sportowe_wizualizacja/shots_visuals.ipynb
Koushik R Kirugulige cfcaa3f321
adding 5 ipynb files
2019-06-03 17:01:10 +05:30

312 KiB
Raw Blame History

import pandas as pd
import numpy as np
from pandas.io.json import json_normalize #package for flattening json in pandas df

df = pd.read_json(r"C:\Users\Koushik\Downloads\open-data-master\open-data-master\data\events\19714.json")

shot = df[ (df.type == {'id': 16, 'name': 'Shot'})]
33              {'id': 971, 'name': 'Chelsea LFC'}
186             {'id': 971, 'name': 'Chelsea LFC'}
192             {'id': 971, 'name': 'Chelsea LFC'}
196             {'id': 971, 'name': 'Chelsea LFC'}
204             {'id': 971, 'name': 'Chelsea LFC'}
583             {'id': 971, 'name': 'Chelsea LFC'}
695             {'id': 971, 'name': 'Chelsea LFC'}
749             {'id': 971, 'name': 'Chelsea LFC'}
765             {'id': 971, 'name': 'Chelsea LFC'}
832     {'id': 746, 'name': 'Manchester City WFC'}
843     {'id': 746, 'name': 'Manchester City WFC'}
1060            {'id': 971, 'name': 'Chelsea LFC'}
1176            {'id': 971, 'name': 'Chelsea LFC'}
1179            {'id': 971, 'name': 'Chelsea LFC'}
1291            {'id': 971, 'name': 'Chelsea LFC'}
1400            {'id': 971, 'name': 'Chelsea LFC'}
1486            {'id': 971, 'name': 'Chelsea LFC'}
1622            {'id': 971, 'name': 'Chelsea LFC'}
1651    {'id': 746, 'name': 'Manchester City WFC'}
1666            {'id': 971, 'name': 'Chelsea LFC'}
1828            {'id': 971, 'name': 'Chelsea LFC'}
2136            {'id': 971, 'name': 'Chelsea LFC'}
2240            {'id': 971, 'name': 'Chelsea LFC'}
2297    {'id': 746, 'name': 'Manchester City WFC'}
2325            {'id': 971, 'name': 'Chelsea LFC'}
2453    {'id': 746, 'name': 'Manchester City WFC'}
2532    {'id': 746, 'name': 'Manchester City WFC'}
2692            {'id': 971, 'name': 'Chelsea LFC'}
2695            {'id': 971, 'name': 'Chelsea LFC'}
2741    {'id': 746, 'name': 'Manchester City WFC'}
2813            {'id': 971, 'name': 'Chelsea LFC'}
2820            {'id': 971, 'name': 'Chelsea LFC'}
2867    {'id': 746, 'name': 'Manchester City WFC'}
2910    {'id': 746, 'name': 'Manchester City WFC'}
Name: possession_team, dtype: object
eve_type = df["type"] 
eve_loc = df["location"]
shot = df[(df.possession_team == {'id': 746, 'name': 'Manchester City WFC'}) & (df.type == {'id': 16, 'name': 'Shot'})]
shot
bad_behaviour ball_receipt ball_recovery block dribble duel duration foul_committed foul_won goalkeeper ... possession_team related_events second shot substitution tactics team timestamp type under_pressure
832 NaN NaN NaN NaN NaN NaN 0.240 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} [81b72de5-c633-4b86-97a5-e6e3141a637c, b90b070... 22 {'statsbomb_xg': 0.06657825, 'end_location': [... NaN NaN {'id': 746, 'name': 'Manchester City WFC'} 2018-11-30 00:26:22.860 {'id': 16, 'name': 'Shot'} 1.0
843 NaN NaN NaN NaN NaN NaN 0.345 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} [0853fb46-b768-4d42-986e-77ea3c96c952, e70ec33... 32 {'statsbomb_xg': 0.046157748000000005, 'end_lo... NaN NaN {'id': 746, 'name': 'Manchester City WFC'} 2018-11-30 00:26:32.955 {'id': 16, 'name': 'Shot'} NaN
1651 NaN NaN NaN NaN NaN NaN 0.400 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} [cba9cd2d-9992-407a-aaf3-0311eb351c87] 41 {'one_on_one': True, 'statsbomb_xg': 0.5693016... NaN NaN {'id': 746, 'name': 'Manchester City WFC'} 2018-11-30 00:03:41.638 {'id': 16, 'name': 'Shot'} NaN
2297 NaN NaN NaN NaN NaN NaN 2.560 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} [79749558-b0e2-4f8c-a1eb-0a8e0aef46e8] 7 {'statsbomb_xg': 0.008986439, 'end_location': ... NaN NaN {'id': 746, 'name': 'Manchester City WFC'} 2018-11-30 00:25:07.438 {'id': 16, 'name': 'Shot'} NaN
2453 NaN NaN NaN NaN NaN NaN 1.640 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} [94d2eb1b-8fc9-49c7-b616-aca417904cd6] 46 {'statsbomb_xg': 0.0063227050000000005, 'end_l... NaN NaN {'id': 746, 'name': 'Manchester City WFC'} 2018-11-30 00:29:46.198 {'id': 16, 'name': 'Shot'} NaN
2532 NaN NaN NaN NaN NaN NaN 0.840 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} [f74bf297-93f1-45b0-81de-eeb3fc69c680] 51 {'statsbomb_xg': 0.22746719999999998, 'end_loc... NaN NaN {'id': 746, 'name': 'Manchester City WFC'} 2018-11-30 00:31:51.518 {'id': 16, 'name': 'Shot'} NaN
2741 NaN NaN NaN NaN NaN NaN 0.800 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} [dd94e36b-a345-4536-b4ee-843bd6e1578b] 34 {'statsbomb_xg': 0.2832888, 'end_location': [1... NaN NaN {'id': 746, 'name': 'Manchester City WFC'} 2018-11-30 00:40:34.118 {'id': 16, 'name': 'Shot'} NaN
2867 NaN NaN NaN NaN NaN NaN 1.000 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} [3ae2ccbb-4810-41b4-afd9-5f5d020ca1e0, 4ecdab6... 21 {'statsbomb_xg': 0.050603393, 'end_location': ... NaN NaN {'id': 746, 'name': 'Manchester City WFC'} 2018-11-30 00:44:21.918 {'id': 16, 'name': 'Shot'} 1.0
2910 NaN NaN NaN NaN NaN NaN 1.828 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} [20798c8c-8446-4460-b16a-ad013b7ed0f6] 7 {'statsbomb_xg': 0.013315414000000001, 'end_lo... NaN NaN {'id': 746, 'name': 'Manchester City WFC'} 2018-11-30 00:46:07.810 {'id': 16, 'name': 'Shot'} NaN

9 rows × 33 columns

shot.a
832     [117.0, 53.0]
843     [102.0, 50.0]
1651    [115.0, 41.0]
2297    [108.0, 35.0]
2453     [88.0, 34.0]
2532    [113.0, 42.0]
2741     [98.0, 46.0]
2867    [102.0, 35.0]
2910    [109.0, 37.0]
Name: location, dtype: object
shot.location.values.tolist()
[[117.0, 53.0],
 [102.0, 50.0],
 [115.0, 41.0],
 [108.0, 35.0],
 [88.0, 34.0],
 [113.0, 42.0],
 [98.0, 46.0],
 [102.0, 35.0],
 [109.0, 37.0]]
df_2 = pd.DataFrame(shot.location)
df_2[['team1','team2']] = pd.DataFrame(shot.location.values.tolist(), index= shot.location.index)
df_2
location team1 team2
832 [117.0, 53.0] 117.0 53.0
843 [102.0, 50.0] 102.0 50.0
1651 [115.0, 41.0] 115.0 41.0
2297 [108.0, 35.0] 108.0 35.0
2453 [88.0, 34.0] 88.0 34.0
2532 [113.0, 42.0] 113.0 42.0
2741 [98.0, 46.0] 98.0 46.0
2867 [102.0, 35.0] 102.0 35.0
2910 [109.0, 37.0] 109.0 37.0
x = df_2.team1.values.tolist()
y = df_2.team2.values.tolist()
y
[53.0, 50.0, 41.0, 35.0, 34.0, 42.0, 46.0, 35.0, 37.0]
x = np.asarray(x)
y = np.asarray(y)
x
array([117., 102., 115., 108.,  88., 113.,  98., 102., 109.])
y
array([53., 50., 41., 35., 34., 42., 46., 35., 37.])
img = plt.imread(r'C:\Users\Koushik\Documents\football_field.png')
x
[117.0, 102.0, 115.0, 108.0, 88.0, 113.0, 98.0, 102.0, 109.0]
import matplotlib.pyplot as plt
from scipy.misc import imread
import matplotlib.cbook as cbook

img = plt.imread(r'C:\Users\Koushik\Documents\football_field.png')
""" fig,ax = plt.plot(x,y,'ro')
plt.axis([0,120,0,80])
plt.imshow(img, zorder=0, extent=[0.5, 8.0, 1.0, 7.0])
ax.imshow(img) """

fig, ax = plt.subplots()

ax.imshow(img, extent=[0, 120, 0, 80])
ax.plot(x, y,'ro')
[<matplotlib.lines.Line2D at 0x1da4f916cc0>]
stri = "" 
for x in shot.location:
    stri = stri + str(x)
print(stri)
---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-20-daff6c53005c> in <module>()
      1 stri = ""
      2 for x in shot.location:
----> 3     stri = stri + str(x)
      4 print(stri)

TypeError: 'str' object is not callable
shot.location.to_csv(r"C:\Users\Koushik\Downloads\hope.csv")
loc= pd.read_csv(r"C:\Users\Koushik\Downloads\hope.csv")
loc
X Y
0 117 53
1 102 50
2 115 41
3 108 35
4 88 34
5 113 42
6 98 46
7 102 35
8 109 37
l =loc.Location.str.split(',', expand=True)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
<ipython-input-15-fcbab9a30745> in <module>()
----> 1 l =loc.Location.str.split(',', expand=True)

~\Anaconda3\lib\site-packages\pandas\core\generic.py in __getattr__(self, name)
   4374             if self._info_axis._can_hold_identifiers_and_holds_name(name):
   4375                 return self[name]
-> 4376             return object.__getattribute__(self, name)
   4377 
   4378     def __setattr__(self, name, value):

AttributeError: 'DataFrame' object has no attribute 'Location'
df[df.type == {'id': 16, 'name': 'Shot'} & df.possession_team == {'id': 746, 'name': 'Manchester City WFC'} ]
---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
~\Anaconda3\lib\site-packages\pandas\core\ops.py in na_op(x, y)
   1303         try:
-> 1304             result = op(x, y)
   1305         except TypeError:

~\Anaconda3\lib\site-packages\pandas\core\ops.py in rand_(left, right)
    148 def rand_(left, right):
--> 149     return operator.and_(right, left)
    150 

TypeError: unsupported operand type(s) for &: 'dict' and 'dict'

During handling of the above exception, another exception occurred:

TypeError                                 Traceback (most recent call last)
~\Anaconda3\lib\site-packages\pandas\core\ops.py in na_op(x, y)
   1320                 try:
-> 1321                     result = libops.scalar_binop(x, y, op)
   1322                 except:

pandas\_libs\ops.pyx in pandas._libs.ops.scalar_binop()

~\Anaconda3\lib\site-packages\pandas\core\ops.py in rand_(left, right)
    148 def rand_(left, right):
--> 149     return operator.and_(right, left)
    150 

TypeError: unsupported operand type(s) for &: 'bool' and 'dict'

During handling of the above exception, another exception occurred:

TypeError                                 Traceback (most recent call last)
<ipython-input-6-63503520b9da> in <module>()
----> 1 df[df.type == {'id': 16, 'name': 'Shot'} & df.possession_team == {'id': 746, 'name': 'Manchester City WFC'} ]

~\Anaconda3\lib\site-packages\pandas\core\ops.py in wrapper(self, other)
   1358                       is_integer_dtype(np.asarray(other)) else fill_bool)
   1359 
-> 1360             res_values = na_op(self.values, other)
   1361             unfilled = self._constructor(res_values, index=self.index)
   1362             return filler(unfilled).__finalize__(self)

~\Anaconda3\lib\site-packages\pandas\core\ops.py in na_op(x, y)
   1324                                     "with a scalar of type [{typ}]"
   1325                                     .format(dtype=x.dtype,
-> 1326                                             typ=type(y).__name__))
   1327 
   1328         return result

TypeError: cannot compare a dtyped [object] array with a scalar of type [bool]
ab = df[df.type == {'id': 16, 'name': 'Shot'} ]
ab.location.str.split(",", n = 1, expand = True) 
0
33 NaN
186 NaN
192 NaN
196 NaN
204 NaN
583 NaN
695 NaN
749 NaN
765 NaN
832 NaN
843 NaN
1060 NaN
1176 NaN
1179 NaN
1291 NaN
1400 NaN
1486 NaN
1622 NaN
1651 NaN
1666 NaN
1828 NaN
2136 NaN
2240 NaN
2297 NaN
2325 NaN
2453 NaN
2532 NaN
2692 NaN
2695 NaN
2741 NaN
2813 NaN
2820 NaN
2867 NaN
2910 NaN
loc = ab.location
loc.to_csv(r"C:\Users\Koushik\Downloads\hope.csv")
loc= pd.read_csv(r"C:\Users\Koushik\Downloads\hope.csv")
l =loc.Location.str.split(',', expand=True)
x_axis = np.asarray(l[0])
y_axis = np.asarray(l[1])
comb = np.column_stack((x_axis,y_axis))
comb
array([['117.0', ' 53.0'],
       ['102.0', ' 50.0'],
       ['115.0', ' 41.0'],
       ['108.0', ' 35.0'],
       ['88.0', ' 34.0'],
       ['113.0', ' 42.0'],
       ['98.0', ' 46.0'],
       ['102.0', ' 35.0'],
       ['109.0', ' 37.0']], dtype=object)
final = pd.DataFrame(data=npcomb,columns=['X','Y'])
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
<ipython-input-48-0269b9e16415> in <module>()
----> 1 final = pd.DataFrame(data=np.comb,columns=['X','Y'])

AttributeError: module 'numpy' has no attribute 'comb'
final
X Y
0 117.0 53.0
1 102.0 50.0
2 115.0 41.0
3 108.0 35.0
4 88.0 34.0
5 113.0 42.0
6 98.0 46.0
7 102.0 35.0
8 109.0 37.0
final.to_csv(r"C:\Users\Koushik\Downloads\hope.csv")
comb
array([['117.0', ' 53.0'],
       ['102.0', ' 50.0'],
       ['115.0', ' 41.0'],
       ['108.0', ' 35.0'],
       ['88.0', ' 34.0'],
       ['113.0', ' 42.0'],
       ['98.0', ' 46.0'],
       ['102.0', ' 35.0'],
       ['109.0', ' 37.0']], dtype=object)
x_axis
array(['117.0', '102.0', '115.0', '108.0', '88.0', '113.0', '98.0',
       '102.0', '109.0'], dtype=object)
import seaborn as sns; sns.set()
import matplotlib.pyplot as plt
sns.scatterplot(data = comb)
<matplotlib.axes._subplots.AxesSubplot at 0x1df385fd198>
plt
sns.lmplot(x='Attack', y='Defense', data=comb,
           fit_reg=False, # No regression line
           hue='Stage')   # Color by evolution stage
loc.Cordinates
0     115.0, 25.0
1     109.0, 51.0
2      99.0, 52.0
3     107.0, 40.0
4     108.0, 32.0
5     108.0, 32.0
6      87.0, 41.0
7     108.0, 36.0
8     105.0, 43.0
9     117.0, 53.0
10    102.0, 50.0
11    112.0, 39.0
12    115.0, 54.0
13    102.0, 34.0
14    108.0, 47.0
15     94.0, 54.0
16    108.0, 27.0
17    114.0, 34.0
18    115.0, 41.0
19    109.0, 39.0
20    117.0, 31.0
21     91.0, 52.0
22    118.0, 39.0
23    108.0, 35.0
24    111.0, 32.0
25     88.0, 34.0
26    113.0, 42.0
27    107.0, 47.0
28    110.0, 36.0
29     98.0, 46.0
30    113.0, 42.0
31    109.0, 52.0
32    102.0, 35.0
33    109.0, 37.0
Name: Cordinates, dtype: object
x = loc.Cordinates.applymap(str)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
<ipython-input-153-07d6bb01ed6c> in <module>()
----> 1 x = loc.Cordinates.applymap(str)

~\Anaconda3\lib\site-packages\pandas\core\generic.py in __getattr__(self, name)
   4374             if self._info_axis._can_hold_identifiers_and_holds_name(name):
   4375                 return self[name]
-> 4376             return object.__getattribute__(self, name)
   4377 
   4378     def __setattr__(self, name, value):

AttributeError: 'Series' object has no attribute 'applymap'
l =loc.Cordinates.str.split(',', expand=True)
l
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-1-6158028f8780> in <module>()
----> 1 l =loc.Cordinates.str.split(',', expand=True)
      2 l

NameError: name 'loc' is not defined
x_axis = np.asarray(l[0])
y_axis = np.asarray(l[1])
x_axis
array(['115.0', '109.0', '99.0', '107.0', '108.0', '108.0', '87.0',
       '108.0', '105.0', '117.0', '102.0', '112.0', '115.0', '102.0',
       '108.0', '94.0', '108.0', '114.0', '115.0', '109.0', '117.0',
       '91.0', '118.0', '108.0', '111.0', '88.0', '113.0', '107.0',
       '110.0', '98.0', '113.0', '109.0', '102.0', '109.0'], dtype=object)
y_axis
array([' 25.0', ' 51.0', ' 52.0', ' 40.0', ' 32.0', ' 32.0', ' 41.0',
       ' 36.0', ' 43.0', ' 53.0', ' 50.0', ' 39.0', ' 54.0', ' 34.0',
       ' 47.0', ' 54.0', ' 27.0', ' 34.0', ' 41.0', ' 39.0', ' 31.0',
       ' 52.0', ' 39.0', ' 35.0', ' 32.0', ' 34.0', ' 42.0', ' 47.0',
       ' 36.0', ' 46.0', ' 42.0', ' 52.0', ' 35.0', ' 37.0'], dtype=object)
import matplotlib.pyplot as plt
plt.plot(x_axis,y_axis,'ro')
plt.show()
num
array([list([115.0, 25.0]), list([109.0, 51.0]), list([99.0, 52.0]),
       list([107.0, 40.0]), list([108.0, 32.0]), list([108.0, 32.0]),
       list([87.0, 41.0]), list([108.0, 36.0]), list([105.0, 43.0]),
       list([117.0, 53.0]), list([102.0, 50.0]), list([112.0, 39.0]),
       list([115.0, 54.0]), list([102.0, 34.0]), list([108.0, 47.0]),
       list([94.0, 54.0]), list([108.0, 27.0]), list([114.0, 34.0]),
       list([115.0, 41.0]), list([109.0, 39.0]), list([117.0, 31.0]),
       list([91.0, 52.0]), list([118.0, 39.0]), list([108.0, 35.0]),
       list([111.0, 32.0]), list([88.0, 34.0]), list([113.0, 42.0]),
       list([107.0, 47.0]), list([110.0, 36.0]), list([98.0, 46.0]),
       list([113.0, 42.0]), list([109.0, 52.0]), list([102.0, 35.0]),
       list([109.0, 37.0])], dtype=object)
import keras
---------------------------------------------------------------------------
ModuleNotFoundError                       Traceback (most recent call last)
<ipython-input-108-88d96843a926> in <module>()
----> 1 import keras

ModuleNotFoundError: No module named 'keras'
conc = list(zip(eve_type,eve_loc))
conc
[({'id': 35, 'name': 'Starting XI'}, nan),
 ({'id': 35, 'name': 'Starting XI'}, nan),
 ({'id': 18, 'name': 'Half Start'}, nan),
 ({'id': 18, 'name': 'Half Start'}, nan),
 ({'id': 30, 'name': 'Pass'}, [61.0, 40.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [63.0, 37.0]),
 ({'id': 17, 'name': 'Pressure'}, [47.0, 41.0]),
 ({'id': 30, 'name': 'Pass'}, [69.0, 33.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [84.0, 5.0]),
 ({'id': 17, 'name': 'Pressure'}, [35.0, 69.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [108.0, 10.0]),
 ({'id': 17, 'name': 'Pressure'}, [11.0, 72.0]),
 ({'id': 30, 'name': 'Pass'}, [6.0, 43.0]),
 ({'id': 30, 'name': 'Pass'}, [62.0, 12.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [59.0, 71.0]),
 ({'id': 17, 'name': 'Pressure'}, [78.0, 5.0]),
 ({'id': 30, 'name': 'Pass'}, [41.0, 71.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [75.0, 8.0]),
 ({'id': 6, 'name': 'Block'}, [78.0, 8.0]),
 ({'id': 17, 'name': 'Pressure'}, [72.0, 11.0]),
 ({'id': 30, 'name': 'Pass'}, [43.0, 66.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [58.0, 76.0]),
 ({'id': 30, 'name': 'Pass'}, [58.0, 76.0]),
 ({'id': 17, 'name': 'Pressure'}, [48.0, 8.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [75.0, 71.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [79.0, 70.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [37.0, 10.0]),
 ({'id': 30, 'name': 'Pass'}, [44.0, 17.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [95.0, 23.0]),
 ({'id': 39, 'name': 'Dribbled Past'}, [23.0, 59.0]),
 ({'id': 14, 'name': 'Dribble'}, [98.0, 22.0]),
 ({'id': 39, 'name': 'Dribbled Past'}, [3.0, 59.0]),
 ({'id': 14, 'name': 'Dribble'}, [118.0, 22.0]),
 ({'id': 16, 'name': 'Shot'}, [115.0, 25.0]),
 ({'id': 6, 'name': 'Block'}, [4.0, 47.0]),
 ({'id': 23, 'name': 'Goal Keeper'}, [2.0, 54.0]),
 ({'id': 30, 'name': 'Pass'}, [119.0, 2.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [115.0, 33.0]),
 ({'id': 6, 'name': 'Block'}, [115.0, 36.0]),
 ({'id': 9, 'name': 'Clearance'}, [5.0, 48.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [49.0, 25.0]),
 ({'id': 17, 'name': 'Pressure'}, [67.0, 58.0]),
 ({'id': 30, 'name': 'Pass'}, [54.0, 24.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [47.0, 10.0]),
 ({'id': 6, 'name': 'Block'}, [68.0, 55.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [72.0, 50.0]),
 ({'id': 17, 'name': 'Pressure'}, [32.0, 47.0]),
 ({'id': 30, 'name': 'Pass'}, [92.0, 26.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [96.0, 5.0]),
 ({'id': 17, 'name': 'Pressure'}, [22.0, 73.0]),
 ({'id': 30, 'name': 'Pass'}, [95.0, 5.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [87.0, 16.0]),
 ({'id': 17, 'name': 'Pressure'}, [30.0, 57.0]),
 ({'id': 30, 'name': 'Pass'}, [87.0, 17.0]),
 ({'id': 17, 'name': 'Pressure'}, [15.0, 36.0]),
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 ({'id': 30, 'name': 'Pass'}, [100.0, 40.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [90.0, 54.0]),
 ({'id': 17, 'name': 'Pressure'}, [30.0, 30.0]),
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 ({'id': 14, 'name': 'Dribble'}, [115.0, 59.0]),
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 ({'id': 23, 'name': 'Goal Keeper'}, [2.0, 39.0]),
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 ({'id': 30, 'name': 'Pass'}, [9.0, 41.0]),
 ({'id': 17, 'name': 'Pressure'}, [81.0, 38.0]),
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 ({'id': 17, 'name': 'Pressure'}, [82.0, 32.0]),
 ({'id': 17, 'name': 'Pressure'}, [87.0, 41.0]),
 ({'id': 30, 'name': 'Pass'}, [31.0, 40.0]),
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 ({'id': 30, 'name': 'Pass'}, [27.0, 58.0]),
 ({'id': 17, 'name': 'Pressure'}, [79.0, 67.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [84.0, 69.0]),
 ({'id': 30, 'name': 'Pass'}, [35.0, 15.0]),
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 ({'id': 17, 'name': 'Pressure'}, [74.0, 74.0]),
 ({'id': 14, 'name': 'Dribble'}, [41.0, 7.0]),
 ({'id': 4, 'name': 'Duel'}, [80.0, 74.0]),
 ({'id': 17, 'name': 'Pressure'}, [80.0, 78.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [43.0, 7.0]),
 ({'id': 3, 'name': 'Dispossessed'}, [50.0, 3.0]),
 ({'id': 4, 'name': 'Duel'}, [71.0, 78.0]),
 ({'id': 30, 'name': 'Pass'}, [78.0, 76.0]),
 ({'id': 17, 'name': 'Pressure'}, [43.0, 9.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [84.0, 77.0]),
 ({'id': 30, 'name': 'Pass'}, [84.0, 77.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [81.0, 69.0]),
 ({'id': 17, 'name': 'Pressure'}, [39.0, 21.0]),
 ({'id': 30, 'name': 'Pass'}, [83.0, 69.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [93.0, 68.0]),
 ({'id': 30, 'name': 'Pass'}, [90.0, 68.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [92.0, 55.0]),
 ({'id': 30, 'name': 'Pass'}, [31.0, 28.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [30.0, 24.0]),
 ({'id': 30, 'name': 'Pass'}, [29.0, 24.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [25.0, 28.0]),
 ({'id': 30, 'name': 'Pass'}, [25.0, 27.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [26.0, 14.0]),
 ({'id': 17, 'name': 'Pressure'}, [93.0, 67.0]),
 ({'id': 30, 'name': 'Pass'}, [32.0, 15.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [75.0, 18.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [24.0, 58.0]),
 ({'id': 30, 'name': 'Pass'}, [24.0, 53.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [34.0, 27.0]),
 ({'id': 17, 'name': 'Pressure'}, [75.0, 47.0]),
 ({'id': 30, 'name': 'Pass'}, [43.0, 27.0]),
 ({'id': 17, 'name': 'Pressure'}, [40.0, 61.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [69.0, 21.0]),
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 ({'id': 4, 'name': 'Duel'}, [52.0, 59.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [56.0, 60.0]),
 ({'id': 17, 'name': 'Pressure'}, [54.0, 7.0]),
 ({'id': 30, 'name': 'Pass'}, [65.0, 74.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [43.0, 76.0]),
 ({'id': 30, 'name': 'Pass'}, [37.0, 76.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [36.0, 64.0]),
 ({'id': 30, 'name': 'Pass'}, [37.0, 53.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [32.0, 27.0]),
 ({'id': 30, 'name': 'Pass'}, [31.0, 26.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [37.0, 8.0]),
 ({'id': 17, 'name': 'Pressure'}, [83.0, 73.0]),
 ({'id': 30, 'name': 'Pass'}, [38.0, 7.0]),
 ({'id': 17, 'name': 'Pressure'}, [58.0, 69.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [61.0, 14.0]),
 ({'id': 3, 'name': 'Dispossessed'}, [53.0, 6.0]),
 ({'id': 4, 'name': 'Duel'}, [68.0, 75.0]),
 ({'id': 30, 'name': 'Pass'}, [73.0, 70.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [88.0, 64.0]),
 ({'id': 17, 'name': 'Pressure'}, [32.0, 23.0]),
 ({'id': 3, 'name': 'Dispossessed'}, [87.0, 60.0]),
 ({'id': 4, 'name': 'Duel'}, [34.0, 21.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [35.0, 29.0]),
 ({'id': 17, 'name': 'Pressure'}, [79.0, 59.0]),
 ({'id': 30, 'name': 'Pass'}, [40.0, 33.0]),
 ({'id': 17, 'name': 'Pressure'}, [64.0, 54.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [57.0, 29.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [57.0, 28.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [66.0, 62.0]),
 ({'id': 17, 'name': 'Pressure'}, [66.0, 62.0]),
 ({'id': 30, 'name': 'Pass'}, [53.0, 21.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [45.0, 3.0]),
 ({'id': 30, 'name': 'Pass'}, [45.0, 3.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [38.0, 9.0]),
 ({'id': 30, 'name': 'Pass'}, [33.0, 13.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [25.0, 25.0]),
 ({'id': 30, 'name': 'Pass'}, [21.0, 27.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [44.0, 75.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [76.0, 4.0]),
 ({'id': 17, 'name': 'Pressure'}, [47.0, 78.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [76.0, 2.0]),
 ({'id': 30, 'name': 'Pass'}, [51.0, 80.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [42.0, 74.0]),
 ({'id': 17, 'name': 'Pressure'}, [68.0, 4.0]),
 ({'id': 30, 'name': 'Pass'}, [47.0, 73.0]),
 ({'id': 17, 'name': 'Pressure'}, [57.0, 7.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [63.0, 70.0]),
 ({'id': 30, 'name': 'Pass'}, [63.0, 70.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [67.0, 78.0]),
 ({'id': 17, 'name': 'Pressure'}, [54.0, 3.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [65.0, 79.0]),
 ({'id': 30, 'name': 'Pass'}, [66.0, 1.0]),
 ({'id': 17, 'name': 'Pressure'}, [29.0, 75.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [91.0, 5.0]),
 ({'id': 30, 'name': 'Pass'}, [87.0, 3.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [82.0, 4.0]),
 ({'id': 30, 'name': 'Pass'}, [81.0, 2.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [88.0, 65.0]),
 ({'id': 17, 'name': 'Pressure'}, [14.0, 24.0]),
 ({'id': 30, 'name': 'Pass'}, [116.0, 57.0]),
 ({'id': 6, 'name': 'Block'}, [5.0, 27.0]),
 ({'id': 17, 'name': 'Pressure'}, [6.0, 15.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [116.0, 67.0]),
 ({'id': 30, 'name': 'Pass'}, [110.0, 68.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [90.0, 67.0]),
 ({'id': 30, 'name': 'Pass'}, [92.0, 67.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [104.0, 48.0]),
 ({'id': 30, 'name': 'Pass'}, [102.0, 45.0]),
 ({'id': 17, 'name': 'Pressure'}, [17.0, 28.0]),
 ({'id': 39, 'name': 'Dribbled Past'}, [10.0, 27.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [113.0, 55.0]),
 ({'id': 14, 'name': 'Dribble'}, [111.0, 54.0]),
 ({'id': 16, 'name': 'Shot'}, [109.0, 51.0]),
 ({'id': 6, 'name': 'Block'}, [9.0, 37.0]),
 ({'id': 23, 'name': 'Goal Keeper'}, [2.0, 39.0]),
 ({'id': 30, 'name': 'Pass'}, [120.0, 80.0]),
 ({'id': 9, 'name': 'Clearance'}, [13.0, 32.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [99.0, 54.0]),
 ({'id': 16, 'name': 'Shot'}, [99.0, 52.0]),
 ({'id': 6, 'name': 'Block'}, [13.0, 30.0]),
 ({'id': 23, 'name': 'Goal Keeper'}, [2.0, 40.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [111.0, 34.0]),
 ({'id': 16, 'name': 'Shot'}, [107.0, 40.0]),
 ({'id': 6, 'name': 'Block'}, [9.0, 44.0]),
 ({'id': 23, 'name': 'Goal Keeper'}, [2.0, 41.0]),
 ({'id': 30, 'name': 'Pass'}, [104.0, 36.0]),
 ({'id': 17, 'name': 'Pressure'}, [15.0, 42.0]),
 ({'id': 17, 'name': 'Pressure'}, [8.0, 49.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [109.0, 29.0]),
 ({'id': 17, 'name': 'Pressure'}, [8.0, 45.0]),
 ({'id': 16, 'name': 'Shot'}, [108.0, 32.0]),
 ({'id': 23, 'name': 'Goal Keeper'}, [2.0, 43.0]),
 ({'id': 5, 'name': 'Camera On'}, nan),
 ({'id': 30, 'name': 'Pass'}, [44.0, 77.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [112.0, 65.0]),
 ({'id': 30, 'name': 'Pass'}, [6.0, 36.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [11.0, 69.0]),
 ({'id': 30, 'name': 'Pass'}, [37.0, 67.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [99.0, 54.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [11.0, 33.0]),
 ({'id': 30, 'name': 'Pass'}, [10.0, 36.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [27.0, 59.0]),
 ({'id': 30, 'name': 'Pass'}, [27.0, 59.0]),
 ({'id': 17, 'name': 'Pressure'}, [78.0, 30.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [39.0, 52.0]),
 ({'id': 30, 'name': 'Pass'}, [39.0, 52.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [43.0, 78.0]),
 ({'id': 17, 'name': 'Pressure'}, [72.0, 3.0]),
 ({'id': 30, 'name': 'Pass'}, [48.0, 78.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [35.0, 74.0]),
 ({'id': 30, 'name': 'Pass'}, [43.0, 74.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [72.0, 73.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [74.0, 74.0]),
 ({'id': 30, 'name': 'Pass'}, [49.0, 3.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [42.0, 3.0]),
 ({'id': 30, 'name': 'Pass'}, [40.0, 3.0]),
 ({'id': 17, 'name': 'Pressure'}, [75.0, 71.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [64.0, 22.0]),
 ({'id': 30, 'name': 'Pass'}, [61.0, 60.0]),
 ({'id': 17, 'name': 'Pressure'}, [38.0, 27.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [77.0, 59.0]),
 ({'id': 30, 'name': 'Pass'}, [77.0, 59.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [71.0, 47.0]),
 ({'id': 30, 'name': 'Pass'}, [75.0, 41.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [81.0, 7.0]),
 ({'id': 17, 'name': 'Pressure'}, [36.0, 77.0]),
 ({'id': 30, 'name': 'Pass'}, [91.0, 13.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [97.0, 6.0]),
 ({'id': 17, 'name': 'Pressure'}, [25.0, 74.0]),
 ({'id': 30, 'name': 'Pass'}, [95.0, 15.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [86.0, 14.0]),
 ({'id': 17, 'name': 'Pressure'}, [35.0, 59.0]),
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 ({'id': 17, 'name': 'Pressure'}, [21.0, 37.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [99.0, 41.0]),
 ({'id': 30, 'name': 'Pass'}, [99.0, 41.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [90.0, 53.0]),
 ({'id': 30, 'name': 'Pass'}, [90.0, 53.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [99.0, 63.0]),
 ({'id': 17, 'name': 'Pressure'}, [25.0, 12.0]),
 ({'id': 30, 'name': 'Pass'}, [92.0, 64.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [87.0, 61.0]),
 ({'id': 17, 'name': 'Pressure'}, [31.0, 21.0]),
 ({'id': 30, 'name': 'Pass'}, [89.0, 65.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [104.0, 60.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [5.0, 26.0]),
 ({'id': 30, 'name': 'Pass'}, [16.0, 39.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [23.0, 58.0]),
 ({'id': 30, 'name': 'Pass'}, [36.0, 56.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [38.0, 78.0]),
 ({'id': 30, 'name': 'Pass'}, [36.0, 75.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [31.0, 70.0]),
 ({'id': 30, 'name': 'Pass'}, [26.0, 69.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [11.0, 53.0]),
 ({'id': 30, 'name': 'Pass'}, [13.0, 54.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [29.0, 21.0]),
 ({'id': 30, 'name': 'Pass'}, [45.0, 21.0]),
 ({'id': 30, 'name': 'Pass'}, [35.0, 67.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [91.0, 3.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [41.0, 66.0]),
 ({'id': 30, 'name': 'Pass'}, [80.0, 16.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [93.0, 4.0]),
 ({'id': 30, 'name': 'Pass'}, [102.0, 9.0]),
 ({'id': 17, 'name': 'Pressure'}, [11.0, 63.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [114.0, 17.0]),
 ({'id': 30, 'name': 'Pass'}, [117.0, 24.0]),
 ({'id': 9, 'name': 'Clearance'}, [5.0, 45.0]),
 ({'id': 30, 'name': 'Pass'}, [104.0, 51.0]),
 ({'id': 17, 'name': 'Pressure'}, [17.0, 33.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [95.0, 48.0]),
 ({'id': 17, 'name': 'Pressure'}, [29.0, 33.0]),
 ({'id': 30, 'name': 'Pass'}, [86.0, 47.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [87.0, 25.0]),
 ({'id': 30, 'name': 'Pass'}, [92.0, 25.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [99.0, 9.0]),
 ({'id': 17, 'name': 'Pressure'}, [15.0, 70.0]),
 ({'id': 39, 'name': 'Dribbled Past'}, [15.0, 69.0]),
 ({'id': 14, 'name': 'Dribble'}, [106.0, 12.0]),
 ({'id': 30, 'name': 'Pass'}, [114.0, 19.0]),
 ({'id': 30, 'name': 'Pass'}, [7.0, 7.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [36.0, 17.0]),
 ({'id': 10, 'name': 'Interception'}, [90.0, 74.0]),
 ({'id': 17, 'name': 'Pressure'}, [28.0, 16.0]),
 ({'id': 30, 'name': 'Pass'}, [96.0, 68.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [97.0, 53.0]),
 ({'id': 30, 'name': 'Pass'}, [95.0, 53.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [89.0, 55.0]),
 ({'id': 30, 'name': 'Pass'}, [88.0, 55.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [83.0, 30.0]),
 ({'id': 30, 'name': 'Pass'}, [85.0, 28.0]),
 ({'id': 30, 'name': 'Pass'}, [108.0, 49.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [107.0, 47.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [107.0, 36.0]),
 ({'id': 9, 'name': 'Clearance'}, [12.0, 41.0]),
 ({'id': 17, 'name': 'Pressure'}, [107.0, 36.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [23.0, 27.0]),
 ({'id': 17, 'name': 'Pressure'}, [95.0, 56.0]),
 ({'id': 30, 'name': 'Pass'}, [29.0, 31.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [37.0, 41.0]),
 ({'id': 17, 'name': 'Pressure'}, [79.0, 42.0]),
 ({'id': 3, 'name': 'Dispossessed'}, [36.0, 33.0]),
 ({'id': 4, 'name': 'Duel'}, [85.0, 48.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [35.0, 42.0]),
 ({'id': 30, 'name': 'Pass'}, [35.0, 41.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [56.0, 66.0]),
 ({'id': 10, 'name': 'Interception'}, [70.0, 18.0]),
 ({'id': 30, 'name': 'Pass'}, [76.0, 19.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [69.0, 24.0]),
 ({'id': 17, 'name': 'Pressure'}, [42.0, 50.0]),
 ({'id': 30, 'name': 'Pass'}, [67.0, 33.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [58.0, 46.0]),
 ({'id': 30, 'name': 'Pass'}, [57.0, 47.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [73.0, 55.0]),
 ({'id': 30, 'name': 'Pass'}, [72.0, 56.0]),
 ({'id': 17, 'name': 'Pressure'}, [56.0, 30.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [54.0, 56.0]),
 ({'id': 30, 'name': 'Pass'}, [56.0, 56.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [78.0, 74.0]),
 ({'id': 17, 'name': 'Pressure'}, [45.0, 11.0]),
 ({'id': 30, 'name': 'Pass'}, [70.0, 69.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [45.0, 39.0]),
 ({'id': 30, 'name': 'Pass'}, [51.0, 38.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [54.0, 11.0]),
 ({'id': 30, 'name': 'Pass'}, [55.0, 15.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [79.0, 18.0]),
 ({'id': 17, 'name': 'Pressure'}, [37.0, 59.0]),
 ({'id': 30, 'name': 'Pass'}, [77.0, 19.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [59.0, 18.0]),
 ({'id': 30, 'name': 'Pass'}, [58.0, 19.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [69.0, 24.0]),
 ({'id': 17, 'name': 'Pressure'}, [52.0, 57.0]),
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 ({'id': 42, 'name': 'Ball Receipt*'}, [45.0, 67.0]),
 ({'id': 30, 'name': 'Pass'}, [56.0, 68.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [29.0, 46.0]),
 ({'id': 30, 'name': 'Pass'}, [31.0, 48.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [66.0, 79.0]),
 ({'id': 30, 'name': 'Pass'}, [65.0, 1.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [64.0, 14.0]),
 ({'id': 30, 'name': 'Pass'}, [64.0, 14.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [66.0, 3.0]),
 ({'id': 17, 'name': 'Pressure'}, [58.0, 76.0]),
 ({'id': 30, 'name': 'Pass'}, [67.0, 3.0]),
 ({'id': 17, 'name': 'Pressure'}, [38.0, 63.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [83.0, 17.0]),
 ({'id': 30, 'name': 'Pass'}, [83.0, 17.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [75.0, 19.0]),
 ({'id': 30, 'name': 'Pass'}, [75.0, 19.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [91.0, 3.0]),
 ({'id': 30, 'name': 'Pass'}, [30.0, 80.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [30.0, 68.0]),
 ({'id': 30, 'name': 'Pass'}, [30.0, 68.0]),
 ({'id': 30, 'name': 'Pass'}, [27.0, 77.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [26.0, 79.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [35.0, 71.0]),
 ({'id': 30, 'name': 'Pass'}, [82.0, 10.0]),
 ({'id': 17, 'name': 'Pressure'}, [31.0, 76.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [87.0, 6.0]),
 ({'id': 30, 'name': 'Pass'}, [86.0, 5.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [79.0, 4.0]),
 ({'id': 30, 'name': 'Pass'}, [79.0, 4.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [75.0, 19.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [40.0, 66.0]),
 ({'id': 30, 'name': 'Pass'}, [43.0, 68.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [56.0, 71.0]),
 ({'id': 17, 'name': 'Pressure'}, [63.0, 16.0]),
 ({'id': 17, 'name': 'Pressure'}, [57.0, 14.0]),
 ({'id': 30, 'name': 'Pass'}, [72.0, 69.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [93.0, 70.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [11.0, 23.0]),
 ({'id': 30, 'name': 'Pass'}, [22.0, 24.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [28.0, 5.0]),
 ({'id': 17, 'name': 'Pressure'}, [69.0, 67.0]),
 ({'id': 30, 'name': 'Pass'}, [45.0, 10.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [71.0, 2.0]),
 ({'id': 30, 'name': 'Pass'}, [82.0, 3.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [106.0, 6.0]),
 ({'id': 17, 'name': 'Pressure'}, [12.0, 75.0]),
 ({'id': 30, 'name': 'Pass'}, [116.0, 19.0]),
 ({'id': 6, 'name': 'Block'}, [5.0, 53.0]),
 ({'id': 30, 'name': 'Pass'}, [117.0, 23.0]),
 ({'id': 6, 'name': 'Block'}, [5.0, 57.0]),
 ({'id': 17, 'name': 'Pressure'}, [111.0, 32.0]),
 ({'id': 30, 'name': 'Pass'}, [10.0, 55.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [21.0, 58.0]),
 ({'id': 17, 'name': 'Pressure'}, [97.0, 22.0]),
 ({'id': 17, 'name': 'Pressure'}, [98.0, 23.0]),
 ({'id': 30, 'name': 'Pass'}, [20.0, 59.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [14.0, 64.0]),
 ({'id': 30, 'name': 'Pass'}, [14.0, 64.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [82.0, 72.0]),
 ({'id': 30, 'name': 'Pass'}, [38.0, 9.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [37.0, 34.0]),
 ({'id': 30, 'name': 'Pass'}, [39.0, 47.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [53.0, 46.0]),
 ({'id': 30, 'name': 'Pass'}, [55.0, 45.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [83.0, 8.0]),
 ({'id': 30, 'name': 'Pass'}, [91.0, 11.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [105.0, 37.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [16.0, 48.0]),
 ({'id': 30, 'name': 'Pass'}, [15.0, 65.0]),
 ({'id': 4, 'name': 'Duel'}, [57.0, 66.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [57.0, 66.0]),
 ({'id': 30, 'name': 'Pass'}, [64.0, 15.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [70.0, 25.0]),
 ({'id': 30, 'name': 'Pass'}, [72.0, 29.0]),
 ({'id': 17, 'name': 'Pressure'}, [23.0, 62.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [113.0, 4.0]),
 ({'id': 30, 'name': 'Pass'}, [111.0, 10.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [115.0, 12.0]),
 ({'id': 17, 'name': 'Pressure'}, [10.0, 65.0]),
 ({'id': 30, 'name': 'Pass'}, [116.0, 12.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [110.0, 47.0]),
 ({'id': 9, 'name': 'Clearance'}, [9.0, 40.0]),
 ({'id': 30, 'name': 'Pass'}, [27.0, 1.0]),
 ({'id': 30, 'name': 'Pass'}, [84.0, 77.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [35.0, 4.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [73.0, 70.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [49.0, 11.0]),
 ({'id': 17, 'name': 'Pressure'}, [72.0, 70.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [51.0, 9.0]),
 ({'id': 30, 'name': 'Pass'}, [71.0, 72.0]),
 ({'id': 17, 'name': 'Pressure'}, [48.0, 8.0]),
 ({'id': 17, 'name': 'Pressure'}, [51.0, 15.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [64.0, 70.0]),
 ({'id': 30, 'name': 'Pass'}, [63.0, 67.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [47.0, 47.0]),
 ({'id': 30, 'name': 'Pass'}, [54.0, 26.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [27.0, 35.0]),
 ({'id': 30, 'name': 'Pass'}, [26.0, 36.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [37.0, 65.0]),
 ({'id': 30, 'name': 'Pass'}, [41.0, 61.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [80.0, 20.0]),
 ({'id': 30, 'name': 'Pass'}, [43.0, 56.0]),
 ({'id': 17, 'name': 'Pressure'}, [55.0, 22.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [65.0, 56.0]),
 ({'id': 39, 'name': 'Dribbled Past'}, [47.0, 22.0]),
 ({'id': 14, 'name': 'Dribble'}, [74.0, 59.0]),
 ({'id': 17, 'name': 'Pressure'}, [84.0, 77.0]),
 ({'id': 28, 'name': 'Shield'}, [38.0, 2.0]),
 ({'id': 30, 'name': 'Pass'}, [34.0, 1.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [49.0, 2.0]),
 ({'id': 30, 'name': 'Pass'}, [73.0, 79.0]),
 ({'id': 17, 'name': 'Pressure'}, [46.0, 9.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [75.0, 70.0]),
 ({'id': 30, 'name': 'Pass'}, [75.0, 70.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [71.0, 68.0]),
 ({'id': 30, 'name': 'Pass'}, [71.0, 68.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [89.0, 68.0]),
 ({'id': 30, 'name': 'Pass'}, [32.0, 11.0]),
 ({'id': 17, 'name': 'Pressure'}, [78.0, 61.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [44.0, 23.0]),
 ({'id': 3, 'name': 'Dispossessed'}, [50.0, 19.0]),
 ({'id': 4, 'name': 'Duel'}, [71.0, 62.0]),
 ({'id': 30, 'name': 'Pass'}, [74.0, 59.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [63.0, 34.0]),
 ({'id': 30, 'name': 'Pass'}, [72.0, 33.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [96.0, 62.0]),
 ({'id': 30, 'name': 'Pass'}, [26.0, 24.0]),
 ({'id': 30, 'name': 'Pass'}, [44.0, 36.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [44.0, 38.0]),
 ({'id': 17, 'name': 'Pressure'}, [66.0, 56.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [58.0, 45.0]),
 ({'id': 30, 'name': 'Pass'}, [58.0, 24.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [47.0, 34.0]),
 ({'id': 30, 'name': 'Pass'}, [44.0, 36.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [37.0, 41.0]),
 ({'id': 30, 'name': 'Pass'}, [45.0, 45.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [56.0, 8.0]),
 ({'id': 30, 'name': 'Pass'}, [85.0, 15.0]),
 ({'id': 17, 'name': 'Pressure'}, [24.0, 48.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [95.0, 31.0]),
 ({'id': 30, 'name': 'Pass'}, [95.0, 31.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [109.0, 14.0]),
 ({'id': 30, 'name': 'Pass'}, [2.0, 54.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [20.0, 67.0]),
 ({'id': 30, 'name': 'Pass'}, [20.0, 67.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [36.0, 56.0]),
 ({'id': 30, 'name': 'Pass'}, [35.0, 57.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [34.0, 74.0]),
 ({'id': 17, 'name': 'Pressure'}, [79.0, 7.0]),
 ({'id': 30, 'name': 'Pass'}, [32.0, 77.0]),
 ({'id': 6, 'name': 'Block'}, [83.0, 10.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [65.0, 8.0]),
 ({'id': 17, 'name': 'Pressure'}, [48.0, 77.0]),
 ({'id': 30, 'name': 'Pass'}, [70.0, 12.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [76.0, 21.0]),
 ({'id': 30, 'name': 'Pass'}, [76.0, 21.0]),
 ({'id': 17, 'name': 'Pressure'}, [46.0, 63.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [79.0, 16.0]),
 ({'id': 17, 'name': 'Pressure'}, [37.0, 61.0]),
 ({'id': 30, 'name': 'Pass'}, [81.0, 18.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [86.0, 27.0]),
 ({'id': 17, 'name': 'Pressure'}, [32.0, 55.0]),
 ({'id': 17, 'name': 'Pressure'}, [29.0, 57.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [90.0, 23.0]),
 ({'id': 30, 'name': 'Pass'}, [29.0, 59.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [28.0, 53.0]),
 ({'id': 17, 'name': 'Pressure'}, [89.0, 28.0]),
 ({'id': 30, 'name': 'Pass'}, [26.0, 50.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [15.0, 33.0]),
 ({'id': 17, 'name': 'Pressure'}, [83.0, 58.0]),
 ({'id': 30, 'name': 'Pass'}, [33.0, 12.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [45.0, 2.0]),
 ({'id': 17, 'name': 'Pressure'}, [79.0, 77.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [38.0, 1.0]),
 ({'id': 30, 'name': 'Pass'}, [84.0, 80.0]),
 ({'id': 17, 'name': 'Pressure'}, [32.0, 3.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [88.0, 70.0]),
 ({'id': 30, 'name': 'Pass'}, [88.0, 70.0]),
 ({'id': 17, 'name': 'Pressure'}, [37.0, 2.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [80.0, 79.0]),
 ({'id': 30, 'name': 'Pass'}, [80.0, 79.0]),
 ({'id': 5, 'name': 'Camera On'}, nan),
 ({'id': 30, 'name': 'Pass'}, [10.0, 4.0]),
 ({'id': 17, 'name': 'Pressure'}, [94.0, 77.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [23.0, 4.0]),
 ({'id': 30, 'name': 'Pass'}, [21.0, 3.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [19.0, 23.0]),
 ({'id': 30, 'name': 'Pass'}, [22.0, 28.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [29.0, 56.0]),
 ({'id': 30, 'name': 'Pass'}, [38.0, 56.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [88.0, 69.0]),
 ({'id': 10, 'name': 'Interception'}, [41.0, 15.0]),
 ({'id': 30, 'name': 'Pass'}, [67.0, 80.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [46.0, 74.0]),
 ({'id': 17, 'name': 'Pressure'}, [76.0, 14.0]),
 ({'id': 30, 'name': 'Pass'}, [47.0, 75.0]),
 ({'id': 30, 'name': 'Pass'}, [23.0, 21.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [2.0, 30.0]),
 ({'id': 17, 'name': 'Pressure'}, [117.0, 50.0]),
 ({'id': 39, 'name': 'Dribbled Past'}, [118.0, 50.0]),
 ({'id': 14, 'name': 'Dribble'}, [3.0, 31.0]),
 ({'id': 17, 'name': 'Pressure'}, [118.0, 47.0]),
 ({'id': 30, 'name': 'Pass'}, [2.0, 34.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [11.0, 45.0]),
 ({'id': 30, 'name': 'Pass'}, [46.0, 56.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [96.0, 24.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [16.0, 53.0]),
 ({'id': 30, 'name': 'Pass'}, [16.0, 55.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [30.0, 36.0]),
 ({'id': 30, 'name': 'Pass'}, [35.0, 34.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [35.0, 14.0]),
 ({'id': 30, 'name': 'Pass'}, [36.0, 16.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [45.0, 25.0]),
 ({'id': 30, 'name': 'Pass'}, [48.0, 23.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [41.0, 14.0]),
 ({'id': 30, 'name': 'Pass'}, [46.0, 11.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [45.0, 21.0]),
 ({'id': 17, 'name': 'Pressure'}, [69.0, 56.0]),
 ({'id': 30, 'name': 'Pass'}, [46.0, 33.0]),
 ({'id': 17, 'name': 'Pressure'}, [73.0, 19.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [37.0, 66.0]),
 ({'id': 30, 'name': 'Pass'}, [37.0, 67.0]),
 ({'id': 30, 'name': 'Pass'}, [62.0, 8.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [58.0, 77.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [77.0, 14.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [37.0, 56.0]),
 ({'id': 17, 'name': 'Pressure'}, [85.0, 35.0]),
 ({'id': 30, 'name': 'Pass'}, [41.0, 42.0]),
 ({'id': 30, 'name': 'Pass'}, [39.0, 65.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [75.0, 9.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [48.0, 57.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [70.0, 18.0]),
 ({'id': 30, 'name': 'Pass'}, [69.0, 23.0]),
 ({'id': 17, 'name': 'Pressure'}, [30.0, 54.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [94.0, 24.0]),
 ({'id': 39, 'name': 'Dribbled Past'}, [12.0, 54.0]),
 ({'id': 14, 'name': 'Dribble'}, [109.0, 27.0]),
 ({'id': 16, 'name': 'Shot'}, [108.0, 32.0]),
 ({'id': 6, 'name': 'Block'}, [11.0, 47.0]),
 ({'id': 23, 'name': 'Goal Keeper'}, [2.0, 41.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [109.0, 78.0]),
 ({'id': 30, 'name': 'Pass'}, [107.0, 74.0]),
 ({'id': 17, 'name': 'Pressure'}, [21.0, 19.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [93.0, 67.0]),
 ({'id': 30, 'name': 'Pass'}, [90.0, 68.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [89.0, 54.0]),
 ({'id': 17, 'name': 'Pressure'}, [21.0, 27.0]),
 ({'id': 30, 'name': 'Pass'}, [92.0, 54.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [104.0, 54.0]),
 ({'id': 5, 'name': 'Camera On'}, nan),
 ({'id': 38, 'name': 'Miscontrol'}, [91.0, 62.0]),
 ({'id': 23, 'name': 'Goal Keeper'}, [26.0, 22.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [43.0, 17.0]),
 ({'id': 30, 'name': 'Pass'}, [52.0, 21.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [62.0, 36.0]),
 ({'id': 30, 'name': 'Pass'}, [64.0, 43.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [89.0, 69.0]),
 ({'id': 17, 'name': 'Pressure'}, [20.0, 22.0]),
 ({'id': 14, 'name': 'Dribble'}, [102.0, 59.0]),
 ({'id': 4, 'name': 'Duel'}, [19.0, 22.0]),
 ({'id': 17, 'name': 'Pressure'}, [112.0, 56.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [5.0, 29.0]),
 ({'id': 22, 'name': 'Foul Committed'}, [110.0, 55.0]),
 ({'id': 21, 'name': 'Foul Won'}, [11.0, 26.0]),
 ({'id': 30, 'name': 'Pass'}, [11.0, 25.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [65.0, 30.0]),
 ({'id': 30, 'name': 'Pass'}, [25.0, 55.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [36.0, 60.0]),
 ({'id': 30, 'name': 'Pass'}, [33.0, 60.0]),
 ({'id': 17, 'name': 'Pressure'}, [94.0, 37.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [14.0, 42.0]),
 ({'id': 30, 'name': 'Pass'}, [14.0, 34.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [81.0, 69.0]),
 ({'id': 17, 'name': 'Pressure'}, [38.0, 12.0]),
 ({'id': 30, 'name': 'Pass'}, [91.0, 65.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [84.0, 54.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [37.0, 30.0]),
 ({'id': 30, 'name': 'Pass'}, [39.0, 38.0]),
 ({'id': 17, 'name': 'Pressure'}, [87.0, 44.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [84.0, 49.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [25.0, 39.0]),
 ({'id': 30, 'name': 'Pass'}, [26.0, 40.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [29.0, 57.0]),
 ({'id': 17, 'name': 'Pressure'}, [88.0, 23.0]),
 ({'id': 30, 'name': 'Pass'}, [28.0, 58.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [38.0, 76.0]),
 ({'id': 17, 'name': 'Pressure'}, [78.0, 7.0]),
 ({'id': 30, 'name': 'Pass'}, [38.0, 76.0]),
 ({'id': 17, 'name': 'Pressure'}, [70.0, 20.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [45.0, 60.0]),
 ({'id': 30, 'name': 'Pass'}, [55.0, 47.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [59.0, 32.0]),
 ({'id': 30, 'name': 'Pass'}, [69.0, 29.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [90.0, 7.0]),
 ({'id': 17, 'name': 'Pressure'}, [27.0, 70.0]),
 ({'id': 17, 'name': 'Pressure'}, [18.0, 68.0]),
 ({'id': 30, 'name': 'Pass'}, [108.0, 14.0]),
 ({'id': 6, 'name': 'Block'}, [8.0, 52.0]),
 ({'id': 17, 'name': 'Pressure'}, [112.0, 14.0]),
 ({'id': 30, 'name': 'Pass'}, [10.0, 69.0]),
 ({'id': 6, 'name': 'Block'}, [113.0, 12.0]),
 ({'id': 30, 'name': 'Pass'}, [22.0, 80.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [35.0, 75.0]),
 ({'id': 17, 'name': 'Pressure'}, [89.0, 5.0]),
 ({'id': 30, 'name': 'Pass'}, [35.0, 77.0]),
 ({'id': 17, 'name': 'Pressure'}, [25.0, 76.0]),
 ({'id': 5, 'name': 'Camera On'}, nan),
 ({'id': 39, 'name': 'Dribbled Past'}, [25.0, 78.0]),
 ({'id': 14, 'name': 'Dribble'}, [96.0, 3.0]),
 ({'id': 17, 'name': 'Pressure'}, [10.0, 63.0]),
 ({'id': 30, 'name': 'Pass'}, [113.0, 11.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [102.0, 78.0]),
 ({'id': 30, 'name': 'Pass'}, [19.0, 1.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [6.0, 13.0]),
 ({'id': 30, 'name': 'Pass'}, [8.0, 9.0]),
 ({'id': 17, 'name': 'Pressure'}, [109.0, 75.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [12.0, 1.0]),
 ({'id': 30, 'name': 'Pass'}, [21.0, 1.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [24.0, 10.0]),
 ({'id': 30, 'name': 'Pass'}, [22.0, 11.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [10.0, 11.0]),
 ({'id': 17, 'name': 'Pressure'}, [105.0, 69.0]),
 ({'id': 22, 'name': 'Foul Committed'}, [99.0, 73.0]),
 ({'id': 21, 'name': 'Foul Won'}, [22.0, 8.0]),
 ({'id': 30, 'name': 'Pass'}, [22.0, 13.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [25.0, 11.0]),
 ({'id': 30, 'name': 'Pass'}, [27.0, 11.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [16.0, 20.0]),
 ({'id': 30, 'name': 'Pass'}, [16.0, 20.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [29.0, 9.0]),
 ({'id': 30, 'name': 'Pass'}, [39.0, 15.0]),
 ({'id': 17, 'name': 'Pressure'}, [69.0, 64.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [45.0, 21.0]),
 ({'id': 30, 'name': 'Pass'}, [46.0, 21.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [42.0, 16.0]),
 ({'id': 30, 'name': 'Pass'}, [41.0, 6.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [76.0, 12.0]),
 ({'id': 17, 'name': 'Pressure'}, [50.0, 64.0]),
 ({'id': 30, 'name': 'Pass'}, [89.0, 38.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [95.0, 68.0]),
 ({'id': 30, 'name': 'Pass'}, [99.0, 57.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [84.0, 51.0]),
 ({'id': 30, 'name': 'Pass'}, [86.0, 49.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [80.0, 38.0]),
 ({'id': 30, 'name': 'Pass'}, [83.0, 36.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [78.0, 22.0]),
 ({'id': 30, 'name': 'Pass'}, [81.0, 23.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [83.0, 38.0]),
 ({'id': 17, 'name': 'Pressure'}, [32.0, 49.0]),
 ({'id': 16, 'name': 'Shot'}, [87.0, 41.0]),
 ({'id': 23, 'name': 'Goal Keeper'}, [2.0, 40.0]),
 ({'id': 30, 'name': 'Pass'}, [7.0, 45.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [49.0, 63.0]),
 ({'id': 17, 'name': 'Pressure'}, [68.0, 18.0]),
 ({'id': 30, 'name': 'Pass'}, [49.0, 63.0]),
 ({'id': 30, 'name': 'Pass'}, [46.0, 22.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [72.0, 59.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [53.0, 47.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [69.0, 33.0]),
 ({'id': 17, 'name': 'Pressure'}, [45.0, 73.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [79.0, 6.0]),
 ({'id': 28, 'name': 'Shield'}, [38.0, 79.0]),
 ({'id': 30, 'name': 'Pass'}, [35.0, 80.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [37.0, 69.0]),
 ({'id': 17, 'name': 'Pressure'}, [86.0, 8.0]),
 ({'id': 30, 'name': 'Pass'}, [37.0, 68.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [34.0, 75.0]),
 ({'id': 17, 'name': 'Pressure'}, [82.0, 4.0]),
 ({'id': 30, 'name': 'Pass'}, [34.0, 75.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [35.0, 63.0]),
 ({'id': 17, 'name': 'Pressure'}, [79.0, 13.0]),
 ({'id': 17, 'name': 'Pressure'}, [70.0, 18.0]),
 ({'id': 14, 'name': 'Dribble'}, [54.0, 68.0]),
 ({'id': 4, 'name': 'Duel'}, [67.0, 13.0]),
 ({'id': 30, 'name': 'Pass'}, [55.0, 80.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [80.0, 78.0]),
 ({'id': 17, 'name': 'Pressure'}, [43.0, 6.0]),
 ({'id': 17, 'name': 'Pressure'}, [49.0, 9.0]),
 ({'id': 30, 'name': 'Pass'}, [67.0, 72.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [56.0, 68.0]),
 ({'id': 17, 'name': 'Pressure'}, [68.0, 13.0]),
 ({'id': 30, 'name': 'Pass'}, [55.0, 69.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [57.0, 76.0]),
 ({'id': 30, 'name': 'Pass'}, [56.0, 75.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [40.0, 73.0]),
 ({'id': 30, 'name': 'Pass'}, [33.0, 74.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [32.0, 43.0]),
 ({'id': 17, 'name': 'Pressure'}, [85.0, 40.0]),
 ({'id': 30, 'name': 'Pass'}, [35.0, 36.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [37.0, 10.0]),
 ({'id': 30, 'name': 'Pass'}, [52.0, 9.0]),
 ({'id': 6, 'name': 'Block'}, [67.0, 73.0]),
 ({'id': 30, 'name': 'Pass'}, [55.0, 9.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [83.0, 51.0]),
 ({'id': 30, 'name': 'Pass'}, [100.0, 56.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [95.0, 44.0]),
 ({'id': 17, 'name': 'Pressure'}, [22.0, 36.0]),
 ({'id': 17, 'name': 'Pressure'}, [16.0, 44.0]),
 ({'id': 30, 'name': 'Pass'}, [102.0, 37.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [109.0, 26.0]),
 ({'id': 30, 'name': 'Pass'}, [111.0, 24.0]),
 ({'id': 17, 'name': 'Pressure'}, [10.0, 45.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [111.0, 35.0]),
 ({'id': 16, 'name': 'Shot'}, [108.0, 36.0]),
 ({'id': 23, 'name': 'Goal Keeper'}, [2.0, 44.0]),
 ({'id': 5, 'name': 'Camera On'}, nan),
 ({'id': 17, 'name': 'Pressure'}, [99.0, 30.0]),
 ({'id': 30, 'name': 'Pass'}, [20.0, 55.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [39.0, 59.0]),
 ({'id': 30, 'name': 'Pass'}, [81.0, 22.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [92.0, 23.0]),
 ({'id': 30, 'name': 'Pass'}, [92.0, 24.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [97.0, 21.0]),
 ({'id': 30, 'name': 'Pass'}, [101.0, 21.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [102.0, 34.0]),
 ({'id': 30, 'name': 'Pass'}, [102.0, 34.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [104.0, 44.0]),
 ({'id': 17, 'name': 'Pressure'}, [13.0, 32.0]),
 ({'id': 17, 'name': 'Pressure'}, [14.0, 35.0]),
 ({'id': 16, 'name': 'Shot'}, [105.0, 43.0]),
 ({'id': 23, 'name': 'Goal Keeper'}, [2.0, 41.0]),
 ({'id': 8, 'name': 'Offside'}, [116.0, 34.0]),
 ({'id': 30, 'name': 'Pass'}, [7.0, 41.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [45.0, 69.0]),
 ({'id': 30, 'name': 'Pass'}, [45.0, 69.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [63.0, 72.0]),
 ({'id': 30, 'name': 'Pass'}, [57.0, 6.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [65.0, 10.0]),
 ({'id': 17, 'name': 'Pressure'}, [55.0, 70.0]),
 ({'id': 30, 'name': 'Pass'}, [65.0, 10.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [70.0, 20.0]),
 ({'id': 6, 'name': 'Block'}, [56.0, 66.0]),
 ({'id': 17, 'name': 'Pressure'}, [46.0, 57.0]),
 ({'id': 39, 'name': 'Dribbled Past'}, [49.0, 57.0]),
 ({'id': 14, 'name': 'Dribble'}, [72.0, 24.0]),
 ({'id': 30, 'name': 'Pass'}, [71.0, 22.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [79.0, 7.0]),
 ({'id': 30, 'name': 'Pass'}, [80.0, 6.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [73.0, 9.0]),
 ({'id': 17, 'name': 'Pressure'}, [49.0, 63.0]),
 ({'id': 30, 'name': 'Pass'}, [66.0, 9.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [62.0, 31.0]),
 ({'id': 30, 'name': 'Pass'}, [61.0, 30.0]),
 ({'id': 17, 'name': 'Pressure'}, [43.0, 59.0]),
 ({'id': 17, 'name': 'Pressure'}, [70.0, 21.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [69.0, 20.0]),
 ({'id': 30, 'name': 'Pass'}, [51.0, 57.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [56.0, 45.0]),
 ({'id': 17, 'name': 'Pressure'}, [63.0, 34.0]),
 ({'id': 30, 'name': 'Pass'}, [56.0, 45.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [52.0, 44.0]),
 ({'id': 17, 'name': 'Pressure'}, [66.0, 35.0]),
 ({'id': 22, 'name': 'Foul Committed'}, [68.0, 36.0]),
 ({'id': 21, 'name': 'Foul Won'}, [53.0, 45.0]),
 ({'id': 30, 'name': 'Pass'}, [50.0, 49.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [33.0, 47.0]),
 ({'id': 30, 'name': 'Pass'}, [33.0, 43.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [32.0, 18.0]),
 ({'id': 17, 'name': 'Pressure'}, [83.0, 71.0]),
 ({'id': 30, 'name': 'Pass'}, [32.0, 14.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [79.0, 24.0]),
 ({'id': 17, 'name': 'Pressure'}, [40.0, 58.0]),
 ({'id': 30, 'name': 'Pass'}, [80.0, 21.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [72.0, 26.0]),
 ({'id': 30, 'name': 'Pass'}, [44.0, 58.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [39.0, 51.0]),
 ({'id': 30, 'name': 'Pass'}, [39.0, 50.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [12.0, 44.0]),
 ({'id': 30, 'name': 'Pass'}, [16.0, 51.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [43.0, 10.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [85.0, 64.0]),
 ({'id': 17, 'name': 'Pressure'}, [31.0, 21.0]),
 ({'id': 30, 'name': 'Pass'}, [88.0, 53.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [82.0, 59.0]),
 ({'id': 17, 'name': 'Pressure'}, [34.0, 24.0]),
 ({'id': 30, 'name': 'Pass'}, [82.0, 60.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [77.0, 73.0]),
 ({'id': 30, 'name': 'Pass'}, [79.0, 67.0]),
 ({'id': 17, 'name': 'Pressure'}, [30.0, 28.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [90.0, 51.0]),
 ({'id': 30, 'name': 'Pass'}, [85.0, 55.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [99.0, 77.0]),
 ({'id': 17, 'name': 'Pressure'}, [23.0, 5.0]),
 ({'id': 30, 'name': 'Pass'}, [98.0, 62.0]),
 ({'id': 17, 'name': 'Pressure'}, [5.0, 29.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [116.0, 53.0]),
 ({'id': 16, 'name': 'Shot'}, [117.0, 53.0]),
 ({'id': 23, 'name': 'Goal Keeper'}, [2.0, 35.0]),
 ({'id': 17, 'name': 'Pressure'}, [5.0, 25.0]),
 ({'id': 30, 'name': 'Pass'}, [115.0, 55.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [112.0, 62.0]),
 ({'id': 30, 'name': 'Pass'}, [112.0, 62.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [115.0, 27.0]),
 ({'id': 17, 'name': 'Pressure'}, [4.0, 51.0]),
 ({'id': 30, 'name': 'Pass'}, [119.0, 26.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [101.0, 50.0]),
 ({'id': 9, 'name': 'Clearance'}, [4.0, 48.0]),
 ({'id': 16, 'name': 'Shot'}, [102.0, 50.0]),
 ({'id': 6, 'name': 'Block'}, [10.0, 38.0]),
 ({'id': 23, 'name': 'Goal Keeper'}, [7.0, 37.0]),
 ({'id': 30, 'name': 'Pass'}, [120.0, 1.0]),
 ({'id': 9, 'name': 'Clearance'}, [12.0, 44.0]),
 ({'id': 9, 'name': 'Clearance'}, [13.0, 44.0]),
 ({'id': 4, 'name': 'Duel'}, [26.0, 40.0]),
 ({'id': 30, 'name': 'Pass'}, [95.0, 41.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [26.0, 36.0]),
 ({'id': 30, 'name': 'Pass'}, [35.0, 31.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [57.0, 65.0]),
 ({'id': 17, 'name': 'Pressure'}, [49.0, 28.0]),
 ({'id': 30, 'name': 'Pass'}, [95.0, 56.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [109.0, 58.0]),
 ({'id': 30, 'name': 'Pass'}, [113.0, 66.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [92.0, 73.0]),
 ({'id': 30, 'name': 'Pass'}, [87.0, 73.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [70.0, 68.0]),
 ({'id': 30, 'name': 'Pass'}, [76.0, 63.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [62.0, 40.0]),
 ({'id': 30, 'name': 'Pass'}, [62.0, 37.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [69.0, 20.0]),
 ({'id': 30, 'name': 'Pass'}, [70.0, 21.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [91.0, 7.0]),
 ({'id': 30, 'name': 'Pass'}, [86.0, 2.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [75.0, 9.0]),
 ({'id': 30, 'name': 'Pass'}, [70.0, 11.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [54.0, 28.0]),
 ({'id': 30, 'name': 'Pass'}, [54.0, 31.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [56.0, 56.0]),
 ({'id': 30, 'name': 'Pass'}, [55.0, 62.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [84.0, 77.0]),
 ({'id': 30, 'name': 'Pass'}, [83.0, 77.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [75.0, 71.0]),
 ({'id': 30, 'name': 'Pass'}, [75.0, 70.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [58.0, 73.0]),
 ({'id': 30, 'name': 'Pass'}, [59.0, 74.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [74.0, 78.0]),
 ({'id': 30, 'name': 'Pass'}, [71.0, 76.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [80.0, 78.0]),
 ({'id': 30, 'name': 'Pass'}, [80.0, 77.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [89.0, 74.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [91.0, 73.0]),
 ({'id': 2, 'name': 'Ball Recovery'}, [34.0, 7.0]),
 ({'id': 17, 'name': 'Pressure'}, [88.0, 73.0]),
 ({'id': 17, 'name': 'Pressure'}, [88.0, 70.0]),
 ({'id': 30, 'name': 'Pass'}, [32.0, 3.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [85.0, 4.0]),
 ({'id': 5, 'name': 'Camera On'}, nan),
 ({'id': 30, 'name': 'Pass'}, [29.0, 77.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [30.0, 41.0]),
 ({'id': 17, 'name': 'Pressure'}, [87.0, 43.0]),
 ({'id': 30, 'name': 'Pass'}, [31.0, 42.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [44.0, 41.0]),
 ({'id': 30, 'name': 'Pass'}, [45.0, 38.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [37.0, 22.0]),
 ({'id': 30, 'name': 'Pass'}, [47.0, 20.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [89.0, 23.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [90.0, 24.0]),
 ({'id': 17, 'name': 'Pressure'}, [97.0, 22.0]),
 ({'id': 30, 'name': 'Pass'}, [24.0, 58.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [8.0, 43.0]),
 ({'id': 17, 'name': 'Pressure'}, [110.0, 26.0]),
 ({'id': 30, 'name': 'Pass'}, [8.0, 43.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [22.0, 63.0]),
 ({'id': 30, 'name': 'Pass'}, [22.0, 63.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [12.0, 66.0]),
 ({'id': 30, 'name': 'Pass'}, [28.0, 68.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [30.0, 65.0]),
 ({'id': 30, 'name': 'Pass'}, [30.0, 65.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [25.0, 69.0]),
 ({'id': 30, 'name': 'Pass'}, [25.0, 69.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [32.0, 66.0]),
 ({'id': 30, 'name': 'Pass'}, [42.0, 77.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [83.0, 60.0]),
 ({'id': 30, 'name': 'Pass'}, [40.0, 22.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [43.0, 19.0]),
 ({'id': 17, 'name': 'Pressure'}, [73.0, 66.0]),
 ({'id': 30, 'name': 'Pass'}, [42.0, 19.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [52.0, 5.0]),
 ({'id': 30, 'name': 'Pass'}, [49.0, 4.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [41.0, 11.0]),
 ({'id': 30, 'name': 'Pass'}, [50.0, 3.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [45.0, 2.0]),
 ({'id': 30, 'name': 'Pass'}, [42.0, 1.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [30.0, 24.0]),
 ({'id': 36, 'name': 'Tactical Shift'}, nan),
 ({'id': 30, 'name': 'Pass'}, [27.0, 27.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [30.0, 56.0]),
 ({'id': 30, 'name': 'Pass'}, [31.0, 57.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [13.0, 50.0]),
 ({'id': 30, 'name': 'Pass'}, [15.0, 49.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [22.0, 19.0]),
 ({'id': 30, 'name': 'Pass'}, [39.0, 18.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [42.0, 28.0]),
 ({'id': 17, 'name': 'Pressure'}, [81.0, 52.0]),
 ({'id': 30, 'name': 'Pass'}, [39.0, 31.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [14.0, 44.0]),
 ({'id': 30, 'name': 'Pass'}, [15.0, 44.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [23.0, 64.0]),
 ({'id': 17, 'name': 'Pressure'}, [93.0, 15.0]),
 ({'id': 30, 'name': 'Pass'}, [21.0, 66.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [35.0, 79.0]),
 ({'id': 30, 'name': 'Pass'}, [35.0, 77.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [34.0, 64.0]),
 ({'id': 30, 'name': 'Pass'}, [33.0, 66.0]),
 ({'id': 17, 'name': 'Pressure'}, [76.0, 7.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [47.0, 75.0]),
 ({'id': 14, 'name': 'Dribble'}, [47.0, 70.0]),
 ({'id': 4, 'name': 'Duel'}, [74.0, 11.0]),
 ({'id': 30, 'name': 'Pass'}, [55.0, 80.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [37.0, 76.0]),
 ({'id': 17, 'name': 'Pressure'}, [85.0, 18.0]),
 ({'id': 30, 'name': 'Pass'}, [39.0, 75.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [36.0, 55.0]),
 ({'id': 30, 'name': 'Pass'}, [39.0, 49.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [66.0, 8.0]),
 ({'id': 14, 'name': 'Dribble'}, [69.0, 9.0]),
 ({'id': 4, 'name': 'Duel'}, [52.0, 72.0]),
 ({'id': 17, 'name': 'Pressure'}, [70.0, 11.0]),
 ({'id': 39, 'name': 'Dribbled Past'}, [68.0, 2.0]),
 ({'id': 14, 'name': 'Dribble'}, [53.0, 79.0]),
 ({'id': 30, 'name': 'Pass'}, [50.0, 74.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [50.0, 58.0]),
 ({'id': 30, 'name': 'Pass'}, [54.0, 63.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [37.0, 74.0]),
 ({'id': 30, 'name': 'Pass'}, [37.0, 74.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [33.0, 57.0]),
 ({'id': 17, 'name': 'Pressure'}, [85.0, 32.0]),
 ({'id': 30, 'name': 'Pass'}, [31.0, 51.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [30.0, 23.0]),
 ({'id': 30, 'name': 'Pass'}, [30.0, 21.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [38.0, 10.0]),
 ({'id': 17, 'name': 'Pressure'}, [78.0, 74.0]),
 ({'id': 38, 'name': 'Miscontrol'}, [46.0, 3.0]),
 ({'id': 10, 'name': 'Interception'}, [58.0, 74.0]),
 ({'id': 30, 'name': 'Pass'}, [31.0, 7.0]),
 ({'id': 10, 'name': 'Interception'}, [59.0, 74.0]),
 ({'id': 30, 'name': 'Pass'}, [90.0, 1.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [78.0, 8.0]),
 ({'id': 30, 'name': 'Pass'}, [82.0, 12.0]),
 ({'id': 17, 'name': 'Pressure'}, [43.0, 73.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [74.0, 5.0]),
 ({'id': 30, 'name': 'Pass'}, [74.0, 6.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [74.0, 17.0]),
 ({'id': 30, 'name': 'Pass'}, [74.0, 17.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [78.0, 5.0]),
 ({'id': 30, 'name': 'Pass'}, [82.0, 6.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [86.0, 15.0]),
 ({'id': 17, 'name': 'Pressure'}, [30.0, 69.0]),
 ({'id': 30, 'name': 'Pass'}, [86.0, 15.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [86.0, 30.0]),
 ({'id': 30, 'name': 'Pass'}, [86.0, 30.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [99.0, 41.0]),
 ({'id': 10, 'name': 'Interception'}, [25.0, 44.0]),
 ({'id': 30, 'name': 'Pass'}, [26.0, 46.0]),
 ({'id': 42, 'name': 'Ball Receipt*'}, [35.0, 54.0]),
 ...]
df.type
0         {'id': 35, 'name': 'Starting XI'}
1         {'id': 35, 'name': 'Starting XI'}
2          {'id': 18, 'name': 'Half Start'}
3          {'id': 18, 'name': 'Half Start'}
4                {'id': 30, 'name': 'Pass'}
5       {'id': 42, 'name': 'Ball Receipt*'}
6            {'id': 17, 'name': 'Pressure'}
7                {'id': 30, 'name': 'Pass'}
8       {'id': 42, 'name': 'Ball Receipt*'}
9            {'id': 17, 'name': 'Pressure'}
10         {'id': 38, 'name': 'Miscontrol'}
11           {'id': 17, 'name': 'Pressure'}
12               {'id': 30, 'name': 'Pass'}
13               {'id': 30, 'name': 'Pass'}
14      {'id': 42, 'name': 'Ball Receipt*'}
15           {'id': 17, 'name': 'Pressure'}
16               {'id': 30, 'name': 'Pass'}
17      {'id': 42, 'name': 'Ball Receipt*'}
18               {'id': 6, 'name': 'Block'}
19           {'id': 17, 'name': 'Pressure'}
20               {'id': 30, 'name': 'Pass'}
21      {'id': 42, 'name': 'Ball Receipt*'}
22               {'id': 30, 'name': 'Pass'}
23           {'id': 17, 'name': 'Pressure'}
24      {'id': 42, 'name': 'Ball Receipt*'}
25         {'id': 38, 'name': 'Miscontrol'}
26       {'id': 2, 'name': 'Ball Recovery'}
27               {'id': 30, 'name': 'Pass'}
28      {'id': 42, 'name': 'Ball Receipt*'}
29      {'id': 39, 'name': 'Dribbled Past'}
                       ...                 
2930    {'id': 42, 'name': 'Ball Receipt*'}
2931         {'id': 9, 'name': 'Clearance'}
2932         {'id': 17, 'name': 'Pressure'}
2933             {'id': 30, 'name': 'Pass'}
2934    {'id': 42, 'name': 'Ball Receipt*'}
2935             {'id': 30, 'name': 'Pass'}
2936    {'id': 42, 'name': 'Ball Receipt*'}
2937             {'id': 30, 'name': 'Pass'}
2938    {'id': 42, 'name': 'Ball Receipt*'}
2939         {'id': 17, 'name': 'Pressure'}
2940             {'id': 30, 'name': 'Pass'}
2941    {'id': 42, 'name': 'Ball Receipt*'}
2942         {'id': 9, 'name': 'Clearance'}
2943             {'id': 30, 'name': 'Pass'}
2944     {'id': 2, 'name': 'Ball Recovery'}
2945             {'id': 30, 'name': 'Pass'}
2946         {'id': 17, 'name': 'Pressure'}
2947    {'id': 42, 'name': 'Ball Receipt*'}
2948         {'id': 9, 'name': 'Clearance'}
2949             {'id': 30, 'name': 'Pass'}
2950    {'id': 42, 'name': 'Ball Receipt*'}
2951         {'id': 17, 'name': 'Pressure'}
2952             {'id': 30, 'name': 'Pass'}
2953             {'id': 6, 'name': 'Block'}
2954             {'id': 30, 'name': 'Pass'}
2955             {'id': 30, 'name': 'Pass'}
2956             {'id': 30, 'name': 'Pass'}
2957         {'id': 9, 'name': 'Clearance'}
2958         {'id': 34, 'name': 'Half End'}
2959         {'id': 34, 'name': 'Half End'}
Name: type, Length: 2960, dtype: object
df.type.to_csv(r"C:\Users\Koushik\Downloads\hope.csv")
df.type.to_dict('series')
---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-104-abe0b0c58c30> in <module>()
----> 1 df.type.to_dict('series')

~\Anaconda3\lib\site-packages\pandas\core\series.py in to_dict(self, into)
   1340         """
   1341         # GH16122
-> 1342         into_c = com.standardize_mapping(into)
   1343         return into_c(compat.iteritems(self))
   1344 

~\Anaconda3\lib\site-packages\pandas\core\common.py in standardize_mapping(into)
    470         into = type(into)
    471     if not issubclass(into, collections.Mapping):
--> 472         raise TypeError('unsupported type: {into}'.format(into=into))
    473     elif into == collections.defaultdict:
    474         raise TypeError(

TypeError: unsupported type: <class 'str'>
' '
a
{'id': 35, 'name': 'Starting XI'}
str(a)
"{'id': 35, 'name': 'Starting XI'}"
df.describe
<bound method NDFrame.describe of      bad_behaviour                                  ball_receipt  \
0              NaN                                           NaN   
1              NaN                                           NaN   
2              NaN                                           NaN   
3              NaN                                           NaN   
4              NaN                                           NaN   
5              NaN                                           NaN   
6              NaN                                           NaN   
7              NaN                                           NaN   
8              NaN                                           NaN   
9              NaN                                           NaN   
10             NaN                                           NaN   
11             NaN                                           NaN   
12             NaN                                           NaN   
13             NaN                                           NaN   
14             NaN  {'outcome': {'id': 9, 'name': 'Incomplete'}}   
15             NaN                                           NaN   
16             NaN                                           NaN   
17             NaN  {'outcome': {'id': 9, 'name': 'Incomplete'}}   
18             NaN                                           NaN   
19             NaN                                           NaN   
20             NaN                                           NaN   
21             NaN                                           NaN   
22             NaN                                           NaN   
23             NaN                                           NaN   
24             NaN                                           NaN   
25             NaN                                           NaN   
26             NaN                                           NaN   
27             NaN                                           NaN   
28             NaN                                           NaN   
29             NaN                                           NaN   
...            ...                                           ...   
2930           NaN  {'outcome': {'id': 9, 'name': 'Incomplete'}}   
2931           NaN                                           NaN   
2932           NaN                                           NaN   
2933           NaN                                           NaN   
2934           NaN                                           NaN   
2935           NaN                                           NaN   
2936           NaN                                           NaN   
2937           NaN                                           NaN   
2938           NaN                                           NaN   
2939           NaN                                           NaN   
2940           NaN                                           NaN   
2941           NaN  {'outcome': {'id': 9, 'name': 'Incomplete'}}   
2942           NaN                                           NaN   
2943           NaN                                           NaN   
2944           NaN                                           NaN   
2945           NaN                                           NaN   
2946           NaN                                           NaN   
2947           NaN  {'outcome': {'id': 9, 'name': 'Incomplete'}}   
2948           NaN                                           NaN   
2949           NaN                                           NaN   
2950           NaN                                           NaN   
2951           NaN                                           NaN   
2952           NaN                                           NaN   
2953           NaN                                           NaN   
2954           NaN                                           NaN   
2955           NaN                                           NaN   
2956           NaN                                           NaN   
2957           NaN                                           NaN   
2958           NaN                                           NaN   
2959           NaN                                           NaN   

     ball_recovery block dribble duel  duration foul_committed foul_won  \
0              NaN   NaN     NaN  NaN     0.000            NaN      NaN   
1              NaN   NaN     NaN  NaN     0.000            NaN      NaN   
2              NaN   NaN     NaN  NaN     8.160            NaN      NaN   
3              NaN   NaN     NaN  NaN     7.960            NaN      NaN   
4              NaN   NaN     NaN  NaN     0.000            NaN      NaN   
5              NaN   NaN     NaN  NaN       NaN            NaN      NaN   
6              NaN   NaN     NaN  NaN     0.373            NaN      NaN   
7              NaN   NaN     NaN  NaN     1.640            NaN      NaN   
8              NaN   NaN     NaN  NaN       NaN            NaN      NaN   
9              NaN   NaN     NaN  NaN     0.733            NaN      NaN   
10             NaN   NaN     NaN  NaN       NaN            NaN      NaN   
11             NaN   NaN     NaN  NaN     0.773            NaN      NaN   
12             NaN   NaN     NaN  NaN     2.587            NaN      NaN   
13             NaN   NaN     NaN  NaN     1.173            NaN      NaN   
14             NaN   NaN     NaN  NaN       NaN            NaN      NaN   
15             NaN   NaN     NaN  NaN     0.160            NaN      NaN   
16             NaN   NaN     NaN  NaN     0.147            NaN      NaN   
17             NaN   NaN     NaN  NaN       NaN            NaN      NaN   
18             NaN   NaN     NaN  NaN       NaN            NaN      NaN   
19             NaN   NaN     NaN  NaN     0.240            NaN      NaN   
20             NaN   NaN     NaN  NaN     1.253            NaN      NaN   
21             NaN   NaN     NaN  NaN       NaN            NaN      NaN   
22             NaN   NaN     NaN  NaN     1.506            NaN      NaN   
23             NaN   NaN     NaN  NaN     0.360            NaN      NaN   
24             NaN   NaN     NaN  NaN       NaN            NaN      NaN   
25             NaN   NaN     NaN  NaN       NaN            NaN      NaN   
26             NaN   NaN     NaN  NaN       NaN            NaN      NaN   
27             NaN   NaN     NaN  NaN     3.453            NaN      NaN   
28             NaN   NaN     NaN  NaN       NaN            NaN      NaN   
29             NaN   NaN     NaN  NaN       NaN            NaN      NaN   
...            ...   ...     ...  ...       ...            ...      ...   
2930           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2931           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2932           NaN   NaN     NaN  NaN     0.040            NaN      NaN   
2933           NaN   NaN     NaN  NaN     0.773            NaN      NaN   
2934           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2935           NaN   NaN     NaN  NaN     0.920            NaN      NaN   
2936           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2937           NaN   NaN     NaN  NaN     1.040            NaN      NaN   
2938           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2939           NaN   NaN     NaN  NaN     2.600            NaN      NaN   
2940           NaN   NaN     NaN  NaN     1.507            NaN      NaN   
2941           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2942           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2943           NaN   NaN     NaN  NaN     1.947            NaN      NaN   
2944           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2945           NaN   NaN     NaN  NaN     6.240            NaN      NaN   
2946           NaN   NaN     NaN  NaN     0.720            NaN      NaN   
2947           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2948           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2949           NaN   NaN     NaN  NaN     1.680            NaN      NaN   
2950           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2951           NaN   NaN     NaN  NaN     0.453            NaN      NaN   
2952           NaN   NaN     NaN  NaN     0.520            NaN      NaN   
2953           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2954           NaN   NaN     NaN  NaN     2.280            NaN      NaN   
2955           NaN   NaN     NaN  NaN     2.600            NaN      NaN   
2956           NaN   NaN     NaN  NaN     3.480            NaN      NaN   
2957           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2958           NaN   NaN     NaN  NaN       NaN            NaN      NaN   
2959           NaN   NaN     NaN  NaN       NaN            NaN      NaN   

     goalkeeper      ...                                   possession_team  \
0           NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
1           NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2           NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
3           NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
4           NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
5           NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
6           NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
7           NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
8           NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
9           NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
10          NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
11          NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
12          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
13          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
14          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
15          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
16          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
17          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
18          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
19          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
20          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
21          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
22          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
23          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
24          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
25          NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
26          NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
27          NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
28          NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
29          NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
...         ...      ...                                               ...   
2930        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2931        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2932        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2933        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2934        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2935        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2936        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2937        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2938        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2939        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2940        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2941        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2942        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2943        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2944        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2945        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2946        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2947        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2948        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2949        NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
2950        NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
2951        NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
2952        NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
2953        NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
2954        NaN      ...                {'id': 971, 'name': 'Chelsea LFC'}   
2955        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2956        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2957        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2958        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   
2959        NaN      ...        {'id': 746, 'name': 'Manchester City WFC'}   

                                         related_events second shot  \
0                                                   NaN      0  NaN   
1                                                   NaN      0  NaN   
2                [c771a4d4-51cb-41de-83aa-7103cd199c92]      0  NaN   
3                [48b94b06-ebbd-47e9-958c-44bf63622f5e]      0  NaN   
4                [237cac8c-5cb0-4015-9d08-c7df9699a136]      0  NaN   
5                [272ef47d-171f-4395-a156-f4979e7bf352]      0  NaN   
6                [1b5ea4d5-1200-4fe4-b43c-112b6414dff2]      0  NaN   
7     [4360d68e-392e-4b30-8808-7b7310c9c273, d74db26...      0  NaN   
8                [1b5ea4d5-1200-4fe4-b43c-112b6414dff2]      2  NaN   
9                                                   NaN      2  NaN   
10                                                  NaN      6  NaN   
11                                                  NaN      6  NaN   
12    [6aa96cce-d444-4600-b2c7-d3898444a745, e7730cf...     25  NaN   
13    [923ed5d7-5735-408f-acc7-6daad2f8d940, 9773edb...     28  NaN   
14               [9773edb1-6279-4f3c-85d2-9e0d5e9cf6c0]     28  NaN   
15               [e7397ac3-df03-4ef4-a423-b739f6c4f547]     29  NaN   
16    [3b719419-9fde-4ef2-a515-1995c4b5fc0e, 6aa96cc...     29  NaN   
17               [6aa96cce-d444-4600-b2c7-d3898444a745]     29  NaN   
18               [e7397ac3-df03-4ef4-a423-b739f6c4f547]     29  NaN   
19               [ada2bac2-3609-4e79-806d-6a659b0ab4d2]     31  NaN   
20    [c67d051f-b8eb-4dd1-95c6-621685c8b5b2, cd05b99...     31  NaN   
21               [ada2bac2-3609-4e79-806d-6a659b0ab4d2]     32  NaN   
22               [b36869b4-2660-494b-88c1-3b66097ac966]     32  NaN   
23               [b36869b4-2660-494b-88c1-3b66097ac966]     34  NaN   
24    [4ebd2f47-0948-4629-b48f-7796c303f74e, 841946b...     34  NaN   
25                                                  NaN     35  NaN   
26                                                  NaN     35  NaN   
27               [cfa852c1-a15b-4db1-ab78-343f8f96c445]     38  NaN   
28               [95ffe924-77f3-40e2-afc6-23e5fed8865f]     42  NaN   
29               [ee8ed75d-0c78-4513-aab2-025b247870ec]     42  NaN   
...                                                 ...    ...  ...   
2930             [c62f5f63-48ac-4d4a-9025-1a1292ab81ec]     11  NaN   
2931             [c62f5f63-48ac-4d4a-9025-1a1292ab81ec]     11  NaN   
2932             [77d1f13c-2e9d-4447-aaad-7cea71f31414]     14  NaN   
2933  [017b7b7c-1383-4562-a057-9b933316f1c7, a07cc3a...     14  NaN   
2934             [77d1f13c-2e9d-4447-aaad-7cea71f31414]     15  NaN   
2935             [606d52d2-a15e-448b-916a-2119b44f9280]     15  NaN   
2936             [7fcb677c-e634-46aa-ae94-e562617b711e]     16  NaN   
2937             [60c1275d-4046-4363-ad99-0bdad8fe51d8]     20  NaN   
2938             [da3cce4d-2ca9-4a37-99a6-73fac652631e]     21  NaN   
2939             [c67ea22c-3d9c-4924-9193-6526ad3a0b01]     21  NaN   
2940  [2c6a1427-78a8-48dd-88a9-d52b645c1f88, 99807ab...     24  NaN   
2941             [c67ea22c-3d9c-4924-9193-6526ad3a0b01]     25  NaN   
2942             [c67ea22c-3d9c-4924-9193-6526ad3a0b01]     25  NaN   
2943             [1518b13b-19ab-4c8f-9891-d0b115ac3b71]     28  NaN   
2944             [d59c6291-9f21-4855-8e99-de15a3777dd9]     30  NaN   
2945  [3e7a1caf-9db0-42fb-84b7-80bd94421db7, b709997...     31  NaN   
2946             [b7099973-d989-4edb-a369-bc537106bd9b]     37  NaN   
2947             [af3dd5d8-71ba-44fa-9716-9592583a14eb]     37  NaN   
2948  [6a3be6e9-fd15-47c8-87fb-b0aab1974ab5, af3dd5d...     37  NaN   
2949             [f0ee205f-9a4c-4099-b80a-21a2a744dd49]     43  NaN   
2950             [11ed6e6b-ace8-4670-beb7-11943397c360]     45  NaN   
2951                                                NaN     47  NaN   
2952             [21d70847-1582-42ed-a51e-9e91215320ec]     51  NaN   
2953             [84cde482-86cf-409f-83c5-2ed27e282f82]     52  NaN   
2954                                                NaN     22  NaN   
2955             [d79eb27d-4929-49a9-9ab8-d60ba4bc1d12]     50  NaN   
2956  [32c6d064-7f2e-4443-aa4d-904fd816c7b4, c0bd843...     53  NaN   
2957             [d79eb27d-4929-49a9-9ab8-d60ba4bc1d12]     57  NaN   
2958             [fb15f211-1c83-455b-b535-918330bf6852]      4  NaN   
2959             [7620698b-6f87-4a03-aaaa-58eb3133a7c3]      4  NaN   

     substitution                                            tactics  \
0             NaN  {'formation': 433, 'lineup': [{'player': {'id'...   
1             NaN  {'formation': 352, 'lineup': [{'player': {'id'...   
2             NaN                                                NaN   
3             NaN                                                NaN   
4             NaN                                                NaN   
5             NaN                                                NaN   
6             NaN                                                NaN   
7             NaN                                                NaN   
8             NaN                                                NaN   
9             NaN                                                NaN   
10            NaN                                                NaN   
11            NaN                                                NaN   
12            NaN                                                NaN   
13            NaN                                                NaN   
14            NaN                                                NaN   
15            NaN                                                NaN   
16            NaN                                                NaN   
17            NaN                                                NaN   
18            NaN                                                NaN   
19            NaN                                                NaN   
20            NaN                                                NaN   
21            NaN                                                NaN   
22            NaN                                                NaN   
23            NaN                                                NaN   
24            NaN                                                NaN   
25            NaN                                                NaN   
26            NaN                                                NaN   
27            NaN                                                NaN   
28            NaN                                                NaN   
29            NaN                                                NaN   
...           ...                                                ...   
2930          NaN                                                NaN   
2931          NaN                                                NaN   
2932          NaN                                                NaN   
2933          NaN                                                NaN   
2934          NaN                                                NaN   
2935          NaN                                                NaN   
2936          NaN                                                NaN   
2937          NaN                                                NaN   
2938          NaN                                                NaN   
2939          NaN                                                NaN   
2940          NaN                                                NaN   
2941          NaN                                                NaN   
2942          NaN                                                NaN   
2943          NaN                                                NaN   
2944          NaN                                                NaN   
2945          NaN                                                NaN   
2946          NaN                                                NaN   
2947          NaN                                                NaN   
2948          NaN                                                NaN   
2949          NaN                                                NaN   
2950          NaN                                                NaN   
2951          NaN                                                NaN   
2952          NaN                                                NaN   
2953          NaN                                                NaN   
2954          NaN                                                NaN   
2955          NaN                                                NaN   
2956          NaN                                                NaN   
2957          NaN                                                NaN   
2958          NaN                                                NaN   
2959          NaN                                                NaN   

                                            team               timestamp  \
0     {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:00.000   
1             {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:00.000   
2             {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:00.000   
3     {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:00.000   
4             {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:00.100   
5             {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:00.100   
6     {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:00.340   
7             {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:00.500   
8             {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:02.140   
9     {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:02.700   
10            {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:06.740   
11    {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:06.980   
12    {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:25.873   
13            {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:28.460   
14    {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:28.460   
15            {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:29.620   
16    {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:29.633   
17            {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:29.633   
18            {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:29.780   
19            {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:31.340   
20    {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:31.420   
21    {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:32.673   
22    {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:32.793   
23            {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:34.260   
24    {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:34.299   
25    {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:35.380   
26            {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:35.620   
27            {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:38.660   
28            {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:42.113   
29    {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:42.220   
...                                          ...                     ...   
2930  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:11.438   
2931          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:47:11.438   
2932          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:47:14.918   
2933  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:14.918   
2934  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:15.691   
2935  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:15.851   
2936  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:16.771   
2937  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:20.531   
2938  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:21.571   
2939          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:47:21.638   
2940  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:24.091   
2941  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:25.598   
2942          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:47:25.598   
2943  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:28.371   
2944          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:47:30.318   
2945          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:47:31.758   
2946          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:47:37.598   
2947          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:47:37.998   
2948  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:37.998   
2949          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:47:43.998   
2950          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:47:45.678   
2951  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:47.438   
2952          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:47:51.758   
2953  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:47:52.278   
2954          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:48:22.078   
2955  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:48:50.958   
2956          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:48:53.558   
2957  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:48:57.038   
2958          {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:49:04.531   
2959  {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:49:04.531   

                                     type under_pressure  
0       {'id': 35, 'name': 'Starting XI'}            NaN  
1       {'id': 35, 'name': 'Starting XI'}            NaN  
2        {'id': 18, 'name': 'Half Start'}            NaN  
3        {'id': 18, 'name': 'Half Start'}            NaN  
4              {'id': 30, 'name': 'Pass'}            NaN  
5     {'id': 42, 'name': 'Ball Receipt*'}            NaN  
6          {'id': 17, 'name': 'Pressure'}            NaN  
7              {'id': 30, 'name': 'Pass'}            1.0  
8     {'id': 42, 'name': 'Ball Receipt*'}            NaN  
9          {'id': 17, 'name': 'Pressure'}            NaN  
10       {'id': 38, 'name': 'Miscontrol'}            NaN  
11         {'id': 17, 'name': 'Pressure'}            NaN  
12             {'id': 30, 'name': 'Pass'}            NaN  
13             {'id': 30, 'name': 'Pass'}            NaN  
14    {'id': 42, 'name': 'Ball Receipt*'}            NaN  
15         {'id': 17, 'name': 'Pressure'}            NaN  
16             {'id': 30, 'name': 'Pass'}            1.0  
17    {'id': 42, 'name': 'Ball Receipt*'}            NaN  
18             {'id': 6, 'name': 'Block'}            NaN  
19         {'id': 17, 'name': 'Pressure'}            NaN  
20             {'id': 30, 'name': 'Pass'}            1.0  
21    {'id': 42, 'name': 'Ball Receipt*'}            NaN  
22             {'id': 30, 'name': 'Pass'}            NaN  
23         {'id': 17, 'name': 'Pressure'}            NaN  
24    {'id': 42, 'name': 'Ball Receipt*'}            1.0  
25       {'id': 38, 'name': 'Miscontrol'}            NaN  
26     {'id': 2, 'name': 'Ball Recovery'}            NaN  
27             {'id': 30, 'name': 'Pass'}            NaN  
28    {'id': 42, 'name': 'Ball Receipt*'}            NaN  
29    {'id': 39, 'name': 'Dribbled Past'}            NaN  
...                                   ...            ...  
2930  {'id': 42, 'name': 'Ball Receipt*'}            NaN  
2931       {'id': 9, 'name': 'Clearance'}            NaN  
2932       {'id': 17, 'name': 'Pressure'}            NaN  
2933           {'id': 30, 'name': 'Pass'}            1.0  
2934  {'id': 42, 'name': 'Ball Receipt*'}            NaN  
2935           {'id': 30, 'name': 'Pass'}            NaN  
2936  {'id': 42, 'name': 'Ball Receipt*'}            NaN  
2937           {'id': 30, 'name': 'Pass'}            NaN  
2938  {'id': 42, 'name': 'Ball Receipt*'}            NaN  
2939       {'id': 17, 'name': 'Pressure'}            NaN  
2940           {'id': 30, 'name': 'Pass'}            1.0  
2941  {'id': 42, 'name': 'Ball Receipt*'}            NaN  
2942       {'id': 9, 'name': 'Clearance'}            NaN  
2943           {'id': 30, 'name': 'Pass'}            NaN  
2944   {'id': 2, 'name': 'Ball Recovery'}            NaN  
2945           {'id': 30, 'name': 'Pass'}            NaN  
2946       {'id': 17, 'name': 'Pressure'}            NaN  
2947  {'id': 42, 'name': 'Ball Receipt*'}            NaN  
2948       {'id': 9, 'name': 'Clearance'}            1.0  
2949           {'id': 30, 'name': 'Pass'}            NaN  
2950  {'id': 42, 'name': 'Ball Receipt*'}            NaN  
2951       {'id': 17, 'name': 'Pressure'}            NaN  
2952           {'id': 30, 'name': 'Pass'}            NaN  
2953           {'id': 6, 'name': 'Block'}            NaN  
2954           {'id': 30, 'name': 'Pass'}            NaN  
2955           {'id': 30, 'name': 'Pass'}            NaN  
2956           {'id': 30, 'name': 'Pass'}            NaN  
2957       {'id': 9, 'name': 'Clearance'}            NaN  
2958       {'id': 34, 'name': 'Half End'}            NaN  
2959       {'id': 34, 'name': 'Half End'}            NaN  

[2960 rows x 33 columns]>
conc
<zip at 0x23695128208>
[{'id': 35, 'name': 'Starting XI'},
 {'id': 18, 'name': 'Half Start'},
 {'id': 18, 'name': 'Half Start'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 6, 'name': 'Block'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 39, 'name': 'Dribbled Past'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 39, 'name': 'Dribbled Past'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 16, 'name': 'Shot'},
 {'id': 6, 'name': 'Block'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 6, 'name': 'Block'},
 {'id': 9, 'name': 'Clearance'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 6, 'name': 'Block'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 4, 'name': 'Duel'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 4, 'name': 'Duel'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 3, 'name': 'Dispossessed'},
 {'id': 4, 'name': 'Duel'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 3, 'name': 'Dispossessed'},
 {'id': 4, 'name': 'Duel'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 3, 'name': 'Dispossessed'},
 {'id': 4, 'name': 'Duel'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 3, 'name': 'Dispossessed'},
 {'id': 4, 'name': 'Duel'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 6, 'name': 'Block'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 39, 'name': 'Dribbled Past'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 16, 'name': 'Shot'},
 {'id': 6, 'name': 'Block'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 30, 'name': 'Pass'},
 {'id': 9, 'name': 'Clearance'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 16, 'name': 'Shot'},
 {'id': 6, 'name': 'Block'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 16, 'name': 'Shot'},
 {'id': 6, 'name': 'Block'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 16, 'name': 'Shot'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 5, 'name': 'Camera On'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
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 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
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 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 9, 'name': 'Clearance'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
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 {'id': 30, 'name': 'Pass'},
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 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
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 {'id': 30, 'name': 'Pass'},
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 {'id': 2, 'name': 'Ball Recovery'},
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 {'id': 42, 'name': 'Ball Receipt*'},
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 {'id': 6, 'name': 'Block'},
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 {'id': 6, 'name': 'Block'},
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 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
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 {'id': 2, 'name': 'Ball Recovery'},
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 {'id': 42, 'name': 'Ball Receipt*'},
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 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 2, 'name': 'Ball Recovery'},
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 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
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 {'id': 30, 'name': 'Pass'},
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 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
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 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
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 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
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 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
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 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 6, 'name': 'Block'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 5, 'name': 'Camera On'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 10, 'name': 'Interception'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 39, 'name': 'Dribbled Past'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 39, 'name': 'Dribbled Past'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 16, 'name': 'Shot'},
 {'id': 6, 'name': 'Block'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 5, 'name': 'Camera On'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 4, 'name': 'Duel'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 22, 'name': 'Foul Committed'},
 {'id': 21, 'name': 'Foul Won'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 6, 'name': 'Block'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 6, 'name': 'Block'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 5, 'name': 'Camera On'},
 {'id': 39, 'name': 'Dribbled Past'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 22, 'name': 'Foul Committed'},
 {'id': 21, 'name': 'Foul Won'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 16, 'name': 'Shot'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 28, 'name': 'Shield'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 4, 'name': 'Duel'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 6, 'name': 'Block'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 16, 'name': 'Shot'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 5, 'name': 'Camera On'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 16, 'name': 'Shot'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 8, 'name': 'Offside'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 6, 'name': 'Block'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 39, 'name': 'Dribbled Past'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 22, 'name': 'Foul Committed'},
 {'id': 21, 'name': 'Foul Won'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 16, 'name': 'Shot'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 9, 'name': 'Clearance'},
 {'id': 16, 'name': 'Shot'},
 {'id': 6, 'name': 'Block'},
 {'id': 23, 'name': 'Goal Keeper'},
 {'id': 30, 'name': 'Pass'},
 {'id': 9, 'name': 'Clearance'},
 {'id': 9, 'name': 'Clearance'},
 {'id': 4, 'name': 'Duel'},
 {'id': 30, 'name': 'Pass'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 2, 'name': 'Ball Recovery'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 5, 'name': 'Camera On'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 36, 'name': 'Tactical Shift'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 4, 'name': 'Duel'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 4, 'name': 'Duel'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 39, 'name': 'Dribbled Past'},
 {'id': 14, 'name': 'Dribble'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 38, 'name': 'Miscontrol'},
 {'id': 10, 'name': 'Interception'},
 {'id': 30, 'name': 'Pass'},
 {'id': 10, 'name': 'Interception'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 17, 'name': 'Pressure'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 10, 'name': 'Interception'},
 {'id': 30, 'name': 'Pass'},
 {'id': 42, 'name': 'Ball Receipt*'},
 {'id': 10, 'name': 'Interception'},
 ...]
import json 
from pandas.io.json import json_normalize   
with open(r'C:\Users\Koushik\Downloads\open-data-master\open-data-master\data\events\7298.json') as data_file:    
    data = json.load(data_file)  
---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-30-2f512b543ffb> in <module>()
----> 1 df_event = json_normalize(df, 'type', ['id','name'], record_prefix='type_',errors='ignore')

~\Anaconda3\lib\site-packages\pandas\io\json\normalize.py in json_normalize(data, record_path, meta, meta_prefix, record_prefix, errors, sep)
    260                 records.extend(recs)
    261 
--> 262     _recursive_extract(data, record_path, {}, level=0)
    263 
    264     result = DataFrame(records)

~\Anaconda3\lib\site-packages\pandas\io\json\normalize.py in _recursive_extract(data, path, seen_meta, level)
    236         else:
    237             for obj in data:
--> 238                 recs = _pull_field(obj, path[0])
    239 
    240                 # For repeating the metadata later

~\Anaconda3\lib\site-packages\pandas\io\json\normalize.py in _pull_field(js, spec)
    183                 result = result[field]
    184         else:
--> 185             result = result[spec]
    186 
    187         return result

TypeError: string indices must be integers
df_event
type_0 id name
0 id 8671703e-aab7-47a8-818e-a83a91278658 NaN
1 name 8671703e-aab7-47a8-818e-a83a91278658 NaN
2 id 08a66b27-7098-4396-b942-ba73fa2e2df6 NaN
3 name 08a66b27-7098-4396-b942-ba73fa2e2df6 NaN
4 id 48b94b06-ebbd-47e9-958c-44bf63622f5e NaN
5 name 48b94b06-ebbd-47e9-958c-44bf63622f5e NaN
6 id c771a4d4-51cb-41de-83aa-7103cd199c92 NaN
7 name c771a4d4-51cb-41de-83aa-7103cd199c92 NaN
8 id 272ef47d-171f-4395-a156-f4979e7bf352 NaN
9 name 272ef47d-171f-4395-a156-f4979e7bf352 NaN
10 id 237cac8c-5cb0-4015-9d08-c7df9699a136 NaN
11 name 237cac8c-5cb0-4015-9d08-c7df9699a136 NaN
12 id 4360d68e-392e-4b30-8808-7b7310c9c273 NaN
13 name 4360d68e-392e-4b30-8808-7b7310c9c273 NaN
14 id 1b5ea4d5-1200-4fe4-b43c-112b6414dff2 NaN
15 name 1b5ea4d5-1200-4fe4-b43c-112b6414dff2 NaN
16 id d74db266-c626-44cc-b504-26507871099f NaN
17 name d74db266-c626-44cc-b504-26507871099f NaN
18 id 94d9893d-ab70-4d00-8f0d-84ae8a75cfbb NaN
19 name 94d9893d-ab70-4d00-8f0d-84ae8a75cfbb NaN
20 id 2c0070b5-6e05-438c-a26a-e7a87e840823 NaN
21 name 2c0070b5-6e05-438c-a26a-e7a87e840823 NaN
22 id 4d6cc1cc-5884-4328-8306-344aa1ca5d3e NaN
23 name 4d6cc1cc-5884-4328-8306-344aa1ca5d3e NaN
24 id 9773edb1-6279-4f3c-85d2-9e0d5e9cf6c0 NaN
25 name 9773edb1-6279-4f3c-85d2-9e0d5e9cf6c0 NaN
26 id 6aa96cce-d444-4600-b2c7-d3898444a745 NaN
27 name 6aa96cce-d444-4600-b2c7-d3898444a745 NaN
28 id e7730cf8-ea18-48e7-851e-be562d65786f NaN
29 name e7730cf8-ea18-48e7-851e-be562d65786f NaN
... ... ... ...
5890 id af3dd5d8-71ba-44fa-9716-9592583a14eb NaN
5891 name af3dd5d8-71ba-44fa-9716-9592583a14eb NaN
5892 id 6a3be6e9-fd15-47c8-87fb-b0aab1974ab5 NaN
5893 name 6a3be6e9-fd15-47c8-87fb-b0aab1974ab5 NaN
5894 id 3e7a1caf-9db0-42fb-84b7-80bd94421db7 NaN
5895 name 3e7a1caf-9db0-42fb-84b7-80bd94421db7 NaN
5896 id b7099973-d989-4edb-a369-bc537106bd9b NaN
5897 name b7099973-d989-4edb-a369-bc537106bd9b NaN
5898 id 11ed6e6b-ace8-4670-beb7-11943397c360 NaN
5899 name 11ed6e6b-ace8-4670-beb7-11943397c360 NaN
5900 id f0ee205f-9a4c-4099-b80a-21a2a744dd49 NaN
5901 name f0ee205f-9a4c-4099-b80a-21a2a744dd49 NaN
5902 id eba688d7-0630-45b5-beb2-0f10d0223c13 NaN
5903 name eba688d7-0630-45b5-beb2-0f10d0223c13 NaN
5904 id 84cde482-86cf-409f-83c5-2ed27e282f82 NaN
5905 name 84cde482-86cf-409f-83c5-2ed27e282f82 NaN
5906 id 21d70847-1582-42ed-a51e-9e91215320ec NaN
5907 name 21d70847-1582-42ed-a51e-9e91215320ec NaN
5908 id 62588fc6-a8f5-4f85-b707-344ff5c00d89 NaN
5909 name 62588fc6-a8f5-4f85-b707-344ff5c00d89 NaN
5910 id 32c6d064-7f2e-4443-aa4d-904fd816c7b4 NaN
5911 name 32c6d064-7f2e-4443-aa4d-904fd816c7b4 NaN
5912 id d79eb27d-4929-49a9-9ab8-d60ba4bc1d12 NaN
5913 name d79eb27d-4929-49a9-9ab8-d60ba4bc1d12 NaN
5914 id c0bd843f-77eb-4812-83ec-13181beaa21b NaN
5915 name c0bd843f-77eb-4812-83ec-13181beaa21b NaN
5916 id 7620698b-6f87-4a03-aaaa-58eb3133a7c3 NaN
5917 name 7620698b-6f87-4a03-aaaa-58eb3133a7c3 NaN
5918 id fb15f211-1c83-455b-b535-918330bf6852 NaN
5919 name fb15f211-1c83-455b-b535-918330bf6852 NaN

5920 rows × 3 columns

df['Minute']
---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~\Anaconda3\lib\site-packages\pandas\core\indexes\base.py in get_loc(self, key, method, tolerance)
   3077             try:
-> 3078                 return self._engine.get_loc(key)
   3079             except KeyError:

pandas\_libs\index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas\_libs\index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas\_libs\hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas\_libs\hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Minute'

During handling of the above exception, another exception occurred:

KeyError                                  Traceback (most recent call last)
<ipython-input-8-c85a994cd809> in <module>()
----> 1 df['Minute']

~\Anaconda3\lib\site-packages\pandas\core\frame.py in __getitem__(self, key)
   2686             return self._getitem_multilevel(key)
   2687         else:
-> 2688             return self._getitem_column(key)
   2689 
   2690     def _getitem_column(self, key):

~\Anaconda3\lib\site-packages\pandas\core\frame.py in _getitem_column(self, key)
   2693         # get column
   2694         if self.columns.is_unique:
-> 2695             return self._get_item_cache(key)
   2696 
   2697         # duplicate columns & possible reduce dimensionality

~\Anaconda3\lib\site-packages\pandas\core\generic.py in _get_item_cache(self, item)
   2487         res = cache.get(item)
   2488         if res is None:
-> 2489             values = self._data.get(item)
   2490             res = self._box_item_values(item, values)
   2491             cache[item] = res

~\Anaconda3\lib\site-packages\pandas\core\internals.py in get(self, item, fastpath)
   4113 
   4114             if not isna(item):
-> 4115                 loc = self.items.get_loc(item)
   4116             else:
   4117                 indexer = np.arange(len(self.items))[isna(self.items)]

~\Anaconda3\lib\site-packages\pandas\core\indexes\base.py in get_loc(self, key, method, tolerance)
   3078                 return self._engine.get_loc(key)
   3079             except KeyError:
-> 3080                 return self._engine.get_loc(self._maybe_cast_indexer(key))
   3081 
   3082         indexer = self.get_indexer([key], method=method, tolerance=tolerance)

pandas\_libs\index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas\_libs\index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas\_libs\hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas\_libs\hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Minute'

bad_behaviour ball_receipt ball_recovery block dribble duel duration foul_committed foul_won goalkeeper ... possession_team related_events second shot substitution tactics team timestamp type under_pressure
0 NaN NaN NaN NaN NaN NaN 0.00 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} NaN 0 NaN NaN {'formation': 433, 'lineup': [{'player': {'id'... {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:00.000 {'id': 35, 'name': 'Starting XI'} NaN
1 NaN NaN NaN NaN NaN NaN 0.00 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} NaN 0 NaN NaN {'formation': 352, 'lineup': [{'player': {'id'... {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:00.000 {'id': 35, 'name': 'Starting XI'} NaN
2 NaN NaN NaN NaN NaN NaN 8.16 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} [c771a4d4-51cb-41de-83aa-7103cd199c92] 0 NaN NaN NaN {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:00.000 {'id': 18, 'name': 'Half Start'} NaN
3 NaN NaN NaN NaN NaN NaN 7.96 NaN NaN NaN ... {'id': 746, 'name': 'Manchester City WFC'} [48b94b06-ebbd-47e9-958c-44bf63622f5e] 0 NaN NaN NaN {'id': 746, 'name': 'Manchester City WFC'} 2018-11-29 00:00:00.000 {'id': 18, 'name': 'Half Start'} NaN
4 NaN NaN NaN NaN NaN NaN 0.00 NaN NaN NaN ... {'id': 971, 'name': 'Chelsea LFC'} [237cac8c-5cb0-4015-9d08-c7df9699a136] 0 NaN NaN NaN {'id': 971, 'name': 'Chelsea LFC'} 2018-11-29 00:00:00.100 {'id': 30, 'name': 'Pass'} NaN

5 rows × 33 columns