##############################################################################
# Hexbin shot map with kdeplot marginal axes
# ------------------------------------------
fig, axes, _, _ = pitch.jointgrid(
figheight=10,
left=None,
bottom=0.075,
grid_height=0.8,
# plot without endnote/ title axes
endnote_height=0,
title_height=0)
# plot the hexbins
hex1 = pitch.hexbin(df_team1.x,
df_team1.y,
ax=axes[0],
edgecolors=pitch.line_color,
cmap='Reds')
hex2 = pitch.hexbin(df_team2.x,
df_team2.y,
ax=axes[0],
edgecolors=pitch.line_color,
cmap='Blues')
# normalize the values so the colors depend on the minimum/ value for both teams
# this ensures that darker colors mean more shots relative to both teams
vmin = min(hex1.get_array().min(), hex2.get_array().min())
vmax = max(hex1.get_array().max(), hex2.get_array().max())
hex1.set_clim(vmin=vmin, vmax=vmax)
hex2.set_clim(vmin=vmin, vmax=vmax)
# plot kdeplots on the marginals
team1_hist_y = sns.kdeplot(y=df_team1.y, ax=axes[1], color=red, shade=True)
kwargs = {
'related_event_df': False,
'shot_freeze_frame_df': False,
'tactics_lineup_df': False,
'warn': False
}
df_false9 = read_event(f'{EVENT_SLUG}/69249.json', **kwargs)['event']
df_before_false9 = read_event(f'{EVENT_SLUG}/69251.json', **kwargs)['event']
# filter messi's actions (starting positions)
df_false9 = df_false9.loc[df_false9.player_id == 5503, ['x', 'y']]
df_before_false9 = df_before_false9.loc[df_before_false9.player_id == 5503,
['x', 'y']]
##############################################################################
# plotting
pitch = Pitch(pitch_type='statsbomb',
pitch_color='#22312b',
stripe=False,
line_zorder=2)
fig, ax = pitch.draw(
figsize=(16, 9),
nrows=1,
ncols=2,
)
pitch.hexbin(df_before_false9.x, df_before_false9.y, ax=ax[0], cmap='Blues')
pitch.hexbin(df_false9.x, df_false9.y, ax=ax[1], cmap='Blues')
TITLE_STR1 = 'Messi in the game directly before \n playing in the false 9 role'
TITLE_STR2 = 'The first Game Messi \nplayed in the false 9 role'
title1 = ax[0].set_title(TITLE_STR1, fontsize=25, pad=20)
title2 = ax[1].set_title(TITLE_STR2, fontsize=25, pad=20)
