Barca Visualizations

plt.clf()
att_df = df[['passes attempted', 'throws attempted']]
plt.boxplot(att_df, vert = False, labels = ['Passes Attempted', 'Throws Attempted'])
plt.xlabel('Plays Attempted')
plt.title('Side-by-Side Boxplot of Passes and Throws Attempted by Goalkeeper')
plt.show()

df = pd.read_csv("Barca_Downfall_Goalkeeping_Gamelogs_charlie_chu.csv")
df

df.rename(columns = {
    'Shots_on_target_against' : 'Shots on Target Against',
    'Goals_conceded' : 'Goals Conceded',
    'Save_percentage' : 'Save Percentage',
    'Post_shot_expected_goals' : 'Post Shot expected Goals',
    'Post_shot_expected_goals_without_conceded_goal' : 'Post Shot Expected Goals Without Conceded Goal',
    'Passes_launched' : 'Passes Launched',
    'Passes_attempted' : 'Passes Attempted',
    'Pass_completion_percent' : 'Pass Completion Percentage',
    'Gk_passes_attempted_without_goal_kicks' : 'GK Passes Attempted(Non-Goalkicks)',
    'Throws_attempted' : 'Throws Attempted',
    'Launch_percentage' : 'Launch Percentage',
    'Avg_length' : 'Average Length',
    'Crosses_faced' : 'Crosses Faced',
    'Crosses_stopped' : 'Crosses Stopped',
    'Crosses_stopped_percent' : 'Crosses Stopped Percentage',
    'Def_actions_outside_pen_area' : 'Defensive Actions Outside Penalty Area',
    'Avg_distance_of_def_actions' : 'Average Distance of Defensive Actions'
    
    
}, inplace = True)
df.columns = [col.lower() for col in df]
df.columns

plt.clf()
groups = df.groupby('result')
for result, group in groups:
    plt.scatter(group['saves'], group['goals conceded'], label = result)
plt.legend()
plt.title("Saves and Goals Conceded by Game Result")
plt.show()

plt.clf() 
plt.scatter(df['saves'], df['shots on target against'])
plt.xlabel('Saves')
plt.ylabel('Shots on Target Against')
plt.title('Saves and Shots on Target Against Scatterplot')
plt.show()

plt.clf()
avg_saves = df.groupby('season')['saves'].mean()
avg_saves.plot(kind = 'bar')
plt.ylabel('Saves')
plt.xlabel('Season')
plt.title('Barca Average Saves per Season')
plt.show()

plt.clf()
avg_saves = df.groupby('season')['goals conceded'].mean()
avg_saves.plot(kind = 'bar')
plt.ylabel('goals conceded')
plt.xlabel('Season')
plt.title('Barca Average Goals Conceded without Conceding per Season')
plt.show()

plt.clf()
avg_saves = df.groupby('season')['crosses stopped'].mean()
avg_saves.plot(kind = 'bar')
plt.ylabel('Crosses Stopped')
plt.xlabel('Season')
plt.title('Barca Average Crosses Stopped per Season')
plt.show()

plt.clf()
att_df = df[['passes attempted', 'throws attempted']]
plt.boxplot(att_df, vert = False, labels = ['Passes Attempted', 'Throws Attempted'])
plt.xlabel('Plays Attempted')
plt.title('Side-by-Side Boxplot of Passes and Throws Attempted by Goalkeeper')
plt.show()