Import¶

In [7]:

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import sys
laurie_DIR = ''
sys.path.append(laurie_DIR + '/LaurieOnTracking-master')
import Metrica_Viz as mviz

convert_DIR = ''
sys.path.append(convert_DIR + '/lastrow_to_friendsoftracking-master')
import lastrow_to_friendsoftracking as lrfot

In [2]:

lastrow_DIR = ''
last_row = pd.read_csv(lastrow_DIR + '/Last-Row-master/datasets/positional_data/liverpool_2019.csv', index_col=('play', 'frame'))

Convert to Friends of Tracking wide format¶

In [3]:

data_attack, data_defence = lrfot.lastrow_to_friendsoftracking(last_row)

C:/Users/Ciaran/OneDrive/Documents/Last Man Analytics/20200428 - FoT and Seattle Competition/lastrow_to_friendsoftracking-master\lastrow_to_friendsoftracking.py:70: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  data_attack['Time [s]'] = data_attack['frame'] / 20
C:/Users/Ciaran/OneDrive/Documents/Last Man Analytics/20200428 - FoT and Seattle Competition/lastrow_to_friendsoftracking-master\lastrow_to_friendsoftracking.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  data_defence['Time [s]'] = data_defence['frame'] / 20

Convert to Metric¶

In [4]:

data_attack = lrfot.lastrow_to_metric_coordinates(data_attack)
data_defence = lrfot.lastrow_to_metric_coordinates(data_defence)

Liverpool Shoot Right to Left¶

In [5]:

data_attack, data_defence = lrfot.lastrow_to_single_playing_direction(data_attack, data_defence)

Checks¶

In [6]:

# Single Frame
play = 'Bayern 0 - [1] Liverpool'
frame = 10
fig,ax = mviz.plot_frame( data_attack.loc[(play, frame)], data_defence.loc[(play, frame)],annotate=True )
plt.show()

In [ ]:

# Video of Goal
PLOTDIR = ''
mviz.save_match_clip(tracking_liverpool_attack.loc[m],tracking_liverpool_defense.loc[m],PLOTDIR,fname=name,include_player_velocities=False)

In [ ]:

# All Videos of Goals
PLOTDIR = ''
for m in tracking_liverpool_goals.index.get_level_values('play').unique():
    name = m.split(" ")[0][:3].lower() + m.split(" ")[1] + m.split(" ")[-2] + m.split(" ")[-1][:3].lower()
    mviz.save_match_clip(tracking_liverpool_attack.loc[m],tracking_liverpool_defense.loc[m],PLOTDIR,fname=name,include_player_velocities=False)