20021528525296	2.19375672766416	0.93756727664155	4	8	CONMEBOL
69	Scotland	23		0.173913043478261		0.58477508650519	0.394230769230769	0.476510067114094	0.21744966442953	1.7503355704698	1.2255033557047	[null]	[null]	UEFA
70	Dominican Republic	0		[null]		0.428571428571429	0.333333333333333	0.362637362637363	0.142857142857143	1.57142857142857	1.85714285714286	[null]	[null]	OFC
71	Alderney	0		[null]		[null]	0.0833333333333333	0.0833333333333333	0.0	0.583333333333333	4.33333333333333	[null]	[null]	OFC
72	Colombia	23		0.391304347826087		0.46875	0.357142857142857	0.378	0.272	1.206	1.21	0	1	CONMEBOL
73	Bonaire	0		[null]		[null]	0.307692307692308	0.307692307692308	0.153846153846154	1.61538461538462	3.38461538461538	[null]	[null]	OFC
74	Palestine	0		[null]		0.0	0.25	0.251655629139073	0.264900662251656	1.28476821192053	1.60264900662252	[null]	[null]	AFC
75	Kazakhstan	0		[null]		0.394736842105263	0.16	0.239263803680982	0.239263803680982	1.03680981595092	1.6441717791411	[null]	[null]	UEFA
76	Arameans Suryoye	0		[null]		[null]	0.571428571428571	0.571428571428571	0.142857142857143	1.42857142857143	1.14285714285714	[null]	[null]	OFC
77	Togo	3		0.0		0.484536082474227	0.236363636363636	0.314285714285714	0.245714285714286	1.08285714285714	1.39142857142857	[null]	[null]	CAF
78	Central African Republic	0		[null]		0.352941176470588	0.12	0.168831168831169	0.207792207792208	1.02597402597403	2.06493506493507	[null]	[null]	CAF
79	South Africa	17		0.176470588235294		0.52755905511811	0.370967741935484	0.444759206798867	0.274787535410765	1.3399433427762	1.00849858356941	[null]	[null]	CAF
80	Zanzibar	0		[null]		0.172413793103448	0.19047619047619	0.187817258883249	0.192893401015228	0.888324873096447	2.16243654822335	[null]	[null]	OFC
81	Pakistan	0		[null]		0.366666666666667	0.204918032786885	0.197802197802198	0.186813186813187	0.934065934065934	2.39010989010989	[null]	[null]	AFC
82	Mongolia	0		[null]		1.0	0.241379310344828	0.266666666666667	0.0888888888888889	1.08888888888889	3.22222222222222	[null]	[null]	OFC
83	Vietnam Republic	0		[null]		0.615384615384615	0.39047619047619	0.431372549019608	0.176470588235294	1.83660130718954	1.73202614379085	[null]	[null]	AFC
84	Curaçao	0		[null]		0.666666666666667	0.294444444444444	0.356435643564356	0.267326732673267	1.54785478547855	1.67656765676568	[null]	[null]	CONCACAF
85	Venezuela	0		[null]		0.470588235294118	0.238636363636364	0.23598820058997	0.206489675516224	0.994100294985251	2.01769911504425	[null]	[null]	CONMEBOL
86	Raetia	0		[null]		[null]	0.0	0.0	0.0	0.0	5.0	[null]	[null]	OFC
87	Anguilla	0		[null]		0.0	0.09375	0.0625	0.0625	0.666666666666667	4.04166666666667	[null]	[null]	OFC
88	Gotland	0		[null]		0.6	0.285714285714286	0.346153846153846	0.153846153846154	2.46153846153846	2.0	[null]	[null]	OFC
89	Jordan	0		[null]		0.411214953271028	0.286624203821656	0.347953216374269	0.286549707602339	1.18421052631579	1.1140350877193	[null]	[null]	AFC
90	Tamil Eelam	0		[null]		[null]	0.166666666666667	0.166666666666667	0.0	1.0	4.16666666666667	[null]	[null]	OFC
91	Sri Lanka	0		[null]		0.333333333333333	0.20353982300885	0.211111111111111	0.177777777777778	1.03888888888889	2.43888888888889	[null]	[null]	AFC
92	Nigeria	24		0.291666666666667		0.62037037037037	0.319047619047619	0.458015267175573	0.295801526717557	1.49618320610687	1.00381679389313	0	3	CAF
93	Ellan Vannin	0		[null]		[null]	0.0	0.0	0.666666666666667	0.666666666666667	1.0	[null]	[null]	OFC
94	Northern Mariana Islands	0		[null]		0.0	0.133333333333333	0.111111111111111	0.0555555555555556	0.888888888888889	4.16666666666667	[null]	[null]	OFC
95	Montserrat	0		[null]		1.0	0.105263157894737	0.133333333333333	0.0666666666666667	1.03333333333333	4.4	[null]	[null]	OFC
96	Georgia	0		[null]		0.490909090909091	0.23	0.293532338308458	0.189054726368159	1.12935323383085	1.48258706467662	[null]	[null]	UEFA
97	Lesotho	0		[null]		0.216867469879518	0.150943396226415	0.169014084507042	0.309859154929577	0.779342723004695	1.61971830985915	[null]	[null]	CAF
98	El Salvador	6		0.0		0.481927710843373	0.200913242009132	0.321120689655172	0.226293103448276	1.22629310344828	1.48706896551724	[null]	[null]	CONCACAF
99	South Ossetia	0		[null]		[null]	0.0	0.0	0.333333333333333	0.666666666666667	2.33333333333333	[null]	[null]	OFC
100	Latvia	0		[null]		0.416666666666667	0.25	0.301136363636364	0.227272727272727	1.25568181818182	1.64488636363636	[null]	[null]	UEFA

Rows: 1-100 | Columns: 14

Since clustering will use different statistics, we need to normalize the data. We'll also create a dummy that will equal 1 if the team won at least one World Cup.

In [29]:

teams_kpi.normalize(columns = ["Number_Games_Continental_Tournament", 
                               "Number_Games_World_Tournament",
                               "nb_Continental_Cup"],
                    method = "minmax")
teams_kpi["Word_Cup_Victory"] = teams_kpi["nb_World_Cup"] > 0
teams_kpi["Word_Cup_Victory"].astype("int")

Out[29]:

	Abc team1 Varchar(64)	123 Number_Games_World_Tournament Float	123 Float	123 Percent_Victory_World_Tournament Float	123 Float	123 Percent_Victory_Home Float	123 Percent_Victory_Away Float	123 Percent_Victory Float	123 Percent_Draw Float	123 Avg_goals Float	123 Avg_goals_conceded Float	123 nb_World_Cup Integer	123 nb_Continental_Cup Float	Abc confederation Varchar(8)	123 Word_Cup_Victory Int
1	Madagascar	0.0		[null]		0.464285714285714	0.32183908045977	0.366666666666667	0.194444444444444	1.33333333333333	1.63333333333333	[null]	[null]	CAF	[null]
2	North Vietnam	0.0		[null]		[null]	0.210526315789474	0.210526315789474	0.157894736842105	1.63157894736842	2.26315789473684	[null]	[null]	OFC	[null]
3	Abkhazia	0.0		[null]		[null]	0.166666666666667	0.166666666666667	0.5	1.0	1.5	[null]	[null]	OFC	[null]
4	Canada	0.043795620437956		0.0		0.338709677419355	0.281481481481481	0.331412103746398	0.239193083573487	1.04899135446686	1.39769452449568	0	0.25	CONCACAF	0
5	Monaco	0.0		[null]		[null]	0.166666666666667	0.166666666666667	0.166666666666667	1.16666666666667	8.33333333333333	[null]	[null]	OFC	[null]
6	Saint Pierre and Miquelon	0.0		[null]		[null]	0.0	0.0	0.0	0.166666666666667	10.3333333333333	[null]	[null]	OFC	[null]
7	Algeria	0.094890510948905		0.230769230769231		0.580645161290323	0.31638418079096	0.415217391304348	0.280434782608696	1.35434782608696	1.0304347826087	0	0.125	CAF	0
8	Iran	0.087591240875912		0.0833333333333333		0.641509433962264	0.430379746835443	0.534368070953437	0.261640798226164	1.84035476718404	0.835920177383592	0	0.25	AFC	0
9	Comoros	0.0		[null]		0.0	0.142857142857143	0.0714285714285714	0.285714285714286	0.5	1.71428571428571	[null]	[null]	CAF	[null]
10	Namibia	0.0		[null]		0.351851851851852	0.195402298850575	0.236842105263158	0.284210526315789	1.01578947368421	1.53157894736842	[null]	[null]	CAF	[null]
11	South Sudan	0.0		[null]		0.5	0.142857142857143	0.166666666666667	0.277777777777778	0.555555555555556	1.55555555555556	[null]	[null]	CAF	[null]
12	Belize	0.0		[null]		0.5	0.037037037037037	0.186440677966102	0.169491525423729	1.03389830508475	2.23728813559322	[null]	[null]	OFC	[null]
13	Vietnam	0.0		[null]		0.46551724137931	0.384615384615385	0.376543209876543	0.203703703703704	1.66666666666667	1.59259259259259	[null]	[null]	AFC	[null]
14	Puerto Rico	0.0		[null]		0.178571428571429	0.196078431372549	0.188118811881188	0.178217821782178	1.00990099009901	2.2970297029703	[null]	[null]	OFC	[null]
15	Andorra	0.0		[null]		0.0571428571428571	0.0	0.0229007633587786	0.0763358778625954	0.282442748091603	2.82442748091603	[null]	[null]	UEFA	[null]
16	France	0.503649635036496		0.536231884057971		0.532110091743119	0.363636363636364	0.480818414322251	0.214833759590793	1.75831202046036	1.34271099744246	1	0.25	UEFA	1
17	Belarus	0.0		[null]		0.392857142857143	0.285714285714286	0.30622009569378	0.258373205741627	1.25358851674641	1.44019138755981	[null]	[null]	UEFA	[null]
18	Ynys Môn	0.0		[null]		[null]	0.470588235294118	0.470588235294118	0.215686274509804	1.70588235294118	1.49019607843137	[null]	[null]	OFC	[null]
19	Guatemala	0.0		[null]		0.468085106382979	0.285714285714286	0.341232227488152	0.258293838862559	1.32938388625592	1.3696682464455	[null]	[null]	CONCACAF	[null]
20	Turkmenistan	0.0		[null]		0.538461538461538	0.365079365079365	0.384615384615385	0.170940170940171	1.63247863247863	1.47863247863248	[null]	[null]	AFC	[null]
21	China PR	0.021897810218978		0.0		0.579617834394904	0.395833333333333	0.488117001828154	0.226691042047532	1.83729433272395	1.08775137111517	0	0.125	AFC	0
22	Serbia	0.313868613138686		0.395348837209302		0.544502617801047	0.38150289017341	0.456460674157303	0.219101123595506	1.81601123595506	1.37921348314607	[null]	[null]	UEFA	[null]
23	Italy	0.664233576642336		0.527472527472527		0.643884892086331	0.346456692913386	0.524568393094289	0.282868525896414	1.69588313413015	0.98273572377158	3	0.125	UEFA	1
24	Uganda	0.0		[null]		0.591954022988506	0.382789317507418	0.440497335701599	0.253996447602131	1.61811722912966	1.2113676731794	[null]	[null]	CAF	[null]
25	Bermuda	0.0		[null]		0.403846153846154	0.244444444444444	0.353846153846154	0.184615384615385	1.67692307692308	1.56153846153846	[null]	[null]	CONCACAF	[null]
26	Niger	0.0		[null]		0.448275862068966	0.0898876404494382	0.234972677595628	0.256830601092896	0.934426229508197	1.6448087431694	[null]	[null]	CAF	[null]
27	Rwanda	0.0		[null]		0.446428571428571	0.324786324786325	0.333333333333333	0.253521126760563	1.05164319248826	1.22535211267606	[null]	[null]	CAF	[null]
28	Brunei	0.0		[null]		0.5	0.111111111111111	0.1	0.0666666666666667	0.65	3.76666666666667	[null]	[null]	OFC	[null]
29	Guadeloupe	0.0		[null]		0.507692307692308	0.380281690140845	0.415525114155251	0.182648401826484	1.67123287671233	1.48401826484018	[null]	[null]	CONCACAF	[null]
30	Panama	0.0		[null]		0.5	0.216049382716049	0.310160427807487	0.254010695187166	1.16310160427807	1.56417112299465	[null]	[null]	CONMEBOL	[null]
31	United States	0.35036496350365		0.291666666666667		0.406542056074766	0.262068965517241	0.419614147909968	0.212218649517685	1.41961414790997	1.37138263665595	0	0.25	CONMEBOL	0
32	Sierra Leone	0.0		[null]		0.541666666666667	0.194915254237288	0.308333333333333	0.241666666666667	0.958333333333333	1.3625	[null]	[null]	CAF	[null]
33	Costa Rica	0.109489051094891		0.333333333333333		0.623853211009174	0.331730769230769	0.429872495446266	0.256830601092896	1.67030965391621	1.16757741347905	[null]	[null]	CONMEBOL	[null]
34	Hitra	0.0		[null]		[null]	0.166666666666667	0.166666666666667	0.0	1.16666666666667	4.83333333333333	[null]	[null]	OFC	[null]
35	Iraqi Kurdistan	0.0		[null]		1.0	0.352941176470588	0.45	0.25	2.1	1.15	[null]	[null]	OFC	[null]
36	Philippines	0.0		[null]		0.476190476190476	0.227272727272727	0.274611398963731	0.145077720207254	1.16580310880829	2.27979274611399	[null]	[null]	AFC	[null]
37	Singapore	0.0		[null]		0.406779661016949	0.244360902255639	0.304093567251462	0.192982456140351	1.33918128654971	1.87329434697856	[null]	[null]	AFC	[null]
38	Macau	0.0		[null]		0.217391304347826	0.142857142857143	0.141509433962264	0.0943396226415094	0.764150943396226	3.26415094339623	[null]	[null]	AFC	[null]
39	Mali	0.0		[null]		0.568	0.325581395348837	0.399563318777293	0.246724890829694	1.27292576419214	1.17685589519651	[null]	[null]	CAF	[null]
40	Czech Republic	0.277372262773723		0.368421052631579		0.654320987654321	0.34185303514377	0.483311081441923	0.221628838451268	1.8437917222964	1.23497997329773	[null]	[null]	UEFA	[null]
41	Bangladesh	0.0		[null]		0.551724137931034	0.179245283018868	0.232432432432432	0.210810810810811	0.87027027027027	2.02702702702703	[null]	[null]	AFC	[null]
42	U.S. Virgin Islands	0.0		[null]		0.2	0.0	0.1	0.15	0.5	4.875	[null]	[null]	OFC	[null]
43	Zimbabwe	0.0		[null]		0.540322580645161	0.372093023255814	0.41871921182266	0.25615763546798	1.35221674876847	1.16748768472906	[null]	[null]	CAF	[null]
44	Papua New Guinea	0.0		[null]		0.333333333333333	0.24	0.268041237113402	0.175257731958763	1.90721649484536	2.22680412371134	[null]	[null]	OFC	[null]
45	Greece	0.094890510948905		0.153846153846154		0.459016393442623	0.262626262626263	0.365019011406844	0.252851711026616	1.23954372623574	1.42015209125475	0	0.125	UEFA	0
46	Réunion	0.0		[null]		0.212121212121212	0.416666666666667	0.333333333333333	0.160493827160494	1.66666666666667	2.35802469135802	[null]	[null]	OFC	[null]
47	Mauritania	0.0		[null]		0.3	0.0857142857142857	0.15028901734104	0.260115606936416	0.734104046242775	1.64161849710983	[null]	[null]	CAF	[null]
48	Eswatini	0.0		[null]		0.240963855421687	0.177083333333333	0.207070707070707	0.272727272727273	0.828282828282828	1.74242424242424	[null]	[null]	CAF	[null]
49	Iceland	0.0		[null]		0.430769230769231	0.23780487804878	0.297435897435897	0.18974358974359	1.16410256410256	1.7	[null]	[null]	UEFA	[null]
50	Germany	0.875912408759124		0.6		0.608391608391608	0.470212765957447	0.555369127516778	0.208053691275168	2.0998322147651	1.17953020134228	4	0.375	UEFA	1
51	Botswana	0.0		[null]		0.382352941176471	0.147058823529412	0.265560165975104	0.302904564315353	0.796680497925311	1.29460580912863	[null]	[null]	CAF	[null]
52	Eritrea	0.0		[null]		0.416666666666667	0.12	0.157142857142857	0.228571428571429	0.671428571428571	1.74285714285714	[null]	[null]	CAF	[null]
53	Sudan	0.0		[null]		0.592105263157895	0.278301886792453	0.336	0.248	1.14133333333333	1.368	0	0.125	CAF	0
54	Turks and Caicos Islands	0.0		[null]		[null]	0.222222222222222	0.176470588235294	0.0588235294117647	0.588235294117647	3.41176470588235	[null]	[null]	OFC	[null]
55	Grenada	0.0		[null]		0.4	0.353982300884956	0.352631578947368	0.221052631578947	1.78947368421053	1.76315789473684	[null]	[null]	CONCACAF	[null]
56	Kosovo	0.0		[null]		0.4	0.5	0.428571428571429	0.285714285714286	2.0	1.71428571428571	[null]	[null]	UEFA	[null]
57	Tuvalu	0.0		[null]		[null]	0.210526315789474	0.210526315789474	0.105263157894737	1.15789473684211	5.31578947368421	[null]	[null]	OFC	[null]
58	Nepal	0.0		[null]		0.394736842105263	0.146341463414634	0.206666666666667	0.14	0.813333333333333	2.58666666666667	[null]	[null]	AFC	[null]
59	Kiribati	0.0		[null]		[null]	0.0	0.0	0.0	0.333333333333333	9.66666666666667	[null]	[null]	OFC	[null]
60	Guinea-Bissau	0.0		[null]		0.451612903225806	0.230769230769231	0.272727272727273	0.223140495867769	1.03305785123967	1.56198347107438	[null]	[null]	CAF	[null]
61	Bahamas	0.0		[null]		0.333333333333333	0.181818181818182	0.259259259259259	0.148148148148148	1.14814814814815	3.33333333333333	[null]	[null]	OFC	[null]
62	New Zealand	0.109489051094891		0.0		0.486842105263158	0.346820809248555	0.404761904761905	0.181547619047619	1.74702380952381	1.61309523809524	[null]	[null]	OFC	[null]
63	Mozambique	0.0		[null]		0.530612244897959	0.2	0.315018315018315	0.252747252747253	1.05494505494505	1.28571428571429	[null]	[null]	CAF	[null]
64	Uruguay	0.445255474452555		0.409836065573771		0.5	0.300724637681159	0.430274135876043	0.245530393325387	1.57568533969011	1.26460071513707	2	1.0	CONMEBOL	1
65	Saint Martin	0.0		[null]		0.75	0.16	0.303030303030303	0.0909090909090909	1.12121212121212	2.90909090909091	[null]	[null]	OFC	[null]
66	Albania	0.0		[null]		0.404255319148936	0.173076923076923	0.23972602739726	0.222602739726027	0.900684931506849	1.5958904109589	[null]	[null]	UEFA	[null]
67	Angola	0.021897810218978		0.0		0.5625	0.253521126760563	0.352750809061489	0.352750809061489	1.1747572815534	1.042071197411	[null]	[null]	CAF	[null]
68	Brazil	1.0		0.678832116788321		0.733333333333333	0.59375	0.635091496232508	0.20021528525296	2.19375672766416	0.93756727664155	4	1.0	CONMEBOL	1
69	Scotland	0.167883211678832		0.173913043478261		0.58477508650519	0.394230769230769	0.476510067114094	0.21744966442953	1.7503355704698	1.2255033557047	[null]	[null]	UEFA	[null]
70	Dominican Republic	0.0		[null]		0.428571428571429	0.333333333333333	0.362637362637363	0.142857142857143	1.57142857142857	1.85714285714286	[null]	[null]	OFC	[null]
71	Alderney	0.0		[null]		[null]	0.0833333333333333	0.0833333333333333	0.0	0.583333333333333	4.33333333333333	[null]	[null]	OFC	[null]
72	Colombia	0.167883211678832		0.391304347826087		0.46875	0.357142857142857	0.378	0.272	1.206	1.21	0	0.125	CONMEBOL	0
73	Bonaire	0.0		[null]		[null]	0.307692307692308	0.307692307692308	0.153846153846154	1.61538461538462	3.38461538461538	[null]	[null]	OFC	[null]
74	Palestine	0.0		[null]		0.0	0.25	0.251655629139073	0.264900662251656	1.28476821192053	1.60264900662252	[null]	[null]	AFC	[null]
75	Kazakhstan	0.0		[null]		0.394736842105263	0.16	0.239263803680982	0.239263803680982	1.03680981595092	1.6441717791411	[null]	[null]	UEFA	[null]
76	Arameans Suryoye	0.0		[null]		[null]	0.571428571428571	0.571428571428571	0.142857142857143	1.42857142857143	1.14285714285714	[null]	[null]	OFC	[null]
77	Togo	0.021897810218978		0.0		0.484536082474227	0.236363636363636	0.314285714285714	0.245714285714286	1.08285714285714	1.39142857142857	[null]	[null]	CAF	[null]
78	Central African Republic	0.0		[null]		0.352941176470588	0.12	0.168831168831169	0.207792207792208	1.02597402597403	2.06493506493507	[null]	[null]	CAF	[null]
79	South Africa	0.124087591240876		0.176470588235294		0.52755905511811	0.370967741935484	0.444759206798867	0.274787535410765	1.3399433427762	1.00849858356941	[null]	[null]	CAF	[null]
80	Zanzibar	0.0		[null]		0.172413793103448	0.19047619047619	0.187817258883249	0.192893401015228	0.888324873096447	2.16243654822335	[null]	[null]	OFC	[null]
81	Pakistan	0.0		[null]		0.366666666666667	0.204918032786885	0.197802197802198	0.186813186813187	0.934065934065934	2.39010989010989	[null]	[null]	AFC	[null]
82	Mongolia	0.0		[null]		1.0	0.241379310344828	0.266666666666667	0.0888888888888889	1.08888888888889	3.22222222222222	[null]	[null]	OFC	[null]
83	Vietnam Republic	0.0		[null]		0.615384615384615	0.39047619047619	0.431372549019608	0.176470588235294	1.83660130718954	1.73202614379085	[null]	[null]	AFC	[null]
84	Curaçao	0.0		[null]		0.666666666666667	0.294444444444444	0.356435643564356	0.267326732673267	1.54785478547855	1.67656765676568	[null]	[null]	CONCACAF	[null]
85	Venezuela	0.0		[null]		0.470588235294118	0.238636363636364	0.23598820058997	0.206489675516224	0.994100294985251	2.01769911504425	[null]	[null]	CONMEBOL	[null]
86	Raetia	0.0		[null]		[null]	0.0	0.0	0.0	0.0	5.0	[null]	[null]	OFC	[null]
87	Anguilla	0.0		[null]		0.0	0.09375	0.0625	0.0625	0.666666666666667	4.04166666666667	[null]	[null]	OFC	[null]
88	Gotland	0.0		[null]		0.6	0.285714285714286	0.346153846153846	0.153846153846154	2.46153846153846	2.0	[null]	[null]	OFC	[null]
89	Jordan	0.0		[null]		0.411214953271028	0.286624203821656	0.347953216374269	0.286549707602339	1.18421052631579	1.1140350877193	[null]	[null]	AFC	[null]
90	Tamil Eelam	0.0		[null]		[null]	0.166666666666667	0.166666666666667	0.0	1.0	4.16666666666667	[null]	[null]	OFC	[null]
91	Sri Lanka	0.0		[null]		0.333333333333333	0.20353982300885	0.211111111111111	0.177777777777778	1.03888888888889	2.43888888888889	[null]	[null]	AFC	[null]
92	Nigeria	0.175182481751825		0.291666666666667		0.62037037037037	0.319047619047619	0.458015267175573	0.295801526717557	1.49618320610687	1.00381679389313	0	0.375	CAF	0
93	Ellan Vannin	0.0		[null]		[null]	0.0	0.0	0.666666666666667	0.666666666666667	1.0	[null]	[null]	OFC	[null]
94	Northern Mariana Islands	0.0		[null]		0.0	0.133333333333333	0.111111111111111	0.0555555555555556	0.888888888888889	4.16666666666667	[null]	[null]	OFC	[null]
95	Montserrat	0.0		[null]		1.0	0.105263157894737	0.133333333333333	0.0666666666666667	1.03333333333333	4.4	[null]	[null]	OFC	[null]
96	Georgia	0.0		[null]		0.490909090909091	0.23	0.293532338308458	0.189054726368159	1.12935323383085	1.48258706467662	[null]	[null]	UEFA	[null]
97	Lesotho	0.0		[null]		0.216867469879518	0.150943396226415	0.169014084507042	0.309859154929577	0.779342723004695	1.61971830985915	[null]	[null]	CAF	[null]
98	El Salvador	0.043795620437956		0.0		0.481927710843373	0.200913242009132	0.321120689655172	0.226293103448276	1.22629310344828	1.48706896551724	[null]	[null]	CONCACAF	[null]
99	South Ossetia	0.0		[null]		[null]	0.0	0.0	0.333333333333333	0.666666666666667	2.33333333333333	[null]	[null]	OFC	[null]
100	Latvia	0.0		[null]		0.416666666666667	0.25	0.301136363636364	0.227272727272727	1.25568181818182	1.64488636363636	[null]	[null]	UEFA	[null]

Rows: 1-100 | Columns: 15

Some data is missing; this is because only top teams won major tournaments. Besides, some non-professional teams may not have a stadium.

In [30]:

teams_kpi.count()

Out[30]:

	count
	272.0
	272.0
	272.0
	77.0
	213.0
	243.0
	263.0
	272.0
	272.0
	272.0
	272.0
	40.0
	40.0
	271.0
	40.0

Rows: 1-15 | Columns: 2

Let's impute the missing values by 0.

In [31]:

teams_kpi.fillna({"Percent_Victory_Away": 0,
                  "Percent_Victory_Home": 0,
                  "Percent_Victory_Continental_Tournament": 0,
                  "Percent_Victory_World_Tournament": 0,
                  "nb_World_Cup": 0,
                  "Word_Cup_Victory": 0,
                  "nb_Continental_Cup": 0,
                  "confederation": "OFC"})

Out[31]:

	Abc team1 Varchar(64)	123 Number_Games_World_Tournament Float	123 Float	123 Percent_Victory_World_Tournament Float	123 Float	123 Percent_Victory_Home Float	123 Percent_Victory_Away Float	123 Percent_Victory Float	123 Percent_Draw Float	123 Avg_goals Float	123 Avg_goals_conceded Float	123 nb_World_Cup Integer	123 nb_Continental_Cup Float	Abc confederation Varchar(8)	123 Word_Cup_Victory Int
1	Madagascar	0.0		0.0		0.464285714285714	0.32183908045977	0.366666666666667	0.194444444444444	1.33333333333333	1.63333333333333	0	0.0	CAF	0
2	North Vietnam	0.0		0.0		0.0	0.210526315789474	0.210526315789474	0.157894736842105	1.63157894736842	2.26315789473684	0	0.0	OFC	0
3	Abkhazia	0.0		0.0		0.0	0.166666666666667	0.166666666666667	0.5	1.0	1.5	0	0.0	OFC	0
4	Canada	0.043795620437956		0.0		0.338709677419355	0.281481481481481	0.331412103746398	0.239193083573487	1.04899135446686	1.39769452449568	0	0.25	CONCACAF	0
5	Monaco	0.0		0.0		0.0	0.166666666666667	0.166666666666667	0.166666666666667	1.16666666666667	8.33333333333333	0	0.0	OFC	0
6	Saint Pierre and Miquelon	0.0		0.0		0.0	0.0	0.0	0.0	0.166666666666667	10.3333333333333	0	0.0	OFC	0
7	Algeria	0.094890510948905		0.230769230769231		0.580645161290323	0.31638418079096	0.415217391304348	0.280434782608696	1.35434782608696	1.0304347826087	0	0.125	CAF	0
8	Iran	0.087591240875912		0.0833333333333333		0.641509433962264	0.430379746835443	0.534368070953437	0.261640798226164	1.84035476718404	0.835920177383592	0	0.25	AFC	0
9	Comoros	0.0		0.0		0.0	0.142857142857143	0.0714285714285714	0.285714285714286	0.5	1.71428571428571	0	0.0	CAF	0
10	Namibia	0.0		0.0		0.351851851851852	0.195402298850575	0.236842105263158	0.284210526315789	1.01578947368421	1.53157894736842	0	0.0	CAF	0
11	South Sudan	0.0		0.0		0.5	0.142857142857143	0.166666666666667	0.277777777777778	0.555555555555556	1.55555555555556	0	0.0	CAF	0
12	Belize	0.0		0.0		0.5	0.037037037037037	0.186440677966102	0.169491525423729	1.03389830508475	2.23728813559322	0	0.0	OFC	0
13	Vietnam	0.0		0.0		0.46551724137931	0.384615384615385	0.376543209876543	0.203703703703704	1.66666666666667	1.59259259259259	0	0.0	AFC	0
14	Puerto Rico	0.0		0.0		0.178571428571429	0.196078431372549	0.188118811881188	0.178217821782178	1.00990099009901	2.2970297029703	0	0.0	OFC	0
15	Andorra	0.0		0.0		0.0571428571428571	0.0	0.0229007633587786	0.0763358778625954	0.282442748091603	2.82442748091603	0	0.0	UEFA	0
16	France	0.503649635036496		0.536231884057971		0.532110091743119	0.363636363636364	0.480818414322251	0.214833759590793	1.75831202046036	1.34271099744246	1	0.25	UEFA	1
17	Belarus	0.0		0.0		0.392857142857143	0.285714285714286	0.30622009569378	0.258373205741627	1.25358851674641	1.44019138755981	0	0.0	UEFA	0
18	Ynys Môn	0.0		0.0		0.0	0.470588235294118	0.470588235294118	0.215686274509804	1.70588235294118	1.49019607843137	0	0.0	OFC	0
19	Guatemala	0.0		0.0		0.468085106382979	0.285714285714286	0.341232227488152	0.258293838862559	1.32938388625592	1.3696682464455	0	0.0	CONCACAF	0
20	Turkmenistan	0.0		0.0		0.538461538461538	0.365079365079365	0.384615384615385	0.170940170940171	1.63247863247863	1.47863247863248	0	0.0	AFC	0
21	China PR	0.021897810218978		0.0		0.579617834394904	0.395833333333333	0.488117001828154	0.226691042047532	1.83729433272395	1.08775137111517	0	0.125	AFC	0
22	Serbia	0.313868613138686		0.395348837209302		0.544502617801047	0.38150289017341	0.456460674157303	0.219101123595506	1.81601123595506	1.37921348314607	0	0.0	UEFA	0
23	Italy	0.664233576642336		0.527472527472527		0.643884892086331	0.346456692913386	0.524568393094289	0.282868525896414	1.69588313413015	0.98273572377158	3	0.125	UEFA	1
24	Uganda	0.0		0.0		0.591954022988506	0.382789317507418	0.440497335701599	0.253996447602131	1.61811722912966	1.2113676731794	0	0.0	CAF	0
25	Bermuda	0.0		0.0		0.403846153846154	0.244444444444444	0.353846153846154	0.184615384615385	1.67692307692308	1.56153846153846	0	0.0	CONCACAF	0
26	Niger	0.0		0.0		0.448275862068966	0.0898876404494382	0.234972677595628	0.256830601092896	0.934426229508197	1.6448087431694	0	0.0	CAF	0
27	Rwanda	0.0		0.0		0.446428571428571	0.324786324786325	0.333333333333333	0.253521126760563	1.05164319248826	1.22535211267606	0	0.0	CAF	0
28	Brunei	0.0		0.0		0.5	0.111111111111111	0.1	0.0666666666666667	0.65	3.76666666666667	0	0.0	OFC	0
29	Guadeloupe	0.0		0.0		0.507692307692308	0.380281690140845	0.415525114155251	0.182648401826484	1.67123287671233	1.48401826484018	0	0.0	CONCACAF	0
30	Panama	0.0		0.0		0.5	0.216049382716049	0.310160427807487	0.254010695187166	1.16310160427807	1.56417112299465	0	0.0	CONMEBOL	0
31	United States	0.35036496350365		0.291666666666667		0.406542056074766	0.262068965517241	0.419614147909968	0.212218649517685	1.41961414790997	1.37138263665595	0	0.25	CONMEBOL	0
32	Sierra Leone	0.0		0.0		0.541666666666667	0.194915254237288	0.308333333333333	0.241666666666667	0.958333333333333	1.3625	0	0.0	CAF	0
33	Costa Rica	0.109489051094891		0.333333333333333		0.623853211009174	0.331730769230769	0.429872495446266	0.256830601092896	1.67030965391621	1.16757741347905	0	0.0	CONMEBOL	0
34	Hitra	0.0		0.0		0.0	0.166666666666667	0.166666666666667	0.0	1.16666666666667	4.83333333333333	0	0.0	OFC	0
35	Iraqi Kurdistan	0.0		0.0		1.0	0.352941176470588	0.45	0.25	2.1	1.15	0	0.0	OFC	0
36	Philippines	0.0		0.0		0.476190476190476	0.227272727272727	0.274611398963731	0.145077720207254	1.16580310880829	2.27979274611399	0	0.0	AFC	0
37	Singapore	0.0		0.0		0.406779661016949	0.244360902255639	0.304093567251462	0.192982456140351	1.33918128654971	1.87329434697856	0	0.0	AFC	0
38	Macau	0.0		0.0		0.217391304347826	0.142857142857143	0.141509433962264	0.0943396226415094	0.764150943396226	3.26415094339623	0	0.0	AFC	0
39	Mali	0.0		0.0		0.568	0.325581395348837	0.399563318777293	0.246724890829694	1.27292576419214	1.17685589519651	0	0.0	CAF	0
40	Czech Republic	0.277372262773723		0.368421052631579		0.654320987654321	0.34185303514377	0.483311081441923	0.221628838451268	1.8437917222964	1.23497997329773	0	0.0	UEFA	0
41	Bangladesh	0.0		0.0		0.551724137931034	0.179245283018868	0.232432432432432	0.210810810810811	0.87027027027027	2.02702702702703	0	0.0	AFC	0
42	U.S. Virgin Islands	0.0		0.0		0.2	0.0	0.1	0.15	0.5	4.875	0	0.0	OFC	0
43	Zimbabwe	0.0		0.0		0.540322580645161	0.372093023255814	0.41871921182266	0.25615763546798	1.35221674876847	1.16748768472906	0	0.0	CAF	0
44	Papua New Guinea	0.0		0.0		0.333333333333333	0.24	0.268041237113402	0.175257731958763	1.90721649484536	2.22680412371134	0	0.0	OFC	0
45	Greece	0.094890510948905		0.153846153846154		0.459016393442623	0.262626262626263	0.365019011406844	0.252851711026616	1.23954372623574	1.42015209125475	0	0.125	UEFA	0
46	Réunion	0.0		0.0		0.212121212121212	0.416666666666667	0.333333333333333	0.160493827160494	1.66666666666667	2.35802469135802	0	0.0	OFC	0
47	Mauritania	0.0		0.0		0.3	0.0857142857142857	0.15028901734104	0.260115606936416	0.734104046242775	1.64161849710983	0	0.0	CAF	0
48	Eswatini	0.0		0.0		0.240963855421687	0.177083333333333	0.207070707070707	0.272727272727273	0.828282828282828	1.74242424242424	0	0.0	CAF	0
49	Iceland	0.0		0.0		0.430769230769231	0.23780487804878	0.297435897435897	0.18974358974359	1.16410256410256	1.7	0	0.0	UEFA	0
50	Germany	0.875912408759124		0.6		0.608391608391608	0.470212765957447	0.555369127516778	0.208053691275168	2.0998322147651	1.17953020134228	4	0.375	UEFA	1
51	Botswana	0.0		0.0		0.382352941176471	0.147058823529412	0.265560165975104	0.302904564315353	0.796680497925311	1.29460580912863	0	0.0	CAF	0
52	Eritrea	0.0		0.0		0.416666666666667	0.12	0.157142857142857	0.228571428571429	0.671428571428571	1.74285714285714	0	0.0	CAF	0
53	Sudan	0.0		0.0		0.592105263157895	0.278301886792453	0.336	0.248	1.14133333333333	1.368	0	0.125	CAF	0
54	Turks and Caicos Islands	0.0		0.0		0.0	0.222222222222222	0.176470588235294	0.0588235294117647	0.588235294117647	3.41176470588235	0	0.0	OFC	0
55	Grenada	0.0		0.0		0.4	0.353982300884956	0.352631578947368	0.221052631578947	1.78947368421053	1.76315789473684	0	0.0	CONCACAF	0
56	Kosovo	0.0		0.0		0.4	0.5	0.428571428571429	0.285714285714286	2.0	1.71428571428571	0	0.0	UEFA	0
57	Tuvalu	0.0		0.0		0.0	0.210526315789474	0.210526315789474	0.105263157894737	1.15789473684211	5.31578947368421	0	0.0	OFC	0
58	Nepal	0.0		0.0		0.394736842105263	0.146341463414634	0.206666666666667	0.14	0.813333333333333	2.58666666666667	0	0.0	AFC	0
59	Kiribati	0.0		0.0		0.0	0.0	0.0	0.0	0.333333333333333	9.66666666666667	0	0.0	OFC	0
60	Guinea-Bissau	0.0		0.0		0.451612903225806	0.230769230769231	0.272727272727273	0.223140495867769	1.03305785123967	1.56198347107438	0	0.0	CAF	0
61	Bahamas	0.0		0.0		0.333333333333333	0.181818181818182	0.259259259259259	0.148148148148148	1.14814814814815	3.33333333333333	0	0.0	OFC	0
62	New Zealand	0.109489051094891		0.0		0.486842105263158	0.346820809248555	0.404761904761905	0.181547619047619	1.74702380952381	1.61309523809524	0	0.0	OFC	0
63	Mozambique	0.0		0.0		0.530612244897959	0.2	0.315018315018315	0.252747252747253	1.05494505494505	1.28571428571429	0	0.0	CAF	0
64	Uruguay	0.445255474452555		0.409836065573771		0.5	0.300724637681159	0.430274135876043	0.245530393325387	1.57568533969011	1.26460071513707	2	1.0	CONMEBOL	1
65	Saint Martin	0.0		0.0		0.75	0.16	0.303030303030303	0.0909090909090909	1.12121212121212	2.90909090909091	0	0.0	OFC	0
66	Albania	0.0		0.0		0.404255319148936	0.173076923076923	0.23972602739726	0.222602739726027	0.900684931506849	1.5958904109589	0	0.0	UEFA	0
67	Angola	0.021897810218978		0.0		0.5625	0.253521126760563	0.352750809061489	0.352750809061489	1.1747572815534	1.042071197411	0	0.0	CAF	0
68	Brazil	1.0		0.678832116788321		0.733333333333333	0.59375	0.635091496232508	0.20021528525296	2.19375672766416	0.93756727664155	4	1.0	CONMEBOL	1
69	Scotland	0.167883211678832		0.173913043478261		0.58477508650519	0.394230769230769	0.476510067114094	0.21744966442953	1.7503355704698	1.2255033557047	0	0.0	UEFA	0
70	Dominican Republic	0.0		0.0		0.428571428571429	0.333333333333333	0.362637362637363	0.142857142857143	1.57142857142857	1.85714285714286	0	0.0	OFC	0
71	Alderney	0.0		0.0		0.0	0.0833333333333333	0.0833333333333333	0.0	0.583333333333333	4.33333333333333	0	0.0	OFC	0
72	Colombia	0.167883211678832		0.391304347826087		0.46875	0.357142857142857	0.378	0.272	1.206	1.21	0	0.125	CONMEBOL	0
73	Bonaire	0.0		0.0		0.0	0.307692307692308	0.307692307692308	0.153846153846154	1.61538461538462	3.38461538461538	0	0.0	OFC	0
74	Palestine	0.0		0.0		0.0	0.25	0.251655629139073	0.264900662251656	1.28476821192053	1.60264900662252	0	0.0	AFC	0
75	Kazakhstan	0.0		0.0		0.394736842105263	0.16	0.239263803680982	0.239263803680982	1.03680981595092	1.6441717791411	0	0.0	UEFA	0
76	Arameans Suryoye	0.0		0.0		0.0	0.571428571428571	0.571428571428571	0.142857142857143	1.42857142857143	1.14285714285714	0	0.0	OFC	0
77	Togo	0.021897810218978		0.0		0.484536082474227	0.236363636363636	0.314285714285714	0.245714285714286	1.08285714285714	1.39142857142857	0	0.0	CAF	0
78	Central African Republic	0.0		0.0		0.352941176470588	0.12	0.168831168831169	0.207792207792208	1.02597402597403	2.06493506493507	0	0.0	CAF	0
79	South Africa	0.124087591240876		0.176470588235294		0.52755905511811	0.370967741935484	0.444759206798867	0.274787535410765	1.3399433427762	1.00849858356941	0	0.0	CAF	0
80	Zanzibar	0.0		0.0		0.172413793103448	0.19047619047619	0.187817258883249	0.192893401015228	0.888324873096447	2.16243654822335	0	0.0	OFC	0
81	Pakistan	0.0		0.0		0.366666666666667	0.204918032786885	0.197802197802198	0.186813186813187	0.934065934065934	2.39010989010989	0	0.0	AFC	0
82	Mongolia	0.0		0.0		1.0	0.241379310344828	0.266666666666667	0.0888888888888889	1.08888888888889	3.22222222222222	0	0.0	OFC	0
83	Vietnam Republic	0.0		0.0		0.615384615384615	0.39047619047619	0.431372549019608	0.176470588235294	1.83660130718954	1.73202614379085	0	0.0	AFC	0
84	Curaçao	0.0		0.0		0.666666666666667	0.294444444444444	0.356435643564356	0.267326732673267	1.54785478547855	1.67656765676568	0	0.0	CONCACAF	0
85	Venezuela	0.0		0.0		0.470588235294118	0.238636363636364	0.23598820058997	0.206489675516224	0.994100294985251	2.01769911504425	0	0.0	CONMEBOL	0
86	Raetia	0.0		0.0		0.0	0.0	0.0	0.0	0.0	5.0	0	0.0	OFC	0
87	Anguilla	0.0		0.0		0.0	0.09375	0.0625	0.0625	0.666666666666667	4.04166666666667	0	0.0	OFC	0
88	Gotland	0.0		0.0		0.6	0.285714285714286	0.346153846153846	0.153846153846154	2.46153846153846	2.0	0	0.0	OFC	0
89	Jordan	0.0		0.0		0.411214953271028	0.286624203821656	0.347953216374269	0.286549707602339	1.18421052631579	1.1140350877193	0	0.0	AFC	0
90	Tamil Eelam	0.0		0.0		0.0	0.166666666666667	0.166666666666667	0.0	1.0	4.16666666666667	0	0.0	OFC	0
91	Sri Lanka	0.0		0.0		0.333333333333333	0.20353982300885	0.211111111111111	0.177777777777778	1.03888888888889	2.43888888888889	0	0.0	AFC	0
92	Nigeria	0.175182481751825		0.291666666666667		0.62037037037037	0.319047619047619	0.458015267175573	0.295801526717557	1.49618320610687	1.00381679389313	0	0.375	CAF	0
93	Ellan Vannin	0.0		0.0		0.0	0.0	0.0	0.666666666666667	0.666666666666667	1.0	0	0.0	OFC	0
94	Northern Mariana Islands	0.0		0.0		0.0	0.133333333333333	0.111111111111111	0.0555555555555556	0.888888888888889	4.16666666666667	0	0.0	OFC	0
95	Montserrat	0.0		0.0		1.0	0.105263157894737	0.133333333333333	0.0666666666666667	1.03333333333333	4.4	0	0.0	OFC	0
96	Georgia	0.0		0.0		0.490909090909091	0.23	0.293532338308458	0.189054726368159	1.12935323383085	1.48258706467662	0	0.0	UEFA	0
97	Lesotho	0.0		0.0		0.216867469879518	0.150943396226415	0.169014084507042	0.309859154929577	0.779342723004695	1.61971830985915	0	0.0	CAF	0
98	El Salvador	0.043795620437956		0.0		0.481927710843373	0.200913242009132	0.321120689655172	0.226293103448276	1.22629310344828	1.48706896551724	0	0.0	CONCACAF	0
99	South Ossetia	0.0		0.0		0.0	0.0	0.0	0.333333333333333	0.666666666666667	2.33333333333333	0	0.0	OFC	0
100	Latvia	0.0		0.0		0.416666666666667	0.25	0.301136363636364	0.227272727272727	1.25568181818182	1.64488636363636	0	0.0	UEFA	0

Rows: 1-100 of 272 | Columns: 15

Let's export the result to our Vertica database.

In [32]:

vp.drop("football_clustering", relation_type = "table")
teams_kpi.to_db("football_clustering", 
                relation_type = "table",
                inplace = True)

Out[32]:

	Abc team1 Varchar(64)	123 Number_Games_World_Tournament Numeric(34,15)	123 Numeric(34,15)	123 Percent_Victory_World_Tournament Float	123 Float	123 Percent_Victory_Home Float	123 Percent_Victory_Away Float	123 Percent_Victory Float	123 Percent_Draw Float	123 Avg_goals Float	123 Avg_goals_conceded Float	123 nb_World_Cup Int	123 nb_Continental_Cup Numeric(34,15)	Abc confederation Varchar(8)	123 Word_Cup_Victory Int
1	Abkhazia	0.0		0.0		0.0	0.166666666666667	0.166666666666667	0.5	1.0	1.5	0	0.0	OFC	0
2	Afghanistan	0.0		0.0		0.4	0.295774647887324	0.284090909090909	0.204545454545455	1.07954545454545	2.05681818181818	0	0.0	AFC	0
3	Albania	0.0		0.0		0.404255319148936	0.173076923076923	0.23972602739726	0.222602739726027	0.900684931506849	1.5958904109589	0	0.0	UEFA	0
4	Alderney	0.0		0.0		0.0	0.0833333333333333	0.0833333333333333	0.0	0.583333333333333	4.33333333333333	0	0.0	OFC	0
5	Algeria	0.094890510948905		0.230769230769231		0.580645161290323	0.31638418079096	0.415217391304348	0.280434782608696	1.35434782608696	1.0304347826087	0	0.125	CAF	0
6	American Samoa	0.0		0.0		0.0	0.114285714285714	0.0930232558139535	0.0232558139534884	0.627906976744186	6.44186046511628	0	0.0	OFC	0
7	Andalusia	0.0		0.0		0.636363636363636	0.0	0.636363636363636	0.363636363636364	2.0	0.818181818181818	0	0.0	OFC	0
8	Andorra	0.0		0.0		0.0571428571428571	0.0	0.0229007633587786	0.0763358778625954	0.282442748091603	2.82442748091603	0	0.0	UEFA	0
9	Angola	0.021897810218978		0.0		0.5625	0.253521126760563	0.352750809061489	0.352750809061489	1.1747572815534	1.042071197411	0	0.0	CAF	0
10	Anguilla	0.0		0.0		0.0	0.09375	0.0625	0.0625	0.666666666666667	4.04166666666667	0	0.0	OFC	0
11	Antigua and Barbuda	0.0		0.0		0.470588235294118	0.233333333333333	0.310734463276836	0.209039548022599	1.3954802259887	1.70056497175141	0	0.0	OFC	0
12	Arameans Suryoye	0.0		0.0		0.0	0.571428571428571	0.571428571428571	0.142857142857143	1.42857142857143	1.14285714285714	0	0.0	OFC	0
13	Argentina	0.635036496350365		0.540229885057471		0.638095238095238	0.406060606060606	0.536060279870829	0.248654467168999	1.86544671689989	1.05059203444564	2	1.0	CONMEBOL	1
14	Armenia	0.0		0.0		0.30952380952381	0.2125	0.219653179190751	0.208092485549133	0.867052023121387	1.72254335260116	0	0.0	UEFA	0
15	Artsakh	0.0		0.0		1.0	0.0	1.0	0.0	3.0	0.0	0	0.0	OFC	0
16	Aruba	0.0		0.0		0.333333333333333	0.0847457627118644	0.185185185185185	0.240740740740741	1.32407407407407	2.40740740740741	0	0.0	OFC	0
17	Australia	0.18978102189781		0.269230769230769		0.439393939393939	0.51123595505618	0.498942917547569	0.211416490486258	2.03171247357294	1.11205073995772	0	0.125	AFC	0
18	Austria	0.211678832116788		0.413793103448276		0.483766233766234	0.306338028169014	0.41112618724559	0.219810040705563	1.79782903663501	1.59294436906377	0	0.0	UEFA	0
19	Azerbaijan	0.0		0.0		0.361702127659574	0.150442477876106	0.182692307692308	0.264423076923077	0.697115384615385	1.69711538461538	0	0.0	UEFA	0
20	Bahamas	0.0		0.0		0.333333333333333	0.181818181818182	0.259259259259259	0.148148148148148	1.14814814814815	3.33333333333333	0	0.0	OFC	0
21	Bahrain	0.0		0.0		0.403361344537815	0.290322580645161	0.328798185941043	0.27891156462585	1.20181405895692	1.33106575963719	0	0.0	AFC	0
22	Bangladesh	0.0		0.0		0.551724137931034	0.179245283018868	0.232432432432432	0.210810810810811	0.87027027027027	2.02702702702703	0	0.0	AFC	0
23	Barbados	0.0		0.0		0.42	0.28125	0.336206896551724	0.228448275862069	1.31896551724138	1.65086206896552	0	0.0	OFC	0
24	Basque Country	0.0		0.0		0.633333333333333	0.695652173913043	0.660377358490566	0.169811320754717	2.75471698113208	1.33962264150943	0	0.0	OFC	0
25	Belarus	0.0		0.0		0.392857142857143	0.285714285714286	0.30622009569378	0.258373205741627	1.25358851674641	1.44019138755981	0	0.0	UEFA	0
26	Belgium	0.299270072992701		0.341463414634146		0.478571428571429	0.284615384615385	0.410614525139665	0.21927374301676	1.68435754189944	1.60614525139665	0	0.0	UEFA	0
27	Belize	0.0		0.0		0.5	0.037037037037037	0.186440677966102	0.169491525423729	1.03389830508475	2.23728813559322	0	0.0	OFC	0
28	Benin	0.0		0.0		0.276315789473684	0.137254901960784	0.206140350877193	0.228070175438596	1.00438596491228	1.95175438596491	0	0.0	CAF	0
29	Bermuda	0.0		0.0		0.403846153846154	0.244444444444444	0.353846153846154	0.184615384615385	1.67692307692308	1.56153846153846	0	0.0	CONCACAF	0
30	Bhutan	0.0		0.0		0.666666666666667	0.0392156862745098	0.0952380952380952	0.0634920634920635	0.619047619047619	3.95238095238095	0	0.0	AFC	0
31	Bolivia	0.065693430656934		0.0		0.378787878787879	0.138613861386139	0.221957040572792	0.248210023866348	1.0381861575179	1.94272076372315	0	0.0	CONMEBOL	0
32	Bonaire	0.0		0.0		0.0	0.307692307692308	0.307692307692308	0.153846153846154	1.61538461538462	3.38461538461538	0	0.0	OFC	0
33	Bosnia and Herzegovina	0.021897810218978		0.333333333333333		0.428571428571429	0.304878048780488	0.384615384615385	0.214285714285714	1.42857142857143	1.39010989010989	0	0.0	UEFA	0
34	Botswana	0.0		0.0		0.382352941176471	0.147058823529412	0.265560165975104	0.302904564315353	0.796680497925311	1.29460580912863	0	0.0	CAF	0
35	Brazil	1.0		0.678832116788321		0.733333333333333	0.59375	0.635091496232508	0.20021528525296	2.19375672766416	0.93756727664155	4	1.0	CONMEBOL	1
36	British Virgin Islands	0.0		0.0		0.363636363636364	0.16	0.197530864197531	0.160493827160494	0.876543209876543	3.11111111111111	0	0.0	OFC	0
37	Brittany	0.0		0.0		0.555555555555556	0.0	0.555555555555556	0.222222222222222	1.44444444444444	1.22222222222222	0	0.0	OFC	0
38	Brunei	0.0		0.0		0.5	0.111111111111111	0.1	0.0666666666666667	0.65	3.76666666666667	0	0.0	OFC	0
39	Bulgaria	0.18978102189781		0.115384615384615		0.481081081081081	0.292763157894737	0.37245696400626	0.251956181533646	1.43192488262911	1.47104851330203	0	0.0	UEFA	0
40	Burkina Faso	0.0		0.0		0.505376344086022	0.197530864197531	0.310144927536232	0.263768115942029	1.15942028985507	1.42028985507246	0	0.0	CAF	0
41	Burma	0.0		0.0		0.51219512195122	0.45	0.449685534591195	0.172955974842767	1.71383647798742	1.4811320754717	0	0.0	AFC	0
42	Burundi	0.0		0.0		0.37037037037037	0.297297297297297	0.316455696202532	0.240506329113924	1.0379746835443	1.29746835443038	0	0.0	CAF	0
43	Cambodia	0.0		0.0		0.391304347826087	0.184615384615385	0.19672131147541	0.153005464480874	1.10928961748634	2.65573770491803	0	0.0	AFC	0
44	Cameroon	0.226277372262774		0.258064516129032		0.588235294117647	0.320574162679426	0.44258872651357	0.30062630480167	1.42171189979123	1.05427974947808	0	0.25	CAF	0
45	Canada	0.043795620437956		0.0		0.338709677419355	0.281481481481481	0.331412103746398	0.239193083573487	1.04899135446686	1.39769452449568	0	0.25	CONCACAF	0
46	Cape Verde	0.0		0.0		0.580645161290323	0.278481012658228	0.358620689655172	0.23448275862069	1.06206896551724	1.15862068965517	0	0.0	CAF	0
47	Catalonia	0.0		0.0		0.459459459459459	0.111111111111111	0.391304347826087	0.239130434782609	1.52173913043478	1.73913043478261	0	0.0	OFC	0
48	Cayman Islands	0.0		0.0		0.333333333333333	0.135135135135135	0.185185185185185	0.160493827160494	1.03703703703704	2.54320987654321	0	0.0	OFC	0
49	Central African Republic	0.0		0.0		0.352941176470588	0.12	0.168831168831169	0.207792207792208	1.02597402597403	2.06493506493507	0	0.0	CAF	0
50	Chad	0.0		0.0		0.318181818181818	0.161764705882353	0.226415094339623	0.245283018867925	0.933962264150943	1.73584905660377	0	0.0	CAF	0
51	Chile	0.240875912408759		0.333333333333333		0.558282208588957	0.257142857142857	0.38048090523338	0.206506364922207	1.42149929278642	1.46534653465347	0	0.25	CONMEBOL	0
52	China PR	0.021897810218978		0.0		0.579617834394904	0.395833333333333	0.488117001828154	0.226691042047532	1.83729433272395	1.08775137111517	0	0.125	AFC	0
53	Chinese Taipei	0.0		0.0		0.5	0.253164556962025	0.21551724137931	0.155172413793103	1.31896551724138	2.85344827586207	0	0.0	AFC	0
54	Colombia	0.167883211678832		0.391304347826087		0.46875	0.357142857142857	0.378	0.272	1.206	1.21	0	0.125	CONMEBOL	0
55	Comoros	0.0		0.0		0.0	0.142857142857143	0.0714285714285714	0.285714285714286	0.5	1.71428571428571	0	0.0	CAF	0
56	Congo	0.0		0.0		0.475728155339806	0.289308176100629	0.357558139534884	0.244186046511628	1.29651162790698	1.375	0	0.125	CAF	0
57	Cook Islands	0.0		0.0		0.5	0.241379310344828	0.209302325581395	0.0930232558139535	0.883720930232558	5.37209302325581	0	0.0	OFC	0
58	Corsica	0.0		0.0		0.4	0.0	0.4	0.4	0.8	0.6	0	0.0	OFC	0
59	Costa Rica	0.109489051094891		0.333333333333333		0.623853211009174	0.331730769230769	0.429872495446266	0.256830601092896	1.67030965391621	1.16757741347905	0	0.0	CONMEBOL	0
60	Croatia	0.116788321167883		0.4375		0.670588235294118	0.425742574257426	0.533834586466165	0.270676691729323	1.75187969924812	0.981203007518797	0	0.0	UEFA	0
61	Cuba	0.021897810218978		0.333333333333333		0.45	0.372881355932203	0.346153846153846	0.25	1.32051282051282	1.43910256410256	0	0.0	CONCACAF	0
62	Curaçao	0.0		0.0		0.666666666666667	0.294444444444444	0.356435643564356	0.267326732673267	1.54785478547855	1.67656765676568	0	0.0	CONCACAF	0
63	Cyprus	0.0		0.0		0.301470588235294	0.0909090909090909	0.185975609756098	0.167682926829268	0.86890243902439	2.2469512195122	0	0.0	UEFA	0
64	Czech Republic	0.277372262773723		0.368421052631579		0.654320987654321	0.34185303514377	0.483311081441923	0.221628838451268	1.8437917222964	1.23497997329773	0	0.0	UEFA	0
65	DR Congo	0.021897810218978		0.0		0.615384615384615	0.308108108108108	0.391304347826087	0.268115942028986	1.5024154589372	1.2536231884058	0	0.125	CAF	0
66	Denmark	0.138686131386861		0.526315789473684		0.552542372881356	0.346666666666667	0.44607190412783	0.203728362183755	1.77762982689747	1.42876165113182	0	0.125	UEFA	0
67	Djibouti	0.0		0.0		0.0769230769230769	0.0	0.0273972602739726	0.0547945205479452	0.684931506849315	4.02739726027397	0	0.0	CAF	0
68	Dominica	0.0		0.0		0.475	0.157407407407407	0.23030303030303	0.206060606060606	1.13939393939394	2.09090909090909	0	0.0	OFC	0
69	Dominican Republic	0.0		0.0		0.428571428571429	0.333333333333333	0.362637362637363	0.142857142857143	1.57142857142857	1.85714285714286	0	0.0	OFC	0
70	East Timor	0.0		0.0		0.0	0.12	0.0789473684210526	0.0526315789473684	0.894736842105263	3.68421052631579	0	0.0	OFC	0
71	Ecuador	0.072992700729927		0.4		0.59375	0.24025974025974	0.294491525423729	0.245762711864407	1.19491525423729	1.65042372881356	0	0.125	CONMEBOL	0
72	Egypt	0.072992700729927		0.1		0.582352941176471	0.373913043478261	0.486301369863014	0.25	1.64383561643836	1.03595890410959	0	0.625	CAF	0
73	El Salvador	0.043795620437956		0.0		0.481927710843373	0.200913242009132	0.321120689655172	0.226293103448276	1.22629310344828	1.48706896551724	0	0.0	CONCACAF	0
74	Ellan Vannin	0.0		0.0		0.0	0.0	0.0	0.666666666666667	0.666666666666667	1.0	0	0.0	OFC	0
75	England	0.452554744525547		0.419354838709677		0.61878453038674	0.530864197530864	0.565762004175365	0.241127348643006	2.19937369519833	0.992693110647182	1	0.0	UEFA	1
76	Equatorial Guinea	0.0		0.0		0.448275862068966	0.0666666666666667	0.233009708737864	0.223300970873786	0.796116504854369	1.6504854368932	0	0.0	CAF	0
77	Eritrea	0.0		0.0		0.416666666666667	0.12	0.157142857142857	0.228571428571429	0.671428571428571	1.74285714285714	0	0.0	CAF	0
78	Estonia	0.0		0.0		0.361842105263158	0.186868686868687	0.252403846153846	0.213942307692308	1.02403846153846	1.78125	0	0.0	UEFA	0
79	Eswatini	0.0		0.0		0.240963855421687	0.177083333333333	0.207070707070707	0.272727272727273	0.828282828282828	1.74242424242424	0	0.0	CAF	0
80	Ethiopia	0.0		0.0		0.520661157024793	0.295774647887324	0.370149253731343	0.205970149253731	1.40597014925373	1.46865671641791	0	0.125	CAF	0
81	Falkland Islands	0.0		0.0		0.0	0.24	0.24	0.0	1.0	3.8	0	0.0	OFC	0
82	Faroe Islands	0.0		0.0		0.259259259259259	0.1875	0.175257731958763	0.0876288659793814	0.835051546391753	2.52577319587629	0	0.0	UEFA	0
83	Felvidék	0.0		0.0		0.0	0.333333333333333	0.333333333333333	0.333333333333333	1.33333333333333	2.33333333333333	0	0.0	OFC	0
84	Fiji	0.0		0.0		0.524590163934426	0.431578947368421	0.460732984293194	0.151832460732984	2.43979057591623	1.70680628272251	0	0.0	OFC	0
85	Finland	0.0		0.0		0.307359307359307	0.202857142857143	0.245714285714286	0.21	1.18	2.16285714285714	0	0.0	UEFA	0
86	France	0.503649635036496		0.536231884057971		0.532110091743119	0.363636363636364	0.480818414322251	0.214833759590793	1.75831202046036	1.34271099744246	1	0.25	UEFA	1
87	French Guiana	0.0		0.0		0.292682926829268	0.252747252747253	0.265151515151515	0.212121212121212	1.45454545454545	1.86363636363636	0	0.0	CONCACAF	0
88	Frøya	0.0		0.0		0.0	0.2	0.2	0.04	1.24	4.0	0	0.0	OFC	0
89	Gabon	0.0		0.0		0.472727272727273	0.27027027027027	0.36085626911315	0.2782874617737	1.19266055045872	1.13149847094801	0	0.0	CAF	0
90	Galicia	0.0		0.0		0.5	0.0	0.5	0.5	2.0	1.5	0	0.0	OFC	0
91	Gambia	0.0		0.0		0.343283582089552	0.16	0.235602094240838	0.287958115183246	0.93717277486911	1.45026178010471	0	0.0	CAF	0
92	Georgia	0.0		0.0		0.490909090909091	0.23	0.293532338308458	0.189054726368159	1.12935323383085	1.48258706467662	0	0.0	UEFA	0
93	Germany	0.875912408759124		0.6		0.608391608391608	0.470212765957447	0.555369127516778	0.208053691275168	2.0998322147651	1.17953020134228	4	0.375	UEFA	1
94	Ghana	0.087591240875912		0.333333333333333		0.672727272727273	0.384057971014493	0.48220640569395	0.256227758007117	1.6423487544484	1.04092526690391	0	0.25	CAF	0
95	Gibraltar	0.0		0.0		0.6	0.345454545454545	0.384615384615385	0.107692307692308	1.66153846153846	1.98461538461538	0	0.0	UEFA	0
96	Gotland	0.0		0.0		0.6	0.285714285714286	0.346153846153846	0.153846153846154	2.46153846153846	2.0	0	0.0	OFC	0
97	Greece	0.094890510948905		0.153846153846154		0.459016393442623	0.262626262626263	0.365019011406844	0.252851711026616	1.23954372623574	1.42015209125475	0	0.125	UEFA	0
98	Greenland	0.0		0.0		0.0	0.3125	0.303030303030303	0.106060606060606	1.74242424242424	2.09090909090909	0	0.0	OFC	0
99	Grenada	0.0		0.0		0.4	0.353982300884956	0.352631578947368	0.221052631578947	1.78947368421053	1.76315789473684	0	0.0	CONCACAF	0
100	Guadeloupe	0.0		0.0		0.507692307692308	0.380281690140845	0.415525114155251	0.182648401826484	1.67123287671233	1.48401826484018	0	0.0	CONCACAF	0

Rows: 1-100 | Columns: 15

Team Rankings with k-means¶

To compute a k-means model, we need to find a value for 'k.' Let's draw an elbow curve to find a suitable number of clusters.

In [33]:

%matplotlib inline
from verticapy.learn.model_selection import elbow
predictors = ['Word_Cup_Victory',  
              'nb_Continental_Cup',
              'Number_Games_World_Tournament',    
              'Number_Games_Continental_Tournament',   
              'Percent_Victory_World_Tournament',
              'Percent_Victory_Continental_Tournament',  
              'Percent_Victory_Home',
              'Percent_Victory_Away']
elbow = elbow('football_clustering',
              predictors,
              n_cluster = (1, 11))

6 seems to be a good number of clusters. To help the algorithm to converge to meaningful clusters, we can initialize the clusters with different types of centroid levels. For example, we can associate very good teams (champions) to World Cups Winners, good teams to continental Cup Winners, etc. This will let us to properly weigh the performance of each team relatve to the strength of their region.

In [34]:

from verticapy.learn.cluster import KMeans
        # w_cup c_cup w_games c_games w_vict c_vict h_vict a_vict
init =  [(0,    0,       0,  0.05,      0,    0,      0, 0.05), # very bad
         (0,    0,       0,  0.30,      0, 0.25,   0.30, 0.10), # bad
         (0,    0,    0.05,  0.40,   0.15, 0.35,   0.40, 0.20), # outsiders
         (0, 0.10,    0.15,  0.50,   0.20, 0.45,   0.50, 0.30), # good
         (0, 0.20,    0.30,  0.40,   0.40, 0.55,   0.60, 0.40), # strong
         (1,  0.5,       1,  0.80,   0.70, 0.65,   0.75, 0.55)] # champions  
model_kmeans = KMeans("fifa_clusters", 
                      n_cluster = 6,
                      init = init)
model_kmeans.fit("football_clustering", predictors)
model_kmeans.cluster_centers_

Out[34]:

	123 word_cup_victory Float	123 nb_continental_cup Float	123 number_games_world_tournament Float	123 Float	123 percent_victory_world_tournament Float	123 Float	123 percent_victory_home Float	123 percent_victory_away Float
1	0.0	0.0	0.0		0.0		0.0775017129231248	0.173344405066906
2	0.0	0.0	0.0		0.0		0.593941062388084	0.260025467557148
3	0.0	0.00416666666666667	0.00129764801297648		0.00185185185185185		0.450153680750178	0.256408127045046
4	0.0	0.0361842105263158	0.050710718401844		0.113992166132427		0.507846828538841	0.318140092013545
5	0.0	0.159090909090909	0.208803362088034		0.342376891632991		0.55005649660918	0.356151404084586
6	1.0	0.515625	0.635036496350365		0.529212056011815		0.61893194865411	0.434673942286204

Rows: 1-6 | Columns: 8

Let's add the prediction to the vDataFrame.

In [35]:

model_kmeans.predict(teams_kpi, 
                     name = "fifa_rank")

Out[35]:

	Abc team1 Varchar(64)	123 Number_Games_World_Tournament Numeric(34,15)	123 Numeric(34,15)	123 Percent_Victory_World_Tournament Float	123 Float	123 Percent_Victory_Home Float	123 Percent_Victory_Away Float	123 Percent_Victory Float	123 Percent_Draw Float	123 Avg_goals Float	123 Avg_goals_conceded Float	123 nb_World_Cup Int	123 nb_Continental_Cup Numeric(34,15)	Abc confederation Varchar(8)	123 Word_Cup_Victory Int	123 fifa_rank Integer
1	Abkhazia	0.0		0.0		0.0	0.166666666666667	0.166666666666667	0.5	1.0	1.5	0	0.0	OFC	0	0
2	Afghanistan	0.0		0.0		0.4	0.295774647887324	0.284090909090909	0.204545454545455	1.07954545454545	2.05681818181818	0	0.0	AFC	0	2
3	Albania	0.0		0.0		0.404255319148936	0.173076923076923	0.23972602739726	0.222602739726027	0.900684931506849	1.5958904109589	0	0.0	UEFA	0	2
4	Alderney	0.0		0.0		0.0	0.0833333333333333	0.0833333333333333	0.0	0.583333333333333	4.33333333333333	0	0.0	OFC	0	0
5	Algeria	0.094890510948905		0.230769230769231		0.580645161290323	0.31638418079096	0.415217391304348	0.280434782608696	1.35434782608696	1.0304347826087	0	0.125	CAF	0	3
6	American Samoa	0.0		0.0		0.0	0.114285714285714	0.0930232558139535	0.0232558139534884	0.627906976744186	6.44186046511628	0	0.0	OFC	0	0
7	Andalusia	0.0		0.0		0.636363636363636	0.0	0.636363636363636	0.363636363636364	2.0	0.818181818181818	0	0.0	OFC	0	1
8	Andorra	0.0		0.0		0.0571428571428571	0.0	0.0229007633587786	0.0763358778625954	0.282442748091603	2.82442748091603	0	0.0	UEFA	0	0
9	Angola	0.021897810218978		0.0		0.5625	0.253521126760563	0.352750809061489	0.352750809061489	1.1747572815534	1.042071197411	0	0.0	CAF	0	2
10	Anguilla	0.0		0.0		0.0	0.09375	0.0625	0.0625	0.666666666666667	4.04166666666667	0	0.0	OFC	0	0
11	Antigua and Barbuda	0.0		0.0		0.470588235294118	0.233333333333333	0.310734463276836	0.209039548022599	1.3954802259887	1.70056497175141	0	0.0	OFC	0	2
12	Arameans Suryoye	0.0		0.0		0.0	0.571428571428571	0.571428571428571	0.142857142857143	1.42857142857143	1.14285714285714	0	0.0	OFC	0	0
13	Argentina	0.635036496350365		0.540229885057471		0.638095238095238	0.406060606060606	0.536060279870829	0.248654467168999	1.86544671689989	1.05059203444564	2	1.0	CONMEBOL	1	5
14	Armenia	0.0		0.0		0.30952380952381	0.2125	0.219653179190751	0.208092485549133	0.867052023121387	1.72254335260116	0	0.0	UEFA	0	2
15	Artsakh	0.0		0.0		1.0	0.0	1.0	0.0	3.0	0.0	0	0.0	OFC	0	1
16	Aruba	0.0		0.0		0.333333333333333	0.0847457627118644	0.185185185185185	0.240740740740741	1.32407407407407	2.40740740740741	0	0.0	OFC	0	2
17	Australia	0.18978102189781		0.269230769230769		0.439393939393939	0.51123595505618	0.498942917547569	0.211416490486258	2.03171247357294	1.11205073995772	0	0.125	AFC	0	4
18	Austria	0.211678832116788		0.413793103448276		0.483766233766234	0.306338028169014	0.41112618724559	0.219810040705563	1.79782903663501	1.59294436906377	0	0.0	UEFA	0	4
19	Azerbaijan	0.0		0.0		0.361702127659574	0.150442477876106	0.182692307692308	0.264423076923077	0.697115384615385	1.69711538461538	0	0.0	UEFA	0	2
20	Bahamas	0.0		0.0		0.333333333333333	0.181818181818182	0.259259259259259	0.148148148148148	1.14814814814815	3.33333333333333	0	0.0	OFC	0	2
21	Bahrain	0.0		0.0		0.403361344537815	0.290322580645161	0.328798185941043	0.27891156462585	1.20181405895692	1.33106575963719	0	0.0	AFC	0	2
22	Bangladesh	0.0		0.0		0.551724137931034	0.179245283018868	0.232432432432432	0.210810810810811	0.87027027027027	2.02702702702703	0	0.0	AFC	0	2
23	Barbados	0.0		0.0		0.42	0.28125	0.336206896551724	0.228448275862069	1.31896551724138	1.65086206896552	0	0.0	OFC	0	2
24	Basque Country	0.0		0.0		0.633333333333333	0.695652173913043	0.660377358490566	0.169811320754717	2.75471698113208	1.33962264150943	0	0.0	OFC	0	1
25	Belarus	0.0		0.0		0.392857142857143	0.285714285714286	0.30622009569378	0.258373205741627	1.25358851674641	1.44019138755981	0	0.0	UEFA	0	2
26	Belgium	0.299270072992701		0.341463414634146		0.478571428571429	0.284615384615385	0.410614525139665	0.21927374301676	1.68435754189944	1.60614525139665	0	0.0	UEFA	0	4
27	Belize	0.0		0.0		0.5	0.037037037037037	0.186440677966102	0.169491525423729	1.03389830508475	2.23728813559322	0	0.0	OFC	0	2
28	Benin	0.0		0.0		0.276315789473684	0.137254901960784	0.206140350877193	0.228070175438596	1.00438596491228	1.95175438596491	0	0.0	CAF	0	2
29	Bermuda	0.0		0.0		0.403846153846154	0.244444444444444	0.353846153846154	0.184615384615385	1.67692307692308	1.56153846153846	0	0.0	CONCACAF	0	2
30	Bhutan	0.0		0.0		0.666666666666667	0.0392156862745098	0.0952380952380952	0.0634920634920635	0.619047619047619	3.95238095238095	0	0.0	AFC	0	1
31	Bolivia	0.065693430656934		0.0		0.378787878787879	0.138613861386139	0.221957040572792	0.248210023866348	1.0381861575179	1.94272076372315	0	0.0	CONMEBOL	0	3
32	Bonaire	0.0		0.0		0.0	0.307692307692308	0.307692307692308	0.153846153846154	1.61538461538462	3.38461538461538	0	0.0	OFC	0	0
33	Bosnia and Herzegovina	0.021897810218978		0.333333333333333		0.428571428571429	0.304878048780488	0.384615384615385	0.214285714285714	1.42857142857143	1.39010989010989	0	0.0	UEFA	0	3
34	Botswana	0.0		0.0		0.382352941176471	0.147058823529412	0.265560165975104	0.302904564315353	0.796680497925311	1.29460580912863	0	0.0	CAF	0	2
35	Brazil	1.0		0.678832116788321		0.733333333333333	0.59375	0.635091496232508	0.20021528525296	2.19375672766416	0.93756727664155	4	1.0	CONMEBOL	1	5
36	British Virgin Islands	0.0		0.0		0.363636363636364	0.16	0.197530864197531	0.160493827160494	0.876543209876543	3.11111111111111	0	0.0	OFC	0	1
37	Brittany	0.0		0.0		0.555555555555556	0.0	0.555555555555556	0.222222222222222	1.44444444444444	1.22222222222222	0	0.0	OFC	0	1
38	Brunei	0.0		0.0		0.5	0.111111111111111	0.1	0.0666666666666667	0.65	3.76666666666667	0	0.0	OFC	0	1
39	Bulgaria	0.18978102189781		0.115384615384615		0.481081081081081	0.292763157894737	0.37245696400626	0.251956181533646	1.43192488262911	1.47104851330203	0	0.0	UEFA	0	3
40	Burkina Faso	0.0		0.0		0.505376344086022	0.197530864197531	0.310144927536232	0.263768115942029	1.15942028985507	1.42028985507246	0	0.0	CAF	0	2
41	Burma	0.0		0.0		0.51219512195122	0.45	0.449685534591195	0.172955974842767	1.71383647798742	1.4811320754717	0	0.0	AFC	0	2
42	Burundi	0.0		0.0		0.37037037037037	0.297297297297297	0.316455696202532	0.240506329113924	1.0379746835443	1.29746835443038	0	0.0	CAF	0	2
43	Cambodia	0.0		0.0		0.391304347826087	0.184615384615385	0.19672131147541	0.153005464480874	1.10928961748634	2.65573770491803	0	0.0	AFC	0	2
44	Cameroon	0.226277372262774		0.258064516129032		0.588235294117647	0.320574162679426	0.44258872651357	0.30062630480167	1.42171189979123	1.05427974947808	0	0.25	CAF	0	4
45	Canada	0.043795620437956		0.0		0.338709677419355	0.281481481481481	0.331412103746398	0.239193083573487	1.04899135446686	1.39769452449568	0	0.25	CONCACAF	0	3
46	Cape Verde	0.0		0.0		0.580645161290323	0.278481012658228	0.358620689655172	0.23448275862069	1.06206896551724	1.15862068965517	0	0.0	CAF	0	2
47	Catalonia	0.0		0.0		0.459459459459459	0.111111111111111	0.391304347826087	0.239130434782609	1.52173913043478	1.73913043478261	0	0.0	OFC	0	1
48	Cayman Islands	0.0		0.0		0.333333333333333	0.135135135135135	0.185185185185185	0.160493827160494	1.03703703703704	2.54320987654321	0	0.0	OFC	0	0
49	Central African Republic	0.0		0.0		0.352941176470588	0.12	0.168831168831169	0.207792207792208	1.02597402597403	2.06493506493507	0	0.0	CAF	0	2
50	Chad	0.0		0.0		0.318181818181818	0.161764705882353	0.226415094339623	0.245283018867925	0.933962264150943	1.73584905660377	0	0.0	CAF	0	2
51	Chile	0.240875912408759		0.333333333333333		0.558282208588957	0.257142857142857	0.38048090523338	0.206506364922207	1.42149929278642	1.46534653465347	0	0.25	CONMEBOL	0	4
52	China PR	0.021897810218978		0.0		0.579617834394904	0.395833333333333	0.488117001828154	0.226691042047532	1.83729433272395	1.08775137111517	0	0.125	AFC	0	3
53	Chinese Taipei	0.0		0.0		0.5	0.253164556962025	0.21551724137931	0.155172413793103	1.31896551724138	2.85344827586207	0	0.0	AFC	0	1
54	Colombia	0.167883211678832		0.391304347826087		0.46875	0.357142857142857	0.378	0.272	1.206	1.21	0	0.125	CONMEBOL	0	4
55	Comoros	0.0		0.0		0.0	0.142857142857143	0.0714285714285714	0.285714285714286	0.5	1.71428571428571	0	0.0	CAF	0	0
56	Congo	0.0		0.0		0.475728155339806	0.289308176100629	0.357558139534884	0.244186046511628	1.29651162790698	1.375	0	0.125	CAF	0	2
57	Cook Islands	0.0		0.0		0.5	0.241379310344828	0.209302325581395	0.0930232558139535	0.883720930232558	5.37209302325581	0	0.0	OFC	0	1
58	Corsica	0.0		0.0		0.4	0.0	0.4	0.4	0.8	0.6	0	0.0	OFC	0	1
59	Costa Rica	0.109489051094891		0.333333333333333		0.623853211009174	0.331730769230769	0.429872495446266	0.256830601092896	1.67030965391621	1.16757741347905	0	0.0	CONMEBOL	0	4
60	Croatia	0.116788321167883		0.4375		0.670588235294118	0.425742574257426	0.533834586466165	0.270676691729323	1.75187969924812	0.981203007518797	0	0.0	UEFA	0	4
61	Cuba	0.021897810218978		0.333333333333333		0.45	0.372881355932203	0.346153846153846	0.25	1.32051282051282	1.43910256410256	0	0.0	CONCACAF	0	3
62	Curaçao	0.0		0.0		0.666666666666667	0.294444444444444	0.356435643564356	0.267326732673267	1.54785478547855	1.67656765676568	0	0.0	CONCACAF	0	2
63	Cyprus	0.0		0.0		0.301470588235294	0.0909090909090909	0.185975609756098	0.167682926829268	0.86890243902439	2.2469512195122	0	0.0	UEFA	0	2
64	Czech Republic	0.277372262773723		0.368421052631579		0.654320987654321	0.34185303514377	0.483311081441923	0.221628838451268	1.8437917222964	1.23497997329773	0	0.0	UEFA	0	4
65	DR Congo	0.021897810218978		0.0		0.615384615384615	0.308108108108108	0.391304347826087	0.268115942028986	1.5024154589372	1.2536231884058	0	0.125	CAF	0	3
66	Denmark	0.138686131386861		0.526315789473684		0.552542372881356	0.346666666666667	0.44607190412783	0.203728362183755	1.77762982689747	1.42876165113182	0	0.125	UEFA	0	4
67	Djibouti	0.0		0.0		0.0769230769230769	0.0	0.0273972602739726	0.0547945205479452	0.684931506849315	4.02739726027397	0	0.0	CAF	0	0
68	Dominica	0.0		0.0		0.475	0.157407407407407	0.23030303030303	0.206060606060606	1.13939393939394	2.09090909090909	0	0.0	OFC	0	1
69	Dominican Republic	0.0		0.0		0.428571428571429	0.333333333333333	0.362637362637363	0.142857142857143	1.57142857142857	1.85714285714286	0	0.0	OFC	0	2
70	East Timor	0.0		0.0		0.0	0.12	0.0789473684210526	0.0526315789473684	0.894736842105263	3.68421052631579	0	0.0	OFC	0	0
71	Ecuador	0.072992700729927		0.4		0.59375	0.24025974025974	0.294491525423729	0.245762711864407	1.19491525423729	1.65042372881356	0	0.125	CONMEBOL	0	4
72	Egypt	0.072992700729927		0.1		0.582352941176471	0.373913043478261	0.486301369863014	0.25	1.64383561643836	1.03595890410959	0	0.625	CAF	0	4
73	El Salvador	0.043795620437956		0.0		0.481927710843373	0.200913242009132	0.321120689655172	0.226293103448276	1.22629310344828	1.48706896551724	0	0.0	CONCACAF	0	3
74	Ellan Vannin	0.0		0.0		0.0	0.0	0.0	0.666666666666667	0.666666666666667	1.0	0	0.0	OFC	0	0
75	England	0.452554744525547		0.419354838709677		0.61878453038674	0.530864197530864	0.565762004175365	0.241127348643006	2.19937369519833	0.992693110647182	1	0.0	UEFA	1	5
76	Equatorial Guinea	0.0		0.0		0.448275862068966	0.0666666666666667	0.233009708737864	0.223300970873786	0.796116504854369	1.6504854368932	0	0.0	CAF	0	2
77	Eritrea	0.0		0.0		0.416666666666667	0.12	0.157142857142857	0.228571428571429	0.671428571428571	1.74285714285714	0	0.0	CAF	0	1
78	Estonia	0.0		0.0		0.361842105263158	0.186868686868687	0.252403846153846	0.213942307692308	1.02403846153846	1.78125	0	0.0	UEFA	0	2
79	Eswatini	0.0		0.0		0.240963855421687	0.177083333333333	0.207070707070707	0.272727272727273	0.828282828282828	1.74242424242424	0	0.0	CAF	0	0
80	Ethiopia	0.0		0.0		0.520661157024793	0.295774647887324	0.370149253731343	0.205970149253731	1.40597014925373	1.46865671641791	0	0.125	CAF	0	2
81	Falkland Islands	0.0		0.0		0.0	0.24	0.24	0.0	1.0	3.8	0	0.0	OFC	0	0
82	Faroe Islands	0.0		0.0		0.259259259259259	0.1875	0.175257731958763	0.0876288659793814	0.835051546391753	2.52577319587629	0	0.0	UEFA	0	0
83	Felvidék	0.0		0.0		0.0	0.333333333333333	0.333333333333333	0.333333333333333	1.33333333333333	2.33333333333333	0	0.0	OFC	0	0
84	Fiji	0.0		0.0		0.524590163934426	0.431578947368421	0.460732984293194	0.151832460732984	2.43979057591623	1.70680628272251	0	0.0	OFC	0	2
85	Finland	0.0		0.0		0.307359307359307	0.202857142857143	0.245714285714286	0.21	1.18	2.16285714285714	0	0.0	UEFA	0	2
86	France	0.503649635036496		0.536231884057971		0.532110091743119	0.363636363636364	0.480818414322251	0.214833759590793	1.75831202046036	1.34271099744246	1	0.25	UEFA	1	5
87	French Guiana	0.0		0.0		0.292682926829268	0.252747252747253	0.265151515151515	0.212121212121212	1.45454545454545	1.86363636363636	0	0.0	CONCACAF	0	0
88	Frøya	0.0		0.0		0.0	0.2	0.2	0.04	1.24	4.0	0	0.0	OFC	0	0
89	Gabon	0.0		0.0		0.472727272727273	0.27027027027027	0.36085626911315	0.2782874617737	1.19266055045872	1.13149847094801	0	0.0	CAF	0	2
90	Galicia	0.0		0.0		0.5	0.0	0.5	0.5	2.0	1.5	0	0.0	OFC	0	1
91	Gambia	0.0		0.0		0.343283582089552	0.16	0.235602094240838	0.287958115183246	0.93717277486911	1.45026178010471	0	0.0	CAF	0	2
92	Georgia	0.0		0.0		0.490909090909091	0.23	0.293532338308458	0.189054726368159	1.12935323383085	1.48258706467662	0	0.0	UEFA	0	2
93	Germany	0.875912408759124		0.6		0.608391608391608	0.470212765957447	0.555369127516778	0.208053691275168	2.0998322147651	1.17953020134228	4	0.375	UEFA	1	5
94	Ghana	0.087591240875912		0.333333333333333		0.672727272727273	0.384057971014493	0.48220640569395	0.256227758007117	1.6423487544484	1.04092526690391	0	0.25	CAF	0	4
95	Gibraltar	0.0		0.0		0.6	0.345454545454545	0.384615384615385	0.107692307692308	1.66153846153846	1.98461538461538	0	0.0	UEFA	0	1
96	Gotland	0.0		0.0		0.6	0.285714285714286	0.346153846153846	0.153846153846154	2.46153846153846	2.0	0	0.0	OFC	0	1
97	Greece	0.094890510948905		0.153846153846154		0.459016393442623	0.262626262626263	0.365019011406844	0.252851711026616	1.23954372623574	1.42015209125475	0	0.125	UEFA	0	3
98	Greenland	0.0		0.0		0.0	0.3125	0.303030303030303	0.106060606060606	1.74242424242424	2.09090909090909	0	0.0	OFC	0	0
99	Grenada	0.0		0.0		0.4	0.353982300884956	0.352631578947368	0.221052631578947	1.78947368421053	1.76315789473684	0	0.0	CONCACAF	0	2
100	Guadeloupe	0.0		0.0		0.507692307692308	0.380281690140845	0.415525114155251	0.182648401826484	1.67123287671233	1.48401826484018	0	0.0	CONCACAF	0	2

Rows: 1-100 | Columns: 16

Let's look at the strongest group, which includes well-known teams like Argentina, Brazil, and France.

In [36]:

teams_kpi.search(conditions = [teams_kpi["fifa_rank"] == 5],
                 usecols = ["team1", "fifa_rank"],
                 order_by = ["fifa_rank"]).head(10)

Out[36]:

	Abc team1 Varchar(64)	123 fifa_rank Integer
1	Uruguay	5
2	Spain	5
3	Italy	5
4	Germany	5
5	France	5
6	England	5
7	Brazil	5
8	Argentina	5

Rows: 1-8 | Columns: 2

The weakest group includes less well-known teams.

In [37]:

teams_kpi.search(conditions = [teams_kpi["fifa_rank"] == 0],
                 usecols = ["team1", "fifa_rank"],
                 order_by = ["fifa_rank"]).head(10)

Out[37]:

	Abc team1 Varchar(64)	123 fifa_rank Integer
1	Zanzibar	0
2	Ynys Môn	0
3	Western Isles	0
4	Western Australia	0
5	Wallis Islands and Futuna	0
6	U.S. Virgin Islands	0
7	Tuvalu	0
8	Turks and Caicos Islands	0
9	Tonga	0
10	Tibet	0

Rows: 1-10 | Columns: 2

A bubble plot will let us visualize the differences in strength between each confederation.

We can see the strongest group at the top right of the graphic and weakest teams at the bottom left. Some teams may be very good in their location but very bad in World Tournaments. They are mainly at the bottom right of the graph.

In [38]:

teams_kpi.bubble(["Percent_Victory_Continental_Tournament", 
                  "Percent_Victory_World_Tournament"],
                  size_bubble_col = "fifa_rank",
                  catcol = "confederation")

Out[38]:

<AxesSubplot:xlabel='"Percent_Victory_Continental_Tournament"', ylabel='"Percent_Victory_World_Tournament"'>

We can also look at the Percent of Victory by rank to confirm our hypothesis.

In [39]:

teams_kpi.bubble(["Percent_Victory_Continental_Tournament", 
                  "Percent_Victory_World_Tournament"],
                  size_bubble_col = "Percent_Victory",
                  catcol = "fifa_rank")

Out[39]:

<AxesSubplot:xlabel='"Percent_Victory_Continental_Tournament"', ylabel='"Percent_Victory_World_Tournament"'>

A box plot can also show us the differences in skill between teams. We can look at rank 1, where the percent of victory is high because of the confederation.

Note that the best team in a weaker confederation might not be particularly strong, but still have a high Percent of Victory.

In [40]:

teams_kpi["Percent_Victory"].boxplot(by = "fifa_rank")

Out[40]:

<AxesSubplot:xlabel='"fifa_rank"', ylabel='"Percent_Victory"'>

Let's export the KPIs to our Vertica database.

In [41]:

vp.drop("team_kpi", relation_type = "table")
teams_kpi.to_db(name = "team_kpi",
                relation_type = "table",
                inplace = True)

Out[41]:

	Abc team1 Varchar(64)	123 Number_Games_World_Tournament Numeric(34,15)	123 Numeric(34,15)	123 Percent_Victory_World_Tournament Float	123 Float	123 Percent_Victory_Home Float	123 Percent_Victory_Away Float	123 Percent_Victory Float	123 Percent_Draw Float	123 Avg_goals Float	123 Avg_goals_conceded Float	123 nb_World_Cup Int	123 nb_Continental_Cup Numeric(34,15)	Abc confederation Varchar(8)	123 Word_Cup_Victory Int	123 fifa_rank Int
1	Abkhazia	0.0		0.0		0.0	0.166666666666667	0.166666666666667	0.5	1.0	1.5	0	0.0	OFC	0	0
2	Afghanistan	0.0		0.0		0.4	0.295774647887324	0.284090909090909	0.204545454545455	1.07954545454545	2.05681818181818	0	0.0	AFC	0	2
3	Albania	0.0		0.0		0.404255319148936	0.173076923076923	0.23972602739726	0.222602739726027	0.900684931506849	1.5958904109589	0	0.0	UEFA	0	2
4	Alderney	0.0		0.0		0.0	0.0833333333333333	0.0833333333333333	0.0	0.583333333333333	4.33333333333333	0	0.0	OFC	0	0
5	Algeria	0.094890510948905		0.230769230769231		0.580645161290323	0.31638418079096	0.415217391304348	0.280434782608696	1.35434782608696	1.0304347826087	0	0.125	CAF	0	3
6	American Samoa	0.0		0.0		0.0	0.114285714285714	0.0930232558139535	0.0232558139534884	0.627906976744186	6.44186046511628	0	0.0	OFC	0	0
7	Andalusia	0.0		0.0		0.636363636363636	0.0	0.636363636363636	0.363636363636364	2.0	0.818181818181818	0	0.0	OFC	0	1
8	Andorra	0.0		0.0		0.0571428571428571	0.0	0.0229007633587786	0.0763358778625954	0.282442748091603	2.82442748091603	0	0.0	UEFA	0	0
9	Angola	0.021897810218978		0.0		0.5625	0.253521126760563	0.352750809061489	0.352750809061489	1.1747572815534	1.042071197411	0	0.0	CAF	0	2
10	Anguilla	0.0		0.0		0.0	0.09375	0.0625	0.0625	0.666666666666667	4.04166666666667	0	0.0	OFC	0	0
11	Antigua and Barbuda	0.0		0.0		0.470588235294118	0.233333333333333	0.310734463276836	0.209039548022599	1.3954802259887	1.70056497175141	0	0.0	OFC	0	2
12	Arameans Suryoye	0.0		0.0		0.0	0.571428571428571	0.571428571428571	0.142857142857143	1.42857142857143	1.14285714285714	0	0.0	OFC	0	0
13	Argentina	0.635036496350365		0.540229885057471		0.638095238095238	0.406060606060606	0.536060279870829	0.248654467168999	1.86544671689989	1.05059203444564	2	1.0	CONMEBOL	1	5
14	Armenia	0.0		0.0		0.30952380952381	0.2125	0.219653179190751	0.208092485549133	0.867052023121387	1.72254335260116	0	0.0	UEFA	0	2
15	Artsakh	0.0		0.0		1.0	0.0	1.0	0.0	3.0	0.0	0	0.0	OFC	0	1
16	Aruba	0.0		0.0		0.333333333333333	0.0847457627118644	0.185185185185185	0.240740740740741	1.32407407407407	2.40740740740741	0	0.0	OFC	0	2
17	Australia	0.18978102189781		0.269230769230769		0.439393939393939	0.51123595505618	0.498942917547569	0.211416490486258	2.03171247357294	1.11205073995772	0	0.125	AFC	0	4
18	Austria	0.211678832116788		0.413793103448276		0.483766233766234	0.306338028169014	0.41112618724559	0.219810040705563	1.79782903663501	1.59294436906377	0	0.0	UEFA	0	4
19	Azerbaijan	0.0		0.0		0.361702127659574	0.150442477876106	0.182692307692308	0.264423076923077	0.697115384615385	1.69711538461538	0	0.0	UEFA	0	2
20	Bahamas	0.0		0.0		0.333333333333333	0.181818181818182	0.259259259259259	0.148148148148148	1.14814814814815	3.33333333333333	0	0.0	OFC	0	2
21	Bahrain	0.0		0.0		0.403361344537815	0.290322580645161	0.328798185941043	0.27891156462585	1.20181405895692	1.33106575963719	0	0.0	AFC	0	2
22	Bangladesh	0.0		0.0		0.551724137931034	0.179245283018868	0.232432432432432	0.210810810810811	0.87027027027027	2.02702702702703	0	0.0	AFC	0	2
23	Barbados	0.0		0.0		0.42	0.28125	0.336206896551724	0.228448275862069	1.31896551724138	1.65086206896552	0	0.0	OFC	0	2
24	Basque Country	0.0		0.0		0.633333333333333	0.695652173913043	0.660377358490566	0.169811320754717	2.75471698113208	1.33962264150943	0	0.0	OFC	0	1
25	Belarus	0.0		0.0		0.392857142857143	0.285714285714286	0.30622009569378	0.258373205741627	1.25358851674641	1.44019138755981	0	0.0	UEFA	0	2
26	Belgium	0.299270072992701		0.341463414634146		0.478571428571429	0.284615384615385	0.410614525139665	0.21927374301676	1.68435754189944	1.60614525139665	0	0.0	UEFA	0	4
27	Belize	0.0		0.0		0.5	0.037037037037037	0.186440677966102	0.169491525423729	1.03389830508475	2.23728813559322	0	0.0	OFC	0	2
28	Benin	0.0		0.0		0.276315789473684	0.137254901960784	0.206140350877193	0.228070175438596	1.00438596491228	1.95175438596491	0	0.0	CAF	0	2
29	Bermuda	0.0		0.0		0.403846153846154	0.244444444444444	0.353846153846154	0.184615384615385	1.67692307692308	1.56153846153846	0	0.0	CONCACAF	0	2
30	Bhutan	0.0		0.0		0.666666666666667	0.0392156862745098	0.0952380952380952	0.0634920634920635	0.619047619047619	3.95238095238095	0	0.0	AFC	0	1
31	Bolivia	0.065693430656934		0.0		0.378787878787879	0.138613861386139	0.221957040572792	0.248210023866348	1.0381861575179	1.94272076372315	0	0.0	CONMEBOL	0	3
32	Bonaire	0.0		0.0		0.0	0.307692307692308	0.307692307692308	0.153846153846154	1.61538461538462	3.38461538461538	0	0.0	OFC	0	0
33	Bosnia and Herzegovina	0.021897810218978		0.333333333333333		0.428571428571429	0.304878048780488	0.384615384615385	0.214285714285714	1.42857142857143	1.39010989010989	0	0.0	UEFA	0	3
34	Botswana	0.0		0.0		0.382352941176471	0.147058823529412	0.265560165975104	0.302904564315353	0.796680497925311	1.29460580912863	0	0.0	CAF	0	2
35	Brazil	1.0		0.678832116788321		0.733333333333333	0.59375	0.635091496232508	0.20021528525296	2.19375672766416	0.93756727664155	4	1.0	CONMEBOL	1	5
36	British Virgin Islands	0.0		0.0		0.363636363636364	0.16	0.197530864197531	0.160493827160494	0.876543209876543	3.11111111111111	0	0.0	OFC	0	1
37	Brittany	0.0		0.0		0.555555555555556	0.0	0.555555555555556	0.222222222222222	1.44444444444444	1.22222222222222	0	0.0	OFC	0	1
38	Brunei	0.0		0.0		0.5	0.111111111111111	0.1	0.0666666666666667	0.65	3.76666666666667	0	0.0	OFC	0	1
39	Bulgaria	0.18978102189781		0.115384615384615		0.481081081081081	0.292763157894737	0.37245696400626	0.251956181533646	1.43192488262911	1.47104851330203	0	0.0	UEFA	0	3
40	Burkina Faso	0.0		0.0		0.505376344086022	0.197530864197531	0.310144927536232	0.263768115942029	1.15942028985507	1.42028985507246	0	0.0	CAF	0	2
41	Burma	0.0		0.0		0.51219512195122	0.45	0.449685534591195	0.172955974842767	1.71383647798742	1.4811320754717	0	0.0	AFC	0	2
42	Burundi	0.0		0.0		0.37037037037037	0.297297297297297	0.316455696202532	0.240506329113924	1.0379746835443	1.29746835443038	0	0.0	CAF	0	2
43	Cambodia	0.0		0.0		0.391304347826087	0.184615384615385	0.19672131147541	0.153005464480874	1.10928961748634	2.65573770491803	0	0.0	AFC	0	2
44	Cameroon	0.226277372262774		0.258064516129032		0.588235294117647	0.320574162679426	0.44258872651357	0.30062630480167	1.42171189979123	1.05427974947808	0	0.25	CAF	0	4
45	Canada	0.043795620437956		0.0		0.338709677419355	0.281481481481481	0.331412103746398	0.239193083573487	1.04899135446686	1.39769452449568	0	0.25	CONCACAF	0	3
46	Cape Verde	0.0		0.0		0.580645161290323	0.278481012658228	0.358620689655172	0.23448275862069	1.06206896551724	1.15862068965517	0	0.0	CAF	0	2
47	Catalonia	0.0		0.0		0.459459459459459	0.111111111111111	0.391304347826087	0.239130434782609	1.52173913043478	1.73913043478261	0	0.0	OFC	0	1
48	Cayman Islands	0.0		0.0		0.333333333333333	0.135135135135135	0.185185185185185	0.160493827160494	1.03703703703704	2.54320987654321	0	0.0	OFC	0	0
49	Central African Republic	0.0		0.0		0.352941176470588	0.12	0.168831168831169	0.207792207792208	1.02597402597403	2.06493506493507	0	0.0	CAF	0	2
50	Chad	0.0		0.0		0.318181818181818	0.161764705882353	0.226415094339623	0.245283018867925	0.933962264150943	1.73584905660377	0	0.0	CAF	0	2
51	Chile	0.240875912408759		0.333333333333333		0.558282208588957	0.257142857142857	0.38048090523338	0.206506364922207	1.42149929278642	1.46534653465347	0	0.25	CONMEBOL	0	4
52	China PR	0.021897810218978		0.0		0.579617834394904	0.395833333333333	0.488117001828154	0.226691042047532	1.83729433272395	1.08775137111517	0	0.125	AFC	0	3
53	Chinese Taipei	0.0		0.0		0.5	0.253164556962025	0.21551724137931	0.155172413793103	1.31896551724138	2.85344827586207	0	0.0	AFC	0	1
54	Colombia	0.167883211678832		0.391304347826087		0.46875	0.357142857142857	0.378	0.272	1.206	1.21	0	0.125	CONMEBOL	0	4
55	Comoros	0.0		0.0		0.0	0.142857142857143	0.0714285714285714	0.285714285714286	0.5	1.71428571428571	0	0.0	CAF	0	0
56	Congo	0.0		0.0		0.475728155339806	0.289308176100629	0.357558139534884	0.244186046511628	1.29651162790698	1.375	0	0.125	CAF	0	2
57	Cook Islands	0.0		0.0		0.5	0.241379310344828	0.209302325581395	0.0930232558139535	0.883720930232558	5.37209302325581	0	0.0	OFC	0	1
58	Corsica	0.0		0.0		0.4	0.0	0.4	0.4	0.8	0.6	0	0.0	OFC	0	1
59	Costa Rica	0.109489051094891		0.333333333333333		0.623853211009174	0.331730769230769	0.429872495446266	0.256830601092896	1.67030965391621	1.16757741347905	0	0.0	CONMEBOL	0	4
60	Croatia	0.116788321167883		0.4375		0.670588235294118	0.425742574257426	0.533834586466165	0.270676691729323	1.75187969924812	0.981203007518797	0	0.0	UEFA	0	4
61	Cuba	0.021897810218978		0.333333333333333		0.45	0.372881355932203	0.346153846153846	0.25	1.32051282051282	1.43910256410256	0	0.0	CONCACAF	0	3
62	Curaçao	0.0		0.0		0.666666666666667	0.294444444444444	0.356435643564356	0.267326732673267	1.54785478547855	1.67656765676568	0	0.0	CONCACAF	0	2
63	Cyprus	0.0		0.0		0.301470588235294	0.0909090909090909	0.185975609756098	0.167682926829268	0.86890243902439	2.2469512195122	0	0.0	UEFA	0	2
64	Czech Republic	0.277372262773723		0.368421052631579		0.654320987654321	0.34185303514377	0.483311081441923	0.221628838451268	1.8437917222964	1.23497997329773	0	0.0	UEFA	0	4
65	DR Congo	0.021897810218978		0.0		0.615384615384615	0.308108108108108	0.391304347826087	0.268115942028986	1.5024154589372	1.2536231884058	0	0.125	CAF	0	3
66	Denmark	0.138686131386861		0.526315789473684		0.552542372881356	0.346666666666667	0.44607190412783	0.203728362183755	1.77762982689747	1.42876165113182	0	0.125	UEFA	0	4
67	Djibouti	0.0		0.0		0.0769230769230769	0.0	0.0273972602739726	0.0547945205479452	0.684931506849315	4.02739726027397	0	0.0	CAF	0	0
68	Dominica	0.0		0.0		0.475	0.157407407407407	0.23030303030303	0.206060606060606	1.13939393939394	2.09090909090909	0	0.0	OFC	0	1
69	Dominican Republic	0.0		0.0		0.428571428571429	0.333333333333333	0.362637362637363	0.142857142857143	1.57142857142857	1.85714285714286	0	0.0	OFC	0	2
70	East Timor	0.0		0.0		0.0	0.12	0.0789473684210526	0.0526315789473684	0.894736842105263	3.68421052631579	0	0.0	OFC	0	0
71	Ecuador	0.072992700729927		0.4		0.59375	0.24025974025974	0.294491525423729	0.245762711864407	1.19491525423729	1.65042372881356	0	0.125	CONMEBOL	0	4
72	Egypt	0.072992700729927		0.1		0.582352941176471	0.373913043478261	0.486301369863014	0.25	1.64383561643836	1.03595890410959	0	0.625	CAF	0	4
73	El Salvador	0.043795620437956		0.0		0.481927710843373	0.200913242009132	0.321120689655172	0.226293103448276	1.22629310344828	1.48706896551724	0	0.0	CONCACAF	0	3
74	Ellan Vannin	0.0		0.0		0.0	0.0	0.0	0.666666666666667	0.666666666666667	1.0	0	0.0	OFC	0	0
75	England	0.452554744525547		0.419354838709677		0.61878453038674	0.530864197530864	0.565762004175365	0.241127348643006	2.19937369519833	0.992693110647182	1	0.0	UEFA	1	5
76	Equatorial Guinea	0.0		0.0		0.448275862068966	0.0666666666666667	0.233009708737864	0.223300970873786	0.796116504854369	1.6504854368932	0	0.0	CAF	0	2
77	Eritrea	0.0		0.0		0.416666666666667	0.12	0.157142857142857	0.228571428571429	0.671428571428571	1.74285714285714	0	0.0	CAF	0	1
78	Estonia	0.0		0.0		0.361842105263158	0.186868686868687	0.252403846153846	0.213942307692308	1.02403846153846	1.78125	0	0.0	UEFA	0	2
79	Eswatini	0.0		0.0		0.240963855421687	0.177083333333333	0.207070707070707	0.272727272727273	0.828282828282828	1.74242424242424	0	0.0	CAF	0	0
80	Ethiopia	0.0		0.0		0.520661157024793	0.295774647887324	0.370149253731343	0.205970149253731	1.40597014925373	1.46865671641791	0	0.125	CAF	0	2
81	Falkland Islands	0.0		0.0		0.0	0.24	0.24	0.0	1.0	3.8	0	0.0	OFC	0	0
82	Faroe Islands	0.0		0.0		0.259259259259259	0.1875	0.175257731958763	0.0876288659793814	0.835051546391753	2.52577319587629	0	0.0	UEFA	0	0
83	Felvidék	0.0		0.0		0.0	0.333333333333333	0.333333333333333	0.333333333333333	1.33333333333333	2.33333333333333	0	0.0	OFC	0	0
84	Fiji	0.0		0.0		0.524590163934426	0.431578947368421	0.460732984293194	0.151832460732984	2.43979057591623	1.70680628272251	0	0.0	OFC	0	2
85	Finland	0.0		0.0		0.307359307359307	0.202857142857143	0.245714285714286	0.21	1.18	2.16285714285714	0	0.0	UEFA	0	2
86	France	0.503649635036496		0.536231884057971		0.532110091743119	0.363636363636364	0.480818414322251	0.214833759590793	1.75831202046036	1.34271099744246	1	0.25	UEFA	1	5
87	French Guiana	0.0		0.0		0.292682926829268	0.252747252747253	0.265151515151515	0.212121212121212	1.45454545454545	1.86363636363636	0	0.0	CONCACAF	0	0
88	Frøya	0.0		0.0		0.0	0.2	0.2	0.04	1.24	4.0	0	0.0	OFC	0	0
89	Gabon	0.0		0.0		0.472727272727273	0.27027027027027	0.36085626911315	0.2782874617737	1.19266055045872	1.13149847094801	0	0.0	CAF	0	2
90	Galicia	0.0		0.0		0.5	0.0	0.5	0.5	2.0	1.5	0	0.0	OFC	0	1
91	Gambia	0.0		0.0		0.343283582089552	0.16	0.235602094240838	0.287958115183246	0.93717277486911	1.45026178010471	0	0.0	CAF	0	2
92	Georgia	0.0		0.0		0.490909090909091	0.23	0.293532338308458	0.189054726368159	1.12935323383085	1.48258706467662	0	0.0	UEFA	0	2
93	Germany	0.875912408759124		0.6		0.608391608391608	0.470212765957447	0.555369127516778	0.208053691275168	2.0998322147651	1.17953020134228	4	0.375	UEFA	1	5
94	Ghana	0.087591240875912		0.333333333333333		0.672727272727273	0.384057971014493	0.48220640569395	0.256227758007117	1.6423487544484	1.04092526690391	0	0.25	CAF	0	4
95	Gibraltar	0.0		0.0		0.6	0.345454545454545	0.384615384615385	0.107692307692308	1.66153846153846	1.98461538461538	0	0.0	UEFA	0	1
96	Gotland	0.0		0.0		0.6	0.285714285714286	0.346153846153846	0.153846153846154	2.46153846153846	2.0	0	0.0	OFC	0	1
97	Greece	0.094890510948905		0.153846153846154		0.459016393442623	0.262626262626263	0.365019011406844	0.252851711026616	1.23954372623574	1.42015209125475	0	0.125	UEFA	0	3
98	Greenland	0.0		0.0		0.0	0.3125	0.303030303030303	0.106060606060606	1.74242424242424	2.09090909090909	0	0.0	OFC	0	0
99	Grenada	0.0		0.0		0.4	0.353982300884956	0.352631578947368	0.221052631578947	1.78947368421053	1.76315789473684	0	0.0	CONCACAF	0	2
100	Guadeloupe	0.0		0.0		0.507692307692308	0.380281690140845	0.415525114155251	0.182648401826484	1.67123287671233	1.48401826484018	0	0.0	CONCACAF	0	2

Rows: 1-100 | Columns: 16

Features Engineering¶

Many very interesting features can be to use to evaluate each team. Moving windows of the previous games can drastically improve our model.

Since a team can by a home or away team, we'll intervert the away and home teams. By using this technique, we will never get twice the same game and we will get the proper moving windows.

In [42]:

football = vp.vDataFrame("football_clean")
football["home_team"].rename("team1")
football["home_score"].rename("team1_score")
football["away_team"].rename("team2")
football["away_score"].rename("team2_score")
# will be to use to filter the data after the features engineering
football["match_sample"] = "1"

football2 = vp.vDataFrame("football_clean")
football2["home_team"].rename("team2")
football2["home_score"].rename("team2_score")
football2["away_team"].rename("team1")
football2["away_score"].rename("team1_score")
# will be to use to filter the data after the features engineering
football2["match_sample"] = "2"

# Merging the 2 interverted datasets
all_matchs = football.append(football2)

Let's add the different KPIs to our dataset.

In [43]:

all_matchs = all_matchs.join(teams_kpi,
                             on = {"team1": "team1"},
                             how = "left",
                             expr2 = ["nb_World_Cup AS nb_World_Cup_1",
                                      "fifa_rank AS fifa_rank_1",
                                      "Avg_goals AS Avg_goals_1",
                                      "Percent_Draw AS Percent_Draw_1",
                                      "Number_Games_World_Tournament AS Number_Games_World_Tournament_1",
                                      "Percent_Victory_World_Tournament AS Percent_Victory_World_Tournament_1",
                                      "Percent_Victory_Away AS Percent_Victory_Away_1",
                                      "Percent_Victory_Continental_Tournament AS Percent_Victory_Continental_Tournament_1",
                                      "confederation AS confederation_1",
                                      "Percent_Victory_Home AS Percent_Victory_Home_1",
                                      "Avg_goals_conceded AS Avg_goals_conceded_1",
                                      "Number_Games_Continental_Tournament AS Number_Games_Continental_Tournament_1",
                                      "nb_Continental_Cup AS nb_Continental_Cup_1",
                                      "Percent_Victory AS Percent_Victory_1"])
all_matchs = all_matchs.join(teams_kpi,
                             on = {"team2": "team1"},
                             how = "left",
                             expr2 = ["nb_World_Cup AS nb_World_Cup_2",
                                      "fifa_rank AS fifa_rank_2",
                                      "Avg_goals AS Avg_goals_2",
                                      "Percent_Draw AS Percent_Draw_2",
                                      "Number_Games_World_Tournament AS Number_Games_World_Tournament_2",
                                      "Percent_Victory_World_Tournament AS Percent_Victory_World_Tournament_2",
                                      "Percent_Victory_Away AS Percent_Victory_Away_2",
                                      "Percent_Victory_Continental_Tournament AS Percent_Victory_Continental_Tournament_2",
                                      "confederation AS confederation_2",
                                      "Percent_Victory_Home AS Percent_Victory_Home_2",
                                      "Avg_goals_conceded AS Avg_goals_conceded_2",
                                      "Number_Games_Continental_Tournament AS Number_Games_Continental_Tournament_2",
                                      "nb_Continental_Cup AS nb_Continental_Cup_2",
                                      "Percent_Victory AS Percent_Victory_2"])

We can add dumies to do aggregations on the different games.

In [44]:

all_matchs["victory_team1"] = all_matchs["team1_score"] > all_matchs["team2_score"]
all_matchs["victory_team1"].astype("int")
all_matchs["draw"] = all_matchs["team1_score"] == all_matchs["team2_score"]
all_matchs["draw"].astype("int")
all_matchs["victory_team2"] = all_matchs["team1_score"] < all_matchs["team2_score"]
all_matchs["victory_team2"].astype("int")

Out[44]:

	📅 date Date	Abc tournament Varchar(84)	010 neutral Boolean	Abc country Varchar(64)	Abc city Varchar(56)	Abc team1 Varchar(64)	123 team1_score Integer	Abc team2 Varchar(64)	123 team2_score Integer	123 match_sample Integer	123 nb_World_Cup_1 Integer	123 fifa_rank_1 Integer	123 Avg_goals_1 Float	123 Percent_Draw_1 Float	123 Number_Games_World_Tournament_1 Numeric(34,15)	123 Float	123 Percent_Victory_Away_1 Float	123 Float	Abc confederation_1 Varchar(8)	123 Percent_Victory_Home_1 Float	123 Avg_goals_conceded_1 Float	123 Numeric(34,15)	123 nb_Continental_Cup_1 Numeric(34,15)	123 Percent_Victory_1 Float	123 nb_World_Cup_2 Integer	123 fifa_rank_2 Integer	123 Avg_goals_2 Float	123 Percent_Draw_2 Float	123 Number_Games_World_Tournament_2 Numeric(34,15)	123 Float	123 Percent_Victory_Away_2 Float	123 Float	Abc confederation_2 Varchar(8)	123 Percent_Victory_Home_2 Float	123 Avg_goals_conceded_2 Float	123 Numeric(34,15)	123 nb_Continental_Cup_2 Numeric(34,15)	123 Percent_Victory_2 Float	123 victory_team1 Int	123 draw Int	123 victory_team2 Int
1	1872-11-30	Friendly	❌	Scotland	Glasgow	Scotland	0	England	0	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	1	0
2	1873-03-08	Friendly	❌	England	London	England	4	Scotland	2	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	0	0
3	1874-03-07	Friendly	❌	Scotland	Glasgow	Scotland	2	England	1	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	1	0	0
4	1875-03-06	Friendly	❌	England	London	England	2	Scotland	2	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	1	0
5	1876-03-04	Friendly	❌	Scotland	Glasgow	Scotland	3	England	0	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	1	0	0
6	1876-03-25	Friendly	❌	Scotland	Glasgow	Scotland	4	Wales	0	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
7	1877-03-03	Friendly	❌	England	London	England	1	Scotland	3	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
8	1877-03-05	Friendly	❌	Wales	Wrexham	Wales	0	Scotland	2	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
9	1878-03-02	Friendly	❌	Scotland	Glasgow	Scotland	7	England	2	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	1	0	0
10	1878-03-23	Friendly	❌	Scotland	Glasgow	Scotland	9	Wales	0	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
11	1879-01-18	Friendly	❌	England	London	England	2	Wales	1	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
12	1879-04-05	Friendly	❌	England	London	England	5	Scotland	4	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	0	0
13	1879-04-07	Friendly	❌	Wales	Wrexham	Wales	0	Scotland	3	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
14	1880-03-13	Friendly	❌	Scotland	Glasgow	Scotland	5	England	4	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	1	0	0
15	1880-03-15	Friendly	❌	Wales	Wrexham	Wales	2	England	3	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
16	1880-03-27	Friendly	❌	Scotland	Glasgow	Scotland	5	Wales	1	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
17	1881-02-26	Friendly	❌	England	Blackburn	England	0	Wales	1	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	0	1
18	1881-03-12	Friendly	❌	England	London	England	1	Scotland	6	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
19	1881-03-14	Friendly	❌	Wales	Wrexham	Wales	1	Scotland	5	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
20	1882-02-18	Friendly	❌	Republic of Ireland	Belfast	Northern Ireland	0	England	13	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
21	1882-02-25	Friendly	❌	Wales	Wrexham	Wales	7	Northern Ireland	1	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
22	1882-03-11	Friendly	❌	Scotland	Glasgow	Scotland	5	England	1	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	1	0	0
23	1882-03-13	Friendly	❌	Wales	Wrexham	Wales	5	England	3	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	1	0	0
24	1882-03-25	Friendly	❌	Scotland	Glasgow	Scotland	5	Wales	0	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
25	1883-02-03	Friendly	❌	England	London	England	5	Wales	0	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
26	1883-02-24	Friendly	❌	England	Liverpool	England	7	Northern Ireland	0	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
27	1883-03-10	Friendly	❌	England	Sheffield	England	2	Scotland	3	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
28	1883-03-12	Friendly	❌	Wales	Wrexham	Wales	0	Scotland	3	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
29	1883-03-17	Friendly	❌	Republic of Ireland	Belfast	Northern Ireland	1	Wales	1	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	1	0
30	1884-01-26	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	0	Scotland	5	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
31	1884-02-09	British Championship	❌	Wales	Wrexham	Wales	6	Northern Ireland	0	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
32	1884-02-23	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	1	England	8	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
33	1884-03-15	British Championship	❌	Scotland	Glasgow	Scotland	1	England	0	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	1	0	0
34	1884-03-17	British Championship	❌	Wales	Wrexham	Wales	0	England	4	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
35	1884-03-29	British Championship	❌	Scotland	Glasgow	Scotland	4	Wales	1	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
36	1885-02-28	British Championship	❌	England	Manchester	England	4	Northern Ireland	0	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
37	1885-03-14	British Championship	❌	England	Blackburn	England	1	Wales	1	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	1	0
38	1885-03-14	British Championship	❌	Scotland	Glasgow	Scotland	8	Northern Ireland	2	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
39	1885-03-21	British Championship	❌	England	London	England	1	Scotland	1	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	1	0
40	1885-03-23	British Championship	❌	Wales	Wrexham	Wales	1	Scotland	8	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
41	1885-04-11	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	2	Wales	8	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	0	1
42	1885-11-28	Friendly	❌	United States	Newark	United States	0	Canada	1	1	0	4	1.41961414790997	0.212218649517685	0.35036496350365		0.262068965517241		CONMEBOL	0.406542056074766	1.37138263665595		0.25	0.419614147909968	0	3	1.04899135446686	0.239193083573487	0.043795620437956		0.281481481481481		CONCACAF	0.338709677419355	1.39769452449568		0.25	0.331412103746398	0	0	1
43	1886-02-27	British Championship	❌	Wales	Wrexham	Wales	5	Northern Ireland	0	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
44	1886-03-13	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	1	England	6	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
45	1886-03-20	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	2	Scotland	7	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
46	1886-03-27	British Championship	❌	Scotland	Glasgow	Scotland	1	England	1	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	1	0
47	1886-03-29	British Championship	❌	Wales	Wrexham	Wales	1	England	3	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
48	1886-04-10	British Championship	❌	Scotland	Glasgow	Scotland	4	Wales	1	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
49	1886-11-25	Friendly	❌	United States	Newark	United States	3	Canada	2	1	0	4	1.41961414790997	0.212218649517685	0.35036496350365		0.262068965517241		CONMEBOL	0.406542056074766	1.37138263665595		0.25	0.419614147909968	0	3	1.04899135446686	0.239193083573487	0.043795620437956		0.281481481481481		CONCACAF	0.338709677419355	1.39769452449568		0.25	0.331412103746398	1	0	0
50	1887-02-05	British Championship	❌	England	Sheffield	England	7	Northern Ireland	0	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
51	1887-02-19	British Championship	❌	Scotland	Glasgow	Scotland	4	Northern Ireland	1	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
52	1887-02-26	British Championship	❌	England	London	England	4	Wales	0	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
53	1887-03-12	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	4	Wales	1	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
54	1887-03-19	British Championship	❌	England	Blackburn	England	2	Scotland	3	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
55	1887-03-21	British Championship	❌	Wales	Wrexham	Wales	0	Scotland	2	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
56	1888-02-04	British Championship	❌	England	Crewe	England	5	Wales	1	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
57	1888-03-03	British Championship	❌	Wales	Wrexham	Wales	11	Northern Ireland	0	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
58	1888-03-10	British Championship	❌	Scotland	Edinburgh	Scotland	5	Wales	1	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
59	1888-03-17	British Championship	❌	Scotland	Glasgow	Scotland	0	England	5	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
60	1888-03-24	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	2	Scotland	10	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
61	1888-04-07	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	1	England	5	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
62	1888-09-19	Friendly	❌	Scotland	Glasgow	Scotland	4	Canada	0	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.04899135446686	0.239193083573487	0.043795620437956		0.281481481481481		CONCACAF	0.338709677419355	1.39769452449568		0.25	0.331412103746398	1	0	0
63	1889-02-23	British Championship	❌	England	Stoke-on-Trent	England	4	Wales	1	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
64	1889-03-02	British Championship	❌	England	Liverpool	England	6	Northern Ireland	1	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
65	1889-03-09	British Championship	❌	Scotland	Glasgow	Scotland	7	Northern Ireland	0	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
66	1889-04-13	British Championship	❌	England	London	England	2	Scotland	3	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
67	1889-04-15	British Championship	❌	Wales	Wrexham	Wales	0	Scotland	0	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	1	0
68	1889-04-27	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	1	Wales	3	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	0	1
69	1890-02-08	British Championship	✅	England	Shrewsbury	Wales	5	Northern Ireland	2	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
70	1890-03-15	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	1	England	9	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
71	1890-03-15	British Championship	❌	Wales	Wrexham	Wales	1	England	3	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
72	1890-03-22	British Championship	❌	Scotland	Paisley	Scotland	5	Wales	0	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
73	1890-03-29	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	1	Scotland	4	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
74	1890-04-05	British Championship	❌	Scotland	Glasgow	Scotland	1	England	1	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	1	0
75	1891-02-07	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	7	Wales	2	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
76	1891-03-07	British Championship	❌	England	Sunderland	England	4	Wales	1	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
77	1891-03-07	British Championship	❌	England	Wolverhampton	England	6	Northern Ireland	1	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
78	1891-03-21	British Championship	❌	Wales	Wrexham	Wales	3	Scotland	4	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
79	1891-03-28	British Championship	❌	Scotland	Glasgow	Scotland	2	Northern Ireland	1	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
80	1891-04-06	British Championship	❌	England	Blackburn	England	2	Scotland	1	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	0	0
81	1892-02-27	British Championship	❌	Wales	Bangor	Wales	1	Northern Ireland	1	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	1	0
82	1892-03-05	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	0	England	2	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
83	1892-03-05	British Championship	❌	Wales	Wrexham	Wales	0	England	2	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
84	1892-03-19	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	2	Scotland	3	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
85	1892-03-26	British Championship	❌	Scotland	Edinburgh	Scotland	6	Wales	1	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
86	1892-04-02	British Championship	❌	Scotland	Glasgow	Scotland	1	England	4	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
87	1893-02-25	British Championship	❌	England	Birmingham	England	6	Northern Ireland	1	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
88	1893-03-13	British Championship	❌	England	Stoke-on-Trent	England	6	Wales	0	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
89	1893-03-18	British Championship	❌	Wales	Wrexham	Wales	0	Scotland	8	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
90	1893-03-25	British Championship	❌	Scotland	Glasgow	Scotland	6	Northern Ireland	1	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
91	1893-04-01	British Championship	❌	England	Richmond	England	5	Scotland	2	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	0	0
92	1894-02-24	British Championship	❌	Wales	Swansea	Wales	4	Northern Ireland	1	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
93	1894-03-03	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	2	England	2	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	1	0
94	1894-03-12	British Championship	❌	Wales	Wrexham	Wales	1	England	5	1	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	0	1
95	1894-03-24	British Championship	❌	Scotland	Kilmarnock	Scotland	5	Wales	2	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	1	0	0
96	1894-03-31	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	1	Scotland	2	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	0	0	1
97	1894-04-07	British Championship	❌	Scotland	Glasgow	Scotland	2	England	2	1	0	3	1.7503355704698	0.21744966442953	0.167883211678832		0.394230769230769		UEFA	0.58477508650519	1.2255033557047		0.0	0.476510067114094	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	1	0
98	1895-03-09	British Championship	❌	England	Derby	England	9	Northern Ireland	0	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	1	0	0
99	1895-03-16	British Championship	❌	Republic of Ireland	Belfast	Northern Ireland	2	Wales	2	1	0	3	1.04311774461028	0.232172470978441	0.094890510948905		0.172131147540984		UEFA	0.290178571428571	1.95356550580431		0.0	0.243781094527363	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	1	0
100	1895-03-18	British Championship	❌	England	London	England	1	Wales	1	1	1	5	2.19937369519833	0.241127348643006	0.452554744525547		0.530864197530864		UEFA	0.61878453038674	0.992693110647182		0.0	0.565762004175365	0	3	1.25324675324675	0.212662337662338	0.036496350364964		0.265151515151515		UEFA	0.367088607594937	1.69318181818182		0.0	0.310064935064935	0	1	0

Rows: 1-100 | Columns: 41

Let's use moving windows to compute some additional features.

The teams' performance in their recent games:

In [45]:

# TEAM 1

# Victory 10 previous games
all_matchs.rolling(func = "avg",
                   window = (-10, -1),
                   columns = "victory_team1",
                   by = ["team1"],
                   order_by = ["date"],
                   name = "avg_victory_team1_1_10",)
# Victory 3 previous games
all_matchs.rolling(func = "avg",
                   window = (-3, -1),
                   columns = "victory_team1",
                   by = ["team1"],
                   order_by = ["date"],
                   name = "avg_victory_team1_1_3",)
# Draw 5 previous games
all_matchs.rolling(func = "avg",
                   window = (-5, -1),
                   columns = "draw",
                   by = ["team1"],
                   order_by = ["date"],
                   name = "avg_draw_team1_1_5",)

# TEAM 2

# Victory 10 previous games
all_matchs.rolling(func = "avg",
                   window = (-10, -1),
                   columns = "victory_team2",
                   by = ["team2"],
                   order_by = ["date"],
                   name = "avg_victory_team2_1_10",)
# Victory 3 previous games
all_matchs.rolling(func = "avg",
                   window = (-3, -1),
                   columns = "victory_team2",
                   by = ["team2"],
                   order_by = ["date"],
                   name = "avg_victory_team2_1_3",)
# Draw 5 previous games
all_matchs.rolling(func = "avg",
                   window = (-5, -1),
                   columns = "draw",
                   by = ["team2"],
                   order_by = ["date"],
                   name = "avg_draw_team2_1_5",)

Out[45]:

	📅 date Date	Abc tournament Varchar(84)	010 neutral Boolean	Abc country Varchar(64)	Abc city Varchar(56)	Abc team1 Varchar(64)	123 team1_score Integer	Abc team2 Varchar(64)	123 team2_score Integer	123 match_sample Integer	123 nb_World_Cup_1 Integer	123 fifa_rank_1 Integer	123 Avg_goals_1 Float	123 Percent_Draw_1 Float	123 Number_Games_World_Tournament_1 Numeric(34,15)	123 Float	123 Percent_Victory_Away_1 Float	123 Float	Abc confederation_1 Varchar(8)	123 Percent_Victory_Home_1 Float	123 Avg_goals_conceded_1 Float	123 Numeric(34,15)	123 nb_Continental_Cup_1 Numeric(34,15)	123 Percent_Victory_1 Float	123 nb_World_Cup_2 Integer	123 fifa_rank_2 Integer	123 Avg_goals_2 Float	123 Percent_Draw_2 Float	123 Number_Games_World_Tournament_2 Numeric(34,15)	123 Float	123 Percent_Victory_Away_2 Float	123 Float	Abc confederation_2 Varchar(8)	123 Percent_Victory_Home_2 Float	123 Avg_goals_conceded_2 Float	123 Numeric(34,15)	123 nb_Continental_Cup_2 Numeric(34,15)	123 Percent_Victory_2 Float	123 victory_team1 Int	123 draw Int	123 victory_team2 Int	123 avg_victory_team1_1_10 Float	123 avg_victory_team1_1_3 Float	123 avg_draw_team1_1_5 Float	123 avg_victory_team2_1_10 Float	123 avg_victory_team2_1_3 Float	123 avg_draw_team2_1_5 Float
1	2012-10-21	Friendly	❌	Azerbaijan	Stepanakert	Artsakh	3	Abkhazia	0	1	0	1	3.0	0.0	0.0		0.0		OFC	1.0	0.0		0.0	1.0	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	1	0	0	[null]	[null]	[null]	[null]	[null]	[null]
2	2014-06-01	CONIFA World Football Cup	✅	Sweden	Östersund	Occitania	1	Abkhazia	1	2	0	0	1.25	0.166666666666667	0.0		0.3		OFC	0.0	1.83333333333333		0.0	0.25	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	1	0	0.125	0.333333333333333	0.0	0.0	0.0	0.0
3	2014-06-02	CONIFA World Football Cup	❌	Sweden	Östersund	Sápmi	1	Abkhazia	2	1	0	1	4.35714285714286	0.142857142857143	0.0		0.5		OFC	0.375	1.71428571428571		0.0	0.428571428571429	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	0	1	0.4	0.0	0.2	0.0	0.0	0.5
4	2014-06-04	CONIFA World Football Cup	✅	Sweden	Östersund	South Ossetia	0	Abkhazia	0	2	0	0	0.666666666666667	0.333333333333333	0.0		0.0		OFC	0.0	2.33333333333333		0.0	0.0	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	1	0	0.0	0.0	0.0	0.333333333333333	0.333333333333333	0.333333333333333
5	2014-06-05	CONIFA World Football Cup	✅	Sweden	Östersund	Padania	3	Abkhazia	3	1	0	1	2.5	0.125	0.0		0.833333333333333		OFC	1.0	0.5625		0.0	0.875	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	1	0	1.0	1.0	0.0	0.25	0.333333333333333	0.5
6	2014-06-07	CONIFA World Football Cup	✅	Sweden	Östersund	Occitania	1	Abkhazia	0	2	0	0	1.25	0.166666666666667	0.0		0.3		OFC	0.0	1.83333333333333		0.0	0.25	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	1	0	0	0.2	0.333333333333333	0.4	0.2	0.333333333333333	0.6
7	2016-05-29	CONIFA World Football Cup	❌	Georgia	Suhkumi	Chagos Islands	0	Abkhazia	9	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	0	1	[null]	[null]	[null]	0.166666666666667	0.0	0.6
8	2016-05-31	CONIFA World Football Cup	❌	Georgia	Suhkumi	Western Armenia	0	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	0	1	[null]	[null]	[null]	0.285714285714286	0.333333333333333	0.4
9	2016-06-01	CONIFA World Football Cup	❌	Georgia	Suhkumi	Sápmi	0	Abkhazia	2	2	0	1	4.35714285714286	0.142857142857143	0.0		0.5		OFC	0.375	1.71428571428571		0.0	0.428571428571429	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	0	1	0.3	0.333333333333333	0.2	0.375	0.666666666666667	0.4
10	2016-06-04	CONIFA World Football Cup	❌	Georgia	Suhkumi	Northern Cyprus	0	Abkhazia	2	2	0	1	2.26666666666667	0.0666666666666667	0.0		0.4		OFC	0.8	1.2		0.0	0.533333333333333	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	0	1	0.6	0.666666666666667	0.2	0.444444444444444	1.0	0.2
11	2016-06-05	CONIFA World Football Cup	❌	Georgia	Suhkumi	Panjab	1	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	1	0	0.5	0.5	0.0	0.5	1.0	0.0
12	2017-06-05	CONIFA European Football Cup	✅	Northern Cyprus	Kyrenia	South Ossetia	1	Abkhazia	2	2	0	0	0.666666666666667	0.333333333333333	0.0		0.0		OFC	0.0	2.33333333333333		0.0	0.0	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	0	1	0.0	0.0	0.333333333333333	0.5	0.666666666666667	0.2
13	2017-06-07	CONIFA European Football Cup	❌	Northern Cyprus	Morphou	Northern Cyprus	0	Abkhazia	0	1	0	1	2.26666666666667	0.0666666666666667	0.0		0.4		OFC	0.8	1.2		0.0	0.533333333333333	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	1	0	0.5	0.666666666666667	0.2	0.6	0.666666666666667	0.2
14	2017-06-09	CONIFA European Football Cup	✅	Northern Cyprus	Kyrenia	Padania	0	Abkhazia	0	1	0	1	2.5	0.125	0.0		0.833333333333333		OFC	1.0	0.5625		0.0	0.875	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	1	0	0.5	0.666666666666667	0.2	0.5	0.333333333333333	0.4
15	2017-06-10	CONIFA European Football Cup	✅	Northern Cyprus	Kyrenia	Székely Land	3	Abkhazia	1	1	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	1	0	0	0.285714285714286	0.333333333333333	0.2	0.5	0.333333333333333	0.6
16	2018-05-31	CONIFA World Football Cup	✅	England	Enfield	Tibet	0	Abkhazia	3	2	0	0	0.25	0.0	0.0		0.0		OFC	0.0	5.5		0.0	0.0	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	0	1	0.0	0.0	0.0	0.5	0.0	0.6
17	2018-06-03	CONIFA World Football Cup	✅	England	Enfield	Northern Cyprus	2	Abkhazia	2	2	0	1	2.26666666666667	0.0666666666666667	0.0		0.4		OFC	0.8	1.2		0.0	0.533333333333333	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	1	0	0.6	0.666666666666667	0.4	0.6	0.333333333333333	0.4
18	2018-06-05	CONIFA World Football Cup	✅	England	Aveley	Tamil Eelam	0	Abkhazia	6	2	0	0	1.0	0.0	0.0		0.166666666666667		OFC	0.0	4.16666666666667		0.0	0.166666666666667	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	0	1	0.222222222222222	0.333333333333333	0.0	0.5	0.333333333333333	0.6
19	2019-06-03	CONIFA European Football Cup	✅	Azerbaijan	Martakert	Sápmi	0	Abkhazia	1	1	0	1	4.35714285714286	0.142857142857143	0.0		0.5		OFC	0.375	1.71428571428571		0.0	0.428571428571429	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	0	1	0.3	0.666666666666667	0.0	0.5	0.666666666666667	0.4
20	2019-06-04	CONIFA European Football Cup	❌	Azerbaijan	Martuni	Artsakh	1	Abkhazia	1	1	0	1	3.0	0.0	0.0		0.0		OFC	1.0	0.0		0.0	1.0	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	1	0	1.0	1.0	0.0	0.5	0.666666666666667	0.2
21	2019-06-06	CONIFA European Football Cup	✅	Azerbaijan	Stepanakert	Western Armenia	1	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	1	0	0.285714285714286	0.666666666666667	0.4	0.4	0.666666666666667	0.4
22	1941-08-10	Friendly	❌	Afghanistan	Kabul	India	3	Afghanistan	1	2	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.2	0.333333333333333	0.2	[null]	[null]	[null]
23	1950-10-26	Friendly	❌	Iran	Teheran	Iran	4	Afghanistan	0	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.25	0.0	0.25	0.0	0.0	0.0
24	1975-04-02	AFC Asian Cup qualification	✅	Iraq	Baghdad	Saudi Arabia	2	Afghanistan	0	1	0	4	1.59611992945326	0.227513227513228	0.182481751824818		0.417061611374408		AFC	0.56043956043956	1.04585537918871		0.0	0.483245149911817	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.7	0.666666666666667	0.0	0.0	0.0	0.0
25	1975-04-04	AFC Asian Cup qualification	❌	Iraq	Baghdad	Iraq	4	Afghanistan	0	1	0	3	1.62145748987854	0.277327935222672	0.043795620437956		0.436241610738255		AFC	0.666666666666667	0.945344129554656		0.125	0.467611336032389	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.3	0.666666666666667	0.2	0.0	0.0	0.0
26	1975-04-06	AFC Asian Cup qualification	✅	Iraq	Baghdad	Qatar	2	Afghanistan	1	1	0	3	1.4	0.248936170212766	0.0		0.314606741573034		AFC	0.493670886075949	1.18297872340426		0.0	0.402127659574468	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.1	0.0	0.2	0.0	0.0	0.0
27	1975-04-10	AFC Asian Cup qualification	✅	Iraq	Baghdad	Saudi Arabia	6	Afghanistan	0	1	0	4	1.59611992945326	0.227513227513228	0.182481751824818		0.417061611374408		AFC	0.56043956043956	1.04585537918871		0.0	0.483245149911817	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.7	0.666666666666667	0.2	0.0	0.0	0.0
28	1975-04-12	AFC Asian Cup qualification	✅	Iraq	Baghdad	Qatar	1	Afghanistan	1	1	0	3	1.4	0.248936170212766	0.0		0.314606741573034		AFC	0.493670886075949	1.18297872340426		0.0	0.402127659574468	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.2	0.333333333333333	0.2	0.0	0.0	0.0
29	1975-04-14	AFC Asian Cup qualification	❌	Iraq	Baghdad	Iraq	3	Afghanistan	1	1	0	3	1.62145748987854	0.277327935222672	0.043795620437956		0.436241610738255		AFC	0.666666666666667	0.945344129554656		0.125	0.467611336032389	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.6	0.666666666666667	0.2	0.0	0.0	0.2
30	1976-07-19	Friendly	❌	Afghanistan	Kabul	Pakistan	0	Afghanistan	1	2	0	1	0.934065934065934	0.186813186813187	0.0		0.204918032786885		AFC	0.366666666666667	2.39010989010989		0.0	0.197802197802198	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.1	0.0	0.2	0.0	0.0	0.2
31	1976-07-24	Friendly	❌	Afghanistan	Kabul	India	1	Afghanistan	1	2	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.4	0.0	0.6	0.111111111111111	0.333333333333333	0.2
32	1976-10-12	Friendly	❌	Pakistan	Karachi	Pakistan	1	Afghanistan	0	1	0	1	0.934065934065934	0.186813186813187	0.0		0.204918032786885		AFC	0.366666666666667	2.39010989010989		0.0	0.197802197802198	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.0	0.0	0.4	0.1	0.333333333333333	0.4
33	1977-07-24	Friendly	❌	Afghanistan	Kabul	India	3	Afghanistan	0	2	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.0	0.0	0.2	0.1	0.333333333333333	0.4
34	1979-03-05	AFC Asian Cup qualification	❌	Bangladesh	Dhaka	Bangladesh	3	Afghanistan	2	1	0	2	0.87027027027027	0.210810810810811	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.1	0.0	0.0	0.1	0.0	0.2
35	1984-09-10	AFC Asian Cup qualification	✅	China PR	Guangzhou	Qatar	8	Afghanistan	0	1	0	3	1.4	0.248936170212766	0.0		0.314606741573034		AFC	0.493670886075949	1.18297872340426		0.0	0.402127659574468	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.7	0.666666666666667	0.4	0.1	0.0	0.2
36	1984-09-12	AFC Asian Cup qualification	❌	China PR	Guangzhou	China PR	6	Afghanistan	0	1	0	3	1.83729433272395	0.226691042047532	0.021897810218978		0.395833333333333		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.4	0.333333333333333	0.0	0.1	0.0	0.2
37	1984-09-15	AFC Asian Cup qualification	✅	China PR	Guangzhou	Hong Kong	0	Afghanistan	0	1	0	2	1.52957746478873	0.219718309859155	0.0		0.300546448087432		AFC	0.433333333333333	1.68450704225352		0.0	0.329577464788732	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.3	0.333333333333333	0.4	0.1	0.0	0.0
38	1984-09-20	AFC Asian Cup qualification	✅	China PR	Guangzhou	Jordan	6	Afghanistan	1	1	0	2	1.18421052631579	0.286549707602339	0.0		0.286624203821656		AFC	0.411214953271028	1.1140350877193		0.0	0.347953216374269	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.2	0.0	0.2	0.1	0.0	0.2
39	2003-01-10	SAFF Cup	✅	Bangladesh	Dhaka	Sri Lanka	1	Afghanistan	0	1	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.4	0.0	0.6	0.1	0.0	0.2
40	2003-01-12	SAFF Cup	✅	Bangladesh	Dhaka	India	4	Afghanistan	0	2	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.3	0.0	0.2	0.1	0.0	0.2
41	2003-01-14	SAFF Cup	✅	Bangladesh	Dhaka	Pakistan	1	Afghanistan	0	2	0	1	0.934065934065934	0.186813186813187	0.0		0.204918032786885		AFC	0.366666666666667	2.39010989010989		0.0	0.197802197802198	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.2	0.666666666666667	0.2	0.0	0.0	0.2
42	2003-03-16	AFC Asian Cup qualification	✅	Nepal	Kathmandu	Kyrgyzstan	1	Afghanistan	2	1	0	2	0.916666666666667	0.157407407407407	0.0		0.159420289855072		AFC	0.444444444444444	1.86111111111111		0.0	0.240740740740741	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.1	0.0	0.2	0.0	0.0	0.2
43	2003-03-18	AFC Asian Cup qualification	❌	Nepal	Kathmandu	Nepal	4	Afghanistan	0	1	0	2	0.813333333333333	0.14	0.0		0.146341463414634		AFC	0.394736842105263	2.58666666666667		0.0	0.206666666666667	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.3	0.333333333333333	0.0	0.1	0.333333333333333	0.0
44	2003-11-19	FIFA World Cup qualification	❌	Turkmenistan	Ashgabat	Turkmenistan	11	Afghanistan	0	1	0	2	1.63247863247863	0.170940170940171	0.0		0.365079365079365		AFC	0.538461538461538	1.47863247863248		0.0	0.384615384615385	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.6	0.666666666666667	0.2	0.1	0.333333333333333	0.0
45	2003-11-23	FIFA World Cup qualification	❌	Afghanistan	Kabul	Turkmenistan	2	Afghanistan	0	2	0	2	1.63247863247863	0.170940170940171	0.0		0.365079365079365		AFC	0.538461538461538	1.47863247863248		0.0	0.384615384615385	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.7	1.0	0.2	0.1	0.333333333333333	0.0
46	2005-11-09	Friendly	❌	Tajikistan	Dushanbe	Tajikistan	4	Afghanistan	0	1	0	2	1.6036036036036	0.171171171171171	0.0		0.384615384615385		AFC	0.666666666666667	1.48648648648649		0.0	0.414414414414414	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.4	0.0	0.0	0.1	0.0	0.0
47	2005-12-07	SAFF Cup	✅	Pakistan	Karachi	Maldives	9	Afghanistan	1	1	0	2	1.34090909090909	0.181818181818182	0.0		0.277777777777778		AFC	0.366666666666667	2.23484848484848		0.0	0.28030303030303	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.1	0.333333333333333	0.2	0.1	0.0	0.0
48	2005-12-09	SAFF Cup	❌	Pakistan	Karachi	Pakistan	1	Afghanistan	0	1	0	1	0.934065934065934	0.186813186813187	0.0		0.204918032786885		AFC	0.366666666666667	2.39010989010989		0.0	0.197802197802198	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.3	0.666666666666667	0.2	0.1	0.0	0.0
49	2005-12-11	SAFF Cup	✅	Pakistan	Karachi	Sri Lanka	1	Afghanistan	2	1	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.1	0.0	0.4	0.1	0.0	0.0
50	2006-04-03	AFC Challenge Cup	✅	Bangladesh	Chittagong	Chinese Taipei	2	Afghanistan	2	2	0	1	1.31896551724138	0.155172413793103	0.0		0.253164556962025		AFC	0.5	2.85344827586207		0.0	0.21551724137931	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.3	0.0	0.0	0.2	0.333333333333333	0.0
51	2006-04-05	AFC Challenge Cup	✅	Bangladesh	Chittagong	Philippines	1	Afghanistan	1	1	0	2	1.16580310880829	0.145077720207254	0.0		0.227272727272727		AFC	0.476190476190476	2.27979274611399		0.0	0.274611398963731	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.1	0.333333333333333	0.0	0.2	0.333333333333333	0.2
52	2007-10-08	FIFA World Cup qualification	❌	Syria	Damascus	Syria	3	Afghanistan	0	1	0	3	1.48033707865169	0.23314606741573	0.0		0.331818181818182		AFC	0.431372549019608	1.3314606741573		0.0	0.373595505617978	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.7	0.666666666666667	0.0	0.2	0.333333333333333	0.4
53	2007-10-26	FIFA World Cup qualification	✅	Tajikistan	Dushanbe	Syria	2	Afghanistan	1	2	0	3	1.48033707865169	0.23314606741573	0.0		0.331818181818182		AFC	0.431372549019608	1.3314606741573		0.0	0.373595505617978	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.7	0.666666666666667	0.0	0.1	0.0	0.4
54	2008-05-05	AFC Challenge Cup qualification	✅	Kyrgyzstan	Bishkek	Bangladesh	0	Afghanistan	0	1	0	2	0.87027027027027	0.210810810810811	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.0	0.0	0.4	0.1	0.0	0.4
55	2008-05-07	AFC Challenge Cup qualification	❌	Kyrgyzstan	Bishkek	Kyrgyzstan	0	Afghanistan	1	1	0	2	0.916666666666667	0.157407407407407	0.0		0.159420289855072		AFC	0.444444444444444	1.86111111111111		0.0	0.240740740740741	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.3	0.333333333333333	0.0	0.1	0.0	0.6
56	2008-06-04	SAFF Cup	❌	Sri Lanka	Colombo	Sri Lanka	2	Afghanistan	2	1	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.4	0.666666666666667	0.2	0.2	0.333333333333333	0.4
57	2008-06-06	SAFF Cup	✅	Sri Lanka	Colombo	Bangladesh	2	Afghanistan	2	1	0	2	0.87027027027027	0.210810810810811	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.0	0.0	0.6	0.2	0.333333333333333	0.4
58	2008-06-08	SAFF Cup	✅	Sri Lanka	Colombo	Bhutan	3	Afghanistan	1	2	0	1	0.619047619047619	0.0634920634920635	0.0		0.0392156862745098		AFC	0.666666666666667	3.95238095238095		0.0	0.0952380952380952	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.1	0.0	0.4	0.2	0.333333333333333	0.6
59	2008-07-30	AFC Challenge Cup	❌	India	Hyderabad	India	1	Afghanistan	0	1	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.5	0.333333333333333	0.2	0.2	0.0	0.6
60	2008-08-01	AFC Challenge Cup	✅	India	Hyderabad	Turkmenistan	5	Afghanistan	0	2	0	2	1.63247863247863	0.170940170940171	0.0		0.365079365079365		AFC	0.538461538461538	1.47863247863248		0.0	0.384615384615385	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.1	0.0	0.4	0.1	0.0	0.4
61	2008-08-03	AFC Challenge Cup	✅	India	Hyderabad	Tajikistan	4	Afghanistan	0	2	0	2	1.6036036036036	0.171171171171171	0.0		0.384615384615385		AFC	0.666666666666667	1.48648648648649		0.0	0.414414414414414	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.3	0.333333333333333	0.6	0.1	0.0	0.4
62	2008-10-17	Merdeka Tournament	✅	Malaysia	Petaling Jaya	Nepal	2	Afghanistan	2	1	0	2	0.813333333333333	0.14	0.0		0.146341463414634		AFC	0.394736842105263	2.58666666666667		0.0	0.206666666666667	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.4	0.333333333333333	0.0	0.1	0.0	0.2
63	2008-10-20	Merdeka Tournament	❌	Malaysia	Kuala Lumpur	Malaysia	6	Afghanistan	0	1	0	2	1.497277676951	0.252268602540835	0.0		0.302325581395349		AFC	0.427027027027027	1.56987295825771		0.0	0.341197822141561	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.2	0.666666666666667	0.6	0.1	0.0	0.2
64	2009-12-07	SAFF Cup	✅	Bangladesh	Dhaka	Maldives	3	Afghanistan	1	1	0	2	1.34090909090909	0.181818181818182	0.0		0.277777777777778		AFC	0.366666666666667	2.23484848484848		0.0	0.28030303030303	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.6	0.666666666666667	0.4	0.1	0.0	0.2
65	2009-12-09	SAFF Cup	✅	Bangladesh	Dhaka	Nepal	3	Afghanistan	0	2	0	2	0.813333333333333	0.14	0.0		0.146341463414634		AFC	0.394736842105263	2.58666666666667		0.0	0.206666666666667	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.3	0.0	0.6	0.1	0.0	0.2
66	2010-11-17	Friendly	❌	Tajikistan	Dushanbe	Tajikistan	1	Afghanistan	0	1	0	2	1.6036036036036	0.171171171171171	0.0		0.384615384615385		AFC	0.666666666666667	1.48648648648649		0.0	0.414414414414414	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.4	0.333333333333333	0.0	0.0	0.0	0.2
67	2011-03-23	AFC Challenge Cup qualification	✅	India	Gurgaon	Bhutan	0	Afghanistan	3	1	0	1	0.619047619047619	0.0634920634920635	0.0		0.0392156862745098		AFC	0.666666666666667	3.95238095238095		0.0	0.0952380952380952	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.1	0.0	0.0	0.0	0.0	0.2
68	2011-03-25	AFC Challenge Cup qualification	✅	India	Gurgaon	Bhutan	0	Afghanistan	2	2	0	1	0.619047619047619	0.0634920634920635	0.0		0.0392156862745098		AFC	0.666666666666667	3.95238095238095		0.0	0.0952380952380952	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.0	0.0	0.0	0.1	0.333333333333333	0.0
69	2011-04-07	AFC Challenge Cup qualification	❌	Nepal	Kathmandu	Nepal	1	Afghanistan	0	1	0	2	0.813333333333333	0.14	0.0		0.146341463414634		AFC	0.394736842105263	2.58666666666667		0.0	0.206666666666667	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.5	1.0	0.4	0.2	0.666666666666667	0.0
70	2011-04-09	AFC Challenge Cup qualification	✅	Nepal	Kathmandu	Sri Lanka	0	Afghanistan	1	1	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.3	0.0	0.2	0.2	0.666666666666667	0.0
71	2011-04-11	AFC Challenge Cup qualification	✅	Nepal	Kathmandu	North Korea	2	Afghanistan	0	1	0	3	1.61	0.27	0.051094890510949		0.408839779005525		AFC	0.733333333333333	1.03666666666667		0.0	0.426666666666667	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.5	0.666666666666667	0.2	0.3	0.666666666666667	0.0
72	2011-06-29	FIFA World Cup qualification	✅	Tajikistan	Tursunzoda	Palestine	2	Afghanistan	0	2	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.2	0.666666666666667	0.2	0.3	0.333333333333333	0.0
73	2011-07-03	FIFA World Cup qualification	❌	Palestine	al-Ramm	Palestine	1	Afghanistan	1	1	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.3	0.666666666666667	0.2	0.3	0.333333333333333	0.0
74	2011-12-03	SAFF Cup	❌	India	New Delhi	India	1	Afghanistan	1	1	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.2	0.333333333333333	0.2	0.3	0.0	0.2
75	2011-12-05	SAFF Cup	✅	India	New Delhi	Sri Lanka	1	Afghanistan	3	1	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.2	0.333333333333333	0.4	0.3	0.0	0.4
76	2011-12-07	SAFF Cup	✅	India	New Delhi	Bhutan	1	Afghanistan	8	1	0	1	0.619047619047619	0.0634920634920635	0.0		0.0392156862745098		AFC	0.666666666666667	3.95238095238095		0.0	0.0952380952380952	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.0	0.0	0.0	0.4	0.333333333333333	0.4
77	2011-12-09	SAFF Cup	✅	India	New Delhi	Nepal	0	Afghanistan	1	2	0	2	0.813333333333333	0.14	0.0		0.146341463414634		AFC	0.394736842105263	2.58666666666667		0.0	0.206666666666667	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.3	0.333333333333333	0.6	0.5	0.666666666666667	0.4
78	2011-12-11	SAFF Cup	❌	India	New Delhi	India	4	Afghanistan	0	1	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.4	1.0	0.2	0.5	1.0	0.4
79	2013-03-02	AFC Challenge Cup qualification	✅	Laos	Vientiane	Sri Lanka	0	Afghanistan	1	2	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.1	0.0	0.0	0.4	0.666666666666667	0.2
80	2013-03-04	AFC Challenge Cup qualification	✅	Laos	Vientiane	Mongolia	0	Afghanistan	1	1	0	1	1.08888888888889	0.0888888888888889	0.0		0.241379310344828		OFC	1.0	3.22222222222222		0.0	0.266666666666667	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.5	0.333333333333333	0.2	0.5	0.666666666666667	0.0
81	2013-03-06	AFC Challenge Cup qualification	❌	Laos	Vientiane	Laos	1	Afghanistan	1	1	0	1	1.02290076335878	0.152671755725191	0.0		0.173913043478261		AFC	0.428571428571429	3.3587786259542		0.0	0.183206106870229	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.2	0.333333333333333	0.2	0.5	0.666666666666667	0.0
82	2013-06-04	Friendly	❌	Tajikistan	Qurghonteppa	Tajikistan	3	Afghanistan	2	1	0	2	1.6036036036036	0.171171171171171	0.0		0.384615384615385		AFC	0.666666666666667	1.48648648648649		0.0	0.414414414414414	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.4	0.666666666666667	0.0	0.5	0.666666666666667	0.2
83	2013-08-20	Friendly	❌	Afghanistan	Kabul	Pakistan	0	Afghanistan	3	2	0	1	0.934065934065934	0.186813186813187	0.0		0.204918032786885		AFC	0.366666666666667	2.39010989010989		0.0	0.197802197802198	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.3	0.333333333333333	0.2	0.5	0.333333333333333	0.2
84	2013-09-02	SAFF Cup	✅	Nepal	Kathmandu	Bhutan	0	Afghanistan	3	2	0	1	0.619047619047619	0.0634920634920635	0.0		0.0392156862745098		AFC	0.666666666666667	3.95238095238095		0.0	0.0952380952380952	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.0	0.0	0.0	0.6	0.333333333333333	0.2
85	2013-09-04	SAFF Cup	✅	Nepal	Kathmandu	Sri Lanka	1	Afghanistan	3	1	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.2	0.333333333333333	0.0	0.7	0.666666666666667	0.2
86	2013-09-06	SAFF Cup	✅	Nepal	Kathmandu	Maldives	0	Afghanistan	0	2	0	2	1.34090909090909	0.181818181818182	0.0		0.277777777777778		AFC	0.366666666666667	2.23484848484848		0.0	0.28030303030303	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.6	1.0	0.2	0.7	1.0	0.2
87	2013-09-08	SAFF Cup	❌	Nepal	Kathmandu	Nepal	0	Afghanistan	1	1	0	2	0.813333333333333	0.14	0.0		0.146341463414634		AFC	0.394736842105263	2.58666666666667		0.0	0.206666666666667	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.3	0.666666666666667	0.4	0.6	0.666666666666667	0.2
88	2014-04-13	Friendly	✅	United Arab Emirates	Dubai	Kyrgyzstan	0	Afghanistan	0	2	0	2	0.916666666666667	0.157407407407407	0.0		0.159420289855072		AFC	0.444444444444444	1.86111111111111		0.0	0.240740740740741	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.3	0.0	0.2	0.6	0.666666666666667	0.2
89	2014-05-12	Friendly	✅	Kuwait	Kuwait City	Kyrgyzstan	0	Afghanistan	1	2	0	2	0.916666666666667	0.157407407407407	0.0		0.159420289855072		AFC	0.444444444444444	1.86111111111111		0.0	0.240740740740741	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.3	0.0	0.4	0.6	0.333333333333333	0.4
90	2014-05-14	Friendly	❌	Kuwait	Kuwait City	Kuwait	3	Afghanistan	2	1	0	3	1.55555555555556	0.272222222222222	0.021897810218978		0.379166666666667		AFC	0.457317073170732	1.07962962962963		0.125	0.424074074074074	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.3	0.0	0.2	0.6	0.666666666666667	0.4
91	2014-05-20	AFC Challenge Cup	✅	Maldives	Addu City	Philippines	0	Afghanistan	0	1	0	2	1.16580310880829	0.145077720207254	0.0		0.227272727272727		AFC	0.476190476190476	2.27979274611399		0.0	0.274611398963731	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.3	0.0	0.6	0.5	0.333333333333333	0.4
92	2014-05-22	AFC Challenge Cup	✅	Maldives	Addu City	Turkmenistan	1	Afghanistan	3	2	0	2	1.63247863247863	0.170940170940171	0.0		0.365079365079365		AFC	0.538461538461538	1.47863247863248		0.0	0.384615384615385	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.7	0.666666666666667	0.0	0.5	0.333333333333333	0.4
93	2014-05-24	AFC Challenge Cup	✅	Maldives	Addu City	Laos	0	Afghanistan	0	2	0	1	1.02290076335878	0.152671755725191	0.0		0.173913043478261		AFC	0.428571428571429	3.3587786259542		0.0	0.183206106870229	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.1	0.0	0.2	0.6	0.333333333333333	0.4
94	2014-05-27	AFC Challenge Cup	✅	Maldives	Malé	Palestine	2	Afghanistan	0	1	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.4	0.666666666666667	0.4	0.5	0.333333333333333	0.4
95	2014-05-29	AFC Challenge Cup	❌	Maldives	Malé	Maldives	1	Afghanistan	1	1	0	2	1.34090909090909	0.181818181818182	0.0		0.277777777777778		AFC	0.366666666666667	2.23484848484848		0.0	0.28030303030303	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.3	0.333333333333333	0.2	0.4	0.333333333333333	0.4
96	2015-02-06	Friendly	❌	Pakistan	Lahore	Pakistan	2	Afghanistan	1	1	0	1	0.934065934065934	0.186813186813187	0.0		0.204918032786885		AFC	0.366666666666667	2.39010989010989		0.0	0.197802197802198	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.2	0.0	0.0	0.3	0.0	0.6
97	2015-05-29	Friendly	❌	Laos	Vientiane	Laos	0	Afghanistan	2	1	0	1	1.02290076335878	0.152671755725191	0.0		0.173913043478261		AFC	0.428571428571429	3.3587786259542		0.0	0.183206106870229	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.3	0.0	0.0	0.3	0.0	0.4
98	2015-06-02	Friendly	❌	Bangladesh	Dhaka	Bangladesh	1	Afghanistan	1	1	0	2	0.87027027027027	0.210810810810811	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	1	0	0.4	0.666666666666667	0.4	0.3	0.333333333333333	0.4
99	2015-06-11	FIFA World Cup qualification	✅	Iran	Mashhad	Syria	6	Afghanistan	0	2	0	3	1.48033707865169	0.23314606741573	0.0		0.331818181818182		AFC	0.431372549019608	1.3314606741573		0.0	0.373595505617978	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	1	0	0	0.5	0.666666666666667	0.2	0.3	0.333333333333333	0.4
100	2015-06-16	FIFA World Cup qualification	❌	Cambodia	Phnom Penh	Cambodia	0	Afghanistan	1	1	0	2	1.10928961748634	0.153005464480874	0.0		0.184615384615385		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	0	2	1.07954545454545	0.204545454545455	0.0		0.295774647887324		AFC	0.4	2.05681818181818		0.0	0.284090909090909	0	0	1	0.4	0.333333333333333	0.4	0.2	0.333333333333333	0.4

Rows: 1-100 | Columns: 47

The teams' performance in the last same tournament

In [46]:

# TEAM 1

# Victory 10 previous games
all_matchs.rolling(func = "avg",
                   window = (-10, -1),
                   columns = "victory_team1",
                   by = ["team1", "tournament"],
                   order_by = ["date"],
                   name = "avg_victory_same_tournament_team1_1_10",)
# Victory 3 previous games
all_matchs.rolling(func = "avg",
                   window = (-3, -1),
                   columns = "victory_team1",
                   by = ["team1", "tournament"],
                   order_by = ["date"],
                   name = "avg_victory_same_tournament_team1_1_3",)
# Draw 5 previous games
all_matchs.rolling(func = "avg",
                   window = (-5, -1),
                   columns = "draw",
                   by = ["team1", "tournament"],
                   order_by = ["date"],
                   name = "avg_draw_same_tournament_team1_1_5",)

# TEAM 2

# Victory 10 previous games
all_matchs.rolling(func = "avg",
                   window = (-10, -1),
                   columns = "victory_team2",
                   by = ["team2", "tournament"],
                   order_by = ["date"],
                   name = "avg_victory_same_tournament_team2_1_10",)
# Victory 3 previous games
all_matchs.rolling(func = "avg",
                   window = (-3, -1),
                   columns = "victory_team2",
                   by = ["team2", "tournament"],
                   order_by = ["date"],
                   name = "avg_victory_same_tournament_team2_1_3",)
# Draw 5 previous games
all_matchs.rolling(func = "avg",
                   window = (-5, -1),
                   columns = "draw",
                   by = ["team2", "tournament"],
                   order_by = ["date"],
                   name = "avg_draw_same_tournament_team2_1_5",)

Out[46]:

	📅 date Date	Abc tournament Varchar(84)	010 neutral Boolean	Abc country Varchar(64)	Abc city Varchar(56)	Abc team1 Varchar(64)	123 team1_score Integer	Abc team2 Varchar(64)	123 team2_score Integer	123 match_sample Integer	123 nb_World_Cup_1 Integer	123 fifa_rank_1 Integer	123 Avg_goals_1 Float	123 Percent_Draw_1 Float	123 Number_Games_World_Tournament_1 Numeric(34,15)	123 Float	123 Percent_Victory_Away_1 Float	123 Float	Abc confederation_1 Varchar(8)	123 Percent_Victory_Home_1 Float	123 Avg_goals_conceded_1 Float	123 Numeric(34,15)	123 nb_Continental_Cup_1 Numeric(34,15)	123 Percent_Victory_1 Float	123 nb_World_Cup_2 Integer	...	123 Number_Games_World_Tournament_2 Numeric(34,15)	123 Float	123 Percent_Victory_Away_2 Float	123 Float	Abc confederation_2 Varchar(8)	123 Percent_Victory_Home_2 Float	123 Avg_goals_conceded_2 Float	123 Numeric(34,15)	123 nb_Continental_Cup_2 Numeric(34,15)	123 Percent_Victory_2 Float	123 victory_team1 Int	123 draw Int	123 victory_team2 Int	123 avg_victory_team1_1_10 Float	123 avg_victory_team1_1_3 Float	123 avg_draw_team1_1_5 Float	123 avg_victory_team2_1_10 Float	123 avg_victory_team2_1_3 Float	123 avg_draw_team2_1_5 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 Float
1	2010-10-29	ABCS Tournament	❌	Curaçao	Willemstad	Curaçao	3	Aruba	0	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	1	0	0	0.1	0.0	0.4	0.0	0.0	0.2
2	2010-10-31	ABCS Tournament	✅	Curaçao	Willemstad	Bonaire	3	Aruba	3	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	1	0	0.0	0.0	0.0	0.0	0.0	0.2
3	2011-12-02	ABCS Tournament	❌	Suriname	Paramaribo	Suriname	0	Aruba	0	1	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	1	0	0.4	0.0	0.2	0.1	0.333333333333333	0.2
4	2011-12-04	ABCS Tournament	✅	Suriname	Paramaribo	Bonaire	2	Aruba	2	1	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	1	0	0.333333333333333	0.333333333333333	0.333333333333333	0.1	0.333333333333333	0.4
5	2012-07-13	ABCS Tournament	❌	Aruba	Oranjestad	Curaçao	2	Aruba	3	2	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	0	1	0.2	0.333333333333333	0.2	0.1	0.0	0.6
6	2012-07-15	ABCS Tournament	❌	Aruba	Oranjestad	Suriname	0	Aruba	1	2	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	0	1	0.4	0.666666666666667	0.2	0.2	0.333333333333333	0.4
7	2013-11-14	ABCS Tournament	❌	Curaçao	Willemstad	Curaçao	2	Aruba	0	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	1	0	0	0.3	0.0	0.0	0.3	0.0	0.2
8	2013-11-16	ABCS Tournament	✅	Curaçao	Willemstad	Bonaire	2	Aruba	1	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	1	0	0	0.142857142857143	0.0	0.2	0.3	0.0	0.2
9	2015-01-30	ABCS Tournament	✅	Suriname	Paramaribo	Curaçao	0	Aruba	0	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	1	0	0.2	0.0	0.0	0.3	0.666666666666667	0.2
10	2015-02-01	ABCS Tournament	❌	Suriname	Paramaribo	Suriname	1	Aruba	0	1	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	1	0	0	0.5	0.666666666666667	0.2	0.3	0.333333333333333	0.2
11	2010-10-29	ABCS Tournament	✅	Curaçao	Willemstad	Suriname	4	Bonaire	2	1	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	1	0	0	0.5	0.666666666666667	0.2	[null]	[null]	[null]
12	2010-10-31	ABCS Tournament	✅	Curaçao	Willemstad	Aruba	3	Bonaire	3	1	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	1	0	0.0	0.0	0.2	0.0	0.0	0.0
13	2011-12-02	ABCS Tournament	✅	Suriname	Paramaribo	Curaçao	1	Bonaire	3	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	0	1	0.2	0.666666666666667	0.4	0.0	0.0	0.5
14	2011-12-04	ABCS Tournament	✅	Suriname	Paramaribo	Aruba	2	Bonaire	2	2	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	1	0	0.1	0.333333333333333	0.4	0.333333333333333	0.333333333333333	0.333333333333333
15	2012-07-13	ABCS Tournament	✅	Aruba	Oranjestad	Suriname	8	Bonaire	0	1	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	1	0	0	0.3	0.333333333333333	0.2	0.25	0.333333333333333	0.5
16	2012-07-15	ABCS Tournament	✅	Aruba	Oranjestad	Curaçao	9	Bonaire	2	2	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	1	0	0	0.2	0.0	0.0	0.2	0.333333333333333	0.4
17	2013-11-14	ABCS Tournament	✅	Curaçao	Willemstad	Suriname	2	Bonaire	0	2	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	1	0	0	0.4	0.0	0.2	0.166666666666667	0.0	0.4
18	2013-11-16	ABCS Tournament	✅	Curaçao	Willemstad	Aruba	1	Bonaire	2	1	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	0	1	0.3	0.0	0.2	0.142857142857143	0.0	0.2
19	2015-01-30	ABCS Tournament	❌	Suriname	Paramaribo	Suriname	3	Bonaire	0	1	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	1	0	0	0.5	0.666666666666667	0.2	0.4	0.666666666666667	0.0
20	2015-02-01	ABCS Tournament	✅	Suriname	Paramaribo	Curaçao	4	Bonaire	1	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	1	0	0	0.2	0.0	0.2	0.4	0.333333333333333	0.0
21	2010-10-29	ABCS Tournament	❌	Curaçao	Willemstad	Aruba	0	Curaçao	3	2	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	0	1	0.0	0.0	0.2	0.1	0.0	0.4
22	2010-10-31	ABCS Tournament	❌	Curaçao	Willemstad	Suriname	2	Curaçao	2	2	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	1	0	0.5	0.666666666666667	0.0	0.1	0.333333333333333	0.4
23	2011-12-02	ABCS Tournament	✅	Suriname	Paramaribo	Bonaire	3	Curaçao	1	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	1	0	0	0.0	0.0	0.5	0.2	0.666666666666667	0.4
24	2011-12-04	ABCS Tournament	❌	Suriname	Paramaribo	Suriname	2	Curaçao	0	1	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	1	0	0	0.4	0.0	0.2	0.2	0.666666666666667	0.2
25	2012-07-13	ABCS Tournament	❌	Aruba	Oranjestad	Aruba	3	Curaçao	2	1	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	1	0	0	0.1	0.0	0.6	0.2	0.333333333333333	0.2
26	2012-07-15	ABCS Tournament	✅	Aruba	Oranjestad	Bonaire	2	Curaçao	9	1	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	0	1	0.2	0.333333333333333	0.4	0.2	0.0	0.0
27	2013-11-14	ABCS Tournament	❌	Curaçao	Willemstad	Aruba	0	Curaçao	2	2	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	0	1	0.3	0.0	0.2	0.3	0.0	0.0
28	2013-11-16	ABCS Tournament	❌	Curaçao	Willemstad	Suriname	3	Curaçao	1	2	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	1	0	0	0.5	0.333333333333333	0.2	0.4	0.333333333333333	0.0
29	2015-01-30	ABCS Tournament	✅	Suriname	Paramaribo	Aruba	0	Curaçao	0	2	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	1	0	0.3	0.666666666666667	0.2	0.2	0.0	0.0
30	2015-02-01	ABCS Tournament	✅	Suriname	Paramaribo	Bonaire	1	Curaçao	4	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	0	1	0.4	0.333333333333333	0.0	0.2	0.0	0.2
31	2010-10-29	ABCS Tournament	✅	Curaçao	Willemstad	Bonaire	2	Suriname	4	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	[null]	[null]	[null]	0.5	0.666666666666667	0.2
32	2010-10-31	ABCS Tournament	❌	Curaçao	Willemstad	Curaçao	2	Suriname	2	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	1	0	0.1	0.333333333333333	0.4	0.5	0.666666666666667	0.0
33	2011-12-02	ABCS Tournament	❌	Suriname	Paramaribo	Aruba	0	Suriname	0	2	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	1	0	0.1	0.333333333333333	0.2	0.4	0.0	0.2
34	2011-12-04	ABCS Tournament	❌	Suriname	Paramaribo	Curaçao	0	Suriname	2	2	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	0.2	0.666666666666667	0.2	0.4	0.0	0.2
35	2012-07-13	ABCS Tournament	✅	Aruba	Oranjestad	Bonaire	0	Suriname	8	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	0.25	0.333333333333333	0.5	0.3	0.333333333333333	0.2
36	2012-07-15	ABCS Tournament	❌	Aruba	Oranjestad	Aruba	1	Suriname	0	1	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	1	0	0	0.2	0.333333333333333	0.4	0.4	0.666666666666667	0.2
37	2013-11-14	ABCS Tournament	✅	Curaçao	Willemstad	Bonaire	0	Suriname	2	1	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	0.166666666666667	0.0	0.4	0.4	0.0	0.2
38	2013-11-16	ABCS Tournament	❌	Curaçao	Willemstad	Curaçao	1	Suriname	3	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	0.4	0.333333333333333	0.0	0.5	0.333333333333333	0.2
39	2015-01-30	ABCS Tournament	❌	Suriname	Paramaribo	Bonaire	0	Suriname	3	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	0.4	0.666666666666667	0.0	0.5	0.666666666666667	0.2
40	2015-02-01	ABCS Tournament	❌	Suriname	Paramaribo	Aruba	0	Suriname	1	2	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	0.3	0.333333333333333	0.2	0.5	0.666666666666667	0.2
41	2007-07-08	AFC Asian Cup	✅	Thailand	Bangkok	Oman	1	Australia	1	2	0	2	1.26485148514851	0.247524752475248	0.0		0.259668508287293		AFC	0.462585034013605	1.28960396039604		0.0	0.356435643564356	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	1	0	0.5	0.333333333333333	0.4	0.4	0.666666666666667	0.2
42	2007-07-13	AFC Asian Cup	✅	Thailand	Bangkok	Iraq	3	Australia	1	1	0	3	1.62145748987854	0.277327935222672	0.043795620437956		0.436241610738255		AFC	0.666666666666667	0.945344129554656		0.125	0.467611336032389	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	1	0	0	0.2	0.0	0.2	0.4	0.333333333333333	0.2
43	2007-07-16	AFC Asian Cup	❌	Thailand	Bangkok	Thailand	0	Australia	4	1	0	2	1.54560810810811	0.22972972972973	0.0		0.259927797833935		AFC	0.564220183486238	1.59459459459459		0.0	0.369932432432432	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.4	0.666666666666667	0.4	0.3	0.333333333333333	0.2
44	2007-07-21	AFC Asian Cup	✅	Vietnam	Hanoi	Japan	1	Australia	1	1	0	4	1.72007042253521	0.234154929577465	0.240875912408759		0.400943396226415		AFC	0.526315789473684	1.16021126760563		0.25	0.471830985915493	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	1	0	0.7	0.666666666666667	0.4	0.4	0.333333333333333	0.2
45	2011-01-10	AFC Asian Cup	✅	Qatar	Doha	India	0	Australia	4	1	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.2	0.0	0.0	0.3	0.333333333333333	0.4
46	2011-01-14	AFC Asian Cup	✅	Qatar	Doha	South Korea	1	Australia	1	2	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	1	0	0.4	0.666666666666667	0.2	0.4	0.333333333333333	0.2
47	2011-01-18	AFC Asian Cup	✅	Qatar	Doha	Bahrain	0	Australia	1	2	0	2	1.20181405895692	0.27891156462585	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.2	0.333333333333333	0.2	0.4	0.333333333333333	0.4
48	2011-01-22	AFC Asian Cup	✅	Qatar	Doha	Iraq	0	Australia	1	2	0	3	1.62145748987854	0.277327935222672	0.043795620437956		0.436241610738255		AFC	0.666666666666667	0.945344129554656		0.125	0.467611336032389	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.5	0.666666666666667	0.0	0.5	0.666666666666667	0.4
49	2011-01-25	AFC Asian Cup	✅	Qatar	Doha	Uzbekistan	0	Australia	6	1	0	3	1.72727272727273	0.216450216450216	0.0		0.307692307692308		AFC	0.540540540540541	1.25541125541126		0.0	0.428571428571429	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.4	0.666666666666667	0.4	0.5	0.666666666666667	0.4
50	2011-01-29	AFC Asian Cup	✅	Qatar	Doha	Japan	1	Australia	0	2	0	4	1.72007042253521	0.234154929577465	0.240875912408759		0.400943396226415		AFC	0.526315789473684	1.16021126760563		0.25	0.471830985915493	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	1	0	0	0.6	0.666666666666667	0.4	0.6	1.0	0.2
51	2015-01-09	AFC Asian Cup	❌	Australia	Melbourne	Kuwait	1	Australia	4	2	0	3	1.55555555555556	0.272222222222222	0.021897810218978		0.379166666666667		AFC	0.457317073170732	1.07962962962963		0.125	0.424074074074074	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.3	0.0	0.6	0.1	0.0	0.2
52	2015-01-13	AFC Asian Cup	❌	Australia	Sydney	Oman	0	Australia	4	2	0	2	1.26485148514851	0.247524752475248	0.0		0.259668508287293		AFC	0.462585034013605	1.28960396039604		0.0	0.356435643564356	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.2	0.0	0.2	0.2	0.333333333333333	0.2
53	2015-01-17	AFC Asian Cup	❌	Australia	Brisbane	South Korea	1	Australia	0	2	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	1	0	0	0.6	1.0	0.0	0.3	0.666666666666667	0.2
54	2015-01-22	AFC Asian Cup	❌	Australia	Brisbane	China PR	0	Australia	2	2	0	3	1.83729433272395	0.226691042047532	0.021897810218978		0.395833333333333		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.6	1.0	0.2	0.3	0.666666666666667	0.0
55	2015-01-27	AFC Asian Cup	❌	Australia	Newcastle	United Arab Emirates	0	Australia	2	2	0	3	1.41489361702128	0.248936170212766	0.043795620437956		0.336842105263158		AFC	0.47682119205298	1.28510638297872		0.0	0.395744680851064	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.5	0.333333333333333	0.2	0.4	0.666666666666667	0.0
56	2015-01-31	AFC Asian Cup	❌	Australia	Sydney	South Korea	1	Australia	2	2	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.8	1.0	0.0	0.5	0.666666666666667	0.0
57	2019-01-06	AFC Asian Cup	✅	United Arab Emirates	Al Ain	Jordan	1	Australia	0	2	0	2	1.18421052631579	0.286549707602339	0.0		0.286624203821656		AFC	0.411214953271028	1.1140350877193		0.0	0.347953216374269	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	1	0	0	0.2	0.0	0.4	0.5	0.666666666666667	0.2
58	2019-01-11	AFC Asian Cup	✅	United Arab Emirates	Dubai	Palestine	0	Australia	3	1	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.2	0.0	0.4	0.5	0.666666666666667	0.2
59	2019-01-15	AFC Asian Cup	✅	United Arab Emirates	Al Ain	Syria	2	Australia	3	2	0	3	1.48033707865169	0.23314606741573	0.0		0.331818181818182		AFC	0.431372549019608	1.3314606741573		0.0	0.373595505617978	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.3	0.333333333333333	0.4	0.5	0.666666666666667	0.2
60	2019-01-21	AFC Asian Cup	✅	United Arab Emirates	Al Ain	Uzbekistan	0	Australia	0	2	0	3	1.72727272727273	0.216450216450216	0.0		0.307692307692308		AFC	0.540540540540541	1.25541125541126		0.0	0.428571428571429	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	1	0	0.4	0.666666666666667	0.2	0.5	0.666666666666667	0.0
61	2019-01-25	AFC Asian Cup	❌	United Arab Emirates	Al Ain	United Arab Emirates	1	Australia	0	1	0	3	1.41489361702128	0.248936170212766	0.043795620437956		0.336842105263158		AFC	0.47682119205298	1.28510638297872		0.0	0.395744680851064	0	...	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	1	0	0	0.4	0.666666666666667	0.4	0.5	0.666666666666667	0.2
62	1988-12-03	AFC Asian Cup	✅	Qatar	Doha	Kuwait	0	Bahrain	0	1	0	3	1.55555555555556	0.272222222222222	0.021897810218978		0.379166666666667		AFC	0.457317073170732	1.07962962962963		0.125	0.424074074074074	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	1	0	0.2	0.0	0.6	0.4	0.0	0.6
63	1988-12-06	AFC Asian Cup	✅	Qatar	Doha	China PR	1	Bahrain	0	2	0	3	1.83729433272395	0.226691042047532	0.021897810218978		0.395833333333333		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.4	0.666666666666667	0.4	0.3	0.0	0.8
64	1988-12-09	AFC Asian Cup	✅	Qatar	Doha	Saudi Arabia	1	Bahrain	1	1	0	4	1.59611992945326	0.227513227513228	0.182481751824818		0.417061611374408		AFC	0.56043956043956	1.04585537918871		0.0	0.483245149911817	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	1	0	0.3	0.666666666666667	0.6	0.2	0.0	0.6
65	1988-12-11	AFC Asian Cup	✅	Qatar	Doha	Syria	1	Bahrain	0	2	0	3	1.48033707865169	0.23314606741573	0.0		0.331818181818182		AFC	0.431372549019608	1.3314606741573		0.0	0.373595505617978	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.3	0.333333333333333	0.2	0.2	0.0	0.6
66	2004-07-17	AFC Asian Cup	❌	China PR	Beijing	China PR	2	Bahrain	2	1	0	3	1.83729433272395	0.226691042047532	0.021897810218978		0.395833333333333		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	1	0	0.8	0.666666666666667	0.2	0.4	0.666666666666667	0.2
67	2004-07-21	AFC Asian Cup	✅	China PR	Beijing	Qatar	1	Bahrain	1	2	0	3	1.4	0.248936170212766	0.0		0.314606741573034		AFC	0.493670886075949	1.18297872340426		0.0	0.402127659574468	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	1	0	0.4	0.333333333333333	0.2	0.4	0.333333333333333	0.2
68	2004-07-25	AFC Asian Cup	✅	China PR	Jinan	Indonesia	1	Bahrain	3	2	0	2	1.67311411992263	0.187620889748549	0.007299270072993		0.359060402684564		AFC	0.492647058823529	1.67504835589942		0.0	0.377176015473888	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	0	1	0.2	0.666666666666667	0.2	0.3	0.0	0.4
69	2004-07-30	AFC Asian Cup	✅	China PR	Chengdu	Uzbekistan	2	Bahrain	2	1	0	3	1.72727272727273	0.216450216450216	0.0		0.307692307692308		AFC	0.540540540540541	1.25541125541126		0.0	0.428571428571429	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	1	0	0.6	1.0	0.0	0.4	0.333333333333333	0.4
70	2004-08-03	AFC Asian Cup	✅	China PR	Jinan	Japan	4	Bahrain	3	2	0	4	1.72007042253521	0.234154929577465	0.240875912408759		0.400943396226415		AFC	0.526315789473684	1.16021126760563		0.25	0.471830985915493	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.7	0.333333333333333	0.4	0.4	0.333333333333333	0.6
71	2004-08-06	AFC Asian Cup	✅	China PR	Beijing	Iran	4	Bahrain	2	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.6	0.333333333333333	0.6	0.4	0.333333333333333	0.6
72	2007-07-10	AFC Asian Cup	❌	Indonesia	Jakarta	Indonesia	2	Bahrain	1	1	0	2	1.67311411992263	0.187620889748549	0.007299270072993		0.359060402684564		AFC	0.492647058823529	1.67504835589942		0.0	0.377176015473888	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.4	0.666666666666667	0.4	0.2	0.0	0.4
73	2007-07-15	AFC Asian Cup	✅	Indonesia	Jakarta	South Korea	1	Bahrain	2	2	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	0	1	0.4	0.666666666666667	0.2	0.2	0.0	0.2
74	2007-07-18	AFC Asian Cup	✅	Indonesia	Palembang	Saudi Arabia	4	Bahrain	0	1	0	4	1.59611992945326	0.227513227513228	0.182481751824818		0.417061611374408		AFC	0.56043956043956	1.04585537918871		0.0	0.483245149911817	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.5	0.333333333333333	0.6	0.3	0.333333333333333	0.2
75	2011-01-10	AFC Asian Cup	✅	Qatar	Doha	South Korea	2	Bahrain	1	1	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.3	0.333333333333333	0.2	0.2	0.333333333333333	0.2
76	2011-01-14	AFC Asian Cup	✅	Qatar	Doha	India	2	Bahrain	5	2	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	0	1	0.2	0.0	0.0	0.1	0.333333333333333	0.2
77	2011-01-18	AFC Asian Cup	✅	Qatar	Doha	Australia	1	Bahrain	0	1	0	4	2.03171247357294	0.211416490486258	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.4	0.333333333333333	0.4	0.2	0.333333333333333	0.2
78	2015-01-11	AFC Asian Cup	✅	Australia	Melbourne	Iran	2	Bahrain	0	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.3	0.666666666666667	0.2	0.4	0.666666666666667	0.4
79	2015-01-15	AFC Asian Cup	✅	Australia	Canberra	United Arab Emirates	2	Bahrain	1	2	0	3	1.41489361702128	0.248936170212766	0.043795620437956		0.336842105263158		AFC	0.47682119205298	1.28510638297872		0.0	0.395744680851064	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.5	1.0	0.0	0.3	0.666666666666667	0.2
80	2015-01-19	AFC Asian Cup	✅	Australia	Sydney	Qatar	1	Bahrain	2	1	0	3	1.4	0.248936170212766	0.0		0.314606741573034		AFC	0.493670886075949	1.18297872340426		0.0	0.402127659574468	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	0	1	0.4	0.0	0.2	0.3	0.333333333333333	0.2
81	2019-01-05	AFC Asian Cup	❌	United Arab Emirates	Abu Dhabi	United Arab Emirates	1	Bahrain	1	1	0	3	1.41489361702128	0.248936170212766	0.043795620437956		0.336842105263158		AFC	0.47682119205298	1.28510638297872		0.0	0.395744680851064	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	1	0	0.2	0.333333333333333	0.4	0.5	1.0	0.0
82	2019-01-10	AFC Asian Cup	✅	United Arab Emirates	Dubai	Thailand	1	Bahrain	0	2	0	2	1.54560810810811	0.22972972972973	0.0		0.259927797833935		AFC	0.564220183486238	1.59459459459459		0.0	0.369932432432432	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.4	0.0	0.4	0.5	0.666666666666667	0.2
83	2019-01-14	AFC Asian Cup	✅	United Arab Emirates	Sharjah	India	0	Bahrain	1	1	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	0	1	0.5	0.333333333333333	0.4	0.4	0.333333333333333	0.2
84	2019-01-22	AFC Asian Cup	✅	United Arab Emirates	Dubai	South Korea	2	Bahrain	1	1	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.6	1.0	0.2	0.5	0.333333333333333	0.2
85	1980-09-16	AFC Asian Cup	✅	Kuwait	Kuwait City	North Korea	3	Bangladesh	2	1	0	3	1.61	0.27	0.051094890510949		0.408839779005525		AFC	0.733333333333333	1.03666666666667		0.0	0.426666666666667	0	...	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	1	0	0	0.5	0.666666666666667	0.4	0.1	0.0	0.0
86	1980-09-19	AFC Asian Cup	✅	Kuwait	Kuwait City	Syria	1	Bangladesh	0	2	0	3	1.48033707865169	0.23314606741573	0.0		0.331818181818182		AFC	0.431372549019608	1.3314606741573		0.0	0.373595505617978	0	...	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	1	0	0	0.1	0.333333333333333	0.2	0.1	0.0	0.0
87	1980-09-22	AFC Asian Cup	✅	Kuwait	Kuwait City	Iran	7	Bangladesh	0	2	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	1	0	0	0.3	0.333333333333333	0.4	0.1	0.0	0.0
88	1980-09-25	AFC Asian Cup	✅	Kuwait	Kuwait City	China PR	6	Bangladesh	0	1	0	3	1.83729433272395	0.226691042047532	0.021897810218978		0.395833333333333		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	0	...	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	1	0	0	0.5	0.0	0.2	0.1	0.0	0.0
89	1968-05-11	AFC Asian Cup	✅	Iran	Teheran	Chinese Taipei	1	Burma	1	2	0	1	1.31896551724138	0.155172413793103	0.0		0.253164556962025		AFC	0.5	2.85344827586207		0.0	0.21551724137931	0	...	0.0		0.45		AFC	0.51219512195122	1.4811320754717		0.0	0.449685534591195	0	1	0	0.2	0.666666666666667	0.2	0.6	1.0	0.2
90	1968-05-14	AFC Asian Cup	✅	Iran	Teheran	Israel	0	Burma	1	2	0	3	1.45477386934673	0.251256281407035	0.021897810218978		0.30327868852459		UEFA	0.389261744966443	1.45226130653266		0.125	0.349246231155779	0	...	0.0		0.45		AFC	0.51219512195122	1.4811320754717		0.0	0.449685534591195	0	0	1	0.2	0.666666666666667	0.0	0.6	0.666666666666667	0.4
91	1968-05-16	AFC Asian Cup	❌	Iran	Teheran	Iran	3	Burma	1	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...	0.0		0.45		AFC	0.51219512195122	1.4811320754717		0.0	0.449685534591195	1	0	0	0.5	0.666666666666667	0.4	0.7	0.666666666666667	0.2
92	1968-05-18	AFC Asian Cup	✅	Iran	Teheran	Hong Kong	0	Burma	2	2	0	2	1.52957746478873	0.219718309859155	0.0		0.300546448087432		AFC	0.433333333333333	1.68450704225352		0.0	0.329577464788732	0	...	0.0		0.45		AFC	0.51219512195122	1.4811320754717		0.0	0.449685534591195	0	0	1	0.2	0.0	0.2	0.6	0.333333333333333	0.2
93	1972-05-07	AFC Asian Cup	✅	Thailand	Bangkok	Iran	2	Cambodia	0	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...	0.0		0.184615384615385		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	1	0	0	0.6	0.333333333333333	0.2	0.3	0.0	0.2
94	1972-05-10	AFC Asian Cup	✅	Thailand	Bangkok	South Korea	4	Cambodia	1	2	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...	0.0		0.184615384615385		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	1	0	0	0.3	0.333333333333333	0.8	0.2	0.0	0.0
95	1972-05-14	AFC Asian Cup	✅	Thailand	Bangkok	Kuwait	0	Cambodia	4	2	0	3	1.55555555555556	0.272222222222222	0.021897810218978		0.379166666666667		AFC	0.457317073170732	1.07962962962963		0.125	0.424074074074074	0	...	0.0		0.184615384615385		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	0	0	1	0.6	1.0	0.0	0.2	0.0	0.0
96	1972-05-16	AFC Asian Cup	✅	Thailand	Bangkok	Iran	2	Cambodia	1	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...	0.0		0.184615384615385		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	1	0	0	0.6	1.0	0.0	0.2	0.333333333333333	0.0
97	1972-05-19	AFC Asian Cup	❌	Thailand	Bangkok	Thailand	2	Cambodia	2	1	0	2	1.54560810810811	0.22972972972973	0.0		0.259927797833935		AFC	0.564220183486238	1.59459459459459		0.0	0.369932432432432	0	...	0.0		0.184615384615385		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	0	1	0	0.2	0.0	0.4	0.2	0.333333333333333	0.0
98	1976-06-05	AFC Asian Cup	✅	Iran	Teheran	Malaysia	1	China PR	1	2	0	2	1.497277676951	0.252268602540835	0.0		0.302325581395349		AFC	0.427027027027027	1.56987295825771		0.0	0.341197822141561	0	...	0.021897810218978		0.395833333333333		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	0	1	0	0.1	0.0	0.0	0.3	0.666666666666667	0.2
99	1976-06-07	AFC Asian Cup	✅	Iran	Teheran	Kuwait	1	China PR	0	2	0	3	1.55555555555556	0.272222222222222	0.021897810218978		0.379166666666667		AFC	0.457317073170732	1.07962962962963		0.125	0.424074074074074	0	...	0.021897810218978		0.395833333333333		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	1	0	0	0.7	1.0	0.2	0.3	0.666666666666667	0.4
100	1976-06-10	AFC Asian Cup	❌	Iran	Teheran	Iran	2	China PR	0	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...	0.021897810218978		0.395833333333333		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	1	0	0	0.4	0.666666666666667	0.0	0.3	0.333333333333333	0.4

Rows: 1-100 | Columns: 53

Direct Confrontation

In [47]:

# Victory 5 previous games
all_matchs.rolling(func = "avg",
                   window = (-5, -1),
                   columns = "victory_team1",
                   by = ["team1", "team2"],
                   order_by = ["date"],
                   name = "avg_victory_direct_team1_1_5",)
# Victory 3 previous games
all_matchs.rolling(func = "avg",
                   window = (-3, -1),
                   columns = "victory_team1",
                   by = ["team1", "team2"],
                   order_by = ["date"],
                   name = "avg_victory_direct_team1_1_3",)
# Draw 5 previous games
all_matchs.rolling(func = "avg",
                   window = (-5, -1),
                   columns = "draw",
                   by = ["team1", "team2"],
                   order_by = ["date"],
                   name = "avg_draw_direct_team1_1_5",)

Out[47]:

	📅 date Date	Abc tournament Varchar(84)	010 neutral Boolean	Abc country Varchar(64)	Abc city Varchar(56)	Abc team1 Varchar(64)	123 team1_score Integer	Abc team2 Varchar(64)	123 team2_score Integer	123 match_sample Integer	123 nb_World_Cup_1 Integer	123 fifa_rank_1 Integer	123 Avg_goals_1 Float	123 Percent_Draw_1 Float	123 Number_Games_World_Tournament_1 Numeric(34,15)	123 Float	123 Percent_Victory_Away_1 Float	123 Float	Abc confederation_1 Varchar(8)	123 Percent_Victory_Home_1 Float	123 Avg_goals_conceded_1 Float	123 Numeric(34,15)	123 nb_Continental_Cup_1 Numeric(34,15)	123 Percent_Victory_1 Float	123 nb_World_Cup_2 Integer	...	123 Float	Abc confederation_2 Varchar(8)	123 Percent_Victory_Home_2 Float	123 Avg_goals_conceded_2 Float	123 Numeric(34,15)	123 nb_Continental_Cup_2 Numeric(34,15)	123 Percent_Victory_2 Float	123 victory_team1 Int	123 draw Int	123 victory_team2 Int	123 avg_victory_team1_1_10 Float	123 avg_victory_team1_1_3 Float	123 avg_draw_team1_1_5 Float	123 avg_victory_team2_1_10 Float	123 avg_victory_team2_1_3 Float	123 avg_draw_team2_1_5 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 avg_victory_direct_team1_1_5 Float	123 avg_victory_direct_team1_1_3 Float	123 avg_draw_direct_team1_1_5 Float
1	2010-10-29	ABCS Tournament	❌	Curaçao	Willemstad	Curaçao	3	Aruba	0	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	1	0	0	0.1	0.0	0.4	0.0	0.0	0.2							0.6	0.666666666666667	0.2
2	2010-10-31	ABCS Tournament	✅	Curaçao	Willemstad	Bonaire	3	Aruba	3	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	1	0	0.0	0.0	0.0	0.0	0.0	0.2							[null]	[null]	[null]
3	2011-12-02	ABCS Tournament	❌	Suriname	Paramaribo	Suriname	0	Aruba	0	1	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	1	0	0.4	0.0	0.2	0.1	0.333333333333333	0.2							1.0	1.0	0.0
4	2011-12-04	ABCS Tournament	✅	Suriname	Paramaribo	Bonaire	2	Aruba	2	1	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	1	0	0.333333333333333	0.333333333333333	0.333333333333333	0.1	0.333333333333333	0.4							0.0	0.0	1.0
5	2012-07-13	ABCS Tournament	❌	Aruba	Oranjestad	Curaçao	2	Aruba	3	2	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	0	1	0.2	0.333333333333333	0.2	0.1	0.0	0.6							0.6	0.666666666666667	0.2
6	2012-07-15	ABCS Tournament	❌	Aruba	Oranjestad	Suriname	0	Aruba	1	2	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	0	1	0.4	0.666666666666667	0.2	0.2	0.333333333333333	0.4							0.8	0.666666666666667	0.2
7	2013-11-14	ABCS Tournament	❌	Curaçao	Willemstad	Curaçao	2	Aruba	0	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	1	0	0	0.3	0.0	0.0	0.3	0.0	0.2							0.6	0.333333333333333	0.2
8	2013-11-16	ABCS Tournament	✅	Curaçao	Willemstad	Bonaire	2	Aruba	1	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	1	0	0	0.142857142857143	0.0	0.2	0.3	0.0	0.2							0.0	0.0	1.0
9	2015-01-30	ABCS Tournament	✅	Suriname	Paramaribo	Curaçao	0	Aruba	0	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	1	0	0.2	0.0	0.0	0.3	0.666666666666667	0.2							0.6	0.666666666666667	0.2
10	2015-02-01	ABCS Tournament	❌	Suriname	Paramaribo	Suriname	1	Aruba	0	1	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	1	0	0	0.5	0.666666666666667	0.2	0.3	0.333333333333333	0.2							0.6	0.333333333333333	0.2
11	2010-10-29	ABCS Tournament	✅	Curaçao	Willemstad	Suriname	4	Bonaire	2	1	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...		OFC	0.0	3.38461538461538		0.0	0.307692307692308	1	0	0	0.5	0.666666666666667	0.2	[null]	[null]	[null]							[null]	[null]	[null]
12	2010-10-31	ABCS Tournament	✅	Curaçao	Willemstad	Aruba	3	Bonaire	3	1	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	1	0	0.0	0.0	0.2	0.0	0.0	0.0							[null]	[null]	[null]
13	2011-12-02	ABCS Tournament	✅	Suriname	Paramaribo	Curaçao	1	Bonaire	3	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	0	1	0.2	0.666666666666667	0.4	0.0	0.0	0.5							[null]	[null]	[null]
14	2011-12-04	ABCS Tournament	✅	Suriname	Paramaribo	Aruba	2	Bonaire	2	2	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	1	0	0.1	0.333333333333333	0.4	0.333333333333333	0.333333333333333	0.333333333333333							0.0	0.0	1.0
15	2012-07-13	ABCS Tournament	✅	Aruba	Oranjestad	Suriname	8	Bonaire	0	1	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...		OFC	0.0	3.38461538461538		0.0	0.307692307692308	1	0	0	0.3	0.333333333333333	0.2	0.25	0.333333333333333	0.5							1.0	1.0	0.0
16	2012-07-15	ABCS Tournament	✅	Aruba	Oranjestad	Curaçao	9	Bonaire	2	2	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...		OFC	0.0	3.38461538461538		0.0	0.307692307692308	1	0	0	0.2	0.0	0.0	0.2	0.333333333333333	0.4							0.0	0.0	0.0
17	2013-11-14	ABCS Tournament	✅	Curaçao	Willemstad	Suriname	2	Bonaire	0	2	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...		OFC	0.0	3.38461538461538		0.0	0.307692307692308	1	0	0	0.4	0.0	0.2	0.166666666666667	0.0	0.4							1.0	1.0	0.0
18	2013-11-16	ABCS Tournament	✅	Curaçao	Willemstad	Aruba	1	Bonaire	2	1	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	0	1	0.3	0.0	0.2	0.142857142857143	0.0	0.2							0.0	0.0	1.0
19	2015-01-30	ABCS Tournament	❌	Suriname	Paramaribo	Suriname	3	Bonaire	0	1	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...		OFC	0.0	3.38461538461538		0.0	0.307692307692308	1	0	0	0.5	0.666666666666667	0.2	0.4	0.666666666666667	0.0							0.75	0.666666666666667	0.0
20	2015-02-01	ABCS Tournament	✅	Suriname	Paramaribo	Curaçao	4	Bonaire	1	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...		OFC	0.0	3.38461538461538		0.0	0.307692307692308	1	0	0	0.2	0.0	0.2	0.4	0.333333333333333	0.0							0.5	0.5	0.0
21	2010-10-29	ABCS Tournament	❌	Curaçao	Willemstad	Aruba	0	Curaçao	3	2	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	0	1	0.0	0.0	0.2	0.1	0.0	0.4							0.2	0.0	0.2
22	2010-10-31	ABCS Tournament	❌	Curaçao	Willemstad	Suriname	2	Curaçao	2	2	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	1	0	0.5	0.666666666666667	0.0	0.1	0.333333333333333	0.4							0.6	0.666666666666667	0.2
23	2011-12-02	ABCS Tournament	✅	Suriname	Paramaribo	Bonaire	3	Curaçao	1	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	1	0	0	0.0	0.0	0.5	0.2	0.666666666666667	0.4							[null]	[null]	[null]
24	2011-12-04	ABCS Tournament	❌	Suriname	Paramaribo	Suriname	2	Curaçao	0	1	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	1	0	0	0.4	0.0	0.2	0.2	0.666666666666667	0.2							0.4	0.333333333333333	0.6
25	2012-07-13	ABCS Tournament	❌	Aruba	Oranjestad	Aruba	3	Curaçao	2	1	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	1	0	0	0.1	0.0	0.6	0.2	0.333333333333333	0.2							0.2	0.0	0.2
26	2012-07-15	ABCS Tournament	✅	Aruba	Oranjestad	Bonaire	2	Curaçao	9	1	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	0	1	0.2	0.333333333333333	0.4	0.2	0.0	0.0							1.0	1.0	0.0
27	2013-11-14	ABCS Tournament	❌	Curaçao	Willemstad	Aruba	0	Curaçao	2	2	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	0	1	0.3	0.0	0.2	0.3	0.0	0.0							0.2	0.333333333333333	0.2
28	2013-11-16	ABCS Tournament	❌	Curaçao	Willemstad	Suriname	3	Curaçao	1	2	0	2	1.93313069908815	0.237082066869301	0.0		0.351851851851852		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	...		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	1	0	0	0.5	0.333333333333333	0.2	0.4	0.333333333333333	0.0							0.6	0.666666666666667	0.4
29	2015-01-30	ABCS Tournament	✅	Suriname	Paramaribo	Aruba	0	Curaçao	0	2	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	1	0	0.3	0.666666666666667	0.2	0.2	0.0	0.0							0.2	0.333333333333333	0.2
30	2015-02-01	ABCS Tournament	✅	Suriname	Paramaribo	Bonaire	1	Curaçao	4	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	0	1	0.4	0.333333333333333	0.0	0.2	0.0	0.2							0.5	0.5	0.0
31	2010-10-29	ABCS Tournament	✅	Curaçao	Willemstad	Bonaire	2	Suriname	4	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	[null]	[null]	[null]	0.5	0.666666666666667	0.2							[null]	[null]	[null]
32	2010-10-31	ABCS Tournament	❌	Curaçao	Willemstad	Curaçao	2	Suriname	2	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	1	0	0.1	0.333333333333333	0.4	0.5	0.666666666666667	0.0							0.2	0.0	0.2
33	2011-12-02	ABCS Tournament	❌	Suriname	Paramaribo	Aruba	0	Suriname	0	2	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	1	0	0.1	0.333333333333333	0.2	0.4	0.0	0.2							0.0	0.0	0.0
34	2011-12-04	ABCS Tournament	❌	Suriname	Paramaribo	Curaçao	0	Suriname	2	2	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	0.2	0.666666666666667	0.2	0.4	0.0	0.2							0.0	0.0	0.6
35	2012-07-13	ABCS Tournament	✅	Aruba	Oranjestad	Bonaire	0	Suriname	8	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	0.25	0.333333333333333	0.5	0.3	0.333333333333333	0.2							0.0	0.0	0.0
36	2012-07-15	ABCS Tournament	❌	Aruba	Oranjestad	Aruba	1	Suriname	0	1	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	1	0	0	0.2	0.333333333333333	0.4	0.4	0.666666666666667	0.2							0.0	0.0	0.2
37	2013-11-14	ABCS Tournament	✅	Curaçao	Willemstad	Bonaire	0	Suriname	2	1	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	0.166666666666667	0.0	0.4	0.4	0.0	0.2							0.0	0.0	0.0
38	2013-11-16	ABCS Tournament	❌	Curaçao	Willemstad	Curaçao	1	Suriname	3	1	0	2	1.54785478547855	0.267326732673267	0.0		0.294444444444444		CONCACAF	0.666666666666667	1.67656765676568		0.0	0.356435643564356	0	...		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	0.4	0.333333333333333	0.0	0.5	0.333333333333333	0.2							0.0	0.0	0.4
39	2015-01-30	ABCS Tournament	❌	Suriname	Paramaribo	Bonaire	0	Suriname	3	2	0	0	1.61538461538462	0.153846153846154	0.0		0.307692307692308		OFC	0.0	3.38461538461538		0.0	0.307692307692308	0	...		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	0.4	0.666666666666667	0.0	0.5	0.666666666666667	0.2							0.25	0.333333333333333	0.0
40	2015-02-01	ABCS Tournament	❌	Suriname	Paramaribo	Aruba	0	Suriname	1	2	0	2	1.32407407407407	0.240740740740741	0.0		0.0847457627118644		OFC	0.333333333333333	2.40740740740741		0.0	0.185185185185185	0	...		OFC	0.632075471698113	1.45288753799392		0.0	0.434650455927052	0	0	1	0.3	0.333333333333333	0.2	0.5	0.666666666666667	0.2							0.2	0.333333333333333	0.2
41	2007-07-08	AFC Asian Cup	✅	Thailand	Bangkok	Oman	1	Australia	1	2	0	2	1.26485148514851	0.247524752475248	0.0		0.259668508287293		AFC	0.462585034013605	1.28960396039604		0.0	0.356435643564356	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	1	0	0.5	0.333333333333333	0.4	0.4	0.666666666666667	0.2							[null]	[null]	[null]
42	2007-07-13	AFC Asian Cup	✅	Thailand	Bangkok	Iraq	3	Australia	1	1	0	3	1.62145748987854	0.277327935222672	0.043795620437956		0.436241610738255		AFC	0.666666666666667	0.945344129554656		0.125	0.467611336032389	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	1	0	0	0.2	0.0	0.2	0.4	0.333333333333333	0.2							0.0	0.0	0.333333333333333
43	2007-07-16	AFC Asian Cup	❌	Thailand	Bangkok	Thailand	0	Australia	4	1	0	2	1.54560810810811	0.22972972972973	0.0		0.259927797833935		AFC	0.564220183486238	1.59459459459459		0.0	0.369932432432432	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.4	0.666666666666667	0.4	0.3	0.333333333333333	0.2							[null]	[null]	[null]
44	2007-07-21	AFC Asian Cup	✅	Vietnam	Hanoi	Japan	1	Australia	1	1	0	4	1.72007042253521	0.234154929577465	0.240875912408759		0.400943396226415		AFC	0.526315789473684	1.16021126760563		0.25	0.471830985915493	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	1	0	0.7	0.666666666666667	0.4	0.4	0.333333333333333	0.2							0.6	0.666666666666667	0.0
45	2011-01-10	AFC Asian Cup	✅	Qatar	Doha	India	0	Australia	4	1	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.2	0.0	0.0	0.3	0.333333333333333	0.4							0.4	0.333333333333333	0.2
46	2011-01-14	AFC Asian Cup	✅	Qatar	Doha	South Korea	1	Australia	1	2	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	1	0	0.4	0.666666666666667	0.2	0.4	0.333333333333333	0.2							0.6	1.0	0.0
47	2011-01-18	AFC Asian Cup	✅	Qatar	Doha	Bahrain	0	Australia	1	2	0	2	1.20181405895692	0.27891156462585	0.0		0.290322580645161		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.2	0.333333333333333	0.2	0.4	0.333333333333333	0.4							0.0	0.0	0.0
48	2011-01-22	AFC Asian Cup	✅	Qatar	Doha	Iraq	0	Australia	1	2	0	3	1.62145748987854	0.277327935222672	0.043795620437956		0.436241610738255		AFC	0.666666666666667	0.945344129554656		0.125	0.467611336032389	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.5	0.666666666666667	0.0	0.5	0.666666666666667	0.4							0.4	0.666666666666667	0.2
49	2011-01-25	AFC Asian Cup	✅	Qatar	Doha	Uzbekistan	0	Australia	6	1	0	3	1.72727272727273	0.216450216450216	0.0		0.307692307692308		AFC	0.540540540540541	1.25541125541126		0.0	0.428571428571429	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.4	0.666666666666667	0.4	0.5	0.666666666666667	0.4							0.0	0.0	0.0
50	2011-01-29	AFC Asian Cup	✅	Qatar	Doha	Japan	1	Australia	0	2	0	4	1.72007042253521	0.234154929577465	0.240875912408759		0.400943396226415		AFC	0.526315789473684	1.16021126760563		0.25	0.471830985915493	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	1	0	0	0.6	0.666666666666667	0.4	0.6	1.0	0.2							0.2	0.0	0.4
51	2015-01-09	AFC Asian Cup	❌	Australia	Melbourne	Kuwait	1	Australia	4	2	0	3	1.55555555555556	0.272222222222222	0.021897810218978		0.379166666666667		AFC	0.457317073170732	1.07962962962963		0.125	0.424074074074074	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.3	0.0	0.6	0.1	0.0	0.2							0.4	0.666666666666667	0.2
52	2015-01-13	AFC Asian Cup	❌	Australia	Sydney	Oman	0	Australia	4	2	0	2	1.26485148514851	0.247524752475248	0.0		0.259668508287293		AFC	0.462585034013605	1.28960396039604		0.0	0.356435643564356	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.2	0.0	0.2	0.2	0.333333333333333	0.2							0.2	0.333333333333333	0.4
53	2015-01-17	AFC Asian Cup	❌	Australia	Brisbane	South Korea	1	Australia	0	2	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	1	0	0	0.6	1.0	0.0	0.3	0.666666666666667	0.2							0.4	0.0	0.4
54	2015-01-22	AFC Asian Cup	❌	Australia	Brisbane	China PR	0	Australia	2	2	0	3	1.83729433272395	0.226691042047532	0.021897810218978		0.395833333333333		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.6	1.0	0.2	0.3	0.666666666666667	0.0							0.4	0.666666666666667	0.2
55	2015-01-27	AFC Asian Cup	❌	Australia	Newcastle	United Arab Emirates	0	Australia	2	2	0	3	1.41489361702128	0.248936170212766	0.043795620437956		0.336842105263158		AFC	0.47682119205298	1.28510638297872		0.0	0.395744680851064	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.5	0.333333333333333	0.2	0.4	0.666666666666667	0.0							0.0	0.0	1.0
56	2015-01-31	AFC Asian Cup	❌	Australia	Sydney	South Korea	1	Australia	2	2	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.8	1.0	0.0	0.5	0.666666666666667	0.0							0.4	0.333333333333333	0.4
57	2019-01-06	AFC Asian Cup	✅	United Arab Emirates	Al Ain	Jordan	1	Australia	0	2	0	2	1.18421052631579	0.286549707602339	0.0		0.286624203821656		AFC	0.411214953271028	1.1140350877193		0.0	0.347953216374269	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	1	0	0	0.2	0.0	0.4	0.5	0.666666666666667	0.2							0.5	0.333333333333333	0.0
58	2019-01-11	AFC Asian Cup	✅	United Arab Emirates	Dubai	Palestine	0	Australia	3	1	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.2	0.0	0.4	0.5	0.666666666666667	0.2							[null]	[null]	[null]
59	2019-01-15	AFC Asian Cup	✅	United Arab Emirates	Al Ain	Syria	2	Australia	3	2	0	3	1.48033707865169	0.23314606741573	0.0		0.331818181818182		AFC	0.431372549019608	1.3314606741573		0.0	0.373595505617978	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	0	1	0.3	0.333333333333333	0.4	0.5	0.666666666666667	0.2							0.0	0.0	0.5
60	2019-01-21	AFC Asian Cup	✅	United Arab Emirates	Al Ain	Uzbekistan	0	Australia	0	2	0	3	1.72727272727273	0.216450216450216	0.0		0.307692307692308		AFC	0.540540540540541	1.25541125541126		0.0	0.428571428571429	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	1	0	0.4	0.666666666666667	0.2	0.5	0.666666666666667	0.0							0.0	0.0	0.0
61	2019-01-25	AFC Asian Cup	❌	United Arab Emirates	Al Ain	United Arab Emirates	1	Australia	0	1	0	3	1.41489361702128	0.248936170212766	0.043795620437956		0.336842105263158		AFC	0.47682119205298	1.28510638297872		0.0	0.395744680851064	0	...		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	1	0	0	0.4	0.666666666666667	0.4	0.5	0.666666666666667	0.2							0.0	0.0	0.4
62	1988-12-03	AFC Asian Cup	✅	Qatar	Doha	Kuwait	0	Bahrain	0	1	0	3	1.55555555555556	0.272222222222222	0.021897810218978		0.379166666666667		AFC	0.457317073170732	1.07962962962963		0.125	0.424074074074074	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	1	0	0.2	0.0	0.6	0.4	0.0	0.6							0.4	0.0	0.4
63	1988-12-06	AFC Asian Cup	✅	Qatar	Doha	China PR	1	Bahrain	0	2	0	3	1.83729433272395	0.226691042047532	0.021897810218978		0.395833333333333		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.4	0.666666666666667	0.4	0.3	0.0	0.8							[null]	[null]	[null]
64	1988-12-09	AFC Asian Cup	✅	Qatar	Doha	Saudi Arabia	1	Bahrain	1	1	0	4	1.59611992945326	0.227513227513228	0.182481751824818		0.417061611374408		AFC	0.56043956043956	1.04585537918871		0.0	0.483245149911817	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	1	0	0.3	0.666666666666667	0.6	0.2	0.0	0.6							0.6	0.666666666666667	0.2
65	1988-12-11	AFC Asian Cup	✅	Qatar	Doha	Syria	1	Bahrain	0	2	0	3	1.48033707865169	0.23314606741573	0.0		0.331818181818182		AFC	0.431372549019608	1.3314606741573		0.0	0.373595505617978	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.3	0.333333333333333	0.2	0.2	0.0	0.6							0.5	0.666666666666667	0.25
66	2004-07-17	AFC Asian Cup	❌	China PR	Beijing	China PR	2	Bahrain	2	1	0	3	1.83729433272395	0.226691042047532	0.021897810218978		0.395833333333333		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	1	0	0.8	0.666666666666667	0.2	0.4	0.666666666666667	0.2							0.5	0.5	0.5
67	2004-07-21	AFC Asian Cup	✅	China PR	Beijing	Qatar	1	Bahrain	1	2	0	3	1.4	0.248936170212766	0.0		0.314606741573034		AFC	0.493670886075949	1.18297872340426		0.0	0.402127659574468	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	1	0	0.4	0.333333333333333	0.2	0.4	0.333333333333333	0.2							0.4	0.666666666666667	0.4
68	2004-07-25	AFC Asian Cup	✅	China PR	Jinan	Indonesia	1	Bahrain	3	2	0	2	1.67311411992263	0.187620889748549	0.007299270072993		0.359060402684564		AFC	0.492647058823529	1.67504835589942		0.0	0.377176015473888	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	0	1	0.2	0.666666666666667	0.2	0.3	0.0	0.4							0.5	0.5	0.5
69	2004-07-30	AFC Asian Cup	✅	China PR	Chengdu	Uzbekistan	2	Bahrain	2	1	0	3	1.72727272727273	0.216450216450216	0.0		0.307692307692308		AFC	0.540540540540541	1.25541125541126		0.0	0.428571428571429	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	1	0	0.6	1.0	0.0	0.4	0.333333333333333	0.4							1.0	1.0	0.0
70	2004-08-03	AFC Asian Cup	✅	China PR	Jinan	Japan	4	Bahrain	3	2	0	4	1.72007042253521	0.234154929577465	0.240875912408759		0.400943396226415		AFC	0.526315789473684	1.16021126760563		0.25	0.471830985915493	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.7	0.333333333333333	0.4	0.4	0.333333333333333	0.6							[null]	[null]	[null]
71	2004-08-06	AFC Asian Cup	✅	China PR	Beijing	Iran	4	Bahrain	2	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.6	0.333333333333333	0.6	0.4	0.333333333333333	0.6							0.25	0.333333333333333	0.25
72	2007-07-10	AFC Asian Cup	❌	Indonesia	Jakarta	Indonesia	2	Bahrain	1	1	0	2	1.67311411992263	0.187620889748549	0.007299270072993		0.359060402684564		AFC	0.492647058823529	1.67504835589942		0.0	0.377176015473888	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.4	0.666666666666667	0.4	0.2	0.0	0.4							0.333333333333333	0.333333333333333	0.333333333333333
73	2007-07-15	AFC Asian Cup	✅	Indonesia	Jakarta	South Korea	1	Bahrain	2	2	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	0	1	0.4	0.666666666666667	0.2	0.2	0.0	0.2							0.6	0.666666666666667	0.2
74	2007-07-18	AFC Asian Cup	✅	Indonesia	Palembang	Saudi Arabia	4	Bahrain	0	1	0	4	1.59611992945326	0.227513227513228	0.182481751824818		0.417061611374408		AFC	0.56043956043956	1.04585537918871		0.0	0.483245149911817	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.5	0.333333333333333	0.6	0.3	0.333333333333333	0.2							0.6	0.666666666666667	0.2
75	2011-01-10	AFC Asian Cup	✅	Qatar	Doha	South Korea	2	Bahrain	1	1	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.3	0.333333333333333	0.2	0.2	0.333333333333333	0.2							0.4	0.333333333333333	0.4
76	2011-01-14	AFC Asian Cup	✅	Qatar	Doha	India	2	Bahrain	5	2	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	0	1	0.2	0.0	0.0	0.1	0.333333333333333	0.2							0.0	0.0	0.333333333333333
77	2011-01-18	AFC Asian Cup	✅	Qatar	Doha	Australia	1	Bahrain	0	1	0	4	2.03171247357294	0.211416490486258	0.18978102189781		0.51123595505618		AFC	0.439393939393939	1.11205073995772		0.125	0.498942917547569	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.4	0.333333333333333	0.4	0.2	0.333333333333333	0.2							1.0	1.0	0.0
78	2015-01-11	AFC Asian Cup	✅	Australia	Melbourne	Iran	2	Bahrain	0	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.3	0.666666666666667	0.2	0.4	0.666666666666667	0.4							0.4	0.333333333333333	0.4
79	2015-01-15	AFC Asian Cup	✅	Australia	Canberra	United Arab Emirates	2	Bahrain	1	2	0	3	1.41489361702128	0.248936170212766	0.043795620437956		0.336842105263158		AFC	0.47682119205298	1.28510638297872		0.0	0.395744680851064	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.5	1.0	0.0	0.3	0.666666666666667	0.2							0.6	1.0	0.2
80	2015-01-19	AFC Asian Cup	✅	Australia	Sydney	Qatar	1	Bahrain	2	1	0	3	1.4	0.248936170212766	0.0		0.314606741573034		AFC	0.493670886075949	1.18297872340426		0.0	0.402127659574468	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	0	1	0.4	0.0	0.2	0.3	0.333333333333333	0.2							0.0	0.0	0.6
81	2019-01-05	AFC Asian Cup	❌	United Arab Emirates	Abu Dhabi	United Arab Emirates	1	Bahrain	1	1	0	3	1.41489361702128	0.248936170212766	0.043795620437956		0.336842105263158		AFC	0.47682119205298	1.28510638297872		0.0	0.395744680851064	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	1	0	0.2	0.333333333333333	0.4	0.5	1.0	0.0							1.0	1.0	0.0
82	2019-01-10	AFC Asian Cup	✅	United Arab Emirates	Dubai	Thailand	1	Bahrain	0	2	0	2	1.54560810810811	0.22972972972973	0.0		0.259927797833935		AFC	0.564220183486238	1.59459459459459		0.0	0.369932432432432	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.4	0.0	0.4	0.5	0.666666666666667	0.2							0.2	0.333333333333333	0.4
83	2019-01-14	AFC Asian Cup	✅	United Arab Emirates	Sharjah	India	0	Bahrain	1	1	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	0	0	1	0.5	0.333333333333333	0.4	0.4	0.333333333333333	0.2							0.0	0.0	0.25
84	2019-01-22	AFC Asian Cup	✅	United Arab Emirates	Dubai	South Korea	2	Bahrain	1	1	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...		AFC	0.403361344537815	1.33106575963719		0.0	0.328798185941043	1	0	0	0.6	1.0	0.2	0.5	0.333333333333333	0.2							0.6	0.333333333333333	0.2
85	1980-09-16	AFC Asian Cup	✅	Kuwait	Kuwait City	North Korea	3	Bangladesh	2	1	0	3	1.61	0.27	0.051094890510949		0.408839779005525		AFC	0.733333333333333	1.03666666666667		0.0	0.426666666666667	0	...		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	1	0	0	0.5	0.666666666666667	0.4	0.1	0.0	0.0							[null]	[null]	[null]
86	1980-09-19	AFC Asian Cup	✅	Kuwait	Kuwait City	Syria	1	Bangladesh	0	2	0	3	1.48033707865169	0.23314606741573	0.0		0.331818181818182		AFC	0.431372549019608	1.3314606741573		0.0	0.373595505617978	0	...		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	1	0	0	0.1	0.333333333333333	0.2	0.1	0.0	0.0							[null]	[null]	[null]
87	1980-09-22	AFC Asian Cup	✅	Kuwait	Kuwait City	Iran	7	Bangladesh	0	2	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	1	0	0	0.3	0.333333333333333	0.4	0.1	0.0	0.0							[null]	[null]	[null]
88	1980-09-25	AFC Asian Cup	✅	Kuwait	Kuwait City	China PR	6	Bangladesh	0	1	0	3	1.83729433272395	0.226691042047532	0.021897810218978		0.395833333333333		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	0	...		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	1	0	0	0.5	0.0	0.2	0.1	0.0	0.0							[null]	[null]	[null]
89	1968-05-11	AFC Asian Cup	✅	Iran	Teheran	Chinese Taipei	1	Burma	1	2	0	1	1.31896551724138	0.155172413793103	0.0		0.253164556962025		AFC	0.5	2.85344827586207		0.0	0.21551724137931	0	...		AFC	0.51219512195122	1.4811320754717		0.0	0.449685534591195	0	1	0	0.2	0.666666666666667	0.2	0.6	1.0	0.2							0.666666666666667	0.666666666666667	0.0
90	1968-05-14	AFC Asian Cup	✅	Iran	Teheran	Israel	0	Burma	1	2	0	3	1.45477386934673	0.251256281407035	0.021897810218978		0.30327868852459		UEFA	0.389261744966443	1.45226130653266		0.125	0.349246231155779	0	...		AFC	0.51219512195122	1.4811320754717		0.0	0.449685534591195	0	0	1	0.2	0.666666666666667	0.0	0.6	0.666666666666667	0.4							[null]	[null]	[null]
91	1968-05-16	AFC Asian Cup	❌	Iran	Teheran	Iran	3	Burma	1	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...		AFC	0.51219512195122	1.4811320754717		0.0	0.449685534591195	1	0	0	0.5	0.666666666666667	0.4	0.7	0.666666666666667	0.2							[null]	[null]	[null]
92	1968-05-18	AFC Asian Cup	✅	Iran	Teheran	Hong Kong	0	Burma	2	2	0	2	1.52957746478873	0.219718309859155	0.0		0.300546448087432		AFC	0.433333333333333	1.68450704225352		0.0	0.329577464788732	0	...		AFC	0.51219512195122	1.4811320754717		0.0	0.449685534591195	0	0	1	0.2	0.0	0.2	0.6	0.333333333333333	0.2							0.0	0.0	0.0
93	1972-05-07	AFC Asian Cup	✅	Thailand	Bangkok	Iran	2	Cambodia	0	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	1	0	0	0.6	0.333333333333333	0.2	0.3	0.0	0.2							[null]	[null]	[null]
94	1972-05-10	AFC Asian Cup	✅	Thailand	Bangkok	South Korea	4	Cambodia	1	2	0	4	1.78304239401496	0.256857855361596	0.248175182481752		0.512261580381471		AFC	0.578947368421053	0.897755610972569		0.375	0.528678304239402	0	...		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	1	0	0	0.3	0.333333333333333	0.8	0.2	0.0	0.0							1.0	1.0	0.0
95	1972-05-14	AFC Asian Cup	✅	Thailand	Bangkok	Kuwait	0	Cambodia	4	2	0	3	1.55555555555556	0.272222222222222	0.021897810218978		0.379166666666667		AFC	0.457317073170732	1.07962962962963		0.125	0.424074074074074	0	...		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	0	0	1	0.6	1.0	0.0	0.2	0.0	0.0							[null]	[null]	[null]
96	1972-05-16	AFC Asian Cup	✅	Thailand	Bangkok	Iran	2	Cambodia	1	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	1	0	0	0.6	1.0	0.0	0.2	0.333333333333333	0.0							1.0	1.0	0.0
97	1972-05-19	AFC Asian Cup	❌	Thailand	Bangkok	Thailand	2	Cambodia	2	1	0	2	1.54560810810811	0.22972972972973	0.0		0.259927797833935		AFC	0.564220183486238	1.59459459459459		0.0	0.369932432432432	0	...		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	0	1	0	0.2	0.0	0.4	0.2	0.333333333333333	0.0							0.6	0.333333333333333	0.2
98	1976-06-05	AFC Asian Cup	✅	Iran	Teheran	Malaysia	1	China PR	1	2	0	2	1.497277676951	0.252268602540835	0.0		0.302325581395349		AFC	0.427027027027027	1.56987295825771		0.0	0.341197822141561	0	...		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	0	1	0	0.1	0.0	0.0	0.3	0.666666666666667	0.2							0.0	0.0	0.0
99	1976-06-07	AFC Asian Cup	✅	Iran	Teheran	Kuwait	1	China PR	0	2	0	3	1.55555555555556	0.272222222222222	0.021897810218978		0.379166666666667		AFC	0.457317073170732	1.07962962962963		0.125	0.424074074074074	0	...		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	1	0	0	0.7	1.0	0.2	0.3	0.666666666666667	0.4							0.0	0.0	1.0
100	1976-06-10	AFC Asian Cup	❌	Iran	Teheran	Iran	2	China PR	0	1	0	4	1.84035476718404	0.261640798226164	0.087591240875912		0.430379746835443		AFC	0.641509433962264	0.835920177383592		0.25	0.534368070953437	0	...		AFC	0.579617834394904	1.08775137111517		0.125	0.488117001828154	1	0	0	0.4	0.666666666666667	0.0	0.3	0.333333333333333	0.4							[null]	[null]	[null]

Rows: 1-100 | Columns: 56

Games against an opponents with the same rank

In [48]:

# TEAM 1

# Victory 5 previous games
all_matchs.rolling(func = "avg",
                   window = (-5, -1),
                   columns = "victory_team1",
                   by = ["team1", "fifa_rank_2"],
                   order_by = ["date"],
                   name = "avg_victory_rank2_team1_1_5",)
# Draw 5 previous games
all_matchs.rolling(func = "avg",
                   window = (-5, -1),
                   columns = "draw",
                   by = ["team1", "fifa_rank_2"],
                   order_by = ["date"],
                   name = "avg_draw_rank2_team1_1_5",)

# TEAM 2

# Victory 5 previous games
all_matchs.rolling(func = "avg",
                   window = (-5, -1),
                   columns = "victory_team2",
                   by = ["team2", "fifa_rank_1"],
                   order_by = ["date"],
                   name = "avg_victory_rank1_team2_1_5",)
# Draw 5 previous games
all_matchs.rolling(func = "avg",
                   window = (-5, -1),
                   columns = "draw",
                   by = ["team2", "fifa_rank_1"],
                   order_by = ["date"],
                   name = "avg_draw_rank1_team2_1_5",)

Out[48]:

	📅 date Date	Abc tournament Varchar(84)	010 neutral Boolean	Abc country Varchar(64)	Abc city Varchar(56)	Abc team1 Varchar(64)	123 team1_score Integer	Abc team2 Varchar(64)	123 team2_score Integer	123 match_sample Integer	123 nb_World_Cup_1 Integer	123 fifa_rank_1 Integer	123 Avg_goals_1 Float	123 Percent_Draw_1 Float	123 Number_Games_World_Tournament_1 Numeric(34,15)	123 Float	123 Percent_Victory_Away_1 Float	123 Float	Abc confederation_1 Varchar(8)	123 Percent_Victory_Home_1 Float	123 Avg_goals_conceded_1 Float	123 Numeric(34,15)	123 nb_Continental_Cup_1 Numeric(34,15)	123 Percent_Victory_1 Float	123 nb_World_Cup_2 Integer	...	123 Numeric(34,15)	123 nb_Continental_Cup_2 Numeric(34,15)	123 Percent_Victory_2 Float	123 victory_team1 Int	123 draw Int	123 victory_team2 Int	123 avg_victory_team1_1_10 Float	123 avg_victory_team1_1_3 Float	123 avg_draw_team1_1_5 Float	123 avg_victory_team2_1_10 Float	123 avg_victory_team2_1_3 Float	123 avg_draw_team2_1_5 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 avg_victory_direct_team1_1_5 Float	123 avg_victory_direct_team1_1_3 Float	123 avg_draw_direct_team1_1_5 Float	123 avg_victory_rank2_team1_1_5 Float	123 avg_draw_rank2_team1_1_5 Float	123 avg_victory_rank1_team2_1_5 Float	123 avg_draw_rank1_team2_1_5 Float
1	2016-05-29	CONIFA World Football Cup	❌	Georgia	Suhkumi	Chagos Islands	0	Abkhazia	9	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...		0.0	0.166666666666667	0	0	1	[null]	[null]	[null]	0.166666666666667	0.0	0.6							[null]	[null]	[null]	[null]	[null]	[null]	[null]
2	2016-05-31	CONIFA World Football Cup	❌	Georgia	Suhkumi	Western Armenia	0	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...		0.0	0.166666666666667	0	0	1	[null]	[null]	[null]	0.285714285714286	0.333333333333333	0.4							[null]	[null]	[null]	[null]	[null]	1.0	0.0
3	2016-06-05	CONIFA World Football Cup	❌	Georgia	Suhkumi	Panjab	1	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...		0.0	0.166666666666667	0	1	0	0.5	0.5	0.0	0.5	1.0	0.0							[null]	[null]	[null]	[null]	[null]	1.0	0.0
4	2019-06-06	CONIFA European Football Cup	✅	Azerbaijan	Stepanakert	Western Armenia	1	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...		0.0	0.166666666666667	0	1	0	0.285714285714286	0.666666666666667	0.4	0.4	0.666666666666667	0.4							0.0	0.0	0.0	0.5	0.0	0.666666666666667	0.333333333333333
5	2014-06-01	CONIFA World Football Cup	✅	Sweden	Östersund	Occitania	1	Abkhazia	1	2	0	0	1.25	0.166666666666667	0.0		0.3		OFC	0.0	1.83333333333333		0.0	0.25	0	...		0.0	0.166666666666667	0	1	0	0.125	0.333333333333333	0.0	0.0	0.0	0.0							[null]	[null]	[null]	0.5	0.0	[null]	[null]
6	2014-06-04	CONIFA World Football Cup	✅	Sweden	Östersund	South Ossetia	0	Abkhazia	0	2	0	0	0.666666666666667	0.333333333333333	0.0		0.0		OFC	0.0	2.33333333333333		0.0	0.0	0	...		0.0	0.166666666666667	0	1	0	0.0	0.0	0.0	0.333333333333333	0.333333333333333	0.333333333333333							[null]	[null]	[null]	[null]	[null]	0.0	1.0
7	2014-06-07	CONIFA World Football Cup	✅	Sweden	Östersund	Occitania	1	Abkhazia	0	2	0	0	1.25	0.166666666666667	0.0		0.3		OFC	0.0	1.83333333333333		0.0	0.25	0	...		0.0	0.166666666666667	1	0	0	0.2	0.333333333333333	0.4	0.2	0.333333333333333	0.6							0.0	0.0	1.0	0.333333333333333	0.333333333333333	0.0	1.0
8	2017-06-05	CONIFA European Football Cup	✅	Northern Cyprus	Kyrenia	South Ossetia	1	Abkhazia	2	2	0	0	0.666666666666667	0.333333333333333	0.0		0.0		OFC	0.0	2.33333333333333		0.0	0.0	0	...		0.0	0.166666666666667	0	0	1	0.0	0.0	0.333333333333333	0.5	0.666666666666667	0.2							0.0	0.0	1.0	0.0	0.5	0.0	0.666666666666667
9	2017-06-10	CONIFA European Football Cup	✅	Northern Cyprus	Kyrenia	Székely Land	3	Abkhazia	1	1	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	0	...		0.0	0.166666666666667	1	0	0	0.285714285714286	0.333333333333333	0.2	0.5	0.333333333333333	0.6							[null]	[null]	[null]	0.666666666666667	0.0	0.25	0.5
10	2018-05-31	CONIFA World Football Cup	✅	England	Enfield	Tibet	0	Abkhazia	3	2	0	0	0.25	0.0	0.0		0.0		OFC	0.0	5.5		0.0	0.0	0	...		0.0	0.166666666666667	0	0	1	0.0	0.0	0.0	0.5	0.0	0.6							[null]	[null]	[null]	0.0	0.0	0.2	0.4
11	2018-06-05	CONIFA World Football Cup	✅	England	Aveley	Tamil Eelam	0	Abkhazia	6	2	0	0	1.0	0.0	0.0		0.166666666666667		OFC	0.0	4.16666666666667		0.0	0.166666666666667	0	...		0.0	0.166666666666667	0	0	1	0.222222222222222	0.333333333333333	0.0	0.5	0.333333333333333	0.6							[null]	[null]	[null]	0.2	0.0	0.4	0.2
12	2012-10-21	Friendly	❌	Azerbaijan	Stepanakert	Artsakh	3	Abkhazia	0	1	0	1	3.0	0.0	0.0		0.0		OFC	1.0	0.0		0.0	1.0	0	...		0.0	0.166666666666667	1	0	0	[null]	[null]	[null]	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]
13	2014-06-02	CONIFA World Football Cup	❌	Sweden	Östersund	Sápmi	1	Abkhazia	2	1	0	1	4.35714285714286	0.142857142857143	0.0		0.5		OFC	0.375	1.71428571428571		0.0	0.428571428571429	0	...		0.0	0.166666666666667	0	0	1	0.4	0.0	0.2	0.0	0.0	0.5							[null]	[null]	[null]	0.4	0.2	0.0	0.0
14	2014-06-05	CONIFA World Football Cup	✅	Sweden	Östersund	Padania	3	Abkhazia	3	1	0	1	2.5	0.125	0.0		0.833333333333333		OFC	1.0	0.5625		0.0	0.875	0	...		0.0	0.166666666666667	0	1	0	1.0	1.0	0.0	0.25	0.333333333333333	0.5							[null]	[null]	[null]	1.0	0.0	0.5	0.0
15	2016-06-01	CONIFA World Football Cup	❌	Georgia	Suhkumi	Sápmi	0	Abkhazia	2	2	0	1	4.35714285714286	0.142857142857143	0.0		0.5		OFC	0.375	1.71428571428571		0.0	0.428571428571429	0	...		0.0	0.166666666666667	0	0	1	0.3	0.333333333333333	0.2	0.375	0.666666666666667	0.4							0.0	0.0	0.0	0.2	0.2	0.333333333333333	0.333333333333333
16	2016-06-04	CONIFA World Football Cup	❌	Georgia	Suhkumi	Northern Cyprus	0	Abkhazia	2	2	0	1	2.26666666666667	0.0666666666666667	0.0		0.4		OFC	0.8	1.2		0.0	0.533333333333333	0	...		0.0	0.166666666666667	0	0	1	0.6	0.666666666666667	0.2	0.444444444444444	1.0	0.2							[null]	[null]	[null]	0.6	0.0	0.5	0.25
17	2017-06-07	CONIFA European Football Cup	❌	Northern Cyprus	Morphou	Northern Cyprus	0	Abkhazia	0	1	0	1	2.26666666666667	0.0666666666666667	0.0		0.4		OFC	0.8	1.2		0.0	0.533333333333333	0	...		0.0	0.166666666666667	0	1	0	0.5	0.666666666666667	0.2	0.6	0.666666666666667	0.2							0.0	0.0	0.0	0.6	0.0	0.6	0.2
18	2017-06-09	CONIFA European Football Cup	✅	Northern Cyprus	Kyrenia	Padania	0	Abkhazia	0	1	0	1	2.5	0.125	0.0		0.833333333333333		OFC	1.0	0.5625		0.0	0.875	0	...		0.0	0.166666666666667	0	1	0	0.5	0.666666666666667	0.2	0.5	0.333333333333333	0.4							0.0	0.0	1.0	0.8	0.2	0.6	0.4
19	2018-06-03	CONIFA World Football Cup	✅	England	Enfield	Northern Cyprus	2	Abkhazia	2	2	0	1	2.26666666666667	0.0666666666666667	0.0		0.4		OFC	0.8	1.2		0.0	0.533333333333333	0	...		0.0	0.166666666666667	0	1	0	0.6	0.666666666666667	0.4	0.6	0.333333333333333	0.4							0.0	0.0	0.5	0.6	0.2	0.4	0.6
20	2019-06-03	CONIFA European Football Cup	✅	Azerbaijan	Martakert	Sápmi	0	Abkhazia	1	1	0	1	4.35714285714286	0.142857142857143	0.0		0.5		OFC	0.375	1.71428571428571		0.0	0.428571428571429	0	...		0.0	0.166666666666667	0	0	1	0.3	0.666666666666667	0.0	0.5	0.666666666666667	0.4							0.0	0.0	0.0	0.2	0.2	0.4	0.6
21	2019-06-04	CONIFA European Football Cup	❌	Azerbaijan	Martuni	Artsakh	1	Abkhazia	1	1	0	1	3.0	0.0	0.0		0.0		OFC	1.0	0.0		0.0	1.0	0	...		0.0	0.166666666666667	0	1	0	1.0	1.0	0.0	0.5	0.666666666666667	0.2							1.0	1.0	0.0	1.0	0.0	0.4	0.6
22	2011-06-29	FIFA World Cup qualification	✅	Tajikistan	Tursunzoda	Palestine	2	Afghanistan	0	2	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	...		0.0	0.284090909090909	1	0	0	0.2	0.666666666666667	0.2	0.3	0.333333333333333	0.0							[null]	[null]	[null]	0.4	0.2	[null]	[null]
23	2011-07-03	FIFA World Cup qualification	❌	Palestine	al-Ramm	Palestine	1	Afghanistan	1	1	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	...		0.0	0.284090909090909	0	1	0	0.3	0.666666666666667	0.2	0.3	0.333333333333333	0.0							1.0	1.0	0.0	0.6	0.2	0.0	0.0
24	2014-05-27	AFC Challenge Cup	✅	Maldives	Malé	Palestine	2	Afghanistan	0	1	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	...		0.0	0.284090909090909	1	0	0	0.4	0.666666666666667	0.4	0.5	0.333333333333333	0.4							0.5	0.5	0.5	0.6	0.4	0.0	0.5
25	1976-07-19	Friendly	❌	Afghanistan	Kabul	Pakistan	0	Afghanistan	1	2	0	1	0.934065934065934	0.186813186813187	0.0		0.204918032786885		AFC	0.366666666666667	2.39010989010989		0.0	0.197802197802198	0	...		0.0	0.284090909090909	0	0	1	0.1	0.0	0.2	0.0	0.0	0.2							[null]	[null]	[null]	0.2	0.4	[null]	[null]
26	1976-10-12	Friendly	❌	Pakistan	Karachi	Pakistan	1	Afghanistan	0	1	0	1	0.934065934065934	0.186813186813187	0.0		0.204918032786885		AFC	0.366666666666667	2.39010989010989		0.0	0.197802197802198	0	...		0.0	0.284090909090909	1	0	0	0.0	0.0	0.4	0.1	0.333333333333333	0.4							0.0	0.0	0.0	0.0	0.4	1.0	0.0
27	2003-01-14	SAFF Cup	✅	Bangladesh	Dhaka	Pakistan	1	Afghanistan	0	2	0	1	0.934065934065934	0.186813186813187	0.0		0.204918032786885		AFC	0.366666666666667	2.39010989010989		0.0	0.197802197802198	0	...		0.0	0.284090909090909	1	0	0	0.2	0.666666666666667	0.2	0.0	0.0	0.2							0.5	0.5	0.0	0.4	0.2	0.5	0.0
28	2005-12-09	SAFF Cup	❌	Pakistan	Karachi	Pakistan	1	Afghanistan	0	1	0	1	0.934065934065934	0.186813186813187	0.0		0.204918032786885		AFC	0.366666666666667	2.39010989010989		0.0	0.197802197802198	0	...		0.0	0.284090909090909	1	0	0	0.3	0.666666666666667	0.2	0.1	0.0	0.0							0.666666666666667	0.666666666666667	0.0	0.4	0.2	0.333333333333333	0.0
29	2006-04-03	AFC Challenge Cup	✅	Bangladesh	Chittagong	Chinese Taipei	2	Afghanistan	2	2	0	1	1.31896551724138	0.155172413793103	0.0		0.253164556962025		AFC	0.5	2.85344827586207		0.0	0.21551724137931	0	...		0.0	0.284090909090909	0	1	0	0.3	0.0	0.0	0.2	0.333333333333333	0.0							[null]	[null]	[null]	0.0	0.0	0.25	0.0
30	2008-06-08	SAFF Cup	✅	Sri Lanka	Colombo	Bhutan	3	Afghanistan	1	2	0	1	0.619047619047619	0.0634920634920635	0.0		0.0392156862745098		AFC	0.666666666666667	3.95238095238095		0.0	0.0952380952380952	0	...		0.0	0.284090909090909	1	0	0	0.1	0.0	0.4	0.2	0.333333333333333	0.6							[null]	[null]	[null]	0.0	0.2	0.2	0.2
31	2011-03-23	AFC Challenge Cup qualification	✅	India	Gurgaon	Bhutan	0	Afghanistan	3	1	0	1	0.619047619047619	0.0634920634920635	0.0		0.0392156862745098		AFC	0.666666666666667	3.95238095238095		0.0	0.0952380952380952	0	...		0.0	0.284090909090909	0	0	1	0.1	0.0	0.0	0.0	0.0	0.2							1.0	1.0	0.0	0.0	0.0	0.0	0.2
32	2011-03-25	AFC Challenge Cup qualification	✅	India	Gurgaon	Bhutan	0	Afghanistan	2	2	0	1	0.619047619047619	0.0634920634920635	0.0		0.0392156862745098		AFC	0.666666666666667	3.95238095238095		0.0	0.0952380952380952	0	...		0.0	0.284090909090909	0	0	1	0.0	0.0	0.0	0.1	0.333333333333333	0.0							0.5	0.5	0.0	0.0	0.0	0.2	0.2
33	2011-12-07	SAFF Cup	✅	India	New Delhi	Bhutan	1	Afghanistan	8	1	0	1	0.619047619047619	0.0634920634920635	0.0		0.0392156862745098		AFC	0.666666666666667	3.95238095238095		0.0	0.0952380952380952	0	...		0.0	0.284090909090909	0	0	1	0.0	0.0	0.0	0.4	0.333333333333333	0.4							0.333333333333333	0.333333333333333	0.0	0.0	0.0	0.4	0.2
34	2013-03-04	AFC Challenge Cup qualification	✅	Laos	Vientiane	Mongolia	0	Afghanistan	1	1	0	1	1.08888888888889	0.0888888888888889	0.0		0.241379310344828		OFC	1.0	3.22222222222222		0.0	0.266666666666667	0	...		0.0	0.284090909090909	0	0	1	0.5	0.333333333333333	0.2	0.5	0.666666666666667	0.0							[null]	[null]	[null]	0.4	0.0	0.6	0.2
35	2013-03-06	AFC Challenge Cup qualification	❌	Laos	Vientiane	Laos	1	Afghanistan	1	1	0	1	1.02290076335878	0.152671755725191	0.0		0.173913043478261		AFC	0.428571428571429	3.3587786259542		0.0	0.183206106870229	0	...		0.0	0.284090909090909	0	1	0	0.2	0.333333333333333	0.2	0.5	0.666666666666667	0.0							[null]	[null]	[null]	0.2	0.2	0.8	0.0
36	2013-08-20	Friendly	❌	Afghanistan	Kabul	Pakistan	0	Afghanistan	3	2	0	1	0.934065934065934	0.186813186813187	0.0		0.204918032786885		AFC	0.366666666666667	2.39010989010989		0.0	0.197802197802198	0	...		0.0	0.284090909090909	0	0	1	0.3	0.333333333333333	0.2	0.5	0.333333333333333	0.2							0.75	1.0	0.0	0.2	0.2	0.8	0.2
37	2013-09-02	SAFF Cup	✅	Nepal	Kathmandu	Bhutan	0	Afghanistan	3	2	0	1	0.619047619047619	0.0634920634920635	0.0		0.0392156862745098		AFC	0.666666666666667	3.95238095238095		0.0	0.0952380952380952	0	...		0.0	0.284090909090909	0	0	1	0.0	0.0	0.0	0.6	0.333333333333333	0.2							0.25	0.0	0.0	0.0	0.0	0.8	0.2
38	2014-05-24	AFC Challenge Cup	✅	Maldives	Addu City	Laos	0	Afghanistan	0	2	0	1	1.02290076335878	0.152671755725191	0.0		0.173913043478261		AFC	0.428571428571429	3.3587786259542		0.0	0.183206106870229	0	...		0.0	0.284090909090909	0	1	0	0.1	0.0	0.2	0.6	0.333333333333333	0.4							0.0	0.0	1.0	0.0	0.2	0.8	0.2
39	2015-02-06	Friendly	❌	Pakistan	Lahore	Pakistan	2	Afghanistan	1	1	0	1	0.934065934065934	0.186813186813187	0.0		0.204918032786885		AFC	0.366666666666667	2.39010989010989		0.0	0.197802197802198	0	...		0.0	0.284090909090909	1	0	0	0.2	0.0	0.0	0.3	0.0	0.6							0.6	0.666666666666667	0.0	0.2	0.2	0.6	0.4
40	2015-05-29	Friendly	❌	Laos	Vientiane	Laos	0	Afghanistan	2	1	0	1	1.02290076335878	0.152671755725191	0.0		0.173913043478261		AFC	0.428571428571429	3.3587786259542		0.0	0.183206106870229	0	...		0.0	0.284090909090909	0	0	1	0.3	0.0	0.0	0.3	0.0	0.4							0.0	0.0	1.0	0.0	0.0	0.4	0.4
41	2015-12-26	SAFF Cup	✅	India	Thiruvananthapuram	Bhutan	0	Afghanistan	3	1	0	1	0.619047619047619	0.0634920634920635	0.0		0.0392156862745098		AFC	0.666666666666667	3.95238095238095		0.0	0.0952380952380952	0	...		0.0	0.284090909090909	0	0	1	0.1	0.0	0.0	0.4	0.666666666666667	0.0							0.2	0.0	0.0	0.0	0.0	0.6	0.2
42	1941-08-10	Friendly	❌	Afghanistan	Kabul	India	3	Afghanistan	1	2	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...		0.0	0.284090909090909	1	0	0	0.2	0.333333333333333	0.2	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]
43	1976-07-24	Friendly	❌	Afghanistan	Kabul	India	1	Afghanistan	1	2	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...		0.0	0.284090909090909	0	1	0	0.4	0.0	0.6	0.111111111111111	0.333333333333333	0.2							1.0	1.0	0.0	0.4	0.4	0.0	0.0
44	1977-07-24	Friendly	❌	Afghanistan	Kabul	India	3	Afghanistan	0	2	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...		0.0	0.284090909090909	1	0	0	0.0	0.0	0.2	0.1	0.333333333333333	0.4							0.5	0.5	0.5	0.0	0.4	0.0	0.5
45	1979-03-05	AFC Asian Cup qualification	❌	Bangladesh	Dhaka	Bangladesh	3	Afghanistan	2	1	0	2	0.87027027027027	0.210810810810811	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	0	...		0.0	0.284090909090909	1	0	0	0.1	0.0	0.0	0.1	0.0	0.2							[null]	[null]	[null]	0.0	0.2	0.0	0.333333333333333
46	1984-09-15	AFC Asian Cup qualification	✅	China PR	Guangzhou	Hong Kong	0	Afghanistan	0	1	0	2	1.52957746478873	0.219718309859155	0.0		0.300546448087432		AFC	0.433333333333333	1.68450704225352		0.0	0.329577464788732	0	...		0.0	0.284090909090909	0	1	0	0.3	0.333333333333333	0.4	0.1	0.0	0.0							[null]	[null]	[null]	0.2	0.8	0.0	0.25
47	1984-09-20	AFC Asian Cup qualification	✅	China PR	Guangzhou	Jordan	6	Afghanistan	1	1	0	2	1.18421052631579	0.286549707602339	0.0		0.286624203821656		AFC	0.411214953271028	1.1140350877193		0.0	0.347953216374269	0	...		0.0	0.284090909090909	1	0	0	0.2	0.0	0.2	0.1	0.0	0.2							[null]	[null]	[null]	0.4	0.2	0.0	0.4
48	2003-01-10	SAFF Cup	✅	Bangladesh	Dhaka	Sri Lanka	1	Afghanistan	0	1	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	...		0.0	0.284090909090909	1	0	0	0.4	0.0	0.6	0.1	0.0	0.2							[null]	[null]	[null]	0.2	0.6	0.0	0.4
49	2003-01-12	SAFF Cup	✅	Bangladesh	Dhaka	India	4	Afghanistan	0	2	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...		0.0	0.284090909090909	1	0	0	0.3	0.0	0.2	0.1	0.0	0.2							0.666666666666667	0.666666666666667	0.333333333333333	0.2	0.4	0.0	0.2
50	2003-03-16	AFC Asian Cup qualification	✅	Nepal	Kathmandu	Kyrgyzstan	1	Afghanistan	2	1	0	2	0.916666666666667	0.157407407407407	0.0		0.159420289855072		AFC	0.444444444444444	1.86111111111111		0.0	0.240740740740741	0	...		0.0	0.284090909090909	0	0	1	0.1	0.0	0.2	0.0	0.0	0.2							[null]	[null]	[null]	0.2	0.2	0.0	0.2
51	2003-03-18	AFC Asian Cup qualification	❌	Nepal	Kathmandu	Nepal	4	Afghanistan	0	1	0	2	0.813333333333333	0.14	0.0		0.146341463414634		AFC	0.394736842105263	2.58666666666667		0.0	0.206666666666667	0	...		0.0	0.284090909090909	1	0	0	0.3	0.333333333333333	0.0	0.1	0.333333333333333	0.0							[null]	[null]	[null]	0.0	0.0	0.2	0.2
52	2003-11-19	FIFA World Cup qualification	❌	Turkmenistan	Ashgabat	Turkmenistan	11	Afghanistan	0	1	0	2	1.63247863247863	0.170940170940171	0.0		0.365079365079365		AFC	0.538461538461538	1.47863247863248		0.0	0.384615384615385	0	...		0.0	0.284090909090909	1	0	0	0.6	0.666666666666667	0.2	0.1	0.333333333333333	0.0							[null]	[null]	[null]	1.0	0.0	0.2	0.0
53	2003-11-23	FIFA World Cup qualification	❌	Afghanistan	Kabul	Turkmenistan	2	Afghanistan	0	2	0	2	1.63247863247863	0.170940170940171	0.0		0.365079365079365		AFC	0.538461538461538	1.47863247863248		0.0	0.384615384615385	0	...		0.0	0.284090909090909	1	0	0	0.7	1.0	0.2	0.1	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	0.2	0.0
54	2005-11-09	Friendly	❌	Tajikistan	Dushanbe	Tajikistan	4	Afghanistan	0	1	0	2	1.6036036036036	0.171171171171171	0.0		0.384615384615385		AFC	0.666666666666667	1.48648648648649		0.0	0.414414414414414	0	...		0.0	0.284090909090909	1	0	0	0.4	0.0	0.0	0.1	0.0	0.0							[null]	[null]	[null]	0.6	0.2	0.2	0.0
55	2005-12-07	SAFF Cup	✅	Pakistan	Karachi	Maldives	9	Afghanistan	1	1	0	2	1.34090909090909	0.181818181818182	0.0		0.277777777777778		AFC	0.366666666666667	2.23484848484848		0.0	0.28030303030303	0	...		0.0	0.284090909090909	1	0	0	0.1	0.333333333333333	0.2	0.1	0.0	0.0							[null]	[null]	[null]	0.2	0.2	0.2	0.0
56	2005-12-11	SAFF Cup	✅	Pakistan	Karachi	Sri Lanka	1	Afghanistan	2	1	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	...		0.0	0.284090909090909	0	0	1	0.1	0.0	0.4	0.1	0.0	0.0							1.0	1.0	0.0	0.0	0.6	0.0	0.0
57	2006-04-05	AFC Challenge Cup	✅	Bangladesh	Chittagong	Philippines	1	Afghanistan	1	1	0	2	1.16580310880829	0.145077720207254	0.0		0.227272727272727		AFC	0.476190476190476	2.27979274611399		0.0	0.274611398963731	0	...		0.0	0.284090909090909	0	1	0	0.1	0.333333333333333	0.0	0.2	0.333333333333333	0.2							[null]	[null]	[null]	0.0	0.0	0.2	0.0
58	2008-05-05	AFC Challenge Cup qualification	✅	Kyrgyzstan	Bishkek	Bangladesh	0	Afghanistan	0	1	0	2	0.87027027027027	0.210810810810811	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	0	...		0.0	0.284090909090909	0	1	0	0.0	0.0	0.4	0.1	0.0	0.4							1.0	1.0	0.0	0.0	0.4	0.2	0.2
59	2008-05-07	AFC Challenge Cup qualification	❌	Kyrgyzstan	Bishkek	Kyrgyzstan	0	Afghanistan	1	1	0	2	0.916666666666667	0.157407407407407	0.0		0.159420289855072		AFC	0.444444444444444	1.86111111111111		0.0	0.240740740740741	0	...		0.0	0.284090909090909	0	0	1	0.3	0.333333333333333	0.0	0.1	0.0	0.6							0.0	0.0	0.0	0.4	0.0	0.2	0.4
60	2008-06-04	SAFF Cup	❌	Sri Lanka	Colombo	Sri Lanka	2	Afghanistan	2	1	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	...		0.0	0.284090909090909	0	1	0	0.4	0.666666666666667	0.2	0.2	0.333333333333333	0.4							0.5	0.5	0.0	0.0	0.4	0.4	0.4
61	2008-06-06	SAFF Cup	✅	Sri Lanka	Colombo	Bangladesh	2	Afghanistan	2	1	0	2	0.87027027027027	0.210810810810811	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	0	...		0.0	0.284090909090909	0	1	0	0.0	0.0	0.6	0.2	0.333333333333333	0.4							0.5	0.5	0.5	0.0	0.4	0.4	0.6
62	2008-07-30	AFC Challenge Cup	❌	India	Hyderabad	India	1	Afghanistan	0	1	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...		0.0	0.284090909090909	1	0	0	0.5	0.333333333333333	0.2	0.2	0.0	0.6							0.75	0.666666666666667	0.25	0.4	0.4	0.2	0.8
63	2008-08-01	AFC Challenge Cup	✅	India	Hyderabad	Turkmenistan	5	Afghanistan	0	2	0	2	1.63247863247863	0.170940170940171	0.0		0.365079365079365		AFC	0.538461538461538	1.47863247863248		0.0	0.384615384615385	0	...		0.0	0.284090909090909	1	0	0	0.1	0.0	0.4	0.1	0.0	0.4							1.0	1.0	0.0	0.2	0.2	0.2	0.6
64	2008-08-03	AFC Challenge Cup	✅	India	Hyderabad	Tajikistan	4	Afghanistan	0	2	0	2	1.6036036036036	0.171171171171171	0.0		0.384615384615385		AFC	0.666666666666667	1.48648648648649		0.0	0.414414414414414	0	...		0.0	0.284090909090909	1	0	0	0.3	0.333333333333333	0.6	0.1	0.0	0.4							1.0	1.0	0.0	0.0	0.8	0.2	0.4
65	2008-10-17	Merdeka Tournament	✅	Malaysia	Petaling Jaya	Nepal	2	Afghanistan	2	1	0	2	0.813333333333333	0.14	0.0		0.146341463414634		AFC	0.394736842105263	2.58666666666667		0.0	0.206666666666667	0	...		0.0	0.284090909090909	0	1	0	0.4	0.333333333333333	0.0	0.1	0.0	0.2							1.0	1.0	0.0	0.2	0.0	0.0	0.4
66	2008-10-20	Merdeka Tournament	❌	Malaysia	Kuala Lumpur	Malaysia	6	Afghanistan	0	1	0	2	1.497277676951	0.252268602540835	0.0		0.302325581395349		AFC	0.427027027027027	1.56987295825771		0.0	0.341197822141561	0	...		0.0	0.284090909090909	1	0	0	0.2	0.666666666666667	0.6	0.1	0.0	0.2							[null]	[null]	[null]	0.2	0.6	0.0	0.4
67	2009-12-07	SAFF Cup	✅	Bangladesh	Dhaka	Maldives	3	Afghanistan	1	1	0	2	1.34090909090909	0.181818181818182	0.0		0.277777777777778		AFC	0.366666666666667	2.23484848484848		0.0	0.28030303030303	0	...		0.0	0.284090909090909	1	0	0	0.6	0.666666666666667	0.4	0.1	0.0	0.2							1.0	1.0	0.0	0.4	0.4	0.0	0.2
68	2009-12-09	SAFF Cup	✅	Bangladesh	Dhaka	Nepal	3	Afghanistan	0	2	0	2	0.813333333333333	0.14	0.0		0.146341463414634		AFC	0.394736842105263	2.58666666666667		0.0	0.206666666666667	0	...		0.0	0.284090909090909	1	0	0	0.3	0.0	0.6	0.1	0.0	0.2							0.5	0.5	0.5	0.2	0.6	0.0	0.2
69	2010-11-17	Friendly	❌	Tajikistan	Dushanbe	Tajikistan	1	Afghanistan	0	1	0	2	1.6036036036036	0.171171171171171	0.0		0.384615384615385		AFC	0.666666666666667	1.48648648648649		0.0	0.414414414414414	0	...		0.0	0.284090909090909	1	0	0	0.4	0.333333333333333	0.0	0.0	0.0	0.2							1.0	1.0	0.0	0.6	0.0	0.0	0.2
70	2011-04-07	AFC Challenge Cup qualification	❌	Nepal	Kathmandu	Nepal	1	Afghanistan	0	1	0	2	0.813333333333333	0.14	0.0		0.146341463414634		AFC	0.394736842105263	2.58666666666667		0.0	0.206666666666667	0	...		0.0	0.284090909090909	1	0	0	0.5	1.0	0.4	0.2	0.666666666666667	0.0							0.666666666666667	0.666666666666667	0.333333333333333	0.4	0.6	0.0	0.2
71	2011-04-09	AFC Challenge Cup qualification	✅	Nepal	Kathmandu	Sri Lanka	0	Afghanistan	1	1	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	...		0.0	0.284090909090909	0	0	1	0.3	0.0	0.2	0.2	0.666666666666667	0.0							0.333333333333333	0.333333333333333	0.333333333333333	0.2	0.2	0.0	0.0
72	2011-12-03	SAFF Cup	❌	India	New Delhi	India	1	Afghanistan	1	1	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...		0.0	0.284090909090909	0	1	0	0.2	0.333333333333333	0.2	0.3	0.0	0.2							0.8	1.0	0.2	0.2	0.6	0.2	0.0
73	2011-12-05	SAFF Cup	✅	India	New Delhi	Sri Lanka	1	Afghanistan	3	1	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	...		0.0	0.284090909090909	0	0	1	0.2	0.333333333333333	0.4	0.3	0.0	0.4							0.25	0.0	0.25	0.0	0.4	0.2	0.2
74	2011-12-09	SAFF Cup	✅	India	New Delhi	Nepal	0	Afghanistan	1	2	0	2	0.813333333333333	0.14	0.0		0.146341463414634		AFC	0.394736842105263	2.58666666666667		0.0	0.206666666666667	0	...		0.0	0.284090909090909	0	0	1	0.3	0.333333333333333	0.6	0.5	0.666666666666667	0.4							0.75	0.666666666666667	0.25	0.2	0.4	0.4	0.2
75	2011-12-11	SAFF Cup	❌	India	New Delhi	India	4	Afghanistan	0	1	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...		0.0	0.284090909090909	1	0	0	0.4	1.0	0.2	0.5	1.0	0.4							0.6	0.666666666666667	0.4	0.6	0.4	0.6	0.2
76	2013-03-02	AFC Challenge Cup qualification	✅	Laos	Vientiane	Sri Lanka	0	Afghanistan	1	2	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	...		0.0	0.284090909090909	0	0	1	0.1	0.0	0.0	0.4	0.666666666666667	0.2							0.2	0.0	0.2	0.0	0.2	0.6	0.2
77	2013-06-04	Friendly	❌	Tajikistan	Qurghonteppa	Tajikistan	3	Afghanistan	2	1	0	2	1.6036036036036	0.171171171171171	0.0		0.384615384615385		AFC	0.666666666666667	1.48648648648649		0.0	0.414414414414414	0	...		0.0	0.284090909090909	1	0	0	0.4	0.666666666666667	0.0	0.5	0.666666666666667	0.2							1.0	1.0	0.0	0.4	0.2	0.6	0.2
78	2013-09-04	SAFF Cup	✅	Nepal	Kathmandu	Sri Lanka	1	Afghanistan	3	1	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	...		0.0	0.284090909090909	0	0	1	0.2	0.333333333333333	0.0	0.7	0.666666666666667	0.2							0.0	0.0	0.2	0.0	0.0	0.6	0.0
79	2013-09-06	SAFF Cup	✅	Nepal	Kathmandu	Maldives	0	Afghanistan	0	2	0	2	1.34090909090909	0.181818181818182	0.0		0.277777777777778		AFC	0.366666666666667	2.23484848484848		0.0	0.28030303030303	0	...		0.0	0.284090909090909	0	1	0	0.6	1.0	0.2	0.7	1.0	0.2							1.0	1.0	0.0	0.6	0.0	0.6	0.0
80	2013-09-08	SAFF Cup	❌	Nepal	Kathmandu	Nepal	0	Afghanistan	1	1	0	2	0.813333333333333	0.14	0.0		0.146341463414634		AFC	0.394736842105263	2.58666666666667		0.0	0.206666666666667	0	...		0.0	0.284090909090909	0	0	1	0.3	0.666666666666667	0.4	0.6	0.666666666666667	0.2							0.6	0.666666666666667	0.2	0.4	0.4	0.4	0.2
81	2014-04-13	Friendly	✅	United Arab Emirates	Dubai	Kyrgyzstan	0	Afghanistan	0	2	0	2	0.916666666666667	0.157407407407407	0.0		0.159420289855072		AFC	0.444444444444444	1.86111111111111		0.0	0.240740740740741	0	...		0.0	0.284090909090909	0	1	0	0.3	0.0	0.2	0.6	0.666666666666667	0.2							0.0	0.0	0.0	0.0	0.4	0.6	0.2
82	2014-05-12	Friendly	✅	Kuwait	Kuwait City	Kyrgyzstan	0	Afghanistan	1	2	0	2	0.916666666666667	0.157407407407407	0.0		0.159420289855072		AFC	0.444444444444444	1.86111111111111		0.0	0.240740740740741	0	...		0.0	0.284090909090909	0	0	1	0.3	0.0	0.4	0.6	0.333333333333333	0.4							0.0	0.0	0.333333333333333	0.0	0.4	0.4	0.4
83	2014-05-20	AFC Challenge Cup	✅	Maldives	Addu City	Philippines	0	Afghanistan	0	1	0	2	1.16580310880829	0.145077720207254	0.0		0.227272727272727		AFC	0.476190476190476	2.27979274611399		0.0	0.274611398963731	0	...		0.0	0.284090909090909	0	1	0	0.3	0.0	0.6	0.5	0.333333333333333	0.4							0.0	0.0	1.0	0.0	0.6	0.6	0.4
84	2014-05-22	AFC Challenge Cup	✅	Maldives	Addu City	Turkmenistan	1	Afghanistan	3	2	0	2	1.63247863247863	0.170940170940171	0.0		0.365079365079365		AFC	0.538461538461538	1.47863247863248		0.0	0.384615384615385	0	...		0.0	0.284090909090909	0	0	1	0.7	0.666666666666667	0.0	0.5	0.333333333333333	0.4							1.0	1.0	0.0	0.8	0.0	0.4	0.6
85	2014-05-29	AFC Challenge Cup	❌	Maldives	Malé	Maldives	1	Afghanistan	1	1	0	2	1.34090909090909	0.181818181818182	0.0		0.277777777777778		AFC	0.366666666666667	2.23484848484848		0.0	0.28030303030303	0	...		0.0	0.284090909090909	0	1	0	0.3	0.333333333333333	0.2	0.4	0.333333333333333	0.4							0.666666666666667	0.666666666666667	0.333333333333333	0.2	0.2	0.6	0.4
86	2015-06-02	Friendly	❌	Bangladesh	Dhaka	Bangladesh	1	Afghanistan	1	1	0	2	0.87027027027027	0.210810810810811	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	0	...		0.0	0.284090909090909	0	1	0	0.4	0.666666666666667	0.4	0.3	0.333333333333333	0.4							0.333333333333333	0.333333333333333	0.666666666666667	0.4	0.4	0.4	0.6
87	2015-06-16	FIFA World Cup qualification	❌	Cambodia	Phnom Penh	Cambodia	0	Afghanistan	1	1	0	2	1.10928961748634	0.153005464480874	0.0		0.184615384615385		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	0	...		0.0	0.284090909090909	0	0	1	0.4	0.333333333333333	0.4	0.2	0.333333333333333	0.4							[null]	[null]	[null]	0.2	0.0	0.4	0.6
88	2015-09-03	Friendly	❌	Thailand	Bangkok	Thailand	2	Afghanistan	0	1	0	2	1.54560810810811	0.22972972972973	0.0		0.259927797833935		AFC	0.564220183486238	1.59459459459459		0.0	0.369932432432432	0	...		0.0	0.284090909090909	1	0	0	0.5	0.333333333333333	0.2	0.3	0.333333333333333	0.2							[null]	[null]	[null]	0.6	0.2	0.4	0.6
89	2015-10-08	FIFA World Cup qualification	❌	Singapore	Kallang	Singapore	1	Afghanistan	0	1	0	2	1.33918128654971	0.192982456140351	0.0		0.244360902255639		AFC	0.406779661016949	1.87329434697856		0.0	0.304093567251462	0	...		0.0	0.284090909090909	1	0	0	0.4	0.0	0.2	0.2	0.333333333333333	0.2							[null]	[null]	[null]	0.6	0.0	0.4	0.4
90	2015-11-12	FIFA World Cup qualification	✅	Iran	Teheran	Cambodia	0	Afghanistan	3	2	0	2	1.10928961748634	0.153005464480874	0.0		0.184615384615385		AFC	0.391304347826087	2.65573770491803		0.0	0.19672131147541	0	...		0.0	0.284090909090909	0	0	1	0.3	0.333333333333333	0.0	0.2	0.0	0.0							0.0	0.0	0.0	0.2	0.0	0.2	0.4
91	2015-12-24	SAFF Cup	✅	India	Thiruvananthapuram	Bangladesh	0	Afghanistan	4	2	0	2	0.87027027027027	0.210810810810811	0.0		0.179245283018868		AFC	0.551724137931034	2.02702702702703		0.0	0.232432432432432	0	...		0.0	0.284090909090909	0	0	1	0.1	0.333333333333333	0.0	0.3	0.333333333333333	0.0							0.25	0.0	0.75	0.2	0.2	0.4	0.2
92	2015-12-28	SAFF Cup	✅	India	Thiruvananthapuram	Maldives	1	Afghanistan	4	2	0	2	1.34090909090909	0.181818181818182	0.0		0.277777777777778		AFC	0.366666666666667	2.23484848484848		0.0	0.28030303030303	0	...		0.0	0.284090909090909	0	0	1	0.3	0.666666666666667	0.0	0.4	1.0	0.0							0.5	0.333333333333333	0.5	0.2	0.0	0.6	0.0
93	2015-12-31	SAFF Cup	✅	India	Thiruvananthapuram	Sri Lanka	0	Afghanistan	5	2	0	2	1.03888888888889	0.177777777777778	0.0		0.20353982300885		AFC	0.333333333333333	2.43888888888889		0.0	0.211111111111111	0	...		0.0	0.284090909090909	0	0	1	0.3	0.333333333333333	0.0	0.5	1.0	0.0							0.0	0.0	0.2	0.2	0.2	0.6	0.0
94	2016-01-03	SAFF Cup	❌	India	Thiruvananthapuram	India	2	Afghanistan	1	1	0	2	1.35342465753425	0.224657534246575	0.0		0.333333333333333		AFC	0.378947368421053	1.76712328767123		0.0	0.331506849315069	0	...		0.0	0.284090909090909	1	0	0	0.4	1.0	0.0	0.6	1.0	0.0							0.8	0.666666666666667	0.2	0.6	0.0	0.8	0.0
95	2016-03-29	FIFA World Cup qualification	✅	Iran	Teheran	Singapore	1	Afghanistan	2	2	0	2	1.33918128654971	0.192982456140351	0.0		0.244360902255639		AFC	0.406779661016949	1.87329434697856		0.0	0.304093567251462	0	...		0.0	0.284090909090909	0	0	1	0.5	0.333333333333333	0.0	0.5	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	0.8	0.0
96	2016-09-05	Friendly	❌	Lebanon	Beirut	Lebanon	2	Afghanistan	0	1	0	2	1.17427385892116	0.278008298755187	0.0		0.182692307692308		AFC	0.342105263157895	1.62655601659751		0.0	0.265560165975104	0	...		0.0	0.284090909090909	1	0	0	0.3	0.0	0.4	0.6	0.333333333333333	0.0							[null]	[null]	[null]	0.4	0.4	0.8	0.0
97	2016-10-11	Friendly	❌	Malaysia	Shah Alam	Malaysia	1	Afghanistan	1	1	0	2	1.497277676951	0.252268602540835	0.0		0.302325581395349		AFC	0.427027027027027	1.56987295825771		0.0	0.341197822141561	0	...		0.0	0.284090909090909	0	1	0	0.3	0.0	0.4	0.6	0.333333333333333	0.0							1.0	1.0	0.0	0.2	0.6	0.6	0.0
98	2016-11-13	Friendly	❌	Tajikistan	Dushanbe	Tajikistan	1	Afghanistan	0	1	0	2	1.6036036036036	0.171171171171171	0.0		0.384615384615385		AFC	0.666666666666667	1.48648648648649		0.0	0.414414414414414	0	...		0.0	0.284090909090909	1	0	0	0.4	0.333333333333333	0.6	0.6	0.333333333333333	0.2							1.0	1.0	0.0	0.8	0.0	0.4	0.2
99	2017-03-23	Friendly	✅	Qatar	al-Wakrah	Singapore	1	Afghanistan	2	2	0	2	1.33918128654971	0.192982456140351	0.0		0.244360902255639		AFC	0.406779661016949	1.87329434697856		0.0	0.304093567251462	0	...		0.0	0.284090909090909	0	0	1	0.1	0.0	0.2	0.5	0.0	0.2							0.5	0.5	0.0	0.2	0.2	0.2	0.2
100	2017-03-28	AFC Asian Cup qualification	✅	Tajikistan	Dushanbe	Vietnam	1	Afghanistan	1	2	0	2	1.66666666666667	0.203703703703704	0.0		0.384615384615385		AFC	0.46551724137931	1.59259259259259		0.0	0.376543209876543	0	...		0.0	0.284090909090909	0	1	0	0.6	0.0	0.4	0.5	0.333333333333333	0.2							[null]	[null]	[null]	0.6	0.2	0.4	0.2

Rows: 1-100 | Columns: 60

Games between teams with rank 1 and rank 2

In [49]:

# Victory 5 previous games
all_matchs.rolling(func = "avg",
                   window = (-5, -1),
                   columns = "victory_team1",
                   by = ["fifa_rank_1", "fifa_rank_2"],
                   order_by = ["date"],
                   name = "avg_victory_rank1_rank2_team1_1_5",)
# Draw 5 previous games
all_matchs.rolling(func = "avg",
                   window = (-5, -1),
                   columns = "draw",
                   by = ["fifa_rank_1", "fifa_rank_2"],
                   order_by = ["date"],
                   name = "avg_draw_rank1_rank2_team1_1_5",)

Out[49]:

	📅 date Date	Abc tournament Varchar(84)	010 neutral Boolean	Abc country Varchar(64)	Abc city Varchar(56)	Abc team1 Varchar(64)	123 team1_score Integer	Abc team2 Varchar(64)	123 team2_score Integer	123 match_sample Integer	123 nb_World_Cup_1 Integer	123 fifa_rank_1 Integer	123 Avg_goals_1 Float	123 Percent_Draw_1 Float	123 Number_Games_World_Tournament_1 Numeric(34,15)	123 Float	123 Percent_Victory_Away_1 Float	123 Float	Abc confederation_1 Varchar(8)	123 Percent_Victory_Home_1 Float	123 Avg_goals_conceded_1 Float	123 Numeric(34,15)	123 nb_Continental_Cup_1 Numeric(34,15)	123 Percent_Victory_1 Float	123 nb_World_Cup_2 Integer	...	123 Percent_Victory_2 Float	123 victory_team1 Int	123 draw Int	123 victory_team2 Int	123 avg_victory_team1_1_10 Float	123 avg_victory_team1_1_3 Float	123 avg_draw_team1_1_5 Float	123 avg_victory_team2_1_10 Float	123 avg_victory_team2_1_3 Float	123 avg_draw_team2_1_5 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 avg_victory_direct_team1_1_5 Float	123 avg_victory_direct_team1_1_3 Float	123 avg_draw_direct_team1_1_5 Float	123 avg_victory_rank2_team1_1_5 Float	123 avg_draw_rank2_team1_1_5 Float	123 avg_victory_rank1_team2_1_5 Float	123 avg_draw_rank1_team2_1_5 Float	123 Float	123 avg_draw_rank1_rank2_team1_1_5 Float
1	2016-08-26	World Unity Cup	❌	England	London	Chagos Islands	3	Barawa	2	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	[null]	1	0	0	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]
2	2016-08-26	World Unity Cup	❌	England	London	Barawa	2	Chagos Islands	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	[null]	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0
3	2018-04-08	Friendly	❌	England	London	Chagos Islands	1	Barawa	4	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	[null]	0	0	1	0.5	0.5	0.0	0.0	0.0	0.0							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.0
4	2018-04-08	Friendly	❌	England	London	Barawa	4	Chagos Islands	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	[null]	1	0	0	0.0	0.0	0.0	0.5	0.5	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.0
5	2018-05-31	CONIFA World Football Cup	✅	England	Carshalton	Western Armenia	0	United Koreans in Japan	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	[null]	0	1	0	0.0	0.0	0.333333333333333	0.2	0.0	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0
6	2018-05-31	CONIFA World Football Cup	✅	England	Carshalton	United Koreans in Japan	0	Western Armenia	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	[null]	0	1	0	0.2	0.0	0.4	0.0	0.0	0.333333333333333							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.2
7	2018-06-07	CONIFA World Football Cup	❌	England	Sutton	Barawa	0	Panjab	5	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	[null]	0	0	1	0.5	0.666666666666667	0.0	0.25	0.0	0.25							[null]	[null]	[null]	0.5	0.0	[null]	[null]		0.4
8	2018-06-07	CONIFA World Football Cup	❌	England	Sutton	Panjab	5	Barawa	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	[null]	1	0	0	0.25	0.0	0.25	0.5	0.666666666666667	0.0							[null]	[null]	[null]	[null]	[null]	0.5	0.0		0.4
9	2018-06-09	CONIFA World Football Cup	❌	England	Haringey	Barawa	0	Western Armenia	7	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	[null]	0	0	1	0.428571428571429	0.333333333333333	0.0	0.0	0.0	0.5							[null]	[null]	[null]	0.333333333333333	0.0	0.0	1.0		0.4
10	2018-06-09	CONIFA World Football Cup	❌	England	Haringey	Western Armenia	7	Barawa	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	[null]	1	0	0	0.0	0.0	0.5	0.428571428571429	0.333333333333333	0.0							[null]	[null]	[null]	0.0	1.0	0.333333333333333	0.0		0.4
11	2016-05-29	CONIFA World Football Cup	❌	Georgia	Suhkumi	Chagos Islands	0	Abkhazia	9	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.166666666666667	0	0	1	[null]	[null]	[null]	0.166666666666667	0.0	0.6							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]
12	2016-05-30	CONIFA World Football Cup	✅	Georgia	Suhkumi	United Koreans in Japan	1	Székely Land	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.0	1	0	0	[null]	[null]	[null]	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0
13	2016-05-31	CONIFA World Football Cup	❌	Georgia	Suhkumi	Western Armenia	0	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.166666666666667	0	0	1	[null]	[null]	[null]	0.285714285714286	0.333333333333333	0.4							[null]	[null]	[null]	[null]	[null]	1.0	0.0		0.0
14	2016-06-05	CONIFA World Football Cup	❌	Georgia	Suhkumi	Panjab	1	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.166666666666667	0	1	0	0.5	0.5	0.0	0.5	1.0	0.0							[null]	[null]	[null]	[null]	[null]	1.0	0.0		0.0
15	2016-08-25	World Unity Cup	❌	England	London	Barawa	0	Tamil Eelam	5	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.166666666666667	0	0	1	[null]	[null]	[null]	0.166666666666667	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.25
16	2018-05-31	CONIFA World Football Cup	❌	England	Bromley	Barawa	4	Tamil Eelam	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.166666666666667	1	0	0	0.333333333333333	0.333333333333333	0.0	0.285714285714286	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.2
17	2018-06-03	CONIFA World Football Cup	❌	England	Rotherhithe	Barawa	2	Ellan Vannin	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.0	1	0	0	0.5	0.666666666666667	0.0	0.285714285714286	0.666666666666667	0.2							[null]	[null]	[null]	0.5	0.0	[null]	[null]		0.2
18	2018-06-05	CONIFA World Football Cup	✅	England	Bracknell	United Koreans in Japan	5	Tuvalu	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.210526315789474	1	0	0	0.166666666666667	0.0	0.6	0.1	0.333333333333333	0.0							[null]	[null]	[null]	1.0	0.0	[null]	[null]		0.2
19	2019-06-03	CONIFA European Football Cup	✅	Azerbaijan	Askeran	Western Armenia	5	Székely Land	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.0	1	0	0	0.2	0.333333333333333	0.4	0.4	0.0	0.2							[null]	[null]	[null]	0.0	0.0	0.0	0.0		0.2
20	2019-06-06	CONIFA European Football Cup	✅	Azerbaijan	Stepanakert	Western Armenia	1	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.166666666666667	0	1	0	0.285714285714286	0.666666666666667	0.4	0.4	0.666666666666667	0.4							0.0	0.0	0.0	0.5	0.0	0.666666666666667	0.333333333333333		0.0
21	2016-05-30	CONIFA World Football Cup	✅	Georgia	Gagra	Panjab	1	Sápmi	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.428571428571429	1	0	0	[null]	[null]	[null]	0.3	0.333333333333333	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]
22	2016-05-31	CONIFA World Football Cup	✅	Georgia	Suhkumi	United Koreans in Japan	0	Iraqi Kurdistan	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.45	0	0	1	1.0	1.0	0.0	0.5	0.333333333333333	0.6							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0
23	2016-06-01	CONIFA World Football Cup	✅	Georgia	Suhkumi	United Koreans in Japan	1	Northern Cyprus	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.533333333333333	0	1	0	0.5	0.5	0.0	0.6	0.666666666666667	0.0							[null]	[null]	[null]	0.0	0.0	[null]	[null]		0.0
24	2016-06-03	CONIFA World Football Cup	✅	Georgia	Suhkumi	United Koreans in Japan	1	Sápmi	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.428571428571429	0	0	1	0.333333333333333	0.333333333333333	0.333333333333333	0.3	0.333333333333333	0.0							[null]	[null]	[null]	0.0	0.5	0.0	0.0		0.333333333333333
25	2016-06-03	CONIFA World Football Cup	✅	Georgia	Suhkumi	Western Armenia	0	Iraqi Kurdistan	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.45	0	1	0	0.0	0.0	0.0	0.5	0.666666666666667	0.6							[null]	[null]	[null]	[null]	[null]	1.0	0.0		0.25
26	2016-06-04	CONIFA World Football Cup	✅	Georgia	Suhkumi	Western Armenia	0	Sápmi	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.428571428571429	0	0	1	0.0	0.0	0.5	0.3	0.333333333333333	0.0							[null]	[null]	[null]	0.0	1.0	0.5	0.0		0.4
27	2016-06-04	CONIFA World Football Cup	✅	Georgia	Suhkumi	Panjab	0	Padania	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.875	0	0	1	1.0	1.0	0.0	0.6	0.333333333333333	0.4							[null]	[null]	[null]	1.0	0.0	[null]	[null]		0.4
28	2016-06-04	CONIFA World Football Cup	✅	Georgia	Suhkumi	United Koreans in Japan	1	Iraqi Kurdistan	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.45	0	1	0	0.25	0.0	0.25	0.4	0.333333333333333	0.6							0.0	0.0	0.0	0.0	0.333333333333333	0.5	0.5		0.4
29	2018-06-05	CONIFA World Football Cup	❌	England	Sutton	Barawa	0	Northern Cyprus	8	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.533333333333333	0	0	1	0.6	1.0	0.0	0.5	0.333333333333333	0.6							[null]	[null]	[null]	[null]	[null]	0.0	1.0		0.4
30	2018-06-05	CONIFA World Football Cup	✅	England	Bracknell	Panjab	0	Padania	2	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.875	0	0	1	0.333333333333333	0.333333333333333	0.333333333333333	0.5	0.666666666666667	0.4							0.0	0.0	0.0	0.5	0.0	1.0	0.0		0.4
31	2018-09-08	AFF Championship qualification	❌	Brunei	Bandar Seri Begawan	Timor-Leste	0	Brunei	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.1	0	0	1	[null]	[null]	[null]	0.2	0.0	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.2
32	2018-11-16	AFF Championship	❌	Laos	Vientiane	Myanmar	3	Laos	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.183206106870229	1	0	0	0.25	0.333333333333333	0.0	0.1	0.0	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.2
33	2019-03-19	Friendly	❌	Myanmar	Mandalay	Myanmar	0	Chinese Taipei	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.21551724137931	0	1	0	0.285714285714286	0.333333333333333	0.2	0.5	0.333333333333333	0.0							[null]	[null]	[null]	1.0	0.0	[null]	[null]		0.2
34	2019-06-04	CONIFA European Football Cup	✅	Azerbaijan	Stepanakert	Western Armenia	1	Padania	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.875	0	1	0	0.333333333333333	0.666666666666667	0.4	0.5	0.333333333333333	0.2							[null]	[null]	[null]	0.0	0.5	1.0	0.0		0.2
35	2019-09-05	FIFA World Cup qualification	❌	Mongolia	Ulaanbaatar	Myanmar	0	Mongolia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.266666666666667	0	0	1	0.3	0.333333333333333	0.2	0.4	0.333333333333333	0.0							[null]	[null]	[null]	0.5	0.5	[null]	[null]		0.4
36	2019-11-19	FIFA World Cup qualification	❌	Myanmar	Mandalay	Myanmar	1	Mongolia	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.266666666666667	1	0	0	0.2	0.333333333333333	0.0	0.2	0.0	0.2							0.0	0.0	0.0	0.333333333333333	0.333333333333333	1.0	0.0		0.4
37	2018-10-10	Friendly	❌	Indonesia	Cikarang	Myanmar	0	Indonesia	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.377176015473888	0	0	1	[null]	[null]	[null]	0.5	0.333333333333333	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]
38	2018-10-12	Friendly	❌	Cambodia	Phnom Penh	Timor-Leste	2	Cambodia	2	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.19672131147541	0	1	0	0.0	0.0	0.0	0.2	0.333333333333333	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0
39	2018-10-16	Friendly	❌	Bahrain	East Riffa	Myanmar	1	Bahrain	4	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.328798185941043	0	0	1	0.0	0.0	0.0	0.2	0.0	0.6							[null]	[null]	[null]	0.0	0.0	[null]	[null]		0.5
40	2018-11-12	AFF Championship	❌	Myanmar	Mandalay	Myanmar	4	Cambodia	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.19672131147541	1	0	0	0.0	0.0	0.0	0.1	0.0	0.2							[null]	[null]	[null]	0.0	0.0	0.0	1.0		0.333333333333333
41	2018-11-13	AFF Championship	❌	Indonesia	Jakarta	Timor-Leste	1	Indonesia	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.377176015473888	0	0	1	0.0	0.0	0.5	0.5	0.333333333333333	0.2							[null]	[null]	[null]	0.0	1.0	1.0	0.0		0.25
42	2018-11-20	AFF Championship	❌	Myanmar	Yangon	Myanmar	0	Vietnam	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.376543209876543	0	1	0	0.4	0.666666666666667	0.0	0.4	0.666666666666667	0.4							[null]	[null]	[null]	0.333333333333333	0.0	[null]	[null]		0.2
43	2018-11-21	AFF Championship	❌	Singapore	Kallang	Timor-Leste	1	Singapore	6	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.304093567251462	0	0	1	0.0	0.0	0.333333333333333	0.5	0.666666666666667	0.0							[null]	[null]	[null]	0.0	0.5	[null]	[null]		0.4
44	2018-11-24	AFF Championship	❌	Malaysia	Kuala Lumpur	Myanmar	0	Malaysia	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.341197822141561	0	0	1	0.333333333333333	0.666666666666667	0.2	0.7	0.666666666666667	0.0							[null]	[null]	[null]	0.25	0.25	[null]	[null]		0.2
45	2019-03-25	Friendly	❌	Myanmar	Mandalay	Myanmar	0	Indonesia	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.377176015473888	0	0	1	0.25	0.0	0.4	0.3	0.333333333333333	0.4							0.0	0.0	0.0	0.2	0.2	1.0	0.0		0.2
46	2019-06-07	FIFA World Cup qualification	❌	Malaysia	Kuala Lumpur	Timor-Leste	1	Malaysia	7	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.341197822141561	0	0	1	0.0	0.0	0.25	0.5	0.666666666666667	0.4							[null]	[null]	[null]	0.0	0.333333333333333	1.0	0.0		0.2
47	2019-06-11	Friendly	❌	Singapore	Kallang	Myanmar	2	Singapore	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.304093567251462	1	0	0	0.222222222222222	0.0	0.4	0.6	0.333333333333333	0.2							[null]	[null]	[null]	0.2	0.2	1.0	0.0		0.2
48	2019-06-11	FIFA World Cup qualification	❌	Malaysia	Kuala Lumpur	Timor-Leste	1	Malaysia	5	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.341197822141561	0	0	1	0.0	0.0	0.2	0.5	1.0	0.2							0.0	0.0	0.0	0.0	0.25	1.0	0.0		0.0
49	2019-10-10	FIFA World Cup qualification	❌	Kyrgyzstan	Bishkek	Myanmar	0	Kyrgyzstan	7	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.240740740740741	0	0	1	0.3	0.0	0.0	0.3	0.0	0.2							[null]	[null]	[null]	0.4	0.2	[null]	[null]		0.0
50	2019-11-14	FIFA World Cup qualification	❌	Myanmar	Mandalay	Myanmar	4	Tajikistan	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.414414414414414	1	0	0	0.2	0.0	0.0	0.4	0.333333333333333	0.0							[null]	[null]	[null]	0.2	0.2	[null]	[null]		0.0
51	2018-10-13	Friendly	❌	Myanmar	Yangon	Myanmar	0	Bolivia	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.221957040572792	0	0	1	0.0	0.0	0.0	0.1	0.0	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]
52	2019-08-30	Friendly	✅	Egypt	Xianghe	Myanmar	1	China PR	4	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.488117001828154	0	0	1	0.3	0.333333333333333	0.4	0.5	0.666666666666667	0.0							[null]	[null]	[null]	0.0	0.0	[null]	[null]		0.0
53	2019-09-10	FIFA World Cup qualification	❌	Myanmar	Yangon	Myanmar	0	Japan	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.471830985915493	0	0	1	0.3	0.333333333333333	0.2	0.4	0.0	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]
54	2016-05-29	CONIFA World Football Cup	❌	Georgia	Suhkumi	Abkhazia	9	Chagos Islands	0	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	[null]	1	0	0	0.166666666666667	0.0	0.6	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]
55	2016-05-30	CONIFA World Football Cup	✅	Georgia	Suhkumi	Székely Land	0	United Koreans in Japan	1	2	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	[null]	...	[null]	0	0	1	0.0	0.0	0.0	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0
56	2016-05-31	CONIFA World Football Cup	❌	Georgia	Suhkumi	Abkhazia	1	Western Armenia	0	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	[null]	1	0	0	0.285714285714286	0.333333333333333	0.4	[null]	[null]	[null]							[null]	[null]	[null]	1.0	0.0	[null]	[null]		0.0
57	2016-06-05	CONIFA World Football Cup	❌	Georgia	Suhkumi	Abkhazia	1	Panjab	1	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	[null]	0	1	0	0.5	1.0	0.0	0.5	0.5	0.0							[null]	[null]	[null]	1.0	0.0	[null]	[null]		0.0
58	2016-08-25	World Unity Cup	❌	England	London	Tamil Eelam	5	Barawa	0	2	0	0	1.0	0.0	0.0		0.166666666666667		OFC	0.0	4.16666666666667		0.0	0.166666666666667	[null]	...	[null]	1	0	0	0.166666666666667	0.0	0.0	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.25
59	2018-05-31	CONIFA World Football Cup	❌	England	Bromley	Tamil Eelam	0	Barawa	4	2	0	0	1.0	0.0	0.0		0.166666666666667		OFC	0.0	4.16666666666667		0.0	0.166666666666667	[null]	...	[null]	0	0	1	0.285714285714286	0.333333333333333	0.0	0.333333333333333	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.2
60	2018-06-03	CONIFA World Football Cup	❌	England	Rotherhithe	Ellan Vannin	0	Barawa	2	2	0	0	0.666666666666667	0.666666666666667	0.0		0.0		OFC	0.0	1.0		0.0	0.0	[null]	...	[null]	0	0	1	0.285714285714286	0.666666666666667	0.2	0.5	0.666666666666667	0.0							[null]	[null]	[null]	[null]	[null]	0.5	0.0		0.2
61	2018-06-05	CONIFA World Football Cup	✅	England	Bracknell	Tuvalu	0	United Koreans in Japan	5	2	0	0	1.15789473684211	0.105263157894737	0.0		0.210526315789474		OFC	0.0	5.31578947368421		0.0	0.210526315789474	[null]	...	[null]	0	0	1	0.1	0.333333333333333	0.0	0.166666666666667	0.0	0.6							[null]	[null]	[null]	[null]	[null]	1.0	0.0		0.2
62	2019-06-03	CONIFA European Football Cup	✅	Azerbaijan	Askeran	Székely Land	0	Western Armenia	5	1	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	[null]	...	[null]	0	0	1	0.4	0.0	0.2	0.2	0.333333333333333	0.4							[null]	[null]	[null]	0.0	0.0	0.0	0.0		0.2
63	2019-06-06	CONIFA European Football Cup	✅	Azerbaijan	Stepanakert	Abkhazia	1	Western Armenia	1	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	[null]	0	1	0	0.4	0.666666666666667	0.4	0.285714285714286	0.666666666666667	0.4							1.0	1.0	0.0	0.666666666666667	0.333333333333333	0.5	0.0		0.0
64	1966-11-27	GaNEFo	✅	Cambodia	Phnom Penh	North Vietnam	4	Palestine	0	2	0	0	1.63157894736842	0.157894736842105	0.0		0.210526315789474		OFC	0.0	2.26315789473684		0.0	0.210526315789474	0	...	0.251655629139073	1	0	0	0.3	0.333333333333333	0.4	0.4	0.333333333333333	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]
65	1966-11-27	GaNEFo	✅	Cambodia	Phnom Penh	Palestine	0	North Vietnam	4	1	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	...	0.210526315789474	0	0	1	0.4	0.333333333333333	0.2	0.3	0.333333333333333	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0
66	1970-01-04	Friendly	❌	Malta	Gżira	Malta	1	Luxembourg	1	1	0	0	0.627777777777778	0.166666666666667	0.0		0.101694915254237		UEFA	0.206666666666667	2.30555555555556		0.0	0.125	0	...	0.069060773480663	0	1	0	0.3	0.666666666666667	0.2	0.1	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0
67	1970-01-04	Friendly	❌	Malta	Gżira	Luxembourg	1	Malta	1	2	0	0	0.566298342541437	0.11878453038674	0.0		0.0588235294117647		UEFA	0.110294117647059	2.8121546961326		0.0	0.069060773480663	0	...	0.125	0	1	0	0.1	0.0	0.0	0.3	0.666666666666667	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.333333333333333
68	1974-10-30	CECAFA Cup	❌	Tanzania	Zanzibar	Zanzibar	2	Somalia	1	1	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0.0891089108910891	1	0	0	0.1	0.0	0.2	0.1	0.333333333333333	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.5
69	1974-10-30	CECAFA Cup	❌	Tanzania	Zanzibar	Somalia	1	Zanzibar	2	2	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0.187817258883249	0	0	1	0.1	0.333333333333333	0.0	0.1	0.0	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.4
70	1976-11-10	CECAFA Cup	❌	Tanzania	Zanzibar	Zanzibar	1	Somalia	0	1	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0.0891089108910891	1	0	0	0.1	0.0	0.0	0.1	0.0	0.2							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.4
71	1976-11-10	CECAFA Cup	❌	Tanzania	Zanzibar	Somalia	0	Zanzibar	1	2	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0.187817258883249	0	0	1	0.1	0.0	0.2	0.1	0.0	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.4
72	1976-11-16	Friendly	❌	Tanzania	Zanzibar	Somalia	1	Zanzibar	1	2	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0.187817258883249	0	1	0	0.1	0.0	0.2	0.2	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.2
73	1976-11-16	Friendly	❌	Tanzania	Zanzibar	Zanzibar	1	Somalia	1	1	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0.0891089108910891	0	1	0	0.2	0.333333333333333	0.0	0.1	0.0	0.2							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.2
74	1977-11-30	CECAFA Cup	❌	Somalia	Mogadishu	Somalia	1	Zanzibar	0	1	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0.187817258883249	1	0	0	0.1	0.0	0.4	0.2	0.333333333333333	0.2							0.0	0.0	0.333333333333333	0.0	0.333333333333333	0.666666666666667	0.333333333333333		0.4
75	1977-11-30	CECAFA Cup	❌	Somalia	Mogadishu	Zanzibar	0	Somalia	1	2	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0.0891089108910891	0	0	1	0.2	0.333333333333333	0.2	0.1	0.0	0.4							0.666666666666667	0.666666666666667	0.333333333333333	0.666666666666667	0.333333333333333	0.0	0.333333333333333		0.4
76	1979-09-01	South Pacific Games	✅	Fiji	Nausori	Tuvalu	5	Tonga	3	2	0	0	1.15789473684211	0.105263157894737	0.0		0.210526315789474		OFC	0.0	5.31578947368421		0.0	0.210526315789474	0	...	0.270833333333333	1	0	0	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.4
77	1979-09-01	South Pacific Games	✅	Fiji	Nausori	Tonga	3	Tuvalu	5	1	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	0.210526315789474	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.4
78	1979-09-05	South Pacific Games	✅	Fiji	Nausori	Tonga	1	Wallis Islands and Futuna	0	1	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	0.142857142857143	1	0	0	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	0.0	0.0	[null]	[null]		0.2
79	1979-09-05	South Pacific Games	✅	Fiji	Nausori	Wallis Islands and Futuna	0	Tonga	1	2	0	0	0.714285714285714	0.0	0.0		0.142857142857143		OFC	0.0	4.90476190476191		0.0	0.142857142857143	0	...	0.270833333333333	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	0.0	0.0		0.0
80	1980-07-02	Friendly	✅	Iceland	Sauðárkrókur	Greenland	0	Faroe Islands	6	2	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0.175257731958763	0	0	1	[null]	[null]	[null]	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0
81	1980-07-02	Friendly	✅	Iceland	Sauðárkrókur	Faroe Islands	6	Greenland	0	1	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	0.303030303030303	1	0	0	0.0	0.0	0.0	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0
82	1981-06-14	Korea Cup	✅	South Korea	Daejeon	Malta	1	Liechtenstein	1	2	0	0	0.627777777777778	0.166666666666667	0.0		0.101694915254237		UEFA	0.206666666666667	2.30555555555556		0.0	0.125	0	...	0.0792682926829268	0	1	0	0.0	0.0	0.0	[null]	[null]	[null]							[null]	[null]	[null]	0.0	1.0	[null]	[null]		0.0
83	1981-06-14	Korea Cup	✅	South Korea	Daejeon	Liechtenstein	1	Malta	1	1	0	0	0.439024390243902	0.121951219512195	0.0		0.05		UEFA	0.148148148148148	2.83536585365854		0.0	0.0792682926829268	0	...	0.125	0	1	0	[null]	[null]	[null]	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	0.0	1.0		0.2
84	1981-09-04	Friendly	❌	Eswatini	Mbabane	Eswatini	1	Lesotho	1	1	0	0	0.828282828282828	0.272727272727273	0.0		0.177083333333333		CAF	0.240963855421687	1.74242424242424		0.0	0.207070707070707	0	...	0.169014084507042	0	1	0	0.2	0.0	0.2	0.3	0.333333333333333	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.4
85	1981-09-04	Friendly	❌	Eswatini	Mbabane	Lesotho	1	Eswatini	1	2	0	0	0.779342723004695	0.309859154929577	0.0		0.150943396226415		CAF	0.216867469879518	1.61971830985915		0.0	0.169014084507042	0	...	0.207070707070707	0	1	0	0.3	0.333333333333333	0.2	0.2	0.0	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.6
86	1983-06-29	Friendly	❌	Greenland	Nuuk	Faroe Islands	0	Greenland	0	2	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	0.303030303030303	0	1	0	0.111111111111111	0.333333333333333	0.0	0.0	0.0	0.0							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.8
87	1983-06-29	Friendly	❌	Greenland	Nuuk	Greenland	0	Faroe Islands	0	1	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0.175257731958763	0	1	0	0.0	0.0	0.0	0.111111111111111	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		1.0
88	1983-07-03	Friendly	❌	Greenland	Nuuk	Greenland	2	Faroe Islands	3	1	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0.175257731958763	0	0	1	0.0	0.0	0.333333333333333	0.1	0.0	0.2							0.0	0.0	0.5	0.0	0.5	0.5	0.5		1.0
89	1983-07-03	Friendly	❌	Greenland	Nuuk	Faroe Islands	3	Greenland	2	2	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	0.303030303030303	1	0	0	0.1	0.0	0.2	0.0	0.0	0.333333333333333							0.5	0.5	0.5	0.5	0.5	0.0	0.5		0.8
90	1983-08-20	South Pacific Games	✅	Western Samoa	Apia	Tonga	0	Wallis Islands and Futuna	3	1	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	0.142857142857143	0	0	1	0.25	0.333333333333333	0.0	0.0	0.0	0.0							1.0	1.0	0.0	0.5	0.0	0.0	0.0		0.6
91	1983-08-20	South Pacific Games	✅	Western Samoa	Apia	Wallis Islands and Futuna	3	Tonga	0	2	0	0	0.714285714285714	0.0	0.0		0.142857142857143		OFC	0.0	4.90476190476191		0.0	0.142857142857143	0	...	0.270833333333333	1	0	0	0.0	0.0	0.0	0.25	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	0.5	0.0		0.4
92	1983-08-22	South Pacific Games	✅	Western Samoa	Apia	American Samoa	3	Wallis Islands and Futuna	0	1	0	0	0.627906976744186	0.0232558139534884	0.0		0.114285714285714		OFC	0.0	6.44186046511628		0.0	0.0930232558139535	0	...	0.142857142857143	1	0	0	0.0	0.0	0.0	0.166666666666667	0.333333333333333	0.0							[null]	[null]	[null]	[null]	[null]	0.5	0.0		0.2
93	1983-08-22	South Pacific Games	✅	Western Samoa	Apia	Wallis Islands and Futuna	0	American Samoa	3	2	0	0	0.714285714285714	0.0	0.0		0.142857142857143		OFC	0.0	4.90476190476191		0.0	0.142857142857143	0	...	0.0930232558139535	0	0	1	0.166666666666667	0.333333333333333	0.0	0.0	0.0	0.0							[null]	[null]	[null]	0.5	0.0	[null]	[null]		0.0
94	1983-08-24	South Pacific Games	✅	Western Samoa	Apia	American Samoa	2	Tonga	3	1	0	0	0.627906976744186	0.0232558139534884	0.0		0.114285714285714		OFC	0.0	6.44186046511628		0.0	0.0930232558139535	0	...	0.270833333333333	0	0	1	0.5	0.5	0.0	0.166666666666667	0.0	0.2							[null]	[null]	[null]	1.0	0.0	0.333333333333333	0.0		0.0
95	1983-08-24	South Pacific Games	✅	Western Samoa	Apia	Tonga	3	American Samoa	2	2	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	0.0930232558139535	1	0	0	0.166666666666667	0.0	0.2	0.5	0.5	0.0							[null]	[null]	[null]	0.333333333333333	0.0	1.0	0.0		0.0
96	1983-11-14	CECAFA Cup	✅	Kenya	Nairobi	Zanzibar	1	Somalia	1	2	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0.0891089108910891	0	1	0	0.2	0.0	0.2	0.1	0.0	0.6							0.5	0.333333333333333	0.25	0.5	0.25	0.25	0.25		0.0
97	1983-11-14	CECAFA Cup	✅	Kenya	Nairobi	Somalia	1	Zanzibar	1	1	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0.187817258883249	0	1	0	0.1	0.0	0.6	0.2	0.0	0.2							0.25	0.333333333333333	0.25	0.25	0.25	0.5	0.25		0.2
98	1984-07-01	Friendly	❌	Eswatini	Lobamba	Eswatini	3	Lesotho	1	1	0	0	0.828282828282828	0.272727272727273	0.0		0.177083333333333		CAF	0.240963855421687	1.74242424242424		0.0	0.207070707070707	0	...	0.169014084507042	1	0	0	0.0	0.0	0.4	0.2	0.0	0.2							0.0	0.0	1.0	0.0	1.0	0.0	1.0		0.4
99	1984-07-01	Friendly	❌	Eswatini	Lobamba	Lesotho	1	Eswatini	3	2	0	0	0.779342723004695	0.309859154929577	0.0		0.150943396226415		CAF	0.216867469879518	1.61971830985915		0.0	0.169014084507042	0	...	0.207070707070707	0	0	1	0.2	0.0	0.2	0.0	0.0	0.4							0.0	0.0	1.0	0.0	1.0	0.0	1.0		0.4
100	1984-08-05	Friendly	❌	Faroe Islands	Klaksvík	Greenland	0	Faroe Islands	1	2	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0.175257731958763	0	0	1	0.0	0.0	0.2	0.2	0.333333333333333	0.4							0.0	0.0	0.333333333333333	0.0	0.333333333333333	0.666666666666667	0.333333333333333		0.4

Rows: 1-100 | Columns: 62

Before we use the 'neutral' variable with our model, we should convert it to an integer.

We need also to create our response column: the outcome of the game.

In [50]:

all_matchs["neutral"].astype("int")
all_matchs.case_when("result",
                     all_matchs["team1_score"] > all_matchs["team2_score"], "1",
                     all_matchs["team1_score"] < all_matchs["team2_score"], "2", 
                     "X")

Out[50]:

	📅 date Date	Abc tournament Varchar(84)	123 neutral Int	Abc country Varchar(64)	Abc city Varchar(56)	Abc team1 Varchar(64)	123 team1_score Integer	Abc team2 Varchar(64)	123 team2_score Integer	123 match_sample Integer	123 nb_World_Cup_1 Integer	123 fifa_rank_1 Integer	123 Avg_goals_1 Float	123 Percent_Draw_1 Float	123 Number_Games_World_Tournament_1 Numeric(34,15)	123 Float	123 Percent_Victory_Away_1 Float	123 Float	Abc confederation_1 Varchar(8)	123 Percent_Victory_Home_1 Float	123 Avg_goals_conceded_1 Float	123 Numeric(34,15)	123 nb_Continental_Cup_1 Numeric(34,15)	123 Percent_Victory_1 Float	123 nb_World_Cup_2 Integer	...	123 victory_team1 Int	123 draw Int	123 victory_team2 Int	123 avg_victory_team1_1_10 Float	123 avg_victory_team1_1_3 Float	123 avg_draw_team1_1_5 Float	123 avg_victory_team2_1_10 Float	123 avg_victory_team2_1_3 Float	123 avg_draw_team2_1_5 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 avg_victory_direct_team1_1_5 Float	123 avg_victory_direct_team1_1_3 Float	123 avg_draw_direct_team1_1_5 Float	123 avg_victory_rank2_team1_1_5 Float	123 avg_draw_rank2_team1_1_5 Float	123 avg_victory_rank1_team2_1_5 Float	123 avg_draw_rank1_team2_1_5 Float	123 Float	123 avg_draw_rank1_rank2_team1_1_5 Float	Abc result Varchar(1)
1	2016-08-26	World Unity Cup	0	England	London	Chagos Islands	3	Barawa	2	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	1	0	0	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1
2	2016-08-26	World Unity Cup	0	England	London	Barawa	2	Chagos Islands	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0	2
3	2018-04-08	Friendly	0	England	London	Chagos Islands	1	Barawa	4	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	0	1	0.5	0.5	0.0	0.0	0.0	0.0							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.0	2
4	2018-04-08	Friendly	0	England	London	Barawa	4	Chagos Islands	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	1	0	0	0.0	0.0	0.0	0.5	0.5	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.0	1
5	2018-05-31	CONIFA World Football Cup	1	England	Carshalton	Western Armenia	0	United Koreans in Japan	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	1	0	0.0	0.0	0.333333333333333	0.2	0.0	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0	X
6	2018-05-31	CONIFA World Football Cup	1	England	Carshalton	United Koreans in Japan	0	Western Armenia	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	1	0	0.2	0.0	0.4	0.0	0.0	0.333333333333333							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.2	X
7	2018-06-07	CONIFA World Football Cup	0	England	Sutton	Barawa	0	Panjab	5	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	0	1	0.5	0.666666666666667	0.0	0.25	0.0	0.25							[null]	[null]	[null]	0.5	0.0	[null]	[null]		0.4	2
8	2018-06-07	CONIFA World Football Cup	0	England	Sutton	Panjab	5	Barawa	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	1	0	0	0.25	0.0	0.25	0.5	0.666666666666667	0.0							[null]	[null]	[null]	[null]	[null]	0.5	0.0		0.4	1
9	2018-06-09	CONIFA World Football Cup	0	England	Haringey	Barawa	0	Western Armenia	7	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	0	1	0.428571428571429	0.333333333333333	0.0	0.0	0.0	0.5							[null]	[null]	[null]	0.333333333333333	0.0	0.0	1.0		0.4	2
10	2018-06-09	CONIFA World Football Cup	0	England	Haringey	Western Armenia	7	Barawa	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	1	0	0	0.0	0.0	0.5	0.428571428571429	0.333333333333333	0.0							[null]	[null]	[null]	0.0	1.0	0.333333333333333	0.0		0.4	1
11	2016-05-29	CONIFA World Football Cup	0	Georgia	Suhkumi	Chagos Islands	0	Abkhazia	9	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.166666666666667	0.0	0.6							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2
12	2016-05-30	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	1	Székely Land	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	[null]	[null]	[null]	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0	1
13	2016-05-31	CONIFA World Football Cup	0	Georgia	Suhkumi	Western Armenia	0	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.285714285714286	0.333333333333333	0.4							[null]	[null]	[null]	[null]	[null]	1.0	0.0		0.0	2
14	2016-06-05	CONIFA World Football Cup	0	Georgia	Suhkumi	Panjab	1	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.5	0.5	0.0	0.5	1.0	0.0							[null]	[null]	[null]	[null]	[null]	1.0	0.0		0.0	X
15	2016-08-25	World Unity Cup	0	England	London	Barawa	0	Tamil Eelam	5	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.166666666666667	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.25	2
16	2018-05-31	CONIFA World Football Cup	0	England	Bromley	Barawa	4	Tamil Eelam	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.333333333333333	0.333333333333333	0.0	0.285714285714286	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.2	1
17	2018-06-03	CONIFA World Football Cup	0	England	Rotherhithe	Barawa	2	Ellan Vannin	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.5	0.666666666666667	0.0	0.285714285714286	0.666666666666667	0.2							[null]	[null]	[null]	0.5	0.0	[null]	[null]		0.2	1
18	2018-06-05	CONIFA World Football Cup	1	England	Bracknell	United Koreans in Japan	5	Tuvalu	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.166666666666667	0.0	0.6	0.1	0.333333333333333	0.0							[null]	[null]	[null]	1.0	0.0	[null]	[null]		0.2	1
19	2019-06-03	CONIFA European Football Cup	1	Azerbaijan	Askeran	Western Armenia	5	Székely Land	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.2	0.333333333333333	0.4	0.4	0.0	0.2							[null]	[null]	[null]	0.0	0.0	0.0	0.0		0.2	1
20	2019-06-06	CONIFA European Football Cup	1	Azerbaijan	Stepanakert	Western Armenia	1	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.285714285714286	0.666666666666667	0.4	0.4	0.666666666666667	0.4							0.0	0.0	0.0	0.5	0.0	0.666666666666667	0.333333333333333		0.0	X
21	2016-05-30	CONIFA World Football Cup	1	Georgia	Gagra	Panjab	1	Sápmi	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	[null]	[null]	[null]	0.3	0.333333333333333	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1
22	2016-05-31	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	0	Iraqi Kurdistan	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	1.0	1.0	0.0	0.5	0.333333333333333	0.6							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0	2
23	2016-06-01	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	1	Northern Cyprus	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.5	0.5	0.0	0.6	0.666666666666667	0.0							[null]	[null]	[null]	0.0	0.0	[null]	[null]		0.0	X
24	2016-06-03	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	1	Sápmi	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.333333333333333	0.333333333333333	0.333333333333333	0.3	0.333333333333333	0.0							[null]	[null]	[null]	0.0	0.5	0.0	0.0		0.333333333333333	2
25	2016-06-03	CONIFA World Football Cup	1	Georgia	Suhkumi	Western Armenia	0	Iraqi Kurdistan	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.0	0.0	0.0	0.5	0.666666666666667	0.6							[null]	[null]	[null]	[null]	[null]	1.0	0.0		0.25	X
26	2016-06-04	CONIFA World Football Cup	1	Georgia	Suhkumi	Western Armenia	0	Sápmi	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.5	0.3	0.333333333333333	0.0							[null]	[null]	[null]	0.0	1.0	0.5	0.0		0.4	2
27	2016-06-04	CONIFA World Football Cup	1	Georgia	Suhkumi	Panjab	0	Padania	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	1.0	1.0	0.0	0.6	0.333333333333333	0.4							[null]	[null]	[null]	1.0	0.0	[null]	[null]		0.4	2
28	2016-06-04	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	1	Iraqi Kurdistan	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.25	0.0	0.25	0.4	0.333333333333333	0.6							0.0	0.0	0.0	0.0	0.333333333333333	0.5	0.5		0.4	X
29	2018-06-05	CONIFA World Football Cup	0	England	Sutton	Barawa	0	Northern Cyprus	8	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.6	1.0	0.0	0.5	0.333333333333333	0.6							[null]	[null]	[null]	[null]	[null]	0.0	1.0		0.4	2
30	2018-06-05	CONIFA World Football Cup	1	England	Bracknell	Panjab	0	Padania	2	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.333333333333333	0.333333333333333	0.333333333333333	0.5	0.666666666666667	0.4							0.0	0.0	0.0	0.5	0.0	1.0	0.0		0.4	2
31	2018-09-08	AFF Championship qualification	0	Brunei	Bandar Seri Begawan	Timor-Leste	0	Brunei	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.2	0.0	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.2	2
32	2018-11-16	AFF Championship	0	Laos	Vientiane	Myanmar	3	Laos	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.25	0.333333333333333	0.0	0.1	0.0	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.2	1
33	2019-03-19	Friendly	0	Myanmar	Mandalay	Myanmar	0	Chinese Taipei	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.285714285714286	0.333333333333333	0.2	0.5	0.333333333333333	0.0							[null]	[null]	[null]	1.0	0.0	[null]	[null]		0.2	X
34	2019-06-04	CONIFA European Football Cup	1	Azerbaijan	Stepanakert	Western Armenia	1	Padania	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.333333333333333	0.666666666666667	0.4	0.5	0.333333333333333	0.2							[null]	[null]	[null]	0.0	0.5	1.0	0.0		0.2	X
35	2019-09-05	FIFA World Cup qualification	0	Mongolia	Ulaanbaatar	Myanmar	0	Mongolia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.3	0.333333333333333	0.2	0.4	0.333333333333333	0.0							[null]	[null]	[null]	0.5	0.5	[null]	[null]		0.4	2
36	2019-11-19	FIFA World Cup qualification	0	Myanmar	Mandalay	Myanmar	1	Mongolia	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.2	0.333333333333333	0.0	0.2	0.0	0.2							0.0	0.0	0.0	0.333333333333333	0.333333333333333	1.0	0.0		0.4	1
37	2018-10-10	Friendly	0	Indonesia	Cikarang	Myanmar	0	Indonesia	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.5	0.333333333333333	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2
38	2018-10-12	Friendly	0	Cambodia	Phnom Penh	Timor-Leste	2	Cambodia	2	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.0	0.0	0.0	0.2	0.333333333333333	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0	X
39	2018-10-16	Friendly	0	Bahrain	East Riffa	Myanmar	1	Bahrain	4	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.0	0.2	0.0	0.6							[null]	[null]	[null]	0.0	0.0	[null]	[null]		0.5	2
40	2018-11-12	AFF Championship	0	Myanmar	Mandalay	Myanmar	4	Cambodia	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.0	0.0	0.0	0.1	0.0	0.2							[null]	[null]	[null]	0.0	0.0	0.0	1.0		0.333333333333333	1
41	2018-11-13	AFF Championship	0	Indonesia	Jakarta	Timor-Leste	1	Indonesia	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.5	0.5	0.333333333333333	0.2							[null]	[null]	[null]	0.0	1.0	1.0	0.0		0.25	2
42	2018-11-20	AFF Championship	0	Myanmar	Yangon	Myanmar	0	Vietnam	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.4	0.666666666666667	0.0	0.4	0.666666666666667	0.4							[null]	[null]	[null]	0.333333333333333	0.0	[null]	[null]		0.2	X
43	2018-11-21	AFF Championship	0	Singapore	Kallang	Timor-Leste	1	Singapore	6	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.333333333333333	0.5	0.666666666666667	0.0							[null]	[null]	[null]	0.0	0.5	[null]	[null]		0.4	2
44	2018-11-24	AFF Championship	0	Malaysia	Kuala Lumpur	Myanmar	0	Malaysia	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.333333333333333	0.666666666666667	0.2	0.7	0.666666666666667	0.0							[null]	[null]	[null]	0.25	0.25	[null]	[null]		0.2	2
45	2019-03-25	Friendly	0	Myanmar	Mandalay	Myanmar	0	Indonesia	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.25	0.0	0.4	0.3	0.333333333333333	0.4							0.0	0.0	0.0	0.2	0.2	1.0	0.0		0.2	2
46	2019-06-07	FIFA World Cup qualification	0	Malaysia	Kuala Lumpur	Timor-Leste	1	Malaysia	7	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.25	0.5	0.666666666666667	0.4							[null]	[null]	[null]	0.0	0.333333333333333	1.0	0.0		0.2	2
47	2019-06-11	Friendly	0	Singapore	Kallang	Myanmar	2	Singapore	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.222222222222222	0.0	0.4	0.6	0.333333333333333	0.2							[null]	[null]	[null]	0.2	0.2	1.0	0.0		0.2	1
48	2019-06-11	FIFA World Cup qualification	0	Malaysia	Kuala Lumpur	Timor-Leste	1	Malaysia	5	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.2	0.5	1.0	0.2							0.0	0.0	0.0	0.0	0.25	1.0	0.0		0.0	2
49	2019-10-10	FIFA World Cup qualification	0	Kyrgyzstan	Bishkek	Myanmar	0	Kyrgyzstan	7	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.3	0.0	0.0	0.3	0.0	0.2							[null]	[null]	[null]	0.4	0.2	[null]	[null]		0.0	2
50	2019-11-14	FIFA World Cup qualification	0	Myanmar	Mandalay	Myanmar	4	Tajikistan	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.2	0.0	0.0	0.4	0.333333333333333	0.0							[null]	[null]	[null]	0.2	0.2	[null]	[null]		0.0	1
51	2018-10-13	Friendly	0	Myanmar	Yangon	Myanmar	0	Bolivia	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.0	0.1	0.0	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2
52	2019-08-30	Friendly	1	Egypt	Xianghe	Myanmar	1	China PR	4	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.3	0.333333333333333	0.4	0.5	0.666666666666667	0.0							[null]	[null]	[null]	0.0	0.0	[null]	[null]		0.0	2
53	2019-09-10	FIFA World Cup qualification	0	Myanmar	Yangon	Myanmar	0	Japan	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.3	0.333333333333333	0.2	0.4	0.0	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2
54	2016-05-29	CONIFA World Football Cup	0	Georgia	Suhkumi	Abkhazia	9	Chagos Islands	0	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	1	0	0	0.166666666666667	0.0	0.6	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1
55	2016-05-30	CONIFA World Football Cup	1	Georgia	Suhkumi	Székely Land	0	United Koreans in Japan	1	2	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	[null]	...	0	0	1	0.0	0.0	0.0	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0	2
56	2016-05-31	CONIFA World Football Cup	0	Georgia	Suhkumi	Abkhazia	1	Western Armenia	0	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	1	0	0	0.285714285714286	0.333333333333333	0.4	[null]	[null]	[null]							[null]	[null]	[null]	1.0	0.0	[null]	[null]		0.0	1
57	2016-06-05	CONIFA World Football Cup	0	Georgia	Suhkumi	Abkhazia	1	Panjab	1	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	0	1	0	0.5	1.0	0.0	0.5	0.5	0.0							[null]	[null]	[null]	1.0	0.0	[null]	[null]		0.0	X
58	2016-08-25	World Unity Cup	0	England	London	Tamil Eelam	5	Barawa	0	2	0	0	1.0	0.0	0.0		0.166666666666667		OFC	0.0	4.16666666666667		0.0	0.166666666666667	[null]	...	1	0	0	0.166666666666667	0.0	0.0	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.25	1
59	2018-05-31	CONIFA World Football Cup	0	England	Bromley	Tamil Eelam	0	Barawa	4	2	0	0	1.0	0.0	0.0		0.166666666666667		OFC	0.0	4.16666666666667		0.0	0.166666666666667	[null]	...	0	0	1	0.285714285714286	0.333333333333333	0.0	0.333333333333333	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.2	2
60	2018-06-03	CONIFA World Football Cup	0	England	Rotherhithe	Ellan Vannin	0	Barawa	2	2	0	0	0.666666666666667	0.666666666666667	0.0		0.0		OFC	0.0	1.0		0.0	0.0	[null]	...	0	0	1	0.285714285714286	0.666666666666667	0.2	0.5	0.666666666666667	0.0							[null]	[null]	[null]	[null]	[null]	0.5	0.0		0.2	2
61	2018-06-05	CONIFA World Football Cup	1	England	Bracknell	Tuvalu	0	United Koreans in Japan	5	2	0	0	1.15789473684211	0.105263157894737	0.0		0.210526315789474		OFC	0.0	5.31578947368421		0.0	0.210526315789474	[null]	...	0	0	1	0.1	0.333333333333333	0.0	0.166666666666667	0.0	0.6							[null]	[null]	[null]	[null]	[null]	1.0	0.0		0.2	2
62	2019-06-03	CONIFA European Football Cup	1	Azerbaijan	Askeran	Székely Land	0	Western Armenia	5	1	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	[null]	...	0	0	1	0.4	0.0	0.2	0.2	0.333333333333333	0.4							[null]	[null]	[null]	0.0	0.0	0.0	0.0		0.2	2
63	2019-06-06	CONIFA European Football Cup	1	Azerbaijan	Stepanakert	Abkhazia	1	Western Armenia	1	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	0	1	0	0.4	0.666666666666667	0.4	0.285714285714286	0.666666666666667	0.4							1.0	1.0	0.0	0.666666666666667	0.333333333333333	0.5	0.0		0.0	X
64	1966-11-27	GaNEFo	1	Cambodia	Phnom Penh	North Vietnam	4	Palestine	0	2	0	0	1.63157894736842	0.157894736842105	0.0		0.210526315789474		OFC	0.0	2.26315789473684		0.0	0.210526315789474	0	...	1	0	0	0.3	0.333333333333333	0.4	0.4	0.333333333333333	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1
65	1966-11-27	GaNEFo	1	Cambodia	Phnom Penh	Palestine	0	North Vietnam	4	1	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	...	0	0	1	0.4	0.333333333333333	0.2	0.3	0.333333333333333	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0	2
66	1970-01-04	Friendly	0	Malta	Gżira	Malta	1	Luxembourg	1	1	0	0	0.627777777777778	0.166666666666667	0.0		0.101694915254237		UEFA	0.206666666666667	2.30555555555556		0.0	0.125	0	...	0	1	0	0.3	0.666666666666667	0.2	0.1	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0	X
67	1970-01-04	Friendly	0	Malta	Gżira	Luxembourg	1	Malta	1	2	0	0	0.566298342541437	0.11878453038674	0.0		0.0588235294117647		UEFA	0.110294117647059	2.8121546961326		0.0	0.069060773480663	0	...	0	1	0	0.1	0.0	0.0	0.3	0.666666666666667	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.333333333333333	X
68	1974-10-30	CECAFA Cup	0	Tanzania	Zanzibar	Zanzibar	2	Somalia	1	1	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	1	0	0	0.1	0.0	0.2	0.1	0.333333333333333	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.5	1
69	1974-10-30	CECAFA Cup	0	Tanzania	Zanzibar	Somalia	1	Zanzibar	2	2	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0	0	1	0.1	0.333333333333333	0.0	0.1	0.0	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.4	2
70	1976-11-10	CECAFA Cup	0	Tanzania	Zanzibar	Zanzibar	1	Somalia	0	1	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	1	0	0	0.1	0.0	0.0	0.1	0.0	0.2							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.4	1
71	1976-11-10	CECAFA Cup	0	Tanzania	Zanzibar	Somalia	0	Zanzibar	1	2	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0	0	1	0.1	0.0	0.2	0.1	0.0	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.4	2
72	1976-11-16	Friendly	0	Tanzania	Zanzibar	Somalia	1	Zanzibar	1	2	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0	1	0	0.1	0.0	0.2	0.2	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.2	X
73	1976-11-16	Friendly	0	Tanzania	Zanzibar	Zanzibar	1	Somalia	1	1	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0	1	0	0.2	0.333333333333333	0.0	0.1	0.0	0.2							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.2	X
74	1977-11-30	CECAFA Cup	0	Somalia	Mogadishu	Somalia	1	Zanzibar	0	1	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	1	0	0	0.1	0.0	0.4	0.2	0.333333333333333	0.2							0.0	0.0	0.333333333333333	0.0	0.333333333333333	0.666666666666667	0.333333333333333		0.4	1
75	1977-11-30	CECAFA Cup	0	Somalia	Mogadishu	Zanzibar	0	Somalia	1	2	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0	0	1	0.2	0.333333333333333	0.2	0.1	0.0	0.4							0.666666666666667	0.666666666666667	0.333333333333333	0.666666666666667	0.333333333333333	0.0	0.333333333333333		0.4	2
76	1979-09-01	South Pacific Games	1	Fiji	Nausori	Tuvalu	5	Tonga	3	2	0	0	1.15789473684211	0.105263157894737	0.0		0.210526315789474		OFC	0.0	5.31578947368421		0.0	0.210526315789474	0	...	1	0	0	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.4	1
77	1979-09-01	South Pacific Games	1	Fiji	Nausori	Tonga	3	Tuvalu	5	1	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.4	2
78	1979-09-05	South Pacific Games	1	Fiji	Nausori	Tonga	1	Wallis Islands and Futuna	0	1	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	1	0	0	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	0.0	0.0	[null]	[null]		0.2	1
79	1979-09-05	South Pacific Games	1	Fiji	Nausori	Wallis Islands and Futuna	0	Tonga	1	2	0	0	0.714285714285714	0.0	0.0		0.142857142857143		OFC	0.0	4.90476190476191		0.0	0.142857142857143	0	...	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	0.0	0.0		0.0	2
80	1980-07-02	Friendly	1	Iceland	Sauðárkrókur	Greenland	0	Faroe Islands	6	2	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0	0	1	[null]	[null]	[null]	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0	2
81	1980-07-02	Friendly	1	Iceland	Sauðárkrókur	Faroe Islands	6	Greenland	0	1	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	1	0	0	0.0	0.0	0.0	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.0	1
82	1981-06-14	Korea Cup	1	South Korea	Daejeon	Malta	1	Liechtenstein	1	2	0	0	0.627777777777778	0.166666666666667	0.0		0.101694915254237		UEFA	0.206666666666667	2.30555555555556		0.0	0.125	0	...	0	1	0	0.0	0.0	0.0	[null]	[null]	[null]							[null]	[null]	[null]	0.0	1.0	[null]	[null]		0.0	X
83	1981-06-14	Korea Cup	1	South Korea	Daejeon	Liechtenstein	1	Malta	1	1	0	0	0.439024390243902	0.121951219512195	0.0		0.05		UEFA	0.148148148148148	2.83536585365854		0.0	0.0792682926829268	0	...	0	1	0	[null]	[null]	[null]	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	0.0	1.0		0.2	X
84	1981-09-04	Friendly	0	Eswatini	Mbabane	Eswatini	1	Lesotho	1	1	0	0	0.828282828282828	0.272727272727273	0.0		0.177083333333333		CAF	0.240963855421687	1.74242424242424		0.0	0.207070707070707	0	...	0	1	0	0.2	0.0	0.2	0.3	0.333333333333333	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.4	X
85	1981-09-04	Friendly	0	Eswatini	Mbabane	Lesotho	1	Eswatini	1	2	0	0	0.779342723004695	0.309859154929577	0.0		0.150943396226415		CAF	0.216867469879518	1.61971830985915		0.0	0.169014084507042	0	...	0	1	0	0.3	0.333333333333333	0.2	0.2	0.0	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		0.6	X
86	1983-06-29	Friendly	0	Greenland	Nuuk	Faroe Islands	0	Greenland	0	2	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	0	1	0	0.111111111111111	0.333333333333333	0.0	0.0	0.0	0.0							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.8	X
87	1983-06-29	Friendly	0	Greenland	Nuuk	Greenland	0	Faroe Islands	0	1	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0	1	0	0.0	0.0	0.0	0.111111111111111	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		1.0	X
88	1983-07-03	Friendly	0	Greenland	Nuuk	Greenland	2	Faroe Islands	3	1	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0	0	1	0.0	0.0	0.333333333333333	0.1	0.0	0.2							0.0	0.0	0.5	0.0	0.5	0.5	0.5		1.0	2
89	1983-07-03	Friendly	0	Greenland	Nuuk	Faroe Islands	3	Greenland	2	2	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	1	0	0	0.1	0.0	0.2	0.0	0.0	0.333333333333333							0.5	0.5	0.5	0.5	0.5	0.0	0.5		0.8	1
90	1983-08-20	South Pacific Games	1	Western Samoa	Apia	Tonga	0	Wallis Islands and Futuna	3	1	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	0	0	1	0.25	0.333333333333333	0.0	0.0	0.0	0.0							1.0	1.0	0.0	0.5	0.0	0.0	0.0		0.6	2
91	1983-08-20	South Pacific Games	1	Western Samoa	Apia	Wallis Islands and Futuna	3	Tonga	0	2	0	0	0.714285714285714	0.0	0.0		0.142857142857143		OFC	0.0	4.90476190476191		0.0	0.142857142857143	0	...	1	0	0	0.0	0.0	0.0	0.25	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	0.5	0.0		0.4	1
92	1983-08-22	South Pacific Games	1	Western Samoa	Apia	American Samoa	3	Wallis Islands and Futuna	0	1	0	0	0.627906976744186	0.0232558139534884	0.0		0.114285714285714		OFC	0.0	6.44186046511628		0.0	0.0930232558139535	0	...	1	0	0	0.0	0.0	0.0	0.166666666666667	0.333333333333333	0.0							[null]	[null]	[null]	[null]	[null]	0.5	0.0		0.2	1
93	1983-08-22	South Pacific Games	1	Western Samoa	Apia	Wallis Islands and Futuna	0	American Samoa	3	2	0	0	0.714285714285714	0.0	0.0		0.142857142857143		OFC	0.0	4.90476190476191		0.0	0.142857142857143	0	...	0	0	1	0.166666666666667	0.333333333333333	0.0	0.0	0.0	0.0							[null]	[null]	[null]	0.5	0.0	[null]	[null]		0.0	2
94	1983-08-24	South Pacific Games	1	Western Samoa	Apia	American Samoa	2	Tonga	3	1	0	0	0.627906976744186	0.0232558139534884	0.0		0.114285714285714		OFC	0.0	6.44186046511628		0.0	0.0930232558139535	0	...	0	0	1	0.5	0.5	0.0	0.166666666666667	0.0	0.2							[null]	[null]	[null]	1.0	0.0	0.333333333333333	0.0		0.0	2
95	1983-08-24	South Pacific Games	1	Western Samoa	Apia	Tonga	3	American Samoa	2	2	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	1	0	0	0.166666666666667	0.0	0.2	0.5	0.5	0.0							[null]	[null]	[null]	0.333333333333333	0.0	1.0	0.0		0.0	1
96	1983-11-14	CECAFA Cup	1	Kenya	Nairobi	Zanzibar	1	Somalia	1	2	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0	1	0	0.2	0.0	0.2	0.1	0.0	0.6							0.5	0.333333333333333	0.25	0.5	0.25	0.25	0.25		0.0	X
97	1983-11-14	CECAFA Cup	1	Kenya	Nairobi	Somalia	1	Zanzibar	1	1	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0	1	0	0.1	0.0	0.6	0.2	0.0	0.2							0.25	0.333333333333333	0.25	0.25	0.25	0.5	0.25		0.2	X
98	1984-07-01	Friendly	0	Eswatini	Lobamba	Eswatini	3	Lesotho	1	1	0	0	0.828282828282828	0.272727272727273	0.0		0.177083333333333		CAF	0.240963855421687	1.74242424242424		0.0	0.207070707070707	0	...	1	0	0	0.0	0.0	0.4	0.2	0.0	0.2							0.0	0.0	1.0	0.0	1.0	0.0	1.0		0.4	1
99	1984-07-01	Friendly	0	Eswatini	Lobamba	Lesotho	1	Eswatini	3	2	0	0	0.779342723004695	0.309859154929577	0.0		0.150943396226415		CAF	0.216867469879518	1.61971830985915		0.0	0.169014084507042	0	...	0	0	1	0.2	0.0	0.2	0.0	0.0	0.4							0.0	0.0	1.0	0.0	1.0	0.0	1.0		0.4	2
100	1984-08-05	Friendly	0	Faroe Islands	Klaksvík	Greenland	0	Faroe Islands	1	2	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0	0	1	0.0	0.0	0.2	0.2	0.333333333333333	0.4							0.0	0.0	0.333333333333333	0.0	0.333333333333333	0.666666666666667	0.333333333333333		0.4	2

Rows: 1-100 | Columns: 63

We have some missing values here. This might be because the two teams never played together, the competition was one or both teams' first, etc.

In [51]:

all_matchs.count()

Out[51]:

	count
	82818.0
	82818.0
	82818.0
	82818.0
	82818.0
	82818.0
	82818.0
	82818.0
	82818.0
	82818.0
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	82765.0
	82765.0
	82765.0
	82765.0
	82765.0
	82765.0
	82765.0
	82765.0
	82765.0
	82765.0
	82765.0
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	82765.0
	82765.0
	82765.0
	82765.0
	82765.0
	82765.0
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	82771.0
	82771.0
	82818.0

Rows: 1-63 | Columns: 2

We need to impute these missing values.

In [52]:

all_matchs["avg_victory_direct_team1_1_5"] = st.coalesce(all_matchs["avg_victory_direct_team1_1_5"],
                                                         all_matchs["avg_victory_rank2_team1_1_5"],
                                                         all_matchs["avg_victory_rank1_rank2_team1_1_5"])
all_matchs["avg_victory_direct_team1_1_3"] = st.coalesce(all_matchs["avg_victory_direct_team1_1_3"],
                                                         all_matchs["avg_victory_rank2_team1_1_5"],
                                                         all_matchs["avg_victory_rank1_rank2_team1_1_5"])
all_matchs["avg_draw_direct_team1_1_5"] = st.coalesce(all_matchs["avg_draw_direct_team1_1_5"],
                                                      all_matchs["avg_draw_rank2_team1_1_5"],
                                                      all_matchs["avg_draw_rank1_rank2_team1_1_5"])
all_matchs["avg_victory_same_tournament_team1_1_10"].fillna(expr = "avg_victory_team1_1_10")
all_matchs["avg_victory_same_tournament_team1_1_3"].fillna(expr = "avg_victory_team1_1_3")
all_matchs["avg_draw_same_tournament_team1_1_5"].fillna(expr = "avg_draw_team1_1_5")
all_matchs["avg_victory_same_tournament_team2_1_10"].fillna(expr = "avg_victory_team2_1_10")
all_matchs["avg_victory_same_tournament_team2_1_3"].fillna(expr = "avg_victory_team2_1_3")
all_matchs["avg_draw_same_tournament_team2_1_5"].fillna(expr = "avg_draw_team2_1_5")

1833 elements were filled.
2112 elements were filled.
1833 elements were filled.
1833 elements were filled.
2112 elements were filled.
1833 elements were filled.

Out[52]:

	📅 date Date	Abc tournament Varchar(84)	123 neutral Int	Abc country Varchar(64)	Abc city Varchar(56)	Abc team1 Varchar(64)	123 team1_score Integer	Abc team2 Varchar(64)	123 team2_score Integer	123 match_sample Integer	123 nb_World_Cup_1 Integer	123 fifa_rank_1 Integer	123 Avg_goals_1 Float	123 Percent_Draw_1 Float	123 Number_Games_World_Tournament_1 Numeric(34,15)	123 Float	123 Percent_Victory_Away_1 Float	123 Float	Abc confederation_1 Varchar(8)	123 Percent_Victory_Home_1 Float	123 Avg_goals_conceded_1 Float	123 Numeric(34,15)	123 nb_Continental_Cup_1 Numeric(34,15)	123 Percent_Victory_1 Float	123 nb_World_Cup_2 Integer	...	123 victory_team1 Int	123 draw Int	123 victory_team2 Int	123 avg_victory_team1_1_10 Float	123 avg_victory_team1_1_3 Float	123 avg_draw_team1_1_5 Float	123 avg_victory_team2_1_10 Float	123 avg_victory_team2_1_3 Float	123 avg_draw_team2_1_5 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 avg_victory_direct_team1_1_5 Float	123 avg_victory_direct_team1_1_3 Float	123 avg_draw_direct_team1_1_5 Float	123 avg_victory_rank2_team1_1_5 Float	123 avg_draw_rank2_team1_1_5 Float	123 avg_victory_rank1_team2_1_5 Float	123 avg_draw_rank1_team2_1_5 Float	123 Float	123 avg_draw_rank1_rank2_team1_1_5 Float	Abc result Varchar(1)
1	2016-08-26	World Unity Cup	0	England	London	Chagos Islands	3	Barawa	2	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	1	0	0	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1
2	2016-08-26	World Unity Cup	0	England	London	Barawa	2	Chagos Islands	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0							1.0	1.0	0.0	[null]	[null]	[null]	[null]		0.0	2
3	2018-04-08	Friendly	0	England	London	Chagos Islands	1	Barawa	4	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	0	1	0.5	0.5	0.0	0.0	0.0	0.0							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.0	2
4	2018-04-08	Friendly	0	England	London	Barawa	4	Chagos Islands	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	1	0	0	0.0	0.0	0.0	0.5	0.5	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.0	1
5	2018-05-31	CONIFA World Football Cup	1	England	Carshalton	Western Armenia	0	United Koreans in Japan	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	1	0	0.0	0.0	0.333333333333333	0.2	0.0	0.4							0.5	0.5	0.0	[null]	[null]	[null]	[null]		0.0	X
6	2018-05-31	CONIFA World Football Cup	1	England	Carshalton	United Koreans in Japan	0	Western Armenia	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	1	0	0.2	0.0	0.4	0.0	0.0	0.333333333333333							0.4	0.4	0.2	[null]	[null]	[null]	[null]		0.2	X
7	2018-06-07	CONIFA World Football Cup	0	England	Sutton	Barawa	0	Panjab	5	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	0	1	0.5	0.666666666666667	0.0	0.25	0.0	0.25							0.5	0.5	0.0	0.5	0.0	[null]	[null]		0.4	2
8	2018-06-07	CONIFA World Football Cup	0	England	Sutton	Panjab	5	Barawa	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	1	0	0	0.25	0.0	0.25	0.5	0.666666666666667	0.0							0.2	0.2	0.4	[null]	[null]	0.5	0.0		0.4	1
9	2018-06-09	CONIFA World Football Cup	0	England	Haringey	Barawa	0	Western Armenia	7	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	0	1	0.428571428571429	0.333333333333333	0.0	0.0	0.0	0.5							0.333333333333333	0.333333333333333	0.0	0.333333333333333	0.0	0.0	1.0		0.4	2
10	2018-06-09	CONIFA World Football Cup	0	England	Haringey	Western Armenia	7	Barawa	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	1	0	0	0.0	0.0	0.5	0.428571428571429	0.333333333333333	0.0							0.0	0.0	1.0	0.0	1.0	0.333333333333333	0.0		0.4	1
11	2016-05-29	CONIFA World Football Cup	0	Georgia	Suhkumi	Chagos Islands	0	Abkhazia	9	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.166666666666667	0.0	0.6							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2
12	2016-05-30	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	1	Székely Land	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	[null]	[null]	[null]	0.0	0.0	0.0							0.0	0.0	0.0	[null]	[null]	[null]	[null]		0.0	1
13	2016-05-31	CONIFA World Football Cup	0	Georgia	Suhkumi	Western Armenia	0	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.285714285714286	0.333333333333333	0.4							0.5	0.5	0.0	[null]	[null]	1.0	0.0		0.0	2
14	2016-06-05	CONIFA World Football Cup	0	Georgia	Suhkumi	Panjab	1	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.5	0.5	0.0	0.5	1.0	0.0							0.333333333333333	0.333333333333333	0.0	[null]	[null]	1.0	0.0		0.0	X
15	2016-08-25	World Unity Cup	0	England	London	Barawa	0	Tamil Eelam	5	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.166666666666667	0.0	0.0							0.25	0.25	0.25	[null]	[null]	[null]	[null]		0.25	2
16	2018-05-31	CONIFA World Football Cup	0	England	Bromley	Barawa	4	Tamil Eelam	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.333333333333333	0.333333333333333	0.0	0.285714285714286	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.2	1
17	2018-06-03	CONIFA World Football Cup	0	England	Rotherhithe	Barawa	2	Ellan Vannin	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.5	0.666666666666667	0.0	0.285714285714286	0.666666666666667	0.2							0.5	0.5	0.0	0.5	0.0	[null]	[null]		0.2	1
18	2018-06-05	CONIFA World Football Cup	1	England	Bracknell	United Koreans in Japan	5	Tuvalu	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.166666666666667	0.0	0.6	0.1	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.2	1
19	2019-06-03	CONIFA European Football Cup	1	Azerbaijan	Askeran	Western Armenia	5	Székely Land	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.2	0.333333333333333	0.4	0.4	0.0	0.2							0.0	0.0	0.0	0.0	0.0	0.0	0.0		0.2	1
20	2019-06-06	CONIFA European Football Cup	1	Azerbaijan	Stepanakert	Western Armenia	1	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.285714285714286	0.666666666666667	0.4	0.4	0.666666666666667	0.4							0.0	0.0	0.0	0.5	0.0	0.666666666666667	0.333333333333333		0.0	X
21	2016-05-30	CONIFA World Football Cup	1	Georgia	Gagra	Panjab	1	Sápmi	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	[null]	[null]	[null]	0.3	0.333333333333333	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1
22	2016-05-31	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	0	Iraqi Kurdistan	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	1.0	1.0	0.0	0.5	0.333333333333333	0.6							1.0	1.0	0.0	[null]	[null]	[null]	[null]		0.0	2
23	2016-06-01	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	1	Northern Cyprus	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.5	0.5	0.0	0.6	0.666666666666667	0.0							0.0	0.0	0.0	0.0	0.0	[null]	[null]		0.0	X
24	2016-06-03	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	1	Sápmi	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.333333333333333	0.333333333333333	0.333333333333333	0.3	0.333333333333333	0.0							0.0	0.0	0.5	0.0	0.5	0.0	0.0		0.333333333333333	2
25	2016-06-03	CONIFA World Football Cup	1	Georgia	Suhkumi	Western Armenia	0	Iraqi Kurdistan	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.0	0.0	0.0	0.5	0.666666666666667	0.6							0.25	0.25	0.25	[null]	[null]	1.0	0.0		0.25	X
26	2016-06-04	CONIFA World Football Cup	1	Georgia	Suhkumi	Western Armenia	0	Sápmi	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.5	0.3	0.333333333333333	0.0							0.0	0.0	1.0	0.0	1.0	0.5	0.0		0.4	2
27	2016-06-04	CONIFA World Football Cup	1	Georgia	Suhkumi	Panjab	0	Padania	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	1.0	1.0	0.0	0.6	0.333333333333333	0.4							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.4	2
28	2016-06-04	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	1	Iraqi Kurdistan	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.25	0.0	0.25	0.4	0.333333333333333	0.6							0.0	0.0	0.0	0.0	0.333333333333333	0.5	0.5		0.4	X
29	2018-06-05	CONIFA World Football Cup	0	England	Sutton	Barawa	0	Northern Cyprus	8	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.6	1.0	0.0	0.5	0.333333333333333	0.6							0.0	0.0	0.4	[null]	[null]	0.0	1.0		0.4	2
30	2018-06-05	CONIFA World Football Cup	1	England	Bracknell	Panjab	0	Padania	2	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.333333333333333	0.333333333333333	0.333333333333333	0.5	0.666666666666667	0.4							0.0	0.0	0.0	0.5	0.0	1.0	0.0		0.4	2
31	2018-09-08	AFF Championship qualification	0	Brunei	Bandar Seri Begawan	Timor-Leste	0	Brunei	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.2	0.0	0.2							0.0	0.0	0.2	[null]	[null]	[null]	[null]		0.2	2
32	2018-11-16	AFF Championship	0	Laos	Vientiane	Myanmar	3	Laos	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.25	0.333333333333333	0.0	0.1	0.0	0.2							0.0	0.0	0.2	[null]	[null]	[null]	[null]		0.2	1
33	2019-03-19	Friendly	0	Myanmar	Mandalay	Myanmar	0	Chinese Taipei	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.285714285714286	0.333333333333333	0.2	0.5	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.2	X
34	2019-06-04	CONIFA European Football Cup	1	Azerbaijan	Stepanakert	Western Armenia	1	Padania	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.333333333333333	0.666666666666667	0.4	0.5	0.333333333333333	0.2							0.0	0.0	0.5	0.0	0.5	1.0	0.0		0.2	X
35	2019-09-05	FIFA World Cup qualification	0	Mongolia	Ulaanbaatar	Myanmar	0	Mongolia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.3	0.333333333333333	0.2	0.4	0.333333333333333	0.0							0.5	0.5	0.5	0.5	0.5	[null]	[null]		0.4	2
36	2019-11-19	FIFA World Cup qualification	0	Myanmar	Mandalay	Myanmar	1	Mongolia	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.2	0.333333333333333	0.0	0.2	0.0	0.2							0.0	0.0	0.0	0.333333333333333	0.333333333333333	1.0	0.0		0.4	1
37	2018-10-10	Friendly	0	Indonesia	Cikarang	Myanmar	0	Indonesia	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.5	0.333333333333333	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2
38	2018-10-12	Friendly	0	Cambodia	Phnom Penh	Timor-Leste	2	Cambodia	2	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.0	0.0	0.0	0.2	0.333333333333333	0.0							0.0	0.0	0.0	[null]	[null]	[null]	[null]		0.0	X
39	2018-10-16	Friendly	0	Bahrain	East Riffa	Myanmar	1	Bahrain	4	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.0	0.2	0.0	0.6							0.0	0.0	0.0	0.0	0.0	[null]	[null]		0.5	2
40	2018-11-12	AFF Championship	0	Myanmar	Mandalay	Myanmar	4	Cambodia	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.0	0.0	0.0	0.1	0.0	0.2							0.0	0.0	0.0	0.0	0.0	0.0	1.0		0.333333333333333	1
41	2018-11-13	AFF Championship	0	Indonesia	Jakarta	Timor-Leste	1	Indonesia	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.5	0.5	0.333333333333333	0.2							0.0	0.0	1.0	0.0	1.0	1.0	0.0		0.25	2
42	2018-11-20	AFF Championship	0	Myanmar	Yangon	Myanmar	0	Vietnam	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.4	0.666666666666667	0.0	0.4	0.666666666666667	0.4							0.333333333333333	0.333333333333333	0.0	0.333333333333333	0.0	[null]	[null]		0.2	X
43	2018-11-21	AFF Championship	0	Singapore	Kallang	Timor-Leste	1	Singapore	6	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.333333333333333	0.5	0.666666666666667	0.0							0.0	0.0	0.5	0.0	0.5	[null]	[null]		0.4	2
44	2018-11-24	AFF Championship	0	Malaysia	Kuala Lumpur	Myanmar	0	Malaysia	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.333333333333333	0.666666666666667	0.2	0.7	0.666666666666667	0.0							0.25	0.25	0.25	0.25	0.25	[null]	[null]		0.2	2
45	2019-03-25	Friendly	0	Myanmar	Mandalay	Myanmar	0	Indonesia	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.25	0.0	0.4	0.3	0.333333333333333	0.4							0.0	0.0	0.0	0.2	0.2	1.0	0.0		0.2	2
46	2019-06-07	FIFA World Cup qualification	0	Malaysia	Kuala Lumpur	Timor-Leste	1	Malaysia	7	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.25	0.5	0.666666666666667	0.4							0.0	0.0	0.333333333333333	0.0	0.333333333333333	1.0	0.0		0.2	2
47	2019-06-11	Friendly	0	Singapore	Kallang	Myanmar	2	Singapore	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.222222222222222	0.0	0.4	0.6	0.333333333333333	0.2							0.2	0.2	0.2	0.2	0.2	1.0	0.0		0.2	1
48	2019-06-11	FIFA World Cup qualification	0	Malaysia	Kuala Lumpur	Timor-Leste	1	Malaysia	5	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.2	0.5	1.0	0.2							0.0	0.0	0.0	0.0	0.25	1.0	0.0		0.0	2
49	2019-10-10	FIFA World Cup qualification	0	Kyrgyzstan	Bishkek	Myanmar	0	Kyrgyzstan	7	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.3	0.0	0.0	0.3	0.0	0.2							0.4	0.4	0.2	0.4	0.2	[null]	[null]		0.0	2
50	2019-11-14	FIFA World Cup qualification	0	Myanmar	Mandalay	Myanmar	4	Tajikistan	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.2	0.0	0.0	0.4	0.333333333333333	0.0							0.2	0.2	0.2	0.2	0.2	[null]	[null]		0.0	1
51	2018-10-13	Friendly	0	Myanmar	Yangon	Myanmar	0	Bolivia	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.0	0.1	0.0	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2
52	2019-08-30	Friendly	1	Egypt	Xianghe	Myanmar	1	China PR	4	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.3	0.333333333333333	0.4	0.5	0.666666666666667	0.0							0.0	0.0	0.0	0.0	0.0	[null]	[null]		0.0	2
53	2019-09-10	FIFA World Cup qualification	0	Myanmar	Yangon	Myanmar	0	Japan	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.3	0.333333333333333	0.2	0.4	0.0	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2
54	2016-05-29	CONIFA World Football Cup	0	Georgia	Suhkumi	Abkhazia	9	Chagos Islands	0	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	1	0	0	0.166666666666667	0.0	0.6	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1
55	2016-05-30	CONIFA World Football Cup	1	Georgia	Suhkumi	Székely Land	0	United Koreans in Japan	1	2	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	[null]	...	0	0	1	0.0	0.0	0.0	[null]	[null]	[null]							1.0	1.0	0.0	[null]	[null]	[null]	[null]		0.0	2
56	2016-05-31	CONIFA World Football Cup	0	Georgia	Suhkumi	Abkhazia	1	Western Armenia	0	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	1	0	0	0.285714285714286	0.333333333333333	0.4	[null]	[null]	[null]							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.0	1
57	2016-06-05	CONIFA World Football Cup	0	Georgia	Suhkumi	Abkhazia	1	Panjab	1	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	0	1	0	0.5	1.0	0.0	0.5	0.5	0.0							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.0	X
58	2016-08-25	World Unity Cup	0	England	London	Tamil Eelam	5	Barawa	0	2	0	0	1.0	0.0	0.0		0.166666666666667		OFC	0.0	4.16666666666667		0.0	0.166666666666667	[null]	...	1	0	0	0.166666666666667	0.0	0.0	[null]	[null]	[null]							0.5	0.5	0.25	[null]	[null]	[null]	[null]		0.25	1
59	2018-05-31	CONIFA World Football Cup	0	England	Bromley	Tamil Eelam	0	Barawa	4	2	0	0	1.0	0.0	0.0		0.166666666666667		OFC	0.0	4.16666666666667		0.0	0.166666666666667	[null]	...	0	0	1	0.285714285714286	0.333333333333333	0.0	0.333333333333333	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.2	2
60	2018-06-03	CONIFA World Football Cup	0	England	Rotherhithe	Ellan Vannin	0	Barawa	2	2	0	0	0.666666666666667	0.666666666666667	0.0		0.0		OFC	0.0	1.0		0.0	0.0	[null]	...	0	0	1	0.285714285714286	0.666666666666667	0.2	0.5	0.666666666666667	0.0							0.4	0.4	0.2	[null]	[null]	0.5	0.0		0.2	2
61	2018-06-05	CONIFA World Football Cup	1	England	Bracknell	Tuvalu	0	United Koreans in Japan	5	2	0	0	1.15789473684211	0.105263157894737	0.0		0.210526315789474		OFC	0.0	5.31578947368421		0.0	0.210526315789474	[null]	...	0	0	1	0.1	0.333333333333333	0.0	0.166666666666667	0.0	0.6							0.4	0.4	0.2	[null]	[null]	1.0	0.0		0.2	2
62	2019-06-03	CONIFA European Football Cup	1	Azerbaijan	Askeran	Székely Land	0	Western Armenia	5	1	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	[null]	...	0	0	1	0.4	0.0	0.2	0.2	0.333333333333333	0.4							0.0	0.0	0.0	0.0	0.0	0.0	0.0		0.2	2
63	2019-06-06	CONIFA European Football Cup	1	Azerbaijan	Stepanakert	Abkhazia	1	Western Armenia	1	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	0	1	0	0.4	0.666666666666667	0.4	0.285714285714286	0.666666666666667	0.4							1.0	1.0	0.0	0.666666666666667	0.333333333333333	0.5	0.0		0.0	X
64	1966-11-27	GaNEFo	1	Cambodia	Phnom Penh	North Vietnam	4	Palestine	0	2	0	0	1.63157894736842	0.157894736842105	0.0		0.210526315789474		OFC	0.0	2.26315789473684		0.0	0.210526315789474	0	...	1	0	0	0.3	0.333333333333333	0.4	0.4	0.333333333333333	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1
65	1966-11-27	GaNEFo	1	Cambodia	Phnom Penh	Palestine	0	North Vietnam	4	1	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	...	0	0	1	0.4	0.333333333333333	0.2	0.3	0.333333333333333	0.4							1.0	1.0	0.0	[null]	[null]	[null]	[null]		0.0	2
66	1970-01-04	Friendly	0	Malta	Gżira	Malta	1	Luxembourg	1	1	0	0	0.627777777777778	0.166666666666667	0.0		0.101694915254237		UEFA	0.206666666666667	2.30555555555556		0.0	0.125	0	...	0	1	0	0.3	0.666666666666667	0.2	0.1	0.0	0.0							0.5	0.5	0.0	[null]	[null]	[null]	[null]		0.0	X
67	1970-01-04	Friendly	0	Malta	Gżira	Luxembourg	1	Malta	1	2	0	0	0.566298342541437	0.11878453038674	0.0		0.0588235294117647		UEFA	0.110294117647059	2.8121546961326		0.0	0.069060773480663	0	...	0	1	0	0.1	0.0	0.0	0.3	0.666666666666667	0.2							0.333333333333333	0.333333333333333	0.333333333333333	[null]	[null]	[null]	[null]		0.333333333333333	X
68	1974-10-30	CECAFA Cup	0	Tanzania	Zanzibar	Zanzibar	2	Somalia	1	1	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	1	0	0	0.1	0.0	0.2	0.1	0.333333333333333	0.0							0.25	0.25	0.5	[null]	[null]	[null]	[null]		0.5	1
69	1974-10-30	CECAFA Cup	0	Tanzania	Zanzibar	Somalia	1	Zanzibar	2	2	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0	0	1	0.1	0.333333333333333	0.0	0.1	0.0	0.2							0.4	0.4	0.4	[null]	[null]	[null]	[null]		0.4	2
70	1976-11-10	CECAFA Cup	0	Tanzania	Zanzibar	Zanzibar	1	Somalia	0	1	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	1	0	0	0.1	0.0	0.0	0.1	0.0	0.2							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.4	1
71	1976-11-10	CECAFA Cup	0	Tanzania	Zanzibar	Somalia	0	Zanzibar	1	2	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0	0	1	0.1	0.0	0.2	0.1	0.0	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.4	2
72	1976-11-16	Friendly	0	Tanzania	Zanzibar	Somalia	1	Zanzibar	1	2	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0	1	0	0.1	0.0	0.2	0.2	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.2	X
73	1976-11-16	Friendly	0	Tanzania	Zanzibar	Zanzibar	1	Somalia	1	1	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0	1	0	0.2	0.333333333333333	0.0	0.1	0.0	0.2							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.2	X
74	1977-11-30	CECAFA Cup	0	Somalia	Mogadishu	Somalia	1	Zanzibar	0	1	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	1	0	0	0.1	0.0	0.4	0.2	0.333333333333333	0.2							0.0	0.0	0.333333333333333	0.0	0.333333333333333	0.666666666666667	0.333333333333333		0.4	1
75	1977-11-30	CECAFA Cup	0	Somalia	Mogadishu	Zanzibar	0	Somalia	1	2	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0	0	1	0.2	0.333333333333333	0.2	0.1	0.0	0.4							0.666666666666667	0.666666666666667	0.333333333333333	0.666666666666667	0.333333333333333	0.0	0.333333333333333		0.4	2
76	1979-09-01	South Pacific Games	1	Fiji	Nausori	Tuvalu	5	Tonga	3	2	0	0	1.15789473684211	0.105263157894737	0.0		0.210526315789474		OFC	0.0	5.31578947368421		0.0	0.210526315789474	0	...	1	0	0	0.0	0.0	0.0	0.0	0.0	0.0							0.2	0.2	0.4	[null]	[null]	[null]	[null]		0.4	1
77	1979-09-01	South Pacific Games	1	Fiji	Nausori	Tonga	3	Tuvalu	5	1	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0							0.4	0.4	0.4	[null]	[null]	[null]	[null]		0.4	2
78	1979-09-05	South Pacific Games	1	Fiji	Nausori	Tonga	1	Wallis Islands and Futuna	0	1	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	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	[null]	[null]		0.2	1
79	1979-09-05	South Pacific Games	1	Fiji	Nausori	Wallis Islands and Futuna	0	Tonga	1	2	0	0	0.714285714285714	0.0	0.0		0.142857142857143		OFC	0.0	4.90476190476191		0.0	0.142857142857143	0	...	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0							0.6	0.6	0.0	[null]	[null]	0.0	0.0		0.0	2
80	1980-07-02	Friendly	1	Iceland	Sauðárkrókur	Greenland	0	Faroe Islands	6	2	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0	0	1	[null]	[null]	[null]	0.0	0.0	0.0							0.4	0.4	0.0	[null]	[null]	[null]	[null]		0.0	2
81	1980-07-02	Friendly	1	Iceland	Sauðárkrókur	Faroe Islands	6	Greenland	0	1	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	1	0	0	0.0	0.0	0.0	[null]	[null]	[null]							0.4	0.4	0.0	[null]	[null]	[null]	[null]		0.0	1
82	1981-06-14	Korea Cup	1	South Korea	Daejeon	Malta	1	Liechtenstein	1	2	0	0	0.627777777777778	0.166666666666667	0.0		0.101694915254237		UEFA	0.206666666666667	2.30555555555556		0.0	0.125	0	...	0	1	0	0.0	0.0	0.0	[null]	[null]	[null]							0.0	0.0	1.0	0.0	1.0	[null]	[null]		0.0	X
83	1981-06-14	Korea Cup	1	South Korea	Daejeon	Liechtenstein	1	Malta	1	1	0	0	0.439024390243902	0.121951219512195	0.0		0.05		UEFA	0.148148148148148	2.83536585365854		0.0	0.0792682926829268	0	...	0	1	0	[null]	[null]	[null]	0.0	0.0	0.0							0.4	0.4	0.2	[null]	[null]	0.0	1.0		0.2	X
84	1981-09-04	Friendly	0	Eswatini	Mbabane	Eswatini	1	Lesotho	1	1	0	0	0.828282828282828	0.272727272727273	0.0		0.177083333333333		CAF	0.240963855421687	1.74242424242424		0.0	0.207070707070707	0	...	0	1	0	0.2	0.0	0.2	0.3	0.333333333333333	0.2							0.2	0.2	0.4	[null]	[null]	[null]	[null]		0.4	X
85	1981-09-04	Friendly	0	Eswatini	Mbabane	Lesotho	1	Eswatini	1	2	0	0	0.779342723004695	0.309859154929577	0.0		0.150943396226415		CAF	0.216867469879518	1.61971830985915		0.0	0.169014084507042	0	...	0	1	0	0.3	0.333333333333333	0.2	0.2	0.0	0.2							0.2	0.2	0.6	[null]	[null]	[null]	[null]		0.6	X
86	1983-06-29	Friendly	0	Greenland	Nuuk	Faroe Islands	0	Greenland	0	2	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	0	1	0	0.111111111111111	0.333333333333333	0.0	0.0	0.0	0.0							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.8	X
87	1983-06-29	Friendly	0	Greenland	Nuuk	Greenland	0	Faroe Islands	0	1	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0	1	0	0.0	0.0	0.0	0.111111111111111	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		1.0	X
88	1983-07-03	Friendly	0	Greenland	Nuuk	Greenland	2	Faroe Islands	3	1	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0	0	1	0.0	0.0	0.333333333333333	0.1	0.0	0.2							0.0	0.0	0.5	0.0	0.5	0.5	0.5		1.0	2
89	1983-07-03	Friendly	0	Greenland	Nuuk	Faroe Islands	3	Greenland	2	2	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	1	0	0	0.1	0.0	0.2	0.0	0.0	0.333333333333333							0.5	0.5	0.5	0.5	0.5	0.0	0.5		0.8	1
90	1983-08-20	South Pacific Games	1	Western Samoa	Apia	Tonga	0	Wallis Islands and Futuna	3	1	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	0	0	1	0.25	0.333333333333333	0.0	0.0	0.0	0.0							1.0	1.0	0.0	0.5	0.0	0.0	0.0		0.6	2
91	1983-08-20	South Pacific Games	1	Western Samoa	Apia	Wallis Islands and Futuna	3	Tonga	0	2	0	0	0.714285714285714	0.0	0.0		0.142857142857143		OFC	0.0	4.90476190476191		0.0	0.142857142857143	0	...	1	0	0	0.0	0.0	0.0	0.25	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	0.5	0.0		0.4	1
92	1983-08-22	South Pacific Games	1	Western Samoa	Apia	American Samoa	3	Wallis Islands and Futuna	0	1	0	0	0.627906976744186	0.0232558139534884	0.0		0.114285714285714		OFC	0.0	6.44186046511628		0.0	0.0930232558139535	0	...	1	0	0	0.0	0.0	0.0	0.166666666666667	0.333333333333333	0.0							0.4	0.4	0.2	[null]	[null]	0.5	0.0		0.2	1
93	1983-08-22	South Pacific Games	1	Western Samoa	Apia	Wallis Islands and Futuna	0	American Samoa	3	2	0	0	0.714285714285714	0.0	0.0		0.142857142857143		OFC	0.0	4.90476190476191		0.0	0.142857142857143	0	...	0	0	1	0.166666666666667	0.333333333333333	0.0	0.0	0.0	0.0							0.5	0.5	0.0	0.5	0.0	[null]	[null]		0.0	2
94	1983-08-24	South Pacific Games	1	Western Samoa	Apia	American Samoa	2	Tonga	3	1	0	0	0.627906976744186	0.0232558139534884	0.0		0.114285714285714		OFC	0.0	6.44186046511628		0.0	0.0930232558139535	0	...	0	0	1	0.5	0.5	0.0	0.166666666666667	0.0	0.2							1.0	1.0	0.0	1.0	0.0	0.333333333333333	0.0		0.0	2
95	1983-08-24	South Pacific Games	1	Western Samoa	Apia	Tonga	3	American Samoa	2	2	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	1	0	0	0.166666666666667	0.0	0.2	0.5	0.5	0.0							0.333333333333333	0.333333333333333	0.0	0.333333333333333	0.0	1.0	0.0		0.0	1
96	1983-11-14	CECAFA Cup	1	Kenya	Nairobi	Zanzibar	1	Somalia	1	2	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0	1	0	0.2	0.0	0.2	0.1	0.0	0.6							0.5	0.333333333333333	0.25	0.5	0.25	0.25	0.25		0.0	X
97	1983-11-14	CECAFA Cup	1	Kenya	Nairobi	Somalia	1	Zanzibar	1	1	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0	1	0	0.1	0.0	0.6	0.2	0.0	0.2							0.25	0.333333333333333	0.25	0.25	0.25	0.5	0.25		0.2	X
98	1984-07-01	Friendly	0	Eswatini	Lobamba	Eswatini	3	Lesotho	1	1	0	0	0.828282828282828	0.272727272727273	0.0		0.177083333333333		CAF	0.240963855421687	1.74242424242424		0.0	0.207070707070707	0	...	1	0	0	0.0	0.0	0.4	0.2	0.0	0.2							0.0	0.0	1.0	0.0	1.0	0.0	1.0		0.4	1
99	1984-07-01	Friendly	0	Eswatini	Lobamba	Lesotho	1	Eswatini	3	2	0	0	0.779342723004695	0.309859154929577	0.0		0.150943396226415		CAF	0.216867469879518	1.61971830985915		0.0	0.169014084507042	0	...	0	0	1	0.2	0.0	0.2	0.0	0.0	0.4							0.0	0.0	1.0	0.0	1.0	0.0	1.0		0.4	2
100	1984-08-05	Friendly	0	Faroe Islands	Klaksvík	Greenland	0	Faroe Islands	1	2	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0	0	1	0.0	0.0	0.2	0.2	0.333333333333333	0.4							0.0	0.0	0.333333333333333	0.0	0.333333333333333	0.666666666666667	0.333333333333333		0.4	2

Rows: 1-100 of 82818 | Columns: 63

Let's export the result to our Vertica database using the variable 'match_sample' to avoid counting the same game twice.

In [53]:

vp.drop("football_train", relation_type = "table")
all_matchs.to_db(name = "football_train",
                 relation_type = "table",
                 db_filter = (st.year(all_matchs["date"]) <= 2015) & 
                             (st.year(all_matchs["date"]) > 1980) &
                             (all_matchs["match_sample"] == 1))
vp.drop("football_test", relation_type = "table")
all_matchs.to_db(name = "football_test",
                 relation_type = "table",
                 db_filter = (st.year(all_matchs["date"]) > 2015) &
                             (all_matchs["match_sample"] == 1))

Out[53]:

	📅 date Date	Abc tournament Varchar(84)	123 neutral Int	Abc country Varchar(64)	Abc city Varchar(56)	Abc team1 Varchar(64)	123 team1_score Integer	Abc team2 Varchar(64)	123 team2_score Integer	123 match_sample Integer	123 nb_World_Cup_1 Integer	123 fifa_rank_1 Integer	123 Avg_goals_1 Float	123 Percent_Draw_1 Float	123 Number_Games_World_Tournament_1 Numeric(34,15)	123 Float	123 Percent_Victory_Away_1 Float	123 Float	Abc confederation_1 Varchar(8)	123 Percent_Victory_Home_1 Float	123 Avg_goals_conceded_1 Float	123 Numeric(34,15)	123 nb_Continental_Cup_1 Numeric(34,15)	123 Percent_Victory_1 Float	123 nb_World_Cup_2 Integer	...	123 victory_team1 Int	123 draw Int	123 victory_team2 Int	123 avg_victory_team1_1_10 Float	123 avg_victory_team1_1_3 Float	123 avg_draw_team1_1_5 Float	123 avg_victory_team2_1_10 Float	123 avg_victory_team2_1_3 Float	123 avg_draw_team2_1_5 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 avg_victory_direct_team1_1_5 Float	123 avg_victory_direct_team1_1_3 Float	123 avg_draw_direct_team1_1_5 Float	123 avg_victory_rank2_team1_1_5 Float	123 avg_draw_rank2_team1_1_5 Float	123 avg_victory_rank1_team2_1_5 Float	123 avg_draw_rank1_team2_1_5 Float	123 Float	123 avg_draw_rank1_rank2_team1_1_5 Float	Abc result Varchar(1)
1	2016-08-26	World Unity Cup	0	England	London	Chagos Islands	3	Barawa	2	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	1	0	0	0.0	0.0	0.0	0.0	0.0	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1
2	2016-08-26	World Unity Cup	0	England	London	Barawa	2	Chagos Islands	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0							1.0	1.0	0.0	[null]	[null]	[null]	[null]		0.0	2
3	2018-04-08	Friendly	0	England	London	Chagos Islands	1	Barawa	4	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	0	1	0.5	0.5	0.0	0.0	0.0	0.0							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.0	2
4	2018-04-08	Friendly	0	England	London	Barawa	4	Chagos Islands	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	1	0	0	0.0	0.0	0.0	0.5	0.5	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.0	1
5	2018-05-31	CONIFA World Football Cup	1	England	Carshalton	Western Armenia	0	United Koreans in Japan	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	1	0	0.0	0.0	0.333333333333333	0.2	0.0	0.4							0.5	0.5	0.0	[null]	[null]	[null]	[null]		0.0	X
6	2018-05-31	CONIFA World Football Cup	1	England	Carshalton	United Koreans in Japan	0	Western Armenia	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	1	0	0.2	0.0	0.4	0.0	0.0	0.333333333333333							0.4	0.4	0.2	[null]	[null]	[null]	[null]		0.2	X
7	2018-06-07	CONIFA World Football Cup	0	England	Sutton	Barawa	0	Panjab	5	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	0	1	0.5	0.666666666666667	0.0	0.25	0.0	0.25							0.5	0.5	0.0	0.5	0.0	[null]	[null]		0.4	2
8	2018-06-07	CONIFA World Football Cup	0	England	Sutton	Panjab	5	Barawa	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	1	0	0	0.25	0.0	0.25	0.5	0.666666666666667	0.0							0.2	0.2	0.4	[null]	[null]	0.5	0.0		0.4	1
9	2018-06-09	CONIFA World Football Cup	0	England	Haringey	Barawa	0	Western Armenia	7	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0	0	1	0.428571428571429	0.333333333333333	0.0	0.0	0.0	0.5							0.333333333333333	0.333333333333333	0.0	0.333333333333333	0.0	0.0	1.0		0.4	2
10	2018-06-09	CONIFA World Football Cup	0	England	Haringey	Western Armenia	7	Barawa	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	1	0	0	0.0	0.0	0.5	0.428571428571429	0.333333333333333	0.0							0.0	0.0	1.0	0.0	1.0	0.333333333333333	0.0		0.4	1
11	2016-05-29	CONIFA World Football Cup	0	Georgia	Suhkumi	Chagos Islands	0	Abkhazia	9	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.166666666666667	0.0	0.6							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2
12	2016-05-30	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	1	Székely Land	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	[null]	[null]	[null]	0.0	0.0	0.0							0.0	0.0	0.0	[null]	[null]	[null]	[null]		0.0	1
13	2016-05-31	CONIFA World Football Cup	0	Georgia	Suhkumi	Western Armenia	0	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.285714285714286	0.333333333333333	0.4							0.5	0.5	0.0	[null]	[null]	1.0	0.0		0.0	2
14	2016-06-05	CONIFA World Football Cup	0	Georgia	Suhkumi	Panjab	1	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.5	0.5	0.0	0.5	1.0	0.0							0.333333333333333	0.333333333333333	0.0	[null]	[null]	1.0	0.0		0.0	X
15	2016-08-25	World Unity Cup	0	England	London	Barawa	0	Tamil Eelam	5	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.166666666666667	0.0	0.0							0.25	0.25	0.25	[null]	[null]	[null]	[null]		0.25	2
16	2018-05-31	CONIFA World Football Cup	0	England	Bromley	Barawa	4	Tamil Eelam	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.333333333333333	0.333333333333333	0.0	0.285714285714286	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.2	1
17	2018-06-03	CONIFA World Football Cup	0	England	Rotherhithe	Barawa	2	Ellan Vannin	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.5	0.666666666666667	0.0	0.285714285714286	0.666666666666667	0.2							0.5	0.5	0.0	0.5	0.0	[null]	[null]		0.2	1
18	2018-06-05	CONIFA World Football Cup	1	England	Bracknell	United Koreans in Japan	5	Tuvalu	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.166666666666667	0.0	0.6	0.1	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.2	1
19	2019-06-03	CONIFA European Football Cup	1	Azerbaijan	Askeran	Western Armenia	5	Székely Land	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.2	0.333333333333333	0.4	0.4	0.0	0.2							0.0	0.0	0.0	0.0	0.0	0.0	0.0		0.2	1
20	2019-06-06	CONIFA European Football Cup	1	Azerbaijan	Stepanakert	Western Armenia	1	Abkhazia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.285714285714286	0.666666666666667	0.4	0.4	0.666666666666667	0.4							0.0	0.0	0.0	0.5	0.0	0.666666666666667	0.333333333333333		0.0	X
21	2016-05-30	CONIFA World Football Cup	1	Georgia	Gagra	Panjab	1	Sápmi	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	[null]	[null]	[null]	0.3	0.333333333333333	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1
22	2016-05-31	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	0	Iraqi Kurdistan	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	1.0	1.0	0.0	0.5	0.333333333333333	0.6							1.0	1.0	0.0	[null]	[null]	[null]	[null]		0.0	2
23	2016-06-01	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	1	Northern Cyprus	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.5	0.5	0.0	0.6	0.666666666666667	0.0							0.0	0.0	0.0	0.0	0.0	[null]	[null]		0.0	X
24	2016-06-03	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	1	Sápmi	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.333333333333333	0.333333333333333	0.333333333333333	0.3	0.333333333333333	0.0							0.0	0.0	0.5	0.0	0.5	0.0	0.0		0.333333333333333	2
25	2016-06-03	CONIFA World Football Cup	1	Georgia	Suhkumi	Western Armenia	0	Iraqi Kurdistan	0	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.0	0.0	0.0	0.5	0.666666666666667	0.6							0.25	0.25	0.25	[null]	[null]	1.0	0.0		0.25	X
26	2016-06-04	CONIFA World Football Cup	1	Georgia	Suhkumi	Western Armenia	0	Sápmi	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.5	0.3	0.333333333333333	0.0							0.0	0.0	1.0	0.0	1.0	0.5	0.0		0.4	2
27	2016-06-04	CONIFA World Football Cup	1	Georgia	Suhkumi	Panjab	0	Padania	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	1.0	1.0	0.0	0.6	0.333333333333333	0.4							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.4	2
28	2016-06-04	CONIFA World Football Cup	1	Georgia	Suhkumi	United Koreans in Japan	1	Iraqi Kurdistan	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.25	0.0	0.25	0.4	0.333333333333333	0.6							0.0	0.0	0.0	0.0	0.333333333333333	0.5	0.5		0.4	X
29	2018-06-05	CONIFA World Football Cup	0	England	Sutton	Barawa	0	Northern Cyprus	8	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.6	1.0	0.0	0.5	0.333333333333333	0.6							0.0	0.0	0.4	[null]	[null]	0.0	1.0		0.4	2
30	2018-06-05	CONIFA World Football Cup	1	England	Bracknell	Panjab	0	Padania	2	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.333333333333333	0.333333333333333	0.333333333333333	0.5	0.666666666666667	0.4							0.0	0.0	0.0	0.5	0.0	1.0	0.0		0.4	2
31	2018-09-08	AFF Championship qualification	0	Brunei	Bandar Seri Begawan	Timor-Leste	0	Brunei	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.2	0.0	0.2							0.0	0.0	0.2	[null]	[null]	[null]	[null]		0.2	2
32	2018-11-16	AFF Championship	0	Laos	Vientiane	Myanmar	3	Laos	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.25	0.333333333333333	0.0	0.1	0.0	0.2							0.0	0.0	0.2	[null]	[null]	[null]	[null]		0.2	1
33	2019-03-19	Friendly	0	Myanmar	Mandalay	Myanmar	0	Chinese Taipei	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.285714285714286	0.333333333333333	0.2	0.5	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.2	X
34	2019-06-04	CONIFA European Football Cup	1	Azerbaijan	Stepanakert	Western Armenia	1	Padania	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.333333333333333	0.666666666666667	0.4	0.5	0.333333333333333	0.2							0.0	0.0	0.5	0.0	0.5	1.0	0.0		0.2	X
35	2019-09-05	FIFA World Cup qualification	0	Mongolia	Ulaanbaatar	Myanmar	0	Mongolia	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.3	0.333333333333333	0.2	0.4	0.333333333333333	0.0							0.5	0.5	0.5	0.5	0.5	[null]	[null]		0.4	2
36	2019-11-19	FIFA World Cup qualification	0	Myanmar	Mandalay	Myanmar	1	Mongolia	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.2	0.333333333333333	0.0	0.2	0.0	0.2							0.0	0.0	0.0	0.333333333333333	0.333333333333333	1.0	0.0		0.4	1
37	2018-10-10	Friendly	0	Indonesia	Cikarang	Myanmar	0	Indonesia	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	[null]	[null]	[null]	0.5	0.333333333333333	0.0							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2
38	2018-10-12	Friendly	0	Cambodia	Phnom Penh	Timor-Leste	2	Cambodia	2	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.0	0.0	0.0	0.2	0.333333333333333	0.0							0.0	0.0	0.0	[null]	[null]	[null]	[null]		0.0	X
39	2018-10-16	Friendly	0	Bahrain	East Riffa	Myanmar	1	Bahrain	4	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.0	0.2	0.0	0.6							0.0	0.0	0.0	0.0	0.0	[null]	[null]		0.5	2
40	2018-11-12	AFF Championship	0	Myanmar	Mandalay	Myanmar	4	Cambodia	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.0	0.0	0.0	0.1	0.0	0.2							0.0	0.0	0.0	0.0	0.0	0.0	1.0		0.333333333333333	1
41	2018-11-13	AFF Championship	0	Indonesia	Jakarta	Timor-Leste	1	Indonesia	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.5	0.5	0.333333333333333	0.2							0.0	0.0	1.0	0.0	1.0	1.0	0.0		0.25	2
42	2018-11-20	AFF Championship	0	Myanmar	Yangon	Myanmar	0	Vietnam	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	1	0	0.4	0.666666666666667	0.0	0.4	0.666666666666667	0.4							0.333333333333333	0.333333333333333	0.0	0.333333333333333	0.0	[null]	[null]		0.2	X
43	2018-11-21	AFF Championship	0	Singapore	Kallang	Timor-Leste	1	Singapore	6	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.333333333333333	0.5	0.666666666666667	0.0							0.0	0.0	0.5	0.0	0.5	[null]	[null]		0.4	2
44	2018-11-24	AFF Championship	0	Malaysia	Kuala Lumpur	Myanmar	0	Malaysia	3	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.333333333333333	0.666666666666667	0.2	0.7	0.666666666666667	0.0							0.25	0.25	0.25	0.25	0.25	[null]	[null]		0.2	2
45	2019-03-25	Friendly	0	Myanmar	Mandalay	Myanmar	0	Indonesia	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.25	0.0	0.4	0.3	0.333333333333333	0.4							0.0	0.0	0.0	0.2	0.2	1.0	0.0		0.2	2
46	2019-06-07	FIFA World Cup qualification	0	Malaysia	Kuala Lumpur	Timor-Leste	1	Malaysia	7	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.25	0.5	0.666666666666667	0.4							0.0	0.0	0.333333333333333	0.0	0.333333333333333	1.0	0.0		0.2	2
47	2019-06-11	Friendly	0	Singapore	Kallang	Myanmar	2	Singapore	1	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.222222222222222	0.0	0.4	0.6	0.333333333333333	0.2							0.2	0.2	0.2	0.2	0.2	1.0	0.0		0.2	1
48	2019-06-11	FIFA World Cup qualification	0	Malaysia	Kuala Lumpur	Timor-Leste	1	Malaysia	5	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.2	0.5	1.0	0.2							0.0	0.0	0.0	0.0	0.25	1.0	0.0		0.0	2
49	2019-10-10	FIFA World Cup qualification	0	Kyrgyzstan	Bishkek	Myanmar	0	Kyrgyzstan	7	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.3	0.0	0.0	0.3	0.0	0.2							0.4	0.4	0.2	0.4	0.2	[null]	[null]		0.0	2
50	2019-11-14	FIFA World Cup qualification	0	Myanmar	Mandalay	Myanmar	4	Tajikistan	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1	0	0	0.2	0.0	0.0	0.4	0.333333333333333	0.0							0.2	0.2	0.2	0.2	0.2	[null]	[null]		0.0	1
51	2018-10-13	Friendly	0	Myanmar	Yangon	Myanmar	0	Bolivia	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.0	0.0	0.0	0.1	0.0	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2
52	2019-08-30	Friendly	1	Egypt	Xianghe	Myanmar	1	China PR	4	2	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.3	0.333333333333333	0.4	0.5	0.666666666666667	0.0							0.0	0.0	0.0	0.0	0.0	[null]	[null]		0.0	2
53	2019-09-10	FIFA World Cup qualification	0	Myanmar	Yangon	Myanmar	0	Japan	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0	0	1	0.3	0.333333333333333	0.2	0.4	0.0	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2
54	2016-05-29	CONIFA World Football Cup	0	Georgia	Suhkumi	Abkhazia	9	Chagos Islands	0	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	1	0	0	0.166666666666667	0.0	0.6	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1
55	2016-05-30	CONIFA World Football Cup	1	Georgia	Suhkumi	Székely Land	0	United Koreans in Japan	1	2	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	[null]	...	0	0	1	0.0	0.0	0.0	[null]	[null]	[null]							1.0	1.0	0.0	[null]	[null]	[null]	[null]		0.0	2
56	2016-05-31	CONIFA World Football Cup	0	Georgia	Suhkumi	Abkhazia	1	Western Armenia	0	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	1	0	0	0.285714285714286	0.333333333333333	0.4	[null]	[null]	[null]							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.0	1
57	2016-06-05	CONIFA World Football Cup	0	Georgia	Suhkumi	Abkhazia	1	Panjab	1	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	0	1	0	0.5	1.0	0.0	0.5	0.5	0.0							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.0	X
58	2016-08-25	World Unity Cup	0	England	London	Tamil Eelam	5	Barawa	0	2	0	0	1.0	0.0	0.0		0.166666666666667		OFC	0.0	4.16666666666667		0.0	0.166666666666667	[null]	...	1	0	0	0.166666666666667	0.0	0.0	[null]	[null]	[null]							0.5	0.5	0.25	[null]	[null]	[null]	[null]		0.25	1
59	2018-05-31	CONIFA World Football Cup	0	England	Bromley	Tamil Eelam	0	Barawa	4	2	0	0	1.0	0.0	0.0		0.166666666666667		OFC	0.0	4.16666666666667		0.0	0.166666666666667	[null]	...	0	0	1	0.285714285714286	0.333333333333333	0.0	0.333333333333333	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.2	2
60	2018-06-03	CONIFA World Football Cup	0	England	Rotherhithe	Ellan Vannin	0	Barawa	2	2	0	0	0.666666666666667	0.666666666666667	0.0		0.0		OFC	0.0	1.0		0.0	0.0	[null]	...	0	0	1	0.285714285714286	0.666666666666667	0.2	0.5	0.666666666666667	0.0							0.4	0.4	0.2	[null]	[null]	0.5	0.0		0.2	2
61	2018-06-05	CONIFA World Football Cup	1	England	Bracknell	Tuvalu	0	United Koreans in Japan	5	2	0	0	1.15789473684211	0.105263157894737	0.0		0.210526315789474		OFC	0.0	5.31578947368421		0.0	0.210526315789474	[null]	...	0	0	1	0.1	0.333333333333333	0.0	0.166666666666667	0.0	0.6							0.4	0.4	0.2	[null]	[null]	1.0	0.0		0.2	2
62	2019-06-03	CONIFA European Football Cup	1	Azerbaijan	Askeran	Székely Land	0	Western Armenia	5	1	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	[null]	...	0	0	1	0.4	0.0	0.2	0.2	0.333333333333333	0.4							0.0	0.0	0.0	0.0	0.0	0.0	0.0		0.2	2
63	2019-06-06	CONIFA European Football Cup	1	Azerbaijan	Stepanakert	Abkhazia	1	Western Armenia	1	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	0	1	0	0.4	0.666666666666667	0.4	0.285714285714286	0.666666666666667	0.4							1.0	1.0	0.0	0.666666666666667	0.333333333333333	0.5	0.0		0.0	X
64	1966-11-27	GaNEFo	1	Cambodia	Phnom Penh	North Vietnam	4	Palestine	0	2	0	0	1.63157894736842	0.157894736842105	0.0		0.210526315789474		OFC	0.0	2.26315789473684		0.0	0.210526315789474	0	...	1	0	0	0.3	0.333333333333333	0.4	0.4	0.333333333333333	0.2							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1
65	1966-11-27	GaNEFo	1	Cambodia	Phnom Penh	Palestine	0	North Vietnam	4	1	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	...	0	0	1	0.4	0.333333333333333	0.2	0.3	0.333333333333333	0.4							1.0	1.0	0.0	[null]	[null]	[null]	[null]		0.0	2
66	1970-01-04	Friendly	0	Malta	Gżira	Malta	1	Luxembourg	1	1	0	0	0.627777777777778	0.166666666666667	0.0		0.101694915254237		UEFA	0.206666666666667	2.30555555555556		0.0	0.125	0	...	0	1	0	0.3	0.666666666666667	0.2	0.1	0.0	0.0							0.5	0.5	0.0	[null]	[null]	[null]	[null]		0.0	X
67	1970-01-04	Friendly	0	Malta	Gżira	Luxembourg	1	Malta	1	2	0	0	0.566298342541437	0.11878453038674	0.0		0.0588235294117647		UEFA	0.110294117647059	2.8121546961326		0.0	0.069060773480663	0	...	0	1	0	0.1	0.0	0.0	0.3	0.666666666666667	0.2							0.333333333333333	0.333333333333333	0.333333333333333	[null]	[null]	[null]	[null]		0.333333333333333	X
68	1974-10-30	CECAFA Cup	0	Tanzania	Zanzibar	Zanzibar	2	Somalia	1	1	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	1	0	0	0.1	0.0	0.2	0.1	0.333333333333333	0.0							0.25	0.25	0.5	[null]	[null]	[null]	[null]		0.5	1
69	1974-10-30	CECAFA Cup	0	Tanzania	Zanzibar	Somalia	1	Zanzibar	2	2	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0	0	1	0.1	0.333333333333333	0.0	0.1	0.0	0.2							0.4	0.4	0.4	[null]	[null]	[null]	[null]		0.4	2
70	1976-11-10	CECAFA Cup	0	Tanzania	Zanzibar	Zanzibar	1	Somalia	0	1	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	1	0	0	0.1	0.0	0.0	0.1	0.0	0.2							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.4	1
71	1976-11-10	CECAFA Cup	0	Tanzania	Zanzibar	Somalia	0	Zanzibar	1	2	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0	0	1	0.1	0.0	0.2	0.1	0.0	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.4	2
72	1976-11-16	Friendly	0	Tanzania	Zanzibar	Somalia	1	Zanzibar	1	2	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0	1	0	0.1	0.0	0.2	0.2	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.2	X
73	1976-11-16	Friendly	0	Tanzania	Zanzibar	Zanzibar	1	Somalia	1	1	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0	1	0	0.2	0.333333333333333	0.0	0.1	0.0	0.2							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.2	X
74	1977-11-30	CECAFA Cup	0	Somalia	Mogadishu	Somalia	1	Zanzibar	0	1	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	1	0	0	0.1	0.0	0.4	0.2	0.333333333333333	0.2							0.0	0.0	0.333333333333333	0.0	0.333333333333333	0.666666666666667	0.333333333333333		0.4	1
75	1977-11-30	CECAFA Cup	0	Somalia	Mogadishu	Zanzibar	0	Somalia	1	2	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0	0	1	0.2	0.333333333333333	0.2	0.1	0.0	0.4							0.666666666666667	0.666666666666667	0.333333333333333	0.666666666666667	0.333333333333333	0.0	0.333333333333333		0.4	2
76	1979-09-01	South Pacific Games	1	Fiji	Nausori	Tuvalu	5	Tonga	3	2	0	0	1.15789473684211	0.105263157894737	0.0		0.210526315789474		OFC	0.0	5.31578947368421		0.0	0.210526315789474	0	...	1	0	0	0.0	0.0	0.0	0.0	0.0	0.0							0.2	0.2	0.4	[null]	[null]	[null]	[null]		0.4	1
77	1979-09-01	South Pacific Games	1	Fiji	Nausori	Tonga	3	Tuvalu	5	1	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0							0.4	0.4	0.4	[null]	[null]	[null]	[null]		0.4	2
78	1979-09-05	South Pacific Games	1	Fiji	Nausori	Tonga	1	Wallis Islands and Futuna	0	1	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	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	[null]	[null]		0.2	1
79	1979-09-05	South Pacific Games	1	Fiji	Nausori	Wallis Islands and Futuna	0	Tonga	1	2	0	0	0.714285714285714	0.0	0.0		0.142857142857143		OFC	0.0	4.90476190476191		0.0	0.142857142857143	0	...	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0							0.6	0.6	0.0	[null]	[null]	0.0	0.0		0.0	2
80	1980-07-02	Friendly	1	Iceland	Sauðárkrókur	Greenland	0	Faroe Islands	6	2	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0	0	1	[null]	[null]	[null]	0.0	0.0	0.0							0.4	0.4	0.0	[null]	[null]	[null]	[null]		0.0	2
81	1980-07-02	Friendly	1	Iceland	Sauðárkrókur	Faroe Islands	6	Greenland	0	1	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	1	0	0	0.0	0.0	0.0	[null]	[null]	[null]							0.4	0.4	0.0	[null]	[null]	[null]	[null]		0.0	1
82	1981-06-14	Korea Cup	1	South Korea	Daejeon	Malta	1	Liechtenstein	1	2	0	0	0.627777777777778	0.166666666666667	0.0		0.101694915254237		UEFA	0.206666666666667	2.30555555555556		0.0	0.125	0	...	0	1	0	0.0	0.0	0.0	[null]	[null]	[null]							0.0	0.0	1.0	0.0	1.0	[null]	[null]		0.0	X
83	1981-06-14	Korea Cup	1	South Korea	Daejeon	Liechtenstein	1	Malta	1	1	0	0	0.439024390243902	0.121951219512195	0.0		0.05		UEFA	0.148148148148148	2.83536585365854		0.0	0.0792682926829268	0	...	0	1	0	[null]	[null]	[null]	0.0	0.0	0.0							0.4	0.4	0.2	[null]	[null]	0.0	1.0		0.2	X
84	1981-09-04	Friendly	0	Eswatini	Mbabane	Eswatini	1	Lesotho	1	1	0	0	0.828282828282828	0.272727272727273	0.0		0.177083333333333		CAF	0.240963855421687	1.74242424242424		0.0	0.207070707070707	0	...	0	1	0	0.2	0.0	0.2	0.3	0.333333333333333	0.2							0.2	0.2	0.4	[null]	[null]	[null]	[null]		0.4	X
85	1981-09-04	Friendly	0	Eswatini	Mbabane	Lesotho	1	Eswatini	1	2	0	0	0.779342723004695	0.309859154929577	0.0		0.150943396226415		CAF	0.216867469879518	1.61971830985915		0.0	0.169014084507042	0	...	0	1	0	0.3	0.333333333333333	0.2	0.2	0.0	0.2							0.2	0.2	0.6	[null]	[null]	[null]	[null]		0.6	X
86	1983-06-29	Friendly	0	Greenland	Nuuk	Faroe Islands	0	Greenland	0	2	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	0	1	0	0.111111111111111	0.333333333333333	0.0	0.0	0.0	0.0							1.0	1.0	0.0	1.0	0.0	0.0	0.0		0.8	X
87	1983-06-29	Friendly	0	Greenland	Nuuk	Greenland	0	Faroe Islands	0	1	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0	1	0	0.0	0.0	0.0	0.111111111111111	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		1.0	X
88	1983-07-03	Friendly	0	Greenland	Nuuk	Greenland	2	Faroe Islands	3	1	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0	0	1	0.0	0.0	0.333333333333333	0.1	0.0	0.2							0.0	0.0	0.5	0.0	0.5	0.5	0.5		1.0	2
89	1983-07-03	Friendly	0	Greenland	Nuuk	Faroe Islands	3	Greenland	2	2	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	1	0	0	0.1	0.0	0.2	0.0	0.0	0.333333333333333							0.5	0.5	0.5	0.5	0.5	0.0	0.5		0.8	1
90	1983-08-20	South Pacific Games	1	Western Samoa	Apia	Tonga	0	Wallis Islands and Futuna	3	1	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	0	0	1	0.25	0.333333333333333	0.0	0.0	0.0	0.0							1.0	1.0	0.0	0.5	0.0	0.0	0.0		0.6	2
91	1983-08-20	South Pacific Games	1	Western Samoa	Apia	Wallis Islands and Futuna	3	Tonga	0	2	0	0	0.714285714285714	0.0	0.0		0.142857142857143		OFC	0.0	4.90476190476191		0.0	0.142857142857143	0	...	1	0	0	0.0	0.0	0.0	0.25	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	0.5	0.0		0.4	1
92	1983-08-22	South Pacific Games	1	Western Samoa	Apia	American Samoa	3	Wallis Islands and Futuna	0	1	0	0	0.627906976744186	0.0232558139534884	0.0		0.114285714285714		OFC	0.0	6.44186046511628		0.0	0.0930232558139535	0	...	1	0	0	0.0	0.0	0.0	0.166666666666667	0.333333333333333	0.0							0.4	0.4	0.2	[null]	[null]	0.5	0.0		0.2	1
93	1983-08-22	South Pacific Games	1	Western Samoa	Apia	Wallis Islands and Futuna	0	American Samoa	3	2	0	0	0.714285714285714	0.0	0.0		0.142857142857143		OFC	0.0	4.90476190476191		0.0	0.142857142857143	0	...	0	0	1	0.166666666666667	0.333333333333333	0.0	0.0	0.0	0.0							0.5	0.5	0.0	0.5	0.0	[null]	[null]		0.0	2
94	1983-08-24	South Pacific Games	1	Western Samoa	Apia	American Samoa	2	Tonga	3	1	0	0	0.627906976744186	0.0232558139534884	0.0		0.114285714285714		OFC	0.0	6.44186046511628		0.0	0.0930232558139535	0	...	0	0	1	0.5	0.5	0.0	0.166666666666667	0.0	0.2							1.0	1.0	0.0	1.0	0.0	0.333333333333333	0.0		0.0	2
95	1983-08-24	South Pacific Games	1	Western Samoa	Apia	Tonga	3	American Samoa	2	2	0	0	1.1875	0.125	0.0		0.258064516129032		OFC	0.0	3.375		0.0	0.270833333333333	0	...	1	0	0	0.166666666666667	0.0	0.2	0.5	0.5	0.0							0.333333333333333	0.333333333333333	0.0	0.333333333333333	0.0	1.0	0.0		0.0	1
96	1983-11-14	CECAFA Cup	1	Kenya	Nairobi	Zanzibar	1	Somalia	1	2	0	0	0.888324873096447	0.192893401015228	0.0		0.19047619047619		OFC	0.172413793103448	2.16243654822335		0.0	0.187817258883249	0	...	0	1	0	0.2	0.0	0.2	0.1	0.0	0.6							0.5	0.333333333333333	0.25	0.5	0.25	0.25	0.25		0.0	X
97	1983-11-14	CECAFA Cup	1	Kenya	Nairobi	Somalia	1	Zanzibar	1	1	0	0	0.504950495049505	0.118811881188119	0.0		0.0833333333333333		CAF	0.333333333333333	2.8019801980198		0.0	0.0891089108910891	0	...	0	1	0	0.1	0.0	0.6	0.2	0.0	0.2							0.25	0.333333333333333	0.25	0.25	0.25	0.5	0.25		0.2	X
98	1984-07-01	Friendly	0	Eswatini	Lobamba	Eswatini	3	Lesotho	1	1	0	0	0.828282828282828	0.272727272727273	0.0		0.177083333333333		CAF	0.240963855421687	1.74242424242424		0.0	0.207070707070707	0	...	1	0	0	0.0	0.0	0.4	0.2	0.0	0.2							0.0	0.0	1.0	0.0	1.0	0.0	1.0		0.4	1
99	1984-07-01	Friendly	0	Eswatini	Lobamba	Lesotho	1	Eswatini	3	2	0	0	0.779342723004695	0.309859154929577	0.0		0.150943396226415		CAF	0.216867469879518	1.61971830985915		0.0	0.169014084507042	0	...	0	0	1	0.2	0.0	0.2	0.0	0.0	0.4							0.0	0.0	1.0	0.0	1.0	0.0	1.0		0.4	2
100	1984-08-05	Friendly	0	Faroe Islands	Klaksvík	Greenland	0	Faroe Islands	1	2	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0	0	1	0.0	0.0	0.2	0.2	0.333333333333333	0.4							0.0	0.0	0.333333333333333	0.0	0.333333333333333	0.666666666666667	0.333333333333333		0.4	2

Rows: 1-100 of 82818 | Columns: 63

Machine Learning¶

It's time to make predictions about the outcomes of games. We have a lot of variables, so we need trees deep enough to pick up the most important features. We also need to consider a minimum number of games in each leaf to avoid over-fitting.

In [54]:

predictors = all_matchs.get_columns(exclude_columns = ["match_sample", 
                                                       "team2_score", 
                                                       "team1_score", 
                                                       "date",
                                                       "city",
                                                       "country",
                                                       "result",
                                                       "victory_team1",
                                                       "victory_team2",
                                                       "draw"])

from verticapy.learn.ensemble import RandomForestClassifier
model = RandomForestClassifier(name = "RF_football",
                               max_depth = 25,
                               n_estimators = 20,
                               sample = 0.7,
                               nbins = 50,
                               max_leaf_nodes = 11000,
                               min_samples_leaf = 3)
model.fit("football_train",
          predictors,
          "result",
          "football_test")
model.classification_report()

Out[54]:

	1	2	X
auc	0.7532905686084831	0.7678233943620735	0.616591353614215
prc_auc	0.7362766557526347	0.5943283749282702	0.31077088659540575
accuracy	0.6830615465544451	0.7012098895318254	0.5381378221988428
log_loss	0.254380623861236	0.215458415754937	0.233647694000063
precision	0.6481572481572482	0.48242811501597443	0.2997624703087886
recall	0.7295353982300885	0.6984273820536541	0.6911281489594743
f1_score	0.6864428831641947	0.5706727135298564	0.4181577203445991
mcc	0.370937278683658	0.36732677231653355	0.15546104181681372
informedness	0.3704581665350033	0.4007427073017247	0.18091700323430993
markedness	0.37141701046624664	0.33669722543170977	0.13358686630171723
csi	0.5225832012678289	0.39925965097831834	0.2643485546711353
cutoff	0.4599	0.2803	0.2069

Rows: 1-12 | Columns: 4

Our model is excellent! 57% of accuracy on 3 categories - it's almost twice as good as a random model.

In [55]:

model.score(method = "accuracy")

Out[55]:

0.572593371909521

Looking at the importance of each feature, it seems like direct confrontations and victories against teams of another rank seem to be the strongest indicators of a team's success.

In [56]:

x = model.features_importance()

Let's add the predictions to the vDataFrame.

Draws are pretty rare, so we'll only consider them if a tie was very likely to occur.

In [57]:

test = vp.vDataFrame("football_test")
model.predict_proba(test, name = "prob_1", pos_label = "1")
model.predict_proba(test, name = "prob_X", pos_label = "X")
model.predict_proba(test, name = "prob_2", pos_label = "2")
test.case_when("prediction",
               test["prob_1"] > test["prob_2"] + 0.05, "1",
               test["prob_2"] > test["prob_1"] + 0.05, "2",
               (test["prob_X"] > test["prob_1"]) & (test["prob_X"] > test["prob_2"]), "X",
               st.abs(test["prob_1"] - test["prob_2"]) < 0.03, "X",
               test["prob_1"] > test["prob_2"], "1",
               test["prob_1"] < test["prob_2"], "2")

Out[57]:

	📅 date Date	Abc Varchar(84)	123 neutral Int	Abc country Varchar(64)	Abc city Varchar(56)	Abc team1 Varchar(64)	123 team1_score Int	Abc team2 Varchar(64)	123 team2_score Int	123 match_sample Int	123 nb_World_Cup_1 Int	123 fifa_rank_1 Int	123 Avg_goals_1 Float	123 Percent_Draw_1 Float	123 Number_Games_World_Tournament_1 Numeric(34,15)	123 Float	123 Percent_Victory_Away_1 Float	123 Float	Abc confederation_1 Varchar(8)	123 Percent_Victory_Home_1 Float	123 Avg_goals_conceded_1 Float	123 Numeric(34,15)	123 nb_Continental_Cup_1 Numeric(34,15)	123 Percent_Victory_1 Float	123 nb_World_Cup_2 Int	...	123 avg_victory_team1_1_3 Float	123 avg_draw_team1_1_5 Float	123 avg_victory_team2_1_10 Float	123 avg_victory_team2_1_3 Float	123 avg_draw_team2_1_5 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 Float	123 avg_victory_direct_team1_1_5 Float	123 avg_victory_direct_team1_1_3 Float	123 avg_draw_direct_team1_1_5 Float	123 avg_victory_rank2_team1_1_5 Float	123 avg_draw_rank2_team1_1_5 Float	123 avg_victory_rank1_team2_1_5 Float	123 avg_draw_rank1_team2_1_5 Float	123 Float	123 avg_draw_rank1_rank2_team1_1_5 Float	Abc result Varchar(1)	Abc prob_1 Varchar(128)	Abc prob_X Varchar(128)	Abc prob_2 Varchar(128)	Abc prediction Varchar(1)
1	2016-08-26		0	England	London	Barawa	2	Chagos Islands	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0.0	0.0	0.0	0.0	0.0							1.0	1.0	0.0	[null]	[null]	[null]	[null]		0.0	2	[null]	[null]	[null]	[null]
2	2018-04-08		0	England	London	Barawa	4	Chagos Islands	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0.0	0.0	0.5	0.5	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.0	1	[null]	[null]	[null]	[null]
3	2018-05-31		1	England	Carshalton	United Koreans in Japan	0	Western Armenia	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0.0	0.4	0.0	0.0	0.333333333333333							0.4	0.4	0.2	[null]	[null]	[null]	[null]		0.2	X	[null]	[null]	[null]	[null]
4	2018-06-07		0	England	Sutton	Barawa	0	Panjab	5	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0.666666666666667	0.0	0.25	0.0	0.25							0.5	0.5	0.0	0.5	0.0	[null]	[null]		0.4	2	[null]	[null]	[null]	[null]
5	2018-06-09		0	England	Haringey	Barawa	0	Western Armenia	7	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	[null]	...	0.333333333333333	0.0	0.0	0.0	0.5							0.333333333333333	0.333333333333333	0.0	0.333333333333333	0.0	0.0	1.0		0.4	2	[null]	[null]	[null]	[null]
6	2016-05-30		1	Georgia	Suhkumi	United Koreans in Japan	1	Székely Land	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	[null]	[null]	0.0	0.0	0.0							0.0	0.0	0.0	[null]	[null]	[null]	[null]		0.0	1	[null]	[null]	[null]	[null]
7	2016-08-25		0	England	London	Barawa	0	Tamil Eelam	5	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	[null]	[null]	0.166666666666667	0.0	0.0							0.25	0.25	0.25	[null]	[null]	[null]	[null]		0.25	2	[null]	[null]	[null]	[null]
8	2018-05-31		0	England	Bromley	Barawa	4	Tamil Eelam	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.333333333333333	0.0	0.285714285714286	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.0	1.0	0.0		0.2	1	[null]	[null]	[null]	[null]
9	2018-06-03		0	England	Rotherhithe	Barawa	2	Ellan Vannin	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.666666666666667	0.0	0.285714285714286	0.666666666666667	0.2							0.5	0.5	0.0	0.5	0.0	[null]	[null]		0.2	1	[null]	[null]	[null]	[null]
10	2018-06-05		1	England	Bracknell	United Koreans in Japan	5	Tuvalu	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.0	0.6	0.1	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.2	1	[null]	[null]	[null]	[null]
11	2016-05-31		1	Georgia	Suhkumi	United Koreans in Japan	0	Iraqi Kurdistan	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1.0	0.0	0.5	0.333333333333333	0.6							1.0	1.0	0.0	[null]	[null]	[null]	[null]		0.0	2	[null]	[null]	[null]	[null]
12	2016-06-01		1	Georgia	Suhkumi	United Koreans in Japan	1	Northern Cyprus	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.5	0.0	0.6	0.666666666666667	0.0							0.0	0.0	0.0	0.0	0.0	[null]	[null]		0.0	X	[null]	[null]	[null]	[null]
13	2016-06-03		1	Georgia	Suhkumi	United Koreans in Japan	1	Sápmi	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.333333333333333	0.333333333333333	0.3	0.333333333333333	0.0							0.0	0.0	0.5	0.0	0.5	0.0	0.0		0.333333333333333	2	[null]	[null]	[null]	[null]
14	2016-06-04		1	Georgia	Suhkumi	United Koreans in Japan	1	Iraqi Kurdistan	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.0	0.25	0.4	0.333333333333333	0.6							0.0	0.0	0.0	0.0	0.333333333333333	0.5	0.5		0.4	X	[null]	[null]	[null]	[null]
15	2018-06-05		0	England	Sutton	Barawa	0	Northern Cyprus	8	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	1.0	0.0	0.5	0.333333333333333	0.6							0.0	0.0	0.4	[null]	[null]	0.0	1.0		0.4	2	[null]	[null]	[null]	[null]
16	2019-03-19		0	Myanmar	Mandalay	Myanmar	0	Chinese Taipei	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.333333333333333	0.2	0.5	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.2	X	[null]	[null]	[null]	[null]
17	2019-11-19		0	Myanmar	Mandalay	Myanmar	1	Mongolia	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.333333333333333	0.0	0.2	0.0	0.2							0.0	0.0	0.0	0.333333333333333	0.333333333333333	1.0	0.0		0.4	1	[null]	[null]	[null]	[null]
18	2018-11-12		0	Myanmar	Mandalay	Myanmar	4	Cambodia	1	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.0	0.0	0.1	0.0	0.2							0.0	0.0	0.0	0.0	0.0	0.0	1.0		0.333333333333333	1	[null]	[null]	[null]	[null]
19	2018-11-20		0	Myanmar	Yangon	Myanmar	0	Vietnam	0	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.666666666666667	0.0	0.4	0.666666666666667	0.4							0.333333333333333	0.333333333333333	0.0	0.333333333333333	0.0	[null]	[null]		0.2	X	[null]	[null]	[null]	[null]
20	2019-03-25		0	Myanmar	Mandalay	Myanmar	0	Indonesia	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.0	0.4	0.3	0.333333333333333	0.4							0.0	0.0	0.0	0.2	0.2	1.0	0.0		0.2	2	[null]	[null]	[null]	[null]
21	2019-11-14		0	Myanmar	Mandalay	Myanmar	4	Tajikistan	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.0	0.0	0.4	0.333333333333333	0.0							0.2	0.2	0.2	0.2	0.2	[null]	[null]		0.0	1	[null]	[null]	[null]	[null]
22	2018-10-13		0	Myanmar	Yangon	Myanmar	0	Bolivia	3	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.0	0.0	0.1	0.0	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2	[null]	[null]	[null]	[null]
23	2019-09-10		0	Myanmar	Yangon	Myanmar	0	Japan	2	1	[null]	[null]	[null]	[null]	[null]		[null]		[null]	[null]	[null]		[null]	[null]	0	...	0.333333333333333	0.2	0.4	0.0	0.4							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	2	[null]	[null]	[null]	[null]
24	2016-05-29		0	Georgia	Suhkumi	Abkhazia	9	Chagos Islands	0	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	0.0	0.6	[null]	[null]	[null]							[null]	[null]	[null]	[null]	[null]	[null]	[null]		[null]	1	[null]	[null]	[null]	[null]
25	2016-05-31		0	Georgia	Suhkumi	Abkhazia	1	Western Armenia	0	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	0.333333333333333	0.4	[null]	[null]	[null]							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.0	1	[null]	[null]	[null]	[null]
26	2016-06-05		0	Georgia	Suhkumi	Abkhazia	1	Panjab	1	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	1.0	0.0	0.5	0.5	0.0							1.0	1.0	0.0	1.0	0.0	[null]	[null]		0.0	X	[null]	[null]	[null]	[null]
27	2019-06-03		1	Azerbaijan	Askeran	Székely Land	0	Western Armenia	5	1	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	[null]	...	0.0	0.2	0.2	0.333333333333333	0.4							0.0	0.0	0.0	0.0	0.0	0.0	0.0		0.2	2	[null]	[null]	[null]	[null]
28	2019-06-06		1	Azerbaijan	Stepanakert	Abkhazia	1	Western Armenia	1	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	[null]	...	0.666666666666667	0.4	0.285714285714286	0.666666666666667	0.4							1.0	1.0	0.0	0.666666666666667	0.333333333333333	0.5	0.0		0.0	X	[null]	[null]	[null]	[null]
29	2016-03-13		0	Sint Maarten	Philipsburg	Sint Maarten	2	Anguilla	0	1	0	0	1.30434782608696	0.173913043478261	0.0		0.388888888888889		OFC	0.2	1.91304347826087		0.0	0.347826086956522	0	...	0.333333333333333	0.2	0.1	0.0	0.0							1.0	1.0	0.0	0.6	0.0	0.0	0.2		0.4	1	0.846834	0.0947647	0.058401	1
30	2016-03-24		0	Malta	Attard	Malta	0	Moldova	0	1	0	0	0.627777777777778	0.166666666666667	0.0		0.101694915254237		UEFA	0.206666666666667	2.30555555555556		0.0	0.125	0	...	0.0	0.2	0.0	0.0	0.0							0.2	0.0	0.4	1.0	0.0	0.4	0.4		0.2	X	0.52791	0.261061	0.211029	1
31	2016-03-26		0	Sint Maarten	Philipsburg	Sint Maarten	1	U.S. Virgin Islands	2	1	0	0	1.30434782608696	0.173913043478261	0.0		0.388888888888889		OFC	0.2	1.91304347826087		0.0	0.347826086956522	0	...	0.333333333333333	0.2	0.1	0.333333333333333	0.0							0.6	0.6	0.0	0.6	0.0	0.0	0.666666666666667		0.4	2	0.82079	0.077105	0.102105	1
32	2016-03-26		0	Anguilla	The Valley	Anguilla	0	Puerto Rico	4	1	0	0	0.666666666666667	0.0625	0.0		0.09375		OFC	0.0	4.04166666666667		0.0	0.0625	0	...	0.0	0.0	0.2	0.0	0.4							0.0	0.0	0.0	0.0	0.2	0.8	0.0		0.4	2	0.0904326	0.0904326	0.819135	2
33	2016-03-28		1	Malta	Paola	Andorra	0	Moldova	1	1	0	0	0.282442748091603	0.0763358778625954	0.0		0.0		UEFA	0.0571428571428571	2.82442748091603		0.0	0.0229007633587786	0	...	0.0	0.0	0.0	0.0	0.2							0.0	0.0	0.333333333333333	0.0	0.4	0.2	0.6		0.0	2	0.211292	0.0785997	0.710108	2
34	2016-03-28		1	Spain	Marbella	Liechtenstein	2	Faroe Islands	3	1	0	0	0.439024390243902	0.121951219512195	0.0		0.05		UEFA	0.148148148148148	2.83536585365854		0.0	0.0792682926829268	0	...	0.0	0.2	0.2	0.0	0.0							0.0	0.0	0.0	0.6	0.2	0.6	0.2		0.0	2	0.232407	0.252066	0.515527	2
35	2016-03-29		0	Palestine	Hebron	Palestine	7	East Timor	0	1	0	0	1.28476821192053	0.264900662251656	0.0		0.25		AFC	0.0	1.60264900662252		0.0	0.251655629139073	0	...	0.333333333333333	0.4	0.0	0.0	0.0							1.0	1.0	0.0	0.5	0.25	0.0	0.0		0.0	1	0.829839	0.0948462	0.075315	1
36	2016-06-02		1	Georgia	Suhkumi	Székely Land	7	Raetia	0	1	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		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	0.38591	0.113672	0.500417	2
37	2016-07-02		1	Guam	Dededo	Northern Mariana Islands	1	Macau	3	1	0	0	0.888888888888889	0.0555555555555556	0.0		0.133333333333333		OFC	0.0	4.16666666666667		0.0	0.111111111111111	0	...	0.333333333333333	0.0	0.1	0.0	0.6							0.333333333333333	0.333333333333333	0.0	0.25	0.0	0.666666666666667	0.0		0.0	2	0.292741	0.221668	0.48559	2
38	2017-03-19		0	San Marino	Serravalle	San Marino	0	Moldova	2	1	0	0	0.156716417910448	0.0298507462686567	0.0		0.0		UEFA	0.024390243902439	4.26865671641791		0.0	0.00746268656716418	0	...	0.0	0.0	0.1	0.0	0.4							0.0	0.0	0.0	0.0	0.0	0.2	0.6		0.0	2	0.102771	0.102771	0.794458	2
39	2017-03-25		0	Andorra	Sant Julià de Lòria	Andorra	0	Faroe Islands	0	1	0	0	0.282442748091603	0.0763358778625954	0.0		0.0		UEFA	0.0571428571428571	2.82442748091603		0.0	0.0229007633587786	0	...	0.0	0.0	0.2	0.333333333333333	0.2							0.0	0.0	0.2	0.0	0.2	0.6	0.2		0.0	X	0.116271	0.122521	0.761208	2
40	2017-06-04		1	South Africa	Pretoria	Lesotho	1	Mauritania	0	1	0	0	0.779342723004695	0.309859154929577	0.0		0.150943396226415		CAF	0.216867469879518	1.61971830985915		0.0	0.169014084507042	0	...	0.0	0.2	0.3	0.666666666666667	0.0							0.0	0.0	0.6	0.0	0.6	0.5	0.5		0.4	1	0.569351	0.212825	0.217825	1
41	2017-06-05		1	Northern Cyprus	Kyrenia	Abkhazia	2	South Ossetia	1	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	...	0.666666666666667	0.2	0.0	0.0	0.333333333333333							0.0	0.0	1.0	0.0	0.666666666666667	0.0	0.5		0.4	1	0.704816	0.141446	0.153738	1
42	2017-06-06		1	Northern Cyprus	Morphou	Ellan Vannin	1	Felvidék	0	1	0	0	0.666666666666667	0.666666666666667	0.0		0.0		OFC	0.0	1.0		0.0	0.0	0	...	0.0	0.5	0.333333333333333	0.333333333333333	0.333333333333333							0.0	0.0	1.0	0.0	1.0	0.5	0.5		0.2	1	0.295522	0.220202	0.484277	2
43	2017-06-07		1	Northern Cyprus	Kyrenia	Ellan Vannin	2	Székely Land	4	1	0	0	0.666666666666667	0.666666666666667	0.0		0.0		OFC	0.0	1.0		0.0	0.0	0	...	0.333333333333333	0.4	0.2	0.333333333333333	0.2							0.5	0.5	0.5	0.5	0.5	0.5	0.0		0.0	2	0.469179	0.222593	0.308228	1
44	2017-06-09		1	Northern Cyprus	Famagusta	South Ossetia	0	Felvidék	2	1	0	0	0.666666666666667	0.333333333333333	0.0		0.0		OFC	0.0	2.33333333333333		0.0	0.0	0	...	0.0	0.2	0.2	0.0	0.2							0.0	0.0	0.333333333333333	0.0	0.333333333333333	0.333333333333333	0.333333333333333		0.0	2	0.235022	0.162903	0.602075	2
45	2017-06-10		1	Northern Cyprus	Kyrenia	Székely Land	3	Abkhazia	1	1	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	0	...	0.333333333333333	0.2	0.5	0.333333333333333	0.6							0.666666666666667	0.666666666666667	0.0	0.666666666666667	0.0	0.25	0.5		0.0	1	0.469086	0.258835	0.27208	1
46	2017-06-25		1	Sweden	Stenkyrka	Menorca	1	Orkney	0	1	0	0	2.4375	0.25	0.0		0.5		OFC	0.0	1.25		0.0	0.5	0	...	0.666666666666667	0.2	0.2	0.333333333333333	0.0							0.6	0.6	0.4	0.6	0.4	0.4	0.0		0.0	1	0.645259	0.216656	0.138085	1
47	2017-06-25		1	Sweden	Fårösund	Isle of Man	5	Hitra	0	1	0	0	2.8	0.1	0.0		0.555555555555556		OFC	0.25	1.625		0.0	0.525	0	...	0.666666666666667	0.0	0.2	0.333333333333333	0.0							1.0	1.0	0.0	0.8	0.2	0.4	0.0		0.0	1	0.659457	0.248397	0.0921467	1
48	2017-06-25		1	Sweden	Dalhem	Western Isles	0	Greenland	3	1	0	0	1.75	0.1	0.0		0.45		OFC	0.0	2.2		0.0	0.45	0	...	0.666666666666667	0.0	0.6	1.0	0.2							0.0	0.0	0.5	0.4	0.0	0.8	0.2		0.0	2	0.413568	0.280918	0.305514	1
49	2017-06-25		1	Sweden	Säve	Ynys Môn	3	Falkland Islands	0	1	0	0	1.70588235294118	0.215686274509804	0.0		0.470588235294118		OFC	0.0	1.49019607843137		0.0	0.470588235294118	0	...	0.333333333333333	0.2	0.4	0.0	0.0							0.6	0.6	0.2	0.6	0.2	0.6	0.0		0.0	1	0.680846	0.213744	0.10541	1
50	2017-06-26		1	Sweden	Väskinde	Hitra	1	Ynys Môn	5	1	0	0	1.16666666666667	0.0	0.0		0.166666666666667		OFC	0.0	4.83333333333333		0.0	0.166666666666667	0	...	0.333333333333333	0.0	0.4	0.666666666666667	0.2							0.0	0.0	0.0	0.4	0.0	0.8	0.0		0.0	2	0.152179	0.295187	0.552634	2
51	2017-06-26		1	Sweden	Säve	Falkland Islands	2	Isle of Man	5	1	0	0	1.0	0.0	0.0		0.24		OFC	0.0	3.8		0.0	0.24	0	...	0.0	0.0	0.7	0.666666666666667	0.0							0.0	0.0	0.0	0.4	0.0	0.8	0.2		0.0	2	0.0988555	0.211864	0.689281	2
52	2017-06-26		1	Sweden	Hemse	Frøya	2	Greenland	2	1	0	0	1.24	0.04	0.0		0.2		OFC	0.0	4.0		0.0	0.2	0	...	0.0	0.0	0.7	1.0	0.2							0.333333333333333	0.333333333333333	0.0	0.2	0.0	0.8	0.2		0.0	X	0.21818	0.18068	0.60114	2
53	2017-06-26		1	Sweden	Hemse	Orkney	3	Alderney	0	1	0	0	1.0	0.0	0.0		0.153846153846154		OFC	0.0	4.30769230769231		0.0	0.153846153846154	0	...	0.333333333333333	0.0	0.1	0.0	0.0							1.0	1.0	0.0	0.2	0.0	0.0	0.0		0.2	1	0.569009	0.134338	0.296654	1
54	2017-06-27		1	Sweden	Stenkyrka	Isle of Man	4	Ynys Môn	0	1	0	0	2.8	0.1	0.0		0.555555555555556		OFC	0.25	1.625		0.0	0.525	0	...	0.666666666666667	0.0	0.5	0.666666666666667	0.2							0.333333333333333	0.333333333333333	0.0	0.8	0.2	0.8	0.0		0.4	1	0.341811	0.36279	0.295399	X
55	2017-06-27		1	Sweden	Säve	Frøya	2	Western Isles	4	1	0	0	1.24	0.04	0.0		0.2		OFC	0.0	4.0		0.0	0.2	0	...	0.0	0.2	0.2	0.333333333333333	0.0							0.2	0.2	0.2	0.2	0.2	0.4	0.0		0.4	2	0.24717	0.186625	0.566205	2
56	2017-06-27		1	Sweden	Fardhem	Hitra	2	Falkland Islands	1	1	0	0	1.16666666666667	0.0	0.0		0.166666666666667		OFC	0.0	4.83333333333333		0.0	0.166666666666667	0	...	0.333333333333333	0.0	0.3	0.0	0.0							0.0	0.0	0.0	0.4	0.0	0.4	0.0		0.0	1	0.260596	0.241959	0.497445	2
57	2017-06-27		1	Sweden	Fårösund	Menorca	6	Alderney	0	1	0	0	2.4375	0.25	0.0		0.5		OFC	0.0	1.25		0.0	0.5	0	...	0.666666666666667	0.2	0.0	0.0	0.0							0.6	0.6	0.4	0.6	0.4	0.0	0.0		0.0	1	0.905688	0.0471562	0.0471562	1
58	2017-06-29		1	Sweden	Stenkyrka	Hitra	1	Western Isles	1	1	0	0	1.16666666666667	0.0	0.0		0.166666666666667		OFC	0.0	4.83333333333333		0.0	0.166666666666667	0	...	0.333333333333333	0.0	0.3	0.333333333333333	0.0							0.4	0.4	0.0	0.4	0.0	0.6	0.0		0.0	X	0.177803	0.172803	0.649394	2
59	2017-06-29		1	Sweden	Väskinde	Greenland	1	Menorca	1	1	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0.666666666666667	0.2	0.6	0.666666666666667	0.2							0.0	0.0	0.333333333333333	0.6	0.4	0.6	0.4		0.4	X	0.27684	0.202349	0.520811	2
60	2017-06-29		1	Sweden	Säve	Falkland Islands	0	Alderney	3	1	0	0	1.0	0.0	0.0		0.24		OFC	0.0	3.8		0.0	0.24	0	...	0.0	0.0	0.0	0.0	0.0							1.0	1.0	0.0	0.2	0.0	0.0	0.0		0.6	2	0.726777	0.192862	0.0803617	1
61	2017-06-29		1	Sweden	Fardhem	Saare County	4	Frøya	2	1	0	0	1.03225806451613	0.0967741935483871	0.0		0.129032258064516		OFC	0.0	2.61290322580645		0.0	0.129032258064516	0	...	0.0	0.4	0.1	0.0	0.2							0.0	0.0	0.0	0.2	0.0	0.0	0.2		0.8	1	0.353355	0.154163	0.492482	2
62	2017-06-30		1	Sweden	Visby	Greenland	0	Isle of Man	6	1	0	0	1.74242424242424	0.106060606060606	0.0		0.3125		OFC	0.0	2.09090909090909		0.0	0.303030303030303	0	...	0.333333333333333	0.4	0.8	1.0	0.0							1.0	1.0	0.0	0.4	0.6	1.0	0.0		0.4	2	0.343069	0.215922	0.441009	2
63	2017-07-15		0	Comoros	Moroni	Comoros	2	Lesotho	0	1	0	0	0.5	0.285714285714286	0.0		0.142857142857143		CAF	0.0	1.71428571428571		0.0	0.0714285714285714	0	...	0.0	0.4	0.2	0.0	0.6							0.0	0.0	0.666666666666667	0.2	0.4	0.2	0.6		0.2	1	0.42327	0.23413	0.3426	1
64	2017-07-23		0	Lesotho	Maseru	Lesotho	1	Comoros	0	1	0	0	0.779342723004695	0.309859154929577	0.0		0.150943396226415		CAF	0.216867469879518	1.61971830985915		0.0	0.169014084507042	0	...	0.0	0.6	0.2	0.333333333333333	0.2							0.25	0.0	0.5	0.2	0.4	0.2	0.4		0.0	1	0.635727	0.185526	0.178747	1
65	2017-09-03		0	Faroe Islands	Tórshavn	Faroe Islands	1	Andorra	0	1	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	0.0	0.2	0.1	0.333333333333333	0.2							0.0	0.0	1.0	0.4	0.4	0.0	0.4		0.0	1	0.653973	0.196776	0.149251	1
66	2017-10-06		1	Tunisia	La Marsa	Mauritania	0	Comoros	1	1	0	0	0.734104046242775	0.260115606936416	0.0		0.0857142857142857		CAF	0.3	1.64161849710983		0.0	0.15028901734104	0	...	0.0	0.2	0.2	0.333333333333333	0.2							0.333333333333333	0.333333333333333	0.333333333333333	0.333333333333333	0.333333333333333	0.2	0.4		0.0	2	0.582935	0.21148	0.205585	1
67	2017-12-15		1	Vanuatu	Port Vila	Tuvalu	4	Tonga	3	1	0	0	1.15789473684211	0.105263157894737	0.0		0.210526315789474		OFC	0.0	5.31578947368421		0.0	0.210526315789474	0	...	0.0	0.2	0.1	0.0	0.0							1.0	1.0	0.0	1.0	0.0	0.6	0.0		0.0	1	0.382459	0.186341	0.4312	2
68	2018-03-21		1	Spain	La Línea de la Concepción	Andorra	1	Liechtenstein	0	1	0	0	0.282442748091603	0.0763358778625954	0.0		0.0		UEFA	0.0571428571428571	2.82442748091603		0.0	0.0229007633587786	0	...	0.0	0.0	0.1	0.333333333333333	0.0							0.0	0.0	0.0	0.0	0.4	0.4	0.2		0.0	1	0.306139	0.16267	0.531191	2
69	2018-03-22		0	Malta	Attard	Malta	0	Luxembourg	1	1	0	0	0.627777777777778	0.166666666666667	0.0		0.101694915254237		UEFA	0.206666666666667	2.30555555555556		0.0	0.125	0	...	0.0	0.2	0.3	0.333333333333333	0.4							0.2	0.333333333333333	0.4	0.8	0.2	0.0	0.8		0.0	2	0.513334	0.262708	0.223958	1
70	2018-03-25		1	Spain	Marbella	Faroe Islands	3	Liechtenstein	0	1	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	0.0	0.4	0.1	0.333333333333333	0.0							1.0	1.0	0.0	0.4	0.4	0.4	0.2		0.0	1	0.57234	0.217997	0.209663	1
71	2018-05-31		1	England	Enfield	Abkhazia	3	Tibet	0	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	...	0.0	0.6	0.0	0.0	0.0							0.2	0.2	0.4	0.2	0.4	0.0	0.0		0.0	1	0.779529	0.111798	0.108673	1
72	2018-05-31		1	England	Haringey	Székely Land	4	Tuvalu	0	1	0	0	1.0	0.0	0.0		0.0		OFC	0.0	3.0		0.0	0.0	0	...	0.666666666666667	0.2	0.3	0.333333333333333	0.2							0.75	0.75	0.0	0.75	0.0	1.0	0.0		0.0	1	0.404929	0.185554	0.409516	X
73	2018-06-02		1	England	Carshalton	Ellan Vannin	2	Tamil Eelam	0	1	0	0	0.666666666666667	0.666666666666667	0.0		0.0		OFC	0.0	1.0		0.0	0.0	0	...	0.333333333333333	0.2	0.25	0.333333333333333	0.0							0.333333333333333	0.333333333333333	0.333333333333333	0.333333333333333	0.333333333333333	0.25	0.0		0.0	1	0.571052	0.188768	0.24018	1
74	2018-06-02		1	South Africa	Polokwane	Lesotho	1	Eswatini	0	1	0	0	0.779342723004695	0.309859154929577	0.0		0.150943396226415		CAF	0.216867469879518	1.61971830985915		0.0	0.169014084507042	0	...	0.0	0.2	0.2	0.333333333333333	0.2							0.2	0.0	0.4	0.4	0.4	0.8	0.2		0.0	1	0.386634	0.298007	0.315359	1
75	2018-06-05		1	England	Aveley	Abkhazia	6	Tamil Eelam	0	1	0	0	1.0	0.5	0.0		0.166666666666667		OFC	0.0	1.5		0.0	0.166666666666667	0	...	0.333333333333333	0.6	0.222222222222222	0.333333333333333	0.0							0.4	0.4	0.2	0.4	0.2	0.2	0.0		0.0	1	0.721999	0.127994	0.150007	1
76	2018-06-07		1	England	Sutton	Tamil Eelam	4	Tuvalu	3	1	0	0	1.0	0.0	0.0		0.166666666666667		OFC	0.0	4.16666666666667		0.0	0.166666666666667	0	...	0.0	0.0	0.1	0.0	0.0							0.2	0.2	0.0	0.2	0.0	0.8	0.0		0.0	1	0.228729	0.197506	0.573764	2
77	2018-08-22		0	Sint Maarten	Philipsburg	Sint Maarten	1	Anguilla	1	1	0	0	1.30434782608696	0.173913043478261	0.0		0.388888888888889		OFC	0.2	1.91304347826087		0.0	0.347826086956522	0	...	0.333333333333333	0.2	0.0	0.0	0.0							1.0	1.0	0.0	0.6	0.0	0.0	0.2		0.2	X	0.847402	0.0944809	0.0581172	1
78	2018-09-06		1	Mongolia	Ulaanbaatar	Northern Mariana Islands	1	Macau	1	1	0	0	0.888888888888889	0.0555555555555556	0.0		0.133333333333333		OFC	0.0	4.16666666666667		0.0	0.111111111111111	0	...	0.0	0.0	0.2	0.333333333333333	0.0							0.25	0.333333333333333	0.0	0.2	0.0	0.75	0.0		0.6	X	0.313351	0.236028	0.450621	2
79	2018-09-07		0	Faroe Islands	Tórshavn	Faroe Islands	3	Malta	1	1	0	0	0.835051546391753	0.0876288659793814	0.0		0.1875		UEFA	0.259259259259259	2.52577319587629		0.0	0.175257731958763	0	...	0.333333333333333	0.4	0.0	0.0	0.2							0.75	0.666666666666667	0.0	0.6	0.2	0.6	0.2		0.8	1	0.547816	0.213384	0.2388	1
80	2018-09-07		0	Anguilla	The Valley	Anguilla	0	French Guiana	5	1	0	0	0.666666666666667	0.0625	0.0		0.09375		OFC	0.0	4.04166666666667		0.0	0.0625	0	...	0.0	0.2	0.5	0.333333333333333	0.2							0.0	0.0	0.0	0.0	0.4	0.8	0.0		0.8	2	0.14478	0.105494	0.749727	2
81	2018-09-08		0	Luxembourg	Luxembourg City	Luxembourg	4	Moldova	0	1	0	0	0.566298342541437	0.11878453038674	0.0		0.0588235294117647		UEFA	0.110294117647059	2.8121546961326		0.0	0.069060773480663	0	...	0.333333333333333	0.2	0.0	0.0	0.4							0.0	0.0	0.75	0.2	0.6	0.4	0.6		0.0	1	0.337804	0.289766	0.37243	2
82	2018-09-11		0	San Marino	Serravalle	San Marino	0	Luxembourg	3	1	0	0	0.156716417910448	0.0298507462686567	0.0		0.0		UEFA	0.024390243902439	4.26865671641791		0.0	0.00746268656716418	0	...	0.0	0.0	0.5	0.666666666666667	0.2							0.0	0.0	0.0	0.0	0.0	0.4	0.4		0.0	2	0.224432	0.115682	0.659887	2
83	2018-10-12		0	Moldova	Chișinău	Moldova	2	San Marino	0	1	0	0	0.880829015544041	0.238341968911917	0.0		0.23		UEFA	0.266666666666667	1.62694300518135		0.0	0.207253886010363	0	...	0.0	0.4	0.0	0.0	0.0							1.0	1.0	0.0	0.4	0.4	0.0	0.0		0.0	1	0.741214	0.174159	0.0846273	1
84	2018-10-15		0	Luxembourg	Luxembourg City	Luxembourg	3	San Marino	0	1	0	0	0.566298342541437	0.11878453038674	0.0		0.0588235294117647		UEFA	0.110294117647059	2.8121546961326		0.0	0.069060773480663	0	...	0.666666666666667	0.2	0.0	0.0	0.0							1.0	1.0	0.0	0.6	0.2	0.0	0.0		0.0	1	0.770952	0.0907741	0.138274	1
85	2018-11-15		0	San Marino	Serravalle	San Marino	0	Moldova	1	1	0	0	0.156716417910448	0.0298507462686567	0.0		0.0		UEFA	0.024390243902439	4.26865671641791		0.0	0.00746268656716418	0	...	0.0	0.0	0.1	0.333333333333333	0.6							0.0	0.0	0.0	0.0	0.0	0.6	0.2		0.0	2	0.0747795	0.0747795	0.850441	2
86	2018-11-18		0	Moldova	Chișinău	Moldova	1	Luxembourg	1	1	0	0	0.880829015544041	0.238341968911917	0.0		0.23		UEFA	0.266666666666667	1.62694300518135		0.0	0.207253886010363	0	...	0.666666666666667	0.4	0.6	0.333333333333333	0.0							0.2	0.0	0.6	0.8	0.0	0.8	0.2		0.2	X	0.385499	0.383813	0.230688	1
87	2018-11-20		0	Malta	Attard	Malta	1	Faroe Islands	1	1	0	0	0.627777777777778	0.166666666666667	0.0		0.101694915254237		UEFA	0.206666666666667	2.30555555555556		0.0	0.125	0	...	0.0	0.4	0.3	0.0	0.2							0.2	0.333333333333333	0.0	0.4	0.2	0.8	0.2		0.6	X	0.49155	0.261725	0.246725	1
88	2019-03-22		0	Anguilla	The Valley	Anguilla	0	U.S. Virgin Islands	3	1	0	0	0.666666666666667	0.0625	0.0		0.09375		OFC	0.0	4.04166666666667		0.0	0.0625	0	...	0.0	0.4	0.2	0.0	0.0							0.0	0.0	1.0	0.0	0.2	0.25	0.5		0.8	2	0.381599	0.22153	0.396871	X
89	2019-03-23		0	Malta	Attard	Malta	2	Faroe Islands	1	1	0	0	0.627777777777778	0.166666666666667	0.0		0.101694915254237		UEFA	0.206666666666667	2.30555555555556		0.0	0.125	0	...	0.0	0.6	0.2	0.0	0.4							0.2	0.333333333333333	0.2	0.2	0.4	0.6	0.4		0.4	1	0.347179	0.168677	0.484144	2
90	2019-05-27		1	South Africa	Durban	Eswatini	2	Comoros	2	1	0	0	0.828282828282828	0.272727272727273	0.0		0.177083333333333		CAF	0.240963855421687	1.74242424242424		0.0	0.207070707070707	0	...	0.0	0.6	0.2	0.0	0.4							1.0	1.0	0.0	0.6	0.2	0.4	0.4		0.2	X	0.465551	0.270922	0.263527	1
91	2019-06-04		1	Azerbaijan	Askeran	South Ossetia	2	Székely Land	2	1	0	0	0.666666666666667	0.333333333333333	0.0		0.0		OFC	0.0	2.33333333333333		0.0	0.0	0	...	0.333333333333333	0.0	0.4	0.0	0.2							0.0	0.0	0.25	0.0	0.25	0.8	0.0		0.6	X	0.498795	0.220191	0.281014	1
92	2019-06-08		0	Moldova	Chișinău	Moldova	1	Andorra	0	1	0	0	0.880829015544041	0.238341968911917	0.0		0.23		UEFA	0.266666666666667	1.62694300518135		0.0	0.207253886010363	0	...	0.0	0.2	0.0	0.0	0.4							0.75	0.666666666666667	0.25	0.6	0.2	0.2	0.2		0.8	1	0.702014	0.178134	0.119852	1
93	2019-06-16		0	Wales	Anglesey	Ynys Môn	2	Western Isles	1	1	0	0	1.70588235294118	0.215686274509804	0.0		0.470588235294118		OFC	0.0	1.49019607843137		0.0	0.470588235294118	0	...	0.333333333333333	0.0	0.3	0.333333333333333	0.2							0.0	0.0	1.0	0.8	0.0	0.6	0.2		0.4	1	0.337391	0.347506	0.315102	X
94	2019-06-16		1	Wales	Anglesey	Alderney	2	Hitra	4	1	0	0	0.583333333333333	0.0	0.0		0.0833333333333333		OFC	0.0	4.33333333333333		0.0	0.0833333333333333	0	...	0.333333333333333	0.0	0.3	0.333333333333333	0.2							0.0	0.0	0.0	0.2	0.0	0.4	0.2		0.2	2	0.263478	0.202904	0.533617	2
95	2019-06-17		0	Wales	Anglesey	Ynys Môn	3	Orkney	1	1	0	0	1.70588235294118	0.215686274509804	0.0		0.470588235294118		OFC	0.0	1.49019607843137		0.0	0.470588235294118	0	...	0.333333333333333	0.0	0.3	0.333333333333333	0.0							1.0	1.0	0.0	0.8	0.0	0.4	0.0		0.0	1	0.76761	0.103695	0.128695	1
96	2019-06-17		1	Wales	Anglesey	Isle of Man	7	Hitra	1	1	0	0	2.8	0.1	0.0		0.555555555555556		OFC	0.25	1.625		0.0	0.525	0	...	1.0	0.0	0.4	0.666666666666667	0.2							1.0	1.0	0.0	1.0	0.0	0.4	0.2		0.0	1	0.658148	0.240717	0.101134	1
97	2019-06-18		1	Wales	Anglesey	Western Isles	1	Orkney	2	1	0	0	1.75	0.1	0.0		0.45		OFC	0.0	2.2		0.0	0.45	0	...	0.0	0.2	0.3	0.333333333333333	0.0							1.0	1.0	0.0	0.4	0.2	0.4	0.0		0.0	2	0.707155	0.149547	0.143297	1
98	2019-06-18		1	Wales	Anglesey	Isle of Man	6	Alderney	1	1	0	0	2.8	0.1	0.0		0.555555555555556		OFC	0.25	1.625		0.0	0.525	0	...	1.0	0.0	0.1	0.333333333333333	0.0							1.0	1.0	0.0	1.0	0.0	0.2	0.0		0.0	1	0.921995	0.0390024	0.0390024	1
99	2019-06-20		1	Wales	Anglesey	Orkney	1	Alderney	2	1	0	0	1.0	0.0	0.0		0.153846153846154		OFC	0.0	4.30769230769231		0.0	0.153846153846154	0	...	0.333333333333333	0.0	0.1	0.333333333333333	0.0							1.0	1.0	0.0	0.6	0.0	0.2	0.0		0.0	2	0.739645	0.0755349	0.184821	1
100	2019-07-12		1	Samoa	Apia	American Samoa	1	Tuvalu	1	1	0	0	0.627906976744186	0.0232558139534884	0.0		0.114285714285714		OFC	0.0	6.44186046511628		0.0	0.0930232558139535	0	...	0.333333333333333	0.0	0.1	0.0	0.0							0.0	0.0	0.0	0.4	0.0	0.6	0.0		0.0	X	0.150408	0.158817	0.690775	2

Rows: 1-100 | Columns: 67

Let's look at our predictions for the 2018 World Cup.

In [58]:

test.search(conditions = [test["tournament"] == 'FIFA World Cup'], 
            usecols = ["date",
                       "team1", 
                       "result", 
                       "prediction", 
                       "team2", 
                       "prob_1", 
                       "prob_X", 
                       "prob_2"],
            order_by = ["date"]).head(128)

Out[58]:

	📅 date Date	Abc team1 Varchar(64)	Abc result Varchar(1)	Abc prediction Varchar(1)	Abc team2 Varchar(64)	Abc prob_1 Varchar(128)	Abc prob_X Varchar(128)	Abc prob_2 Varchar(128)
1	2018-06-14	Russia	1	1	Saudi Arabia	0.615982	0.193977	0.190041
2	2018-06-15	Portugal	X	2	Spain	0.346045	0.269092	0.384863
3	2018-06-15	Egypt	2	2	Uruguay	0.279023	0.12121	0.599767
4	2018-06-15	Morocco	2	1	Iran	0.373753	0.334783	0.291464
5	2018-06-16	Peru	2	1	Denmark	0.41561	0.302877	0.281513
6	2018-06-16	France	1	1	Australia	0.500506	0.349001	0.150494
7	2018-06-16	Argentina	X	1	Iceland	0.673556	0.216347	0.110097
8	2018-06-16	Croatia	1	1	Nigeria	0.493254	0.196819	0.309927
9	2018-06-17	Germany	2	1	Mexico	0.446671	0.393852	0.159477
10	2018-06-17	Brazil	X	1	Switzerland	0.534365	0.25544	0.210195
11	2018-06-17	Costa Rica	2	2	Serbia	0.298194	0.0917439	0.610062
12	2018-06-18	Belgium	1	1	Panama	0.621091	0.223829	0.155079
13	2018-06-18	Tunisia	2	2	England	0.103159	0.156284	0.740557
14	2018-06-18	Sweden	1	1	South Korea	0.552825	0.210592	0.236583
15	2018-06-19	Colombia	2	1	Japan	0.484312	0.241902	0.273786
16	2018-06-19	Russia	1	1	Egypt	0.659846	0.196659	0.143495
17	2018-06-19	Poland	2	1	Senegal	0.532898	0.284365	0.182737
18	2018-06-20	Uruguay	1	1	Saudi Arabia	0.463327	0.31417	0.222503
19	2018-06-20	Portugal	1	1	Morocco	0.423888	0.313552	0.26256
20	2018-06-20	Iran	2	2	Spain	0.232246	0.254415	0.513339
21	2018-06-21	France	1	1	Peru	0.604562	0.2061	0.189338
22	2018-06-21	Denmark	X	1	Australia	0.500123	0.247572	0.252304
23	2018-06-21	Argentina	2	1	Croatia	0.516892	0.212216	0.270892
24	2018-06-22	Serbia	2	1	Switzerland	0.517246	0.258173	0.224581
25	2018-06-22	Nigeria	1	1	Iceland	0.626273	0.229676	0.144051
26	2018-06-22	Brazil	1	1	Costa Rica	0.81037	0.107315	0.0823152
27	2018-06-23	South Korea	2	2	Mexico	0.269136	0.403316	0.327548
28	2018-06-23	Belgium	1	1	Tunisia	0.317956	0.440944	0.2411
29	2018-06-23	Germany	1	1	Sweden	0.610753	0.158275	0.230972
30	2018-06-24	England	1	1	Panama	0.715813	0.135844	0.148344
31	2018-06-24	Poland	2	2	Colombia	0.321784	0.261457	0.416759
32	2018-06-24	Japan	X	1	Senegal	0.463146	0.262543	0.274311
33	2018-06-25	Spain	X	1	Morocco	0.704542	0.184661	0.110797
34	2018-06-25	Iran	X	2	Portugal	0.221551	0.249016	0.529433
35	2018-06-25	Saudi Arabia	1	1	Egypt	0.36209	0.430996	0.206915
36	2018-06-25	Russia	2	1	Uruguay	0.355385	0.334616	0.31
37	2018-06-26	Denmark	X	2	France	0.316886	0.171057	0.512057
38	2018-06-26	Iceland	2	2	Croatia	0.163777	0.208777	0.627446
39	2018-06-26	Nigeria	2	X	Argentina	0.357042	0.313212	0.329747
40	2018-06-26	Australia	2	1	Peru	0.565103	0.211237	0.22366
41	2018-06-27	Switzerland	X	1	Costa Rica	0.38823	0.262715	0.349055
42	2018-06-27	South Korea	1	2	Germany	0.179598	0.234371	0.586032
43	2018-06-27	Serbia	2	2	Brazil	0.176806	0.28983	0.533363
44	2018-06-27	Mexico	2	1	Sweden	0.456916	0.331662	0.211422
45	2018-06-28	Senegal	2	1	Colombia	0.368582	0.327867	0.303551
46	2018-06-28	Japan	2	1	Poland	0.396836	0.287341	0.315823
47	2018-06-28	England	2	1	Belgium	0.677358	0.170384	0.152259
48	2018-06-28	Panama	2	1	Tunisia	0.404387	0.295051	0.300562
49	2018-06-30	France	1	2	Argentina	0.355175	0.257457	0.387368
50	2018-06-30	Uruguay	1	1	Portugal	0.441437	0.270504	0.288059
51	2018-07-01	Russia	X	X	Spain	0.316157	0.376195	0.307648
52	2018-07-01	Croatia	X	1	Denmark	0.412133	0.292713	0.295154
53	2018-07-02	Belgium	1	1	Japan	0.529099	0.217895	0.253006
54	2018-07-02	Brazil	1	1	Mexico	0.749016	0.100492	0.150492
55	2018-07-03	Sweden	1	1	Switzerland	0.452364	0.279805	0.267831
56	2018-07-03	Colombia	X	2	England	0.26251	0.345133	0.392357
57	2018-07-06	Brazil	2	1	Belgium	0.679311	0.1404	0.180289
58	2018-07-06	Uruguay	2	2	France	0.319222	0.24342	0.437357
59	2018-07-07	Sweden	2	1	England	0.423226	0.225772	0.351003
60	2018-07-07	Russia	X	1	Croatia	0.411765	0.284138	0.304096
61	2018-07-10	France	1	1	Belgium	0.536896	0.14514	0.317964
62	2018-07-11	Croatia	1	2	England	0.391021	0.181189	0.42779
63	2018-07-14	Belgium	1	1	England	0.361527	0.399628	0.238845
64	2018-07-15	France	1	1	Croatia	0.509816	0.234189	0.255995

Rows: 1-64 | Columns: 8

Fantastic: we built a very efficient model which predicted that France will win almost all of its games (except the game against Argentina which is really hard to predict). In reality, France did indeed win the 2018 World Cup!

In [59]:

test.search(conditions = [test["tournament"] == 'FIFA World Cup',
                          (test["team1"] == 'France') | (test["team2"] == 'France')], 
            usecols = ["date",
                       "team1", 
                       "result", 
                       "prediction", 
                       "team2", 
                       "prob_1", 
                       "prob_X", 
                       "prob_2"],
            order_by = ["date"]).head(128)

Out[59]:

	📅 date Date	Abc team1 Varchar(64)	Abc result Varchar(1)	Abc prediction Varchar(1)	Abc team2 Varchar(64)	Abc prob_1 Varchar(128)	Abc prob_X Varchar(128)	Abc prob_2 Varchar(128)
1	2018-06-16	France	1	1	Australia	0.500506	0.349001	0.150494
2	2018-06-21	France	1	1	Peru	0.604562	0.2061	0.189338
3	2018-06-26	Denmark	X	2	France	0.316886	0.171057	0.512057
4	2018-06-30	France	1	2	Argentina	0.355175	0.257457	0.387368
5	2018-07-06	Uruguay	2	2	France	0.319222	0.24342	0.437357
6	2018-07-10	France	1	1	Belgium	0.536896	0.14514	0.317964
7	2018-07-15	France	1	1	Croatia	0.509816	0.234189	0.255995

Rows: 1-7 | Columns: 8

Conclusion¶

We've solved our problem in a Pandas-like way, all without ever loading data into memory!

VerticaPy

Python API for Vertica Data Science at Scale

About the Author

Badr Ouali
Head of Data Science

Badr Ouali works as a Lead Data Scientist for Vertica worldwide. He can embrace data projects end to end through a clear understanding of the “big picture” as well as attention to details, resulting in achieving great business outcomes – a distinctive differentiator in his role. Badr enjoys sharing knowledge and insights related to data analytics with colleagues & peers and has a sweet spot for Python. He loves helping customers finding the best value from their data and empower them to solve their use-cases.