for file in match_files
])
# filter chelsea pressure events
mask_chelsea_pressure = (df.team_name == 'Chelsea FCW') & (df.type_name
== 'Pressure')
df = df.loc[mask_chelsea_pressure, ['x', 'y']]
##############################################################################
# Custom colormap, font, and path effects
# see the custom colormaps example for more ideas on setting colormaps
pearl_earring_cmap = LinearSegmentedColormap.from_list(
"Pearl Earring - 10 colors", ['#15242e', '#4393c4'], N=10)
# fontmanager for google font (robotto)
robotto_regular = FontManager()
path_eff = [
path_effects.Stroke(linewidth=3, foreground='black'),
path_effects.Normal()
]
##############################################################################
# Plot positional heatmap
# -----------------------
# setup pitch
pitch = VerticalPitch(pitch_type='statsbomb',
line_zorder=2,
pitch_color='#22312b',
line_color='white')
statistic='count',
bins=bins)
hm = pitch.heatmap(bs_heatmap, ax=axs['pitch'], cmap='Blues')
# plot the pass flow map with a single color ('black') and length of the arrow (5)
fm = pitch.flow(df_pass.x,
df_pass.y,
df_pass.end_x,
df_pass.end_y,
color='black',
arrow_type='same',
arrow_length=5,
bins=bins,
ax=axs['pitch'])
# title / endnote
font = FontManager() # default is loading robotto font from google fonts
axs['title'].text(0.5,
0.5,
f'{team1} pass flow map vs {team2}',
fontsize=25,
fontproperties=font.prop,
va='center',
ha='center')
axs['endnote'].text(1,
0.5,
'@your_amazing_tag',
fontsize=18,
fontproperties=font.prop,
va='center',
ha='right')
Here we plot a pizza chart where the parameters have the same units, but the maximum
is five instead of 100.
"""
import matplotlib.pyplot as plt
from mplsoccer import PyPizza, FontManager
##############################################################################
# Load some fonts
# ---------------
# We will use mplsoccer's FontManager to load some fonts from Google Fonts.
# We borrowed the FontManager from the excellent
# `ridge_map library <https://github.com/ColCarroll/ridge_map>`_.
font_normal = FontManager(("https://github.com/google/fonts/blob/main/apache/roboto/static/"
"Roboto-Regular.ttf?raw=true"))
font_italic = FontManager(("https://github.com/google/fonts/blob/main/apache/roboto/static/"
"Roboto-Italic.ttf?raw=true"))
font_bold = FontManager(("https://github.com/google/fonts/blob/main/apache/roboto/static/"
"Roboto-Medium.ttf?raw=true"))
##############################################################################
# Different Units
# ---------------
# Till now we were plotting a percentile chart where the upper limit was 100.
# Let's take another example where the lower limit is 0 and upper limit is 5.
# The below code shows how to plot pizza-chart for such case.
# parameter and value list
params = ['Speed', 'Agility', 'Strength', 'Passing', 'Dribbles']
values = [5, 2, 4, 3, 1]
num_sub = num_players - 11
##############################################################################
# Setup the pitch, arrows, and get some images
# add padding to the top so we can plot the titles, and raise the pitch lines
pitch = Pitch(pad_top=10, line_zorder=2)
# arrow properties for the sub on/off
green_arrow = dict(arrowstyle='simple, head_width=0.7',
connectionstyle="arc3,rad=-0.8", fc="green", ec="green")
red_arrow = dict(arrowstyle='simple, head_width=0.7',
connectionstyle="arc3,rad=-0.8", fc="red", ec="red")
# a fontmanager object for using a google font
fm_scada = FontManager(('https://github.com/googlefonts/scada/blob/main/fonts/ttf/'
'Scada-Regular.ttf?raw=true'))
# Load the Club/ Statsbomb logos
# these are the property of the respective clubs/ StatsBomb.
BARCA_LOGO_URL = ('https://upload.wikimedia.org/wikipedia/en/thumb/4/47/'
'FC_Barcelona_%28crest%29.svg/142px-FC_Barcelona_%28crest%29.svg.png')
DEPORTIVO_LOGO_URL = ('https://upload.wikimedia.org/wikipedia/en/thumb/f/f8/'
'Deportivo_Alaves_logo_%282020%29.svg/'
'300px-Deportivo_Alaves_logo_%282020%29.svg.png')
SB_LOGO_URL = 'https://raw.githubusercontent.com/statsbomb/open-data/master/img/statsbomb-logo.jpg'
barca_logo = Image.open(urlopen(BARCA_LOGO_URL))
deportivo_logo = Image.open(urlopen(DEPORTIVO_LOGO_URL))
sb_logo = Image.open(urlopen(SB_LOGO_URL))
##############################################################################
# Plotting the Pass Maps
ax_opta = fig.add_axes(
(0.05, 0.05, 0.4, 0.4 * FIGWIDTH / FIGHEIGHT / opta_pitch.ax_aspect))
opta_pitch.draw(ax=ax_opta)
custom_pitch = VerticalPitch(pitch_type='custom',
line_color='black',
half=True,
pitch_length=105,
pitch_width=68,
line_zorder=3)
ax_custom = fig.add_axes(
(0.55, 0.05, 0.4, 0.4 * FIGWIDTH / FIGHEIGHT / custom_pitch.ax_aspect))
custom_pitch.draw(ax=ax_custom)
# draw the original event points
fm = FontManager() # a mplsoccer fontmanager with the default Robotto font
opta_pitch.scatter(x,
y,
s=250,
marker='x',
alpha=0.8,
edgecolor='black',
facecolor='#6778d0',
ax=ax_opta)
TEXT = ('The initial points are inside\n'
'the penalty area, six yard box,\n'
'and on the penalty-spot')
_ = ax_text(50,
70,
TEXT,
va='center',
""" Example using refactored Radar."""
from mplsoccer import Radar, FontManager
import matplotlib.pyplot as plt
# fonts for the charts
URL1 = ('https://github.com/googlefonts/SourceSerifProGFVersion/blob/master/'
'fonts/SourceSerifPro-Regular.ttf?raw=true')
URL2 = ('https://github.com/googlefonts/SourceSerifProGFVersion/blob/master/'
'fonts/SourceSerifPro-ExtraLight.ttf?raw=true')
font_params = FontManager(URL1)
font_range = FontManager(URL2)
# inputs
params = [
"npxG", "Non-Penalty\n Goals", "xA", "Key\n Passes", "Through\n Balls",
"Progressive\n Passes", "Shot-Creating\n Actions",
"Goal-Creating\n Actions", "Dribbles\n Completed", "Pressure\n Regains",
"Touches\nIn Box"
]
values = [0.25, 0.42, 0.42, 3.47, 1.04, 8.06, 5.62, 0.97, 0.56, 5.14, 3.54]
values_compare = [
0.32, 0.00, 0.43, 3.50, 0.98, 7.72, 6.18, 0.98, 1.71, 4.88, 4.96
]
low = [0.08, 0.00, 0.10, 1.00, 0.60, 4.00, 3.00, 0.30, 0.30, 2.00, 2.00]
high = [0.37, 0.60, 0.60, 4.00, 1.20, 10.00, 8.00, 1.30, 1.50, 5.50, 5.00]
# radar comparison
radar = Radar(params, low, high)
fig, ax = radar.setup_axis()
rings_inner = radar.draw_circles(ax=ax,
import matplotlib.patheffects as path_effects
# get data
df = read_event(f'{EVENT_SLUG}/7478.json',
related_event_df=False,
shot_freeze_frame_df=False,
tactics_lineup_df=False)['event']
# get the team names
team1, team2 = df.team_name.unique()
# filter the dataset to completed passes for team 1
mask_team1 = (df.type_name == 'Pass') & (df.team_name
== team1) & (df.outcome_name.isnull())
df_pass = df.loc[mask_team1, ['x', 'y', 'end_x', 'end_y', 'outcome_name']]
# load a custom font from google fonts
fm = FontManager('https://github.com/google/fonts/blob/main/ofl/sedgwickave/'
'SedgwickAve-Regular.ttf?raw=true')
##############################################################################
# Plotting cybperpunk passes
# --------------------------
LINEWIDTH = 1 # starting linewidth
DIFF_LINEWIDTH = 1.2 # amount the glow linewidth increases each loop
NUM_GLOW_LINES = 10 # the amount of loops, if you increase the glow will be wider
# in each loop, for the glow, we plot the alpha divided by the num_glow_lines
# I have a lower alpha_pass_line value as there is a slight overlap in
# the pass comet lines when using capstyle='round'
ALPHA_PITCH_LINE = 0.3
ALPHA_PASS_LINE = 0.15
# The colors are borrowed from mplcyberpunk. Try some of the following alternatives
##############################################################################
# Plot Messi's first game as a false-9.
pitch = VerticalPitch(line_color='#000009', line_zorder=2, pitch_color='white')
fig, ax = pitch.draw(figsize=(4.4, 6.4))
hexmap = pitch.hexbin(df_false9.x,
df_false9.y,
ax=ax,
edgecolors='#f4f4f4',
gridsize=(8, 8),
cmap=flamingo_cmap)
##############################################################################
# Load a custom font.
URL = 'https://github.com/googlefonts/roboto/blob/main/src/hinted/Roboto-Regular.ttf?raw=true'
URL2 = 'https://github.com/google/fonts/blob/main/apache/roboto/static/Roboto-Bold.ttf?raw=true'
robotto_regular = FontManager(URL)
robboto_bold = FontManager(URL2)
##############################################################################
# Load images.
# Load the StatsBomb logo and Messi picture
MESSI_URL = 'https://upload.wikimedia.org/wikipedia/commons/b/b8/Messi_vs_Nigeria_2018.jpg'
messi_image = Image.open(urlopen(MESSI_URL))
SB_LOGO_URL = 'https://raw.githubusercontent.com/statsbomb/open-data/master/img/statsbomb-logo.jpg'
sb_logo = Image.open(urlopen(SB_LOGO_URL))
##############################################################################
# Plot the chart again with a title.
# We will use mplsoccer's grid function to plot a pitch with a title and endnote axes.
df_total = df_total.T
df_total = df_total.divide(df_total.sum(axis=1), axis=0) * 100
##############################################################################
# Calculate the percentages for each team and sort so that the teams which press higher are last
df[pressure_cols] = df[pressure_cols].divide(df[pressure_cols].sum(axis=1), axis=0) * 100.
df.sort_values(['Att 3rd', 'Def 3rd'], ascending=[True, False], inplace=True)
##############################################################################
# Get the StatsBomb logo and Fonts
LOGO_URL = 'https://raw.githubusercontent.com/statsbomb/open-data/master/img/statsbomb-logo.jpg'
sb_logo = Image.open(urlopen(LOGO_URL))
# a FontManager object for using a google font (default Robotto)
fm = FontManager()
# path effects
path_eff = [path_effects.Stroke(linewidth=3, foreground='black'),
path_effects.Normal()]
##############################################################################
# Plot the percentages
# setup a mplsoccer pitch
pitch = Pitch(line_zorder=2, line_color='black', pad_top=20)
# mplsoccer calculates the binned statistics usually from raw locations, such as pressure events
# for this example we will create a binned statistic dividing
# the pitch into thirds for one point (0, 0)
# we will fill this in a loop later with each team's statistics from the dataframe
bin_statistic = pitch.bin_statistic([0], [0], statistic='count', bins=(3, 1))
It shows how pitches stretch to fit pitches of a fixed dimension.
More details are available in the Standardize data example.
"""
import numpy as np
import matplotlib.pyplot as plt
from matplotlib.patches import Polygon
from mplsoccer import Pitch, VerticalPitch, FontManager
from mplsoccer.quiver import arrows
FIGWIDTH, FIGHEIGHT = 14, 10
FIGSIZE = (FIGWIDTH, FIGHEIGHT)
FIG_ASPECT = FIGWIDTH / FIGHEIGHT
fig = plt.figure(figsize=FIGSIZE)
fm_rubik = FontManager(('https://github.com/google/fonts/blob/main/ofl/rubikmonoone/'
'RubikMonoOne-Regular.ttf?raw=true'))
# layout specifications
PAD = 1
pitch_spec = {'pad_left': PAD, 'pad_right': PAD,
'pad_bottom': PAD, 'pad_top': PAD, 'pitch_color': 'None'}
pitch_width, pitch_length = 80, 105
pitch_width3, pitch_length3 = 60, 105
pitch_length4, pitch_width4 = 120, 68
pitch_length6, pitch_width6 = 85, 68
# define pitches (top left, top middle, top right, bottom left, bottom middle, bottom right)
pitch1 = Pitch(pitch_type='custom', pitch_width=pitch_width, pitch_length=pitch_length,
line_color='#b94e45', **pitch_spec)
pitch2 = Pitch(pitch_type='statsbomb', **pitch_spec)
pitch3 = Pitch(pitch_type='custom', pitch_width=pitch_width3, pitch_length=pitch_length3,
round_int=[False] * 11,
num_rings=4, # the number of concentric circles (excluding center circle)
# if the ring_width is more than the center_circle_radius then
# the center circle radius will be wider than the width of the concentric circles
ring_width=1,
center_circle_radius=1)
##############################################################################
# Load some fonts
# ---------------
# We will use mplsoccer's FontManager to load some fonts from Google Fonts.
# We borrowed the FontManager from the excellent
# `ridge_map library <https://github.com/ColCarroll/ridge_map>`_.
URL1 = ('https://github.com/googlefonts/SourceSerifProGFVersion/blob/main/'
'fonts/SourceSerifPro-Regular.ttf?raw=true')
serif_regular = FontManager(URL1)
URL2 = ('https://github.com/googlefonts/SourceSerifProGFVersion/blob/main/'
'fonts/SourceSerifPro-ExtraLight.ttf?raw=true')
serif_extra_light = FontManager(URL2)
URL3 = ('https://github.com/google/fonts/blob/main/ofl/rubikmonoone/'
'RubikMonoOne-Regular.ttf?raw=true')
rubik_regular = FontManager(URL3)
URL4 = 'https://github.com/googlefonts/roboto/blob/main/src/hinted/Roboto-Thin.ttf?raw=true'
robotto_thin = FontManager(URL4)
URL5 = 'https://github.com/googlefonts/roboto/blob/main/src/hinted/Roboto-Regular.ttf?raw=true'
robotto_regular = FontManager(URL5)
URL6 = 'https://github.com/googlefonts/roboto/blob/main/src/hinted/Roboto-Bold.ttf?raw=true'
robotto_bold = FontManager(URL6)
##############################################################################
# Player Values