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The UEFA Champions League, often called the Champions League, is a preeminent annual soccer competition that captivates fans worldwide. Established in 1955 as the European Champion Clubs' Cup, it evolved into the UEFA Champions League in 1992, broadening its appeal. The modern format features 32 top-tier club teams selected based on their domestic league performance, adding to the intrigue.

This electrifying event transcends sports, becoming a celebration of unity, culture, and national pride. Fans, draped in their countries' colors, create an electric atmosphere, making the tournament as much about the spectators as the players.Financially, the Champions League is a lifeline for clubs, boosting revenues and offering transformative opportunities. Nevertheless, it sparks debates about wealth disparities in European soccer.

The Champions League is synonymous with historic rivalries, underdog triumphs, and individual brilliance. For players, it represents a career pinnacle, while for fans, it's a cultural phenomenon. The iconic anthem and rituals enrich the soccer experience. In 200 words, the UEFA Champions League is the epitome of European soccer excellence, offering unforgettable moments, financial rewards, and a unique cultural impact, with 32 top clubs adding to its allure.

Schema name: SOCCER

Table Name(s): TBL_UEFA_2020 | TBL_UEFA_2021 | TBL_UEFA_2022

Note : All three tables have same column names and data types

ColumnDefinitionData type
STAGEStage of the MarchVARCHAR(50)
DATEWhen the match occurred.DATE
PENSDid the match end with penaltyVARCHAR(50)
PENS_HOME_SCOREIn case of penalty, score by home teamVARCHAR(50)
PENS_AWAY_SCOREIn case of penalty, score by away teamVARCHAR(50)
TEAM_NAME_HOMETeam home nameVARCHAR(50)
TEAM_NAME_AWAYTeam away nameVARCHAR(50)
TEAM_HOME_SCORETeam home scoreNUMBER
TEAM_AWAY_SCORETeam away scoreNUMBER
POSSESSION_HOMEBall possession for the home teamFLOAT
POSSESSION_AWAYBall possession for the away teamFLOAT
TOTAL_SHOTS_HOMENumber of shots by the home teamNUMBER
TOTAL_SHOTS_AWAYNumber of shots by the away teamNUMBER
SHOTS_ON_TARGET_HOMETotal shot for home teamFLOAT
SHOTS_ON_TARGET_AWAYTotal shot for away teamFLOAT
DUELS_WON_HOMEduel win possession of ball - for home teamNUMBER
DUELS_WON_AWAYduel win possession of ball - for away teamNUMBER
PREDICTION_TEAM_HOME_WINProbability of home team to winFLOAT
PREDICTION_DRAWProbability of drawFLOAT
PREDICTION_TEAM_AWAY_WINProbability of away team to winFLOAT
LOCATIONStadium where the match was heldVARCHAR(50)
Note that in Snowflake all databases, tables, and columns are upper case by default.

You will execute SQL queries to answer three questions, as listed in the instructions.

Spinner
DataFrameas
TEAM_HOME_WITH_MOST_GOALS
variable
-- TEAM_HOME_WITH_MOST_GOALS
--Find the top 3 teams which scored highest goals while playing at their home ground in UEFA Champions League 2020-21. 
SELECT
	TEAM_NAME_HOME,
	TEAM_HOME_SCORE
FROM SOCCER.TBL_UEFA_2020

ORDER BY TEAM_HOME_SCORE DESC
LIMIT 3;

PSG, Manchester United, and Barcelona each scored 5 goals in matches played at their home ground highlighting the dominance of these top European clubs during the 2020-21 Champions League season when playing at home. The home advantage, often accompanied by the support of passionate fans, is clearly reflected in these high-scoring performances.

Spinner
DataFrameas
TEAM_WITH_MAJORITY_POSSESSION
variable
-- TEAM_WITH_MAJORITY_POSSESSION
--Find the team with majority possession for maximum number of times during UEFA Champions League 2021-22. 

SELECT
    CASE 
		-- Home team name if they had more possession
		WHEN POSSESSION_HOME > POSSESSION_AWAY THEN TEAM_NAME_HOME
		-- Away team name if they had more possession
		WHEN POSSESSION_AWAY > POSSESSION_HOME THEN TEAM_NAME_AWAY
		ELSE NULL END AS TEAM_NAME,
	COUNT(*) AS GAME_COUNT
FROM SOCCER.TBL_UEFA_2021
-- Group by team, order by number of games in descending order
-- and limit the results
GROUP BY TEAM_NAME
ORDER BY GAME_COUNT DESC
LIMIT 1;

Liverpool had the majority possession in 9 matches during the 2021-22 season. Possession is a crucial metric in soccer, often reflecting a team’s ability to control the pace of the game. Liverpool's ability to dominate possession in most of their matches shows their tactical approach focused on ball retention and control, a hallmark of their high-intensity playing style under Jürgen Klopp.

Spinner
DataFrameas
TEAM_WON_DUEL_LOST_GAME_STAGE_WISE
variable
SELECT STAGE,
    -- Select home team which won the duel but lost the game
    CASE
        WHEN DUELS_WON_HOME > DUELS_WON_AWAY AND TEAM_HOME_SCORE < TEAM_AWAY_SCORE THEN TEAM_NAME_HOME
        -- Select away team which won the duel but lost the game
        WHEN DUELS_WON_AWAY > DUELS_WON_HOME AND TEAM_AWAY_SCORE < TEAM_HOME_SCORE THEN TEAM_NAME_AWAY
        ELSE NULL
    END AS TEAM_LOST    
FROM SOCCER.TBL_UEFA_2022
-- Filter where the duel and score conditions were met
WHERE (DUELS_WON_HOME > DUELS_WON_AWAY AND TEAM_HOME_SCORE < TEAM_AWAY_SCORE) 
   OR (DUELS_WON_AWAY > DUELS_WON_HOME AND TEAM_AWAY_SCORE < TEAM_HOME_SCORE);

This query identifies teams that won more duels (i.e., won more ball possession challenges) but ended up losing the game. This can indicate a situation where the team was physically dominant in the midfield but inefficient in converting their opportunities into goals. Understanding such matches can help in analyzing areas where teams with strong ball-winning abilities might struggle, such as in converting possession into meaningful attacks or handling counter-attacks from their opponents.