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gossminn commited on
Commit
fda69e1
•
1 Parent(s): aa93f96

Add frame subset selector

Browse files
Files changed (2) hide show
  1. app.py +22 -3
  2. notebook.ipynb +708 -110
app.py CHANGED
@@ -60,6 +60,8 @@ def load_kicktionary_info():
60
 
61
  def explore_timeline():
62
 
 
 
63
  with st.container():
64
 
65
  st.title("Football Perspective Chains")
@@ -75,10 +77,17 @@ def explore_timeline():
75
  format_func=lambda label: frame_label_map[label]
76
  )
77
 
 
 
 
 
 
 
 
78
  st.header("Timeline")
79
- data = prepare_data()
80
  time_scatter = (
81
  data
 
82
  .dropna(axis=0, subset=["first_role"])
83
  .plot.scatter(
84
  x="first_role", y="time_point", backend="plotly", color=frame_column
@@ -89,14 +98,24 @@ def explore_timeline():
89
  st.plotly_chart(time_scatter)
90
 
91
  st.header("Overall focus")
92
- focus_bar = data.dropna(axis=0, subset=["first_role"])["first_role"].value_counts().plot.bar(y="first_role", backend="plotly")
 
 
 
 
 
93
  st.plotly_chart(focus_bar)
94
 
95
  st.header("Focus by frame")
96
 
97
  for team in ["Man. United", "Rangers"]:
98
  st.subheader(team)
99
- frame_bar = data[data["first_role"] == team][frame_column].value_counts().plot.bar(y=frame_column, backend="plotly")
 
 
 
 
 
100
  st.plotly_chart(frame_bar)
101
 
102
 
60
 
61
  def explore_timeline():
62
 
63
+ data = prepare_data()
64
+
65
  with st.container():
66
 
67
  st.title("Football Perspective Chains")
77
  format_func=lambda label: frame_label_map[label]
78
  )
79
 
80
+ frame_options = sorted(data[frame_column].value_counts().keys())
81
+ selected_frames = st.multiselect(
82
+ label="frame subset selection",
83
+ options=frame_options,
84
+ default=frame_options
85
+ )
86
+
87
  st.header("Timeline")
 
88
  time_scatter = (
89
  data
90
+ [data[frame_column].isin(selected_frames)]
91
  .dropna(axis=0, subset=["first_role"])
92
  .plot.scatter(
93
  x="first_role", y="time_point", backend="plotly", color=frame_column
98
  st.plotly_chart(time_scatter)
99
 
100
  st.header("Overall focus")
101
+ focus_bar = (
102
+ data
103
+ [data[frame_column].isin(selected_frames)]
104
+ .dropna(axis=0, subset=["first_role"])["first_role"]
105
+ .value_counts().plot.bar(y="first_role", backend="plotly")
106
+ )
107
  st.plotly_chart(focus_bar)
108
 
109
  st.header("Focus by frame")
110
 
111
  for team in ["Man. United", "Rangers"]:
112
  st.subheader(team)
113
+ frame_bar = (
114
+ data
115
+ .pipe(lambda df: df[df[frame_column].isin(selected_frames)])
116
+ .pipe(lambda df: df[df["first_role"] == team][frame_column])
117
+ .value_counts().plot.bar(y=frame_column, backend="plotly")
118
+ )
119
  st.plotly_chart(frame_bar)
120
 
121
 
notebook.ipynb CHANGED
@@ -693,126 +693,718 @@
693
  },
694
  {
695
  "cell_type": "code",
696
- "execution_count": 76,
697
  "metadata": {},
698
  "outputs": [
699
  {
700
  "data": {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
701
  "text/plain": [
702
- "{'Intervene': 'Shot',\n",
703
- " 'Challenge': 'One_On_One',\n",
704
- " 'Award_Goal': 'Goal',\n",
705
- " 'Deny': 'One_On_One',\n",
706
- " 'Intercept': 'Pass',\n",
707
- " 'Shot_Supports': 'Shot',\n",
708
- " 'Save': 'Shot',\n",
709
- " 'Pass': 'Pass',\n",
710
- " 'Ball_Bounce': 'Motion',\n",
711
- " 'Mark': 'Pass',\n",
712
- " 'Goal_Kickoff': 'Shot',\n",
713
- " 'Finish': 'Shot',\n",
714
- " 'Beat': 'One_On_One',\n",
715
- " 'Offside': 'Foul',\n",
716
- " 'Bad_Pass': 'Pass',\n",
717
- " 'Goal': 'Goal',\n",
718
- " 'Set_Piece': 'Foul',\n",
719
- " 'Shot': 'Shot',\n",
720
- " 'Player_Move_With_Ball': 'Motion',\n",
721
- " 'Sanction': 'Foul',\n",
722
- " 'Move': 'Move',\n",
723
- " 'Control': 'Pass',\n",
724
- " 'Shoot_At': 'Shot',\n",
725
- " 'Start_End_Match': 'Match',\n",
726
- " 'Match': 'Match',\n",
727
- " 'Deploy': 'Lineup',\n",
728
- " 'Start': 'Lineup',\n",
729
- " 'Player_Move': 'Motion',\n",
730
- " 'Elimination': 'Match',\n",
731
- " 'Result': 'Match',\n",
732
- " 'Bring_Off': 'Substitution',\n",
733
- " 'Away_Game': 'Match',\n",
734
- " 'Possession': 'State_Of_Match',\n",
735
- " 'Pass_Combination': 'Pass',\n",
736
- " 'Lose_Ball': 'One_On_One',\n",
737
- " 'Defense_Shot': 'Mix-Up',\n",
738
- " 'Receive_Card': 'Foul',\n",
739
- " 'Victory': 'Match',\n",
740
- " 'Supply_Pass': 'Pass',\n",
741
- " 'Bring_On': 'Substitution',\n",
742
- " 'Chance': 'Chance',\n",
743
- " 'Multiple_Goals': 'Goal',\n",
744
- " 'One_On_One': 'One_On_One',\n",
745
- " 'Substitute': 'Substitution',\n",
746
- " 'Own_Goal': 'Goal',\n",
747
- " 'Convert_Chance': 'Goal',\n",
748
- " 'Ball_Land': 'Motion',\n",
749
- " 'Progression': 'Match',\n",
750
- " 'Home_Game': 'Match',\n",
751
- " 'Referee_Decision': 'Foul',\n",
752
- " 'Concede_Goal': 'Goal',\n",
753
- " 'Mistake': 'Mix-Up',\n",
754
- " 'Tactics': 'State_Of_Match',\n",
755
- " 'Foul': 'Foul',\n",
756
- " 'Being_Free': 'Pass',\n",
757
- " 'Lead': 'State_Of_Match',\n",
758
- " 'Create_Chance': 'Chance',\n",
759
- " 'Win_Compensation': 'Foul',\n",
760
- " 'Trail': 'State_Of_Match',\n",
761
- " 'Ball_Move': 'Motion',\n",
762
- " 'Defeat': 'Match',\n",
763
- " 'Dissent': 'Foul',\n",
764
- " 'Follow_Up': 'Shot',\n",
765
- " 'Score': 'State_Of_Match',\n",
766
- " 'Draw': 'Match',\n",
767
- " 'Pass_Back': 'Pass',\n",
768
- " 'Simulation': 'Foul',\n",
769
- " 'Miss_Goal': 'Shot',\n",
770
- " 'Miss_Chance': 'Chance',\n",
771
- " 'Flick_On': 'Pass',\n",
772
- " 'Ball_Escape': 'Motion',\n",
773
- " 'Give_Card': 'Foul',\n",
774
- " 'Take_On': 'One_On_One',\n",
775
- " 'Connect': 'Pass',\n",
776
- " 'Goalkeeper_Advance': 'Motion',\n",
777
- " 'Hit': 'Shot',\n",
778
- " 'Advantage': 'Foul',\n",
779
- " 'Feign': 'Shot',\n",
780
- " 'Overcome_Goalkeeper': 'Goal',\n",
781
- " 'Prepare_Goal': 'Goal',\n",
782
- " 'Ball': 'Actors',\n",
783
- " 'Spectator_Activity': 'State_Of_Match',\n",
784
- " 'Goal_Target': 'Field',\n",
785
- " 'Player': 'Actors',\n",
786
- " 'Referee': 'Actors',\n",
787
- " 'Field': 'Field',\n",
788
- " 'Team': 'Actors',\n",
789
- " 'Bench': 'Field',\n",
790
- " 'Coach': 'Actors',\n",
791
- " 'Concede_Compensation': 'Foul',\n",
792
- " 'Match_Temporal_Subdivision': 'Match',\n",
793
- " 'Confusion': 'Mix-up',\n",
794
- " 'Score_Goal': 'Goal',\n",
795
- " 'Celebrate_Goal': 'Goal',\n",
796
- " 'Suspension': 'Lineup',\n",
797
- " 'Spectators': 'Actors',\n",
798
- " 'Competition_Stage': 'Competition',\n",
799
- " 'Body_Parts': 'Actors',\n",
800
- " 'Trick': 'One_On_One',\n",
801
- " 'Competition': 'Competition',\n",
802
- " 'Stadium': 'Field',\n",
803
- " 'Match_Quality': 'State_Of_Match',\n",
804
- " 'Ball_And_Goal': 'Shot',\n",
805
- " 'Equipment': 'Actors',\n",
806
- " 'Injuries': 'Foul',\n",
807
- " '': 'Pass',\n",
808
- " 'Shot_Quality': 'Shot'}"
809
  ]
810
  },
811
- "execution_count": 76,
812
  "metadata": {},
813
  "output_type": "execute_result"
814
  }
815
  ],
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
816
  "source": [
817
  "from lxml import etree as ET\n",
818
  "kicktionary = ET.parse(\"kicktionary_lu_info.xml\")\n",
@@ -820,7 +1412,13 @@
820
  " lu.attrib[\"frame\"]: lu.attrib[\"scenario\"]\n",
821
  " for lu in kicktionary.xpath(\".//LEXICAL-UNIT\") if lu.attrib[\"frame\"]\n",
822
  "}\n",
823
- "frame_to_scenario"
 
 
 
 
 
 
824
  ]
825
  }
826
  ],
693
  },
694
  {
695
  "cell_type": "code",
696
+ "execution_count": 81,
697
  "metadata": {},
698
  "outputs": [
699
  {
700
  "data": {
701
+ "text/html": [
702
+ "<div>\n",
703
+ "<style scoped>\n",
704
+ " .dataframe tbody tr th:only-of-type {\n",
705
+ " vertical-align: middle;\n",
706
+ " }\n",
707
+ "\n",
708
+ " .dataframe tbody tr th {\n",
709
+ " vertical-align: top;\n",
710
+ " }\n",
711
+ "\n",
712
+ " .dataframe thead th {\n",
713
+ " text-align: right;\n",
714
+ " }\n",
715
+ "</style>\n",
716
+ "<table border=\"1\" class=\"dataframe\">\n",
717
+ " <thead>\n",
718
+ " <tr style=\"text-align: right;\">\n",
719
+ " <th></th>\n",
720
+ " <th>sentence_idx</th>\n",
721
+ " <th>frame_idx</th>\n",
722
+ " <th>frame_name</th>\n",
723
+ " <th>frame_target</th>\n",
724
+ " <th>changed_roles</th>\n",
725
+ " <th>roles</th>\n",
726
+ " <th>time_point</th>\n",
727
+ " <th>first_role</th>\n",
728
+ " </tr>\n",
729
+ " </thead>\n",
730
+ " <tbody>\n",
731
+ " <tr>\n",
732
+ " <th>5</th>\n",
733
+ " <td>1</td>\n",
734
+ " <td>3</td>\n",
735
+ " <td>Bring_Off</td>\n",
736
+ " <td>return</td>\n",
737
+ " <td>[Man. United]</td>\n",
738
+ " <td>[(SUBSTITUTED_PLAYER, [Antonio, Valencia]), (T...</td>\n",
739
+ " <td>0.229167</td>\n",
740
+ " <td>Man. United</td>\n",
741
+ " </tr>\n",
742
+ " <tr>\n",
743
+ " <th>6</th>\n",
744
+ " <td>1</td>\n",
745
+ " <td>6</td>\n",
746
+ " <td>Bring_Off</td>\n",
747
+ " <td>departing</td>\n",
748
+ " <td>[Man. United]</td>\n",
749
+ " <td>[(SUBSTITUTED_PLAYER, [Antonio, Valencia])]</td>\n",
750
+ " <td>0.291667</td>\n",
751
+ " <td>Man. United</td>\n",
752
+ " </tr>\n",
753
+ " <tr>\n",
754
+ " <th>11</th>\n",
755
+ " <td>2</td>\n",
756
+ " <td>3</td>\n",
757
+ " <td>Victory</td>\n",
758
+ " <td>triumph</td>\n",
759
+ " <td>[Man. United]</td>\n",
760
+ " <td>[(MATCH_LOCATION, [at, Leeds, United, AFC])]</td>\n",
761
+ " <td>0.433333</td>\n",
762
+ " <td>Man. United</td>\n",
763
+ " </tr>\n",
764
+ " <tr>\n",
765
+ " <th>14</th>\n",
766
+ " <td>3</td>\n",
767
+ " <td>1</td>\n",
768
+ " <td>Draw</td>\n",
769
+ " <td>draw</td>\n",
770
+ " <td>[Man. United]</td>\n",
771
+ " <td>[(TEAM1, [United, 's]), (MATCH_LOCATION, [at, ...</td>\n",
772
+ " <td>0.523810</td>\n",
773
+ " <td>Man. United</td>\n",
774
+ " </tr>\n",
775
+ " <tr>\n",
776
+ " <th>15</th>\n",
777
+ " <td>3</td>\n",
778
+ " <td>2</td>\n",
779
+ " <td>Shot</td>\n",
780
+ " <td>nod</td>\n",
781
+ " <td>[Man. United]</td>\n",
782
+ " <td>[(MOVING_BALL, [Fabio, 's, right-wing, cross])...</td>\n",
783
+ " <td>0.547619</td>\n",
784
+ " <td>Man. United</td>\n",
785
+ " </tr>\n",
786
+ " <tr>\n",
787
+ " <th>16</th>\n",
788
+ " <td>3</td>\n",
789
+ " <td>3</td>\n",
790
+ " <td>Pass</td>\n",
791
+ " <td>cross</td>\n",
792
+ " <td>[Man. United]</td>\n",
793
+ " <td>[(TARGET, [right-wing]), (PASSER, [Fabio, 's])]</td>\n",
794
+ " <td>0.571429</td>\n",
795
+ " <td>Man. United</td>\n",
796
+ " </tr>\n",
797
+ " <tr>\n",
798
+ " <th>18</th>\n",
799
+ " <td>3</td>\n",
800
+ " <td>5</td>\n",
801
+ " <td>One_On_One</td>\n",
802
+ " <td>two-on-one</td>\n",
803
+ " <td>[Man. United, Rangers, Man. United]</td>\n",
804
+ " <td>[(MOVING_BALL, [Fabio, 's, right-wing, cross])...</td>\n",
805
+ " <td>0.619048</td>\n",
806
+ " <td>Man. United</td>\n",
807
+ " </tr>\n",
808
+ " <tr>\n",
809
+ " <th>26</th>\n",
810
+ " <td>4</td>\n",
811
+ " <td>9</td>\n",
812
+ " <td>Team</td>\n",
813
+ " <td>defence</td>\n",
814
+ " <td>[Man. United]</td>\n",
815
+ " <td>[(TEAM, [United, 's])]</td>\n",
816
+ " <td>0.833333</td>\n",
817
+ " <td>Man. United</td>\n",
818
+ " </tr>\n",
819
+ " <tr>\n",
820
+ " <th>30</th>\n",
821
+ " <td>5</td>\n",
822
+ " <td>3</td>\n",
823
+ " <td>Challenge</td>\n",
824
+ " <td>challenge</td>\n",
825
+ " <td>[Man. United]</td>\n",
826
+ " <td>[(OPPONENT_PLAYER, [Smalling])]</td>\n",
827
+ " <td>0.871795</td>\n",
828
+ " <td>Man. United</td>\n",
829
+ " </tr>\n",
830
+ " <tr>\n",
831
+ " <th>31</th>\n",
832
+ " <td>5</td>\n",
833
+ " <td>4</td>\n",
834
+ " <td>Field</td>\n",
835
+ " <td>edge</td>\n",
836
+ " <td>[Man. United]</td>\n",
837
+ " <td>[(TEAM, [United])]</td>\n",
838
+ " <td>0.884615</td>\n",
839
+ " <td>Man. United</td>\n",
840
+ " </tr>\n",
841
+ " <tr>\n",
842
+ " <th>34</th>\n",
843
+ " <td>5</td>\n",
844
+ " <td>7</td>\n",
845
+ " <td>Shot</td>\n",
846
+ " <td>lofted</td>\n",
847
+ " <td>[Man. United]</td>\n",
848
+ " <td>[(TARGET, [over, the, top]), (SHOOTER, [Ryan, ...</td>\n",
849
+ " <td>0.923077</td>\n",
850
+ " <td>Man. United</td>\n",
851
+ " </tr>\n",
852
+ " <tr>\n",
853
+ " <th>35</th>\n",
854
+ " <td>5</td>\n",
855
+ " <td>8</td>\n",
856
+ " <td>Pass</td>\n",
857
+ " <td>ball</td>\n",
858
+ " <td>[Man. United]</td>\n",
859
+ " <td>[(TARGET, [over, the, top]), (PASSER, [Ryan, G...</td>\n",
860
+ " <td>0.935897</td>\n",
861
+ " <td>Man. United</td>\n",
862
+ " </tr>\n",
863
+ " <tr>\n",
864
+ " <th>36</th>\n",
865
+ " <td>5</td>\n",
866
+ " <td>10</td>\n",
867
+ " <td>Shot_Supports</td>\n",
868
+ " <td>shot</td>\n",
869
+ " <td>[Man. United]</td>\n",
870
+ " <td>[(SHOOTER, [Gibson])]</td>\n",
871
+ " <td>0.961538</td>\n",
872
+ " <td>Man. United</td>\n",
873
+ " </tr>\n",
874
+ " <tr>\n",
875
+ " <th>37</th>\n",
876
+ " <td>5</td>\n",
877
+ " <td>11</td>\n",
878
+ " <td>Shot</td>\n",
879
+ " <td>whisker</td>\n",
880
+ " <td>[Man. United]</td>\n",
881
+ " <td>[(TARGET, [over]), (SHOOTER, [Gibson])]</td>\n",
882
+ " <td>0.974359</td>\n",
883
+ " <td>Man. United</td>\n",
884
+ " </tr>\n",
885
+ " </tbody>\n",
886
+ "</table>\n",
887
+ "</div>"
888
+ ],
889
  "text/plain": [
890
+ " sentence_idx frame_idx frame_name frame_target \\\n",
891
+ "5 1 3 Bring_Off return \n",
892
+ "6 1 6 Bring_Off departing \n",
893
+ "11 2 3 Victory triumph \n",
894
+ "14 3 1 Draw draw \n",
895
+ "15 3 2 Shot nod \n",
896
+ "16 3 3 Pass cross \n",
897
+ "18 3 5 One_On_One two-on-one \n",
898
+ "26 4 9 Team defence \n",
899
+ "30 5 3 Challenge challenge \n",
900
+ "31 5 4 Field edge \n",
901
+ "34 5 7 Shot lofted \n",
902
+ "35 5 8 Pass ball \n",
903
+ "36 5 10 Shot_Supports shot \n",
904
+ "37 5 11 Shot whisker \n",
905
+ "\n",
906
+ " changed_roles \\\n",
907
+ "5 [Man. United] \n",
908
+ "6 [Man. United] \n",
909
+ "11 [Man. United] \n",
910
+ "14 [Man. United] \n",
911
+ "15 [Man. United] \n",
912
+ "16 [Man. United] \n",
913
+ "18 [Man. United, Rangers, Man. United] \n",
914
+ "26 [Man. United] \n",
915
+ "30 [Man. United] \n",
916
+ "31 [Man. United] \n",
917
+ "34 [Man. United] \n",
918
+ "35 [Man. United] \n",
919
+ "36 [Man. United] \n",
920
+ "37 [Man. United] \n",
921
+ "\n",
922
+ " roles time_point first_role \n",
923
+ "5 [(SUBSTITUTED_PLAYER, [Antonio, Valencia]), (T... 0.229167 Man. United \n",
924
+ "6 [(SUBSTITUTED_PLAYER, [Antonio, Valencia])] 0.291667 Man. United \n",
925
+ "11 [(MATCH_LOCATION, [at, Leeds, United, AFC])] 0.433333 Man. United \n",
926
+ "14 [(TEAM1, [United, 's]), (MATCH_LOCATION, [at, ... 0.523810 Man. United \n",
927
+ "15 [(MOVING_BALL, [Fabio, 's, right-wing, cross])... 0.547619 Man. United \n",
928
+ "16 [(TARGET, [right-wing]), (PASSER, [Fabio, 's])] 0.571429 Man. United \n",
929
+ "18 [(MOVING_BALL, [Fabio, 's, right-wing, cross])... 0.619048 Man. United \n",
930
+ "26 [(TEAM, [United, 's])] 0.833333 Man. United \n",
931
+ "30 [(OPPONENT_PLAYER, [Smalling])] 0.871795 Man. United \n",
932
+ "31 [(TEAM, [United])] 0.884615 Man. United \n",
933
+ "34 [(TARGET, [over, the, top]), (SHOOTER, [Ryan, ... 0.923077 Man. United \n",
934
+ "35 [(TARGET, [over, the, top]), (PASSER, [Ryan, G... 0.935897 Man. United \n",
935
+ "36 [(SHOOTER, [Gibson])] 0.961538 Man. United \n",
936
+ "37 [(TARGET, [over]), (SHOOTER, [Gibson])] 0.974359 Man. United "
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
937
  ]
938
  },
939
+ "execution_count": 81,
940
  "metadata": {},
941
  "output_type": "execute_result"
942
  }
943
  ],
944
+ "source": [
945
+ "data_with_first_roles[data_with_first_roles[\"first_role\"] == \"Man. United\"]"
946
+ ]
947
+ },
948
+ {
949
+ "cell_type": "code",
950
+ "execution_count": 79,
951
+ "metadata": {},
952
+ "outputs": [
953
+ {
954
+ "data": {
955
+ "text/html": [
956
+ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">{</span>\n",
957
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Intervene'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>,\n",
958
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Challenge'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'One_On_One'</span>,\n",
959
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Award_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Goal'</span>,\n",
960
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Deny'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'One_On_One'</span>,\n",
961
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Intercept'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>,\n",
962
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Shot_Supports'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>,\n",
963
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Save'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>,\n",
964
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>,\n",
965
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Ball_Bounce'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Motion'</span>,\n",
966
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Mark'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>,\n",
967
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Goal_Kickoff'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>,\n",
968
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Finish'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>,\n",
969
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Beat'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'One_On_One'</span>,\n",
970
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Offside'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
971
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Bad_Pass'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>,\n",
972
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Goal'</span>,\n",
973
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Set_Piece'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
974
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>,\n",
975
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Player_Move_With_Ball'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Motion'</span>,\n",
976
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Sanction'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
977
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Move'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Move'</span>,\n",
978
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Control'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>,\n",
979
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Shoot_At'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>,\n",
980
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Start_End_Match'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>,\n",
981
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>,\n",
982
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Deploy'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Lineup'</span>,\n",
983
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Start'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Lineup'</span>,\n",
984
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Player_Move'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Motion'</span>,\n",
985
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Elimination'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>,\n",
986
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Result'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>,\n",
987
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Bring_Off'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Substitution'</span>,\n",
988
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Away_Game'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>,\n",
989
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Possession'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'State_Of_Match'</span>,\n",
990
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Pass_Combination'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>,\n",
991
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Lose_Ball'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'One_On_One'</span>,\n",
992
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Defense_Shot'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Mix-Up'</span>,\n",
993
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Receive_Card'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
994
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Victory'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>,\n",
995
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Supply_Pass'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>,\n",
996
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Bring_On'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Substitution'</span>,\n",
997
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Chance'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Chance'</span>,\n",
998
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Multiple_Goals'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Goal'</span>,\n",
999
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'One_On_One'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'One_On_One'</span>,\n",
1000
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Substitute'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Substitution'</span>,\n",
1001
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Own_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Goal'</span>,\n",
1002
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Convert_Chance'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Goal'</span>,\n",
1003
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Ball_Land'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Motion'</span>,\n",
1004
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Progression'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>,\n",
1005
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Home_Game'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>,\n",
1006
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Referee_Decision'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
1007
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Concede_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Goal'</span>,\n",
1008
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Mistake'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Mix-Up'</span>,\n",
1009
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Tactics'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'State_Of_Match'</span>,\n",
1010
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
1011
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Being_Free'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>,\n",
1012
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Lead'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'State_Of_Match'</span>,\n",
1013
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Create_Chance'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Chance'</span>,\n",
1014
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Win_Compensation'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
1015
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Trail'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'State_Of_Match'</span>,\n",
1016
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Ball_Move'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Motion'</span>,\n",
1017
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Defeat'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>,\n",
1018
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Dissent'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
1019
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Follow_Up'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>,\n",
1020
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Score'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'State_Of_Match'</span>,\n",
1021
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Draw'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>,\n",
1022
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Pass_Back'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>,\n",
1023
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Simulation'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
1024
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Miss_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>,\n",
1025
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Miss_Chance'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Chance'</span>,\n",
1026
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Flick_On'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>,\n",
1027
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Ball_Escape'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Motion'</span>,\n",
1028
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Give_Card'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
1029
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Take_On'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'One_On_One'</span>,\n",
1030
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Connect'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>,\n",
1031
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Goalkeeper_Advance'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Motion'</span>,\n",
1032
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Hit'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>,\n",
1033
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Advantage'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
1034
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Feign'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>,\n",
1035
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Overcome_Goalkeeper'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Goal'</span>,\n",
1036
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Prepare_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Goal'</span>,\n",
1037
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Ball'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Actors'</span>,\n",
1038
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Spectator_Activity'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'State_Of_Match'</span>,\n",
1039
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Goal_Target'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Field'</span>,\n",
1040
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Player'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Actors'</span>,\n",
1041
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Referee'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Actors'</span>,\n",
1042
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Field'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Field'</span>,\n",
1043
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Team'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Actors'</span>,\n",
1044
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Bench'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Field'</span>,\n",
1045
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Coach'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Actors'</span>,\n",
1046
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Concede_Compensation'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
1047
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Match_Temporal_Subdivision'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>,\n",
1048
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Confusion'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Mix-up'</span>,\n",
1049
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Score_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Goal'</span>,\n",
1050
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Celebrate_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Goal'</span>,\n",
1051
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Suspension'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Lineup'</span>,\n",
1052
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Spectators'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Actors'</span>,\n",
1053
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Competition_Stage'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Competition'</span>,\n",
1054
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Body_Parts'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Actors'</span>,\n",
1055
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Trick'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'One_On_One'</span>,\n",
1056
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Competition'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Competition'</span>,\n",
1057
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Stadium'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Field'</span>,\n",
1058
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Match_Quality'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'State_Of_Match'</span>,\n",
1059
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Ball_And_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>,\n",
1060
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Equipment'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Actors'</span>,\n",
1061
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Injuries'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>,\n",
1062
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Shot_Quality'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>\n",
1063
+ "<span style=\"font-weight: bold\">}</span>\n",
1064
+ "</pre>\n"
1065
+ ],
1066
+ "text/plain": [
1067
+ "\u001b[1m{\u001b[0m\n",
1068
+ " \u001b[32m'Intervene'\u001b[0m: \u001b[32m'Shot'\u001b[0m,\n",
1069
+ " \u001b[32m'Challenge'\u001b[0m: \u001b[32m'One_On_One'\u001b[0m,\n",
1070
+ " \u001b[32m'Award_Goal'\u001b[0m: \u001b[32m'Goal'\u001b[0m,\n",
1071
+ " \u001b[32m'Deny'\u001b[0m: \u001b[32m'One_On_One'\u001b[0m,\n",
1072
+ " \u001b[32m'Intercept'\u001b[0m: \u001b[32m'Pass'\u001b[0m,\n",
1073
+ " \u001b[32m'Shot_Supports'\u001b[0m: \u001b[32m'Shot'\u001b[0m,\n",
1074
+ " \u001b[32m'Save'\u001b[0m: \u001b[32m'Shot'\u001b[0m,\n",
1075
+ " \u001b[32m'Pass'\u001b[0m: \u001b[32m'Pass'\u001b[0m,\n",
1076
+ " \u001b[32m'Ball_Bounce'\u001b[0m: \u001b[32m'Motion'\u001b[0m,\n",
1077
+ " \u001b[32m'Mark'\u001b[0m: \u001b[32m'Pass'\u001b[0m,\n",
1078
+ " \u001b[32m'Goal_Kickoff'\u001b[0m: \u001b[32m'Shot'\u001b[0m,\n",
1079
+ " \u001b[32m'Finish'\u001b[0m: \u001b[32m'Shot'\u001b[0m,\n",
1080
+ " \u001b[32m'Beat'\u001b[0m: \u001b[32m'One_On_One'\u001b[0m,\n",
1081
+ " \u001b[32m'Offside'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1082
+ " \u001b[32m'Bad_Pass'\u001b[0m: \u001b[32m'Pass'\u001b[0m,\n",
1083
+ " \u001b[32m'Goal'\u001b[0m: \u001b[32m'Goal'\u001b[0m,\n",
1084
+ " \u001b[32m'Set_Piece'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1085
+ " \u001b[32m'Shot'\u001b[0m: \u001b[32m'Shot'\u001b[0m,\n",
1086
+ " \u001b[32m'Player_Move_With_Ball'\u001b[0m: \u001b[32m'Motion'\u001b[0m,\n",
1087
+ " \u001b[32m'Sanction'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1088
+ " \u001b[32m'Move'\u001b[0m: \u001b[32m'Move'\u001b[0m,\n",
1089
+ " \u001b[32m'Control'\u001b[0m: \u001b[32m'Pass'\u001b[0m,\n",
1090
+ " \u001b[32m'Shoot_At'\u001b[0m: \u001b[32m'Shot'\u001b[0m,\n",
1091
+ " \u001b[32m'Start_End_Match'\u001b[0m: \u001b[32m'Match'\u001b[0m,\n",
1092
+ " \u001b[32m'Match'\u001b[0m: \u001b[32m'Match'\u001b[0m,\n",
1093
+ " \u001b[32m'Deploy'\u001b[0m: \u001b[32m'Lineup'\u001b[0m,\n",
1094
+ " \u001b[32m'Start'\u001b[0m: \u001b[32m'Lineup'\u001b[0m,\n",
1095
+ " \u001b[32m'Player_Move'\u001b[0m: \u001b[32m'Motion'\u001b[0m,\n",
1096
+ " \u001b[32m'Elimination'\u001b[0m: \u001b[32m'Match'\u001b[0m,\n",
1097
+ " \u001b[32m'Result'\u001b[0m: \u001b[32m'Match'\u001b[0m,\n",
1098
+ " \u001b[32m'Bring_Off'\u001b[0m: \u001b[32m'Substitution'\u001b[0m,\n",
1099
+ " \u001b[32m'Away_Game'\u001b[0m: \u001b[32m'Match'\u001b[0m,\n",
1100
+ " \u001b[32m'Possession'\u001b[0m: \u001b[32m'State_Of_Match'\u001b[0m,\n",
1101
+ " \u001b[32m'Pass_Combination'\u001b[0m: \u001b[32m'Pass'\u001b[0m,\n",
1102
+ " \u001b[32m'Lose_Ball'\u001b[0m: \u001b[32m'One_On_One'\u001b[0m,\n",
1103
+ " \u001b[32m'Defense_Shot'\u001b[0m: \u001b[32m'Mix-Up'\u001b[0m,\n",
1104
+ " \u001b[32m'Receive_Card'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1105
+ " \u001b[32m'Victory'\u001b[0m: \u001b[32m'Match'\u001b[0m,\n",
1106
+ " \u001b[32m'Supply_Pass'\u001b[0m: \u001b[32m'Pass'\u001b[0m,\n",
1107
+ " \u001b[32m'Bring_On'\u001b[0m: \u001b[32m'Substitution'\u001b[0m,\n",
1108
+ " \u001b[32m'Chance'\u001b[0m: \u001b[32m'Chance'\u001b[0m,\n",
1109
+ " \u001b[32m'Multiple_Goals'\u001b[0m: \u001b[32m'Goal'\u001b[0m,\n",
1110
+ " \u001b[32m'One_On_One'\u001b[0m: \u001b[32m'One_On_One'\u001b[0m,\n",
1111
+ " \u001b[32m'Substitute'\u001b[0m: \u001b[32m'Substitution'\u001b[0m,\n",
1112
+ " \u001b[32m'Own_Goal'\u001b[0m: \u001b[32m'Goal'\u001b[0m,\n",
1113
+ " \u001b[32m'Convert_Chance'\u001b[0m: \u001b[32m'Goal'\u001b[0m,\n",
1114
+ " \u001b[32m'Ball_Land'\u001b[0m: \u001b[32m'Motion'\u001b[0m,\n",
1115
+ " \u001b[32m'Progression'\u001b[0m: \u001b[32m'Match'\u001b[0m,\n",
1116
+ " \u001b[32m'Home_Game'\u001b[0m: \u001b[32m'Match'\u001b[0m,\n",
1117
+ " \u001b[32m'Referee_Decision'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1118
+ " \u001b[32m'Concede_Goal'\u001b[0m: \u001b[32m'Goal'\u001b[0m,\n",
1119
+ " \u001b[32m'Mistake'\u001b[0m: \u001b[32m'Mix-Up'\u001b[0m,\n",
1120
+ " \u001b[32m'Tactics'\u001b[0m: \u001b[32m'State_Of_Match'\u001b[0m,\n",
1121
+ " \u001b[32m'Foul'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1122
+ " \u001b[32m'Being_Free'\u001b[0m: \u001b[32m'Pass'\u001b[0m,\n",
1123
+ " \u001b[32m'Lead'\u001b[0m: \u001b[32m'State_Of_Match'\u001b[0m,\n",
1124
+ " \u001b[32m'Create_Chance'\u001b[0m: \u001b[32m'Chance'\u001b[0m,\n",
1125
+ " \u001b[32m'Win_Compensation'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1126
+ " \u001b[32m'Trail'\u001b[0m: \u001b[32m'State_Of_Match'\u001b[0m,\n",
1127
+ " \u001b[32m'Ball_Move'\u001b[0m: \u001b[32m'Motion'\u001b[0m,\n",
1128
+ " \u001b[32m'Defeat'\u001b[0m: \u001b[32m'Match'\u001b[0m,\n",
1129
+ " \u001b[32m'Dissent'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1130
+ " \u001b[32m'Follow_Up'\u001b[0m: \u001b[32m'Shot'\u001b[0m,\n",
1131
+ " \u001b[32m'Score'\u001b[0m: \u001b[32m'State_Of_Match'\u001b[0m,\n",
1132
+ " \u001b[32m'Draw'\u001b[0m: \u001b[32m'Match'\u001b[0m,\n",
1133
+ " \u001b[32m'Pass_Back'\u001b[0m: \u001b[32m'Pass'\u001b[0m,\n",
1134
+ " \u001b[32m'Simulation'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1135
+ " \u001b[32m'Miss_Goal'\u001b[0m: \u001b[32m'Shot'\u001b[0m,\n",
1136
+ " \u001b[32m'Miss_Chance'\u001b[0m: \u001b[32m'Chance'\u001b[0m,\n",
1137
+ " \u001b[32m'Flick_On'\u001b[0m: \u001b[32m'Pass'\u001b[0m,\n",
1138
+ " \u001b[32m'Ball_Escape'\u001b[0m: \u001b[32m'Motion'\u001b[0m,\n",
1139
+ " \u001b[32m'Give_Card'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1140
+ " \u001b[32m'Take_On'\u001b[0m: \u001b[32m'One_On_One'\u001b[0m,\n",
1141
+ " \u001b[32m'Connect'\u001b[0m: \u001b[32m'Pass'\u001b[0m,\n",
1142
+ " \u001b[32m'Goalkeeper_Advance'\u001b[0m: \u001b[32m'Motion'\u001b[0m,\n",
1143
+ " \u001b[32m'Hit'\u001b[0m: \u001b[32m'Shot'\u001b[0m,\n",
1144
+ " \u001b[32m'Advantage'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1145
+ " \u001b[32m'Feign'\u001b[0m: \u001b[32m'Shot'\u001b[0m,\n",
1146
+ " \u001b[32m'Overcome_Goalkeeper'\u001b[0m: \u001b[32m'Goal'\u001b[0m,\n",
1147
+ " \u001b[32m'Prepare_Goal'\u001b[0m: \u001b[32m'Goal'\u001b[0m,\n",
1148
+ " \u001b[32m'Ball'\u001b[0m: \u001b[32m'Actors'\u001b[0m,\n",
1149
+ " \u001b[32m'Spectator_Activity'\u001b[0m: \u001b[32m'State_Of_Match'\u001b[0m,\n",
1150
+ " \u001b[32m'Goal_Target'\u001b[0m: \u001b[32m'Field'\u001b[0m,\n",
1151
+ " \u001b[32m'Player'\u001b[0m: \u001b[32m'Actors'\u001b[0m,\n",
1152
+ " \u001b[32m'Referee'\u001b[0m: \u001b[32m'Actors'\u001b[0m,\n",
1153
+ " \u001b[32m'Field'\u001b[0m: \u001b[32m'Field'\u001b[0m,\n",
1154
+ " \u001b[32m'Team'\u001b[0m: \u001b[32m'Actors'\u001b[0m,\n",
1155
+ " \u001b[32m'Bench'\u001b[0m: \u001b[32m'Field'\u001b[0m,\n",
1156
+ " \u001b[32m'Coach'\u001b[0m: \u001b[32m'Actors'\u001b[0m,\n",
1157
+ " \u001b[32m'Concede_Compensation'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1158
+ " \u001b[32m'Match_Temporal_Subdivision'\u001b[0m: \u001b[32m'Match'\u001b[0m,\n",
1159
+ " \u001b[32m'Confusion'\u001b[0m: \u001b[32m'Mix-up'\u001b[0m,\n",
1160
+ " \u001b[32m'Score_Goal'\u001b[0m: \u001b[32m'Goal'\u001b[0m,\n",
1161
+ " \u001b[32m'Celebrate_Goal'\u001b[0m: \u001b[32m'Goal'\u001b[0m,\n",
1162
+ " \u001b[32m'Suspension'\u001b[0m: \u001b[32m'Lineup'\u001b[0m,\n",
1163
+ " \u001b[32m'Spectators'\u001b[0m: \u001b[32m'Actors'\u001b[0m,\n",
1164
+ " \u001b[32m'Competition_Stage'\u001b[0m: \u001b[32m'Competition'\u001b[0m,\n",
1165
+ " \u001b[32m'Body_Parts'\u001b[0m: \u001b[32m'Actors'\u001b[0m,\n",
1166
+ " \u001b[32m'Trick'\u001b[0m: \u001b[32m'One_On_One'\u001b[0m,\n",
1167
+ " \u001b[32m'Competition'\u001b[0m: \u001b[32m'Competition'\u001b[0m,\n",
1168
+ " \u001b[32m'Stadium'\u001b[0m: \u001b[32m'Field'\u001b[0m,\n",
1169
+ " \u001b[32m'Match_Quality'\u001b[0m: \u001b[32m'State_Of_Match'\u001b[0m,\n",
1170
+ " \u001b[32m'Ball_And_Goal'\u001b[0m: \u001b[32m'Shot'\u001b[0m,\n",
1171
+ " \u001b[32m'Equipment'\u001b[0m: \u001b[32m'Actors'\u001b[0m,\n",
1172
+ " \u001b[32m'Injuries'\u001b[0m: \u001b[32m'Foul'\u001b[0m,\n",
1173
+ " \u001b[32m'Shot_Quality'\u001b[0m: \u001b[32m'Shot'\u001b[0m\n",
1174
+ "\u001b[1m}\u001b[0m\n"
1175
+ ]
1176
+ },
1177
+ "metadata": {},
1178
+ "output_type": "display_data"
1179
+ },
1180
+ {
1181
+ "data": {
1182
+ "text/html": [
1183
+ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">{</span>\n",
1184
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Intervene'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1185
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Challenge'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1186
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Award_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1187
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Deny'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1188
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Intercept'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1189
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Shot_Supports'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'SUPPORTS'</span>,\n",
1190
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Save'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1191
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Pass'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1192
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Ball_Bounce'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1193
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Mark'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1194
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Goal_Kickoff'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1195
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Finish'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1196
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Beat'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1197
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Offside'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1198
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Bad_Pass'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1199
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1200
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Set_Piece'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1201
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Shot'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1202
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Player_Move_With_Ball'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1203
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Sanction'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1204
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Move'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1205
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Control'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1206
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Shoot_At'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1207
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Start_End_Match'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1208
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Match'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1209
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Deploy'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1210
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Start'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1211
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Player_Move'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1212
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Elimination'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1213
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Result'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1214
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Bring_Off'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1215
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Away_Game'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1216
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Possession'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1217
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Pass_Combination'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1218
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Lose_Ball'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1219
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Defense_Shot'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1220
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Receive_Card'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'SUPPORTS'</span>,\n",
1221
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Victory'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1222
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Supply_Pass'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'SUPPORTS'</span>,\n",
1223
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Bring_On'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1224
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Chance'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1225
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Multiple_Goals'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1226
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'One_On_One'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1227
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Substitute'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1228
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Own_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1229
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Convert_Chance'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1230
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Ball_Land'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1231
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Progression'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1232
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Home_Game'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1233
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Referee_Decision'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1234
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Concede_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'SUPPORTS'</span>,\n",
1235
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Mistake'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1236
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Tactics'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1237
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Foul'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1238
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Being_Free'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1239
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Lead'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1240
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Create_Chance'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1241
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Win_Compensation'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1242
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Trail'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1243
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Ball_Move'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1244
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Defeat'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1245
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Dissent'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1246
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Follow_Up'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1247
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Score'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1248
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Draw'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1249
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Pass_Back'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1250
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Simulation'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1251
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Miss_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1252
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Miss_Chance'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1253
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Flick_On'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1254
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Ball_Escape'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1255
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Give_Card'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'SUPPORTS'</span>,\n",
1256
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Take_On'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1257
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Connect'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1258
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Goalkeeper_Advance'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1259
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Hit'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1260
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Advantage'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1261
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Feign'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1262
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Overcome_Goalkeeper'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1263
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Prepare_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1264
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Ball'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1265
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Spectator_Activity'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1266
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Goal_Target'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1267
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Player'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1268
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Referee'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1269
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Field'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1270
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Team'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1271
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Bench'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1272
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Coach'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1273
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Concede_Compensation'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1274
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Match_Temporal_Subdivision'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1275
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Confusion'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1276
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Score_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1277
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Celebrate_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1278
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Suspension'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'MATCH_IN_A_COMPETITION'</span>,\n",
1279
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Spectators'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1280
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Competition_Stage'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1281
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Body_Parts'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1282
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Trick'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1283
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Competition'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1284
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Stadium'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1285
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Match_Quality'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1286
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Ball_And_Goal'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1287
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Equipment'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ACTORS_AND_OBJECTS'</span>,\n",
1288
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Injuries'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>,\n",
1289
+ " <span style=\"color: #008000; text-decoration-color: #008000\">'Shot_Quality'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'ON_THE_PITCH'</span>\n",
1290
+ "<span style=\"font-weight: bold\">}</span>\n",
1291
+ "</pre>\n"
1292
+ ],
1293
+ "text/plain": [
1294
+ "\u001b[1m{\u001b[0m\n",
1295
+ " \u001b[32m'Intervene'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1296
+ " \u001b[32m'Challenge'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1297
+ " \u001b[32m'Award_Goal'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1298
+ " \u001b[32m'Deny'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1299
+ " \u001b[32m'Intercept'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1300
+ " \u001b[32m'Shot_Supports'\u001b[0m: \u001b[32m'SUPPORTS'\u001b[0m,\n",
1301
+ " \u001b[32m'Save'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1302
+ " \u001b[32m'Pass'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1303
+ " \u001b[32m'Ball_Bounce'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1304
+ " \u001b[32m'Mark'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1305
+ " \u001b[32m'Goal_Kickoff'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1306
+ " \u001b[32m'Finish'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1307
+ " \u001b[32m'Beat'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1308
+ " \u001b[32m'Offside'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1309
+ " \u001b[32m'Bad_Pass'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1310
+ " \u001b[32m'Goal'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1311
+ " \u001b[32m'Set_Piece'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1312
+ " \u001b[32m'Shot'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1313
+ " \u001b[32m'Player_Move_With_Ball'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1314
+ " \u001b[32m'Sanction'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1315
+ " \u001b[32m'Move'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1316
+ " \u001b[32m'Control'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1317
+ " \u001b[32m'Shoot_At'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1318
+ " \u001b[32m'Start_End_Match'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1319
+ " \u001b[32m'Match'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1320
+ " \u001b[32m'Deploy'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1321
+ " \u001b[32m'Start'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1322
+ " \u001b[32m'Player_Move'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1323
+ " \u001b[32m'Elimination'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1324
+ " \u001b[32m'Result'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1325
+ " \u001b[32m'Bring_Off'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1326
+ " \u001b[32m'Away_Game'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1327
+ " \u001b[32m'Possession'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1328
+ " \u001b[32m'Pass_Combination'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1329
+ " \u001b[32m'Lose_Ball'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1330
+ " \u001b[32m'Defense_Shot'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1331
+ " \u001b[32m'Receive_Card'\u001b[0m: \u001b[32m'SUPPORTS'\u001b[0m,\n",
1332
+ " \u001b[32m'Victory'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1333
+ " \u001b[32m'Supply_Pass'\u001b[0m: \u001b[32m'SUPPORTS'\u001b[0m,\n",
1334
+ " \u001b[32m'Bring_On'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1335
+ " \u001b[32m'Chance'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1336
+ " \u001b[32m'Multiple_Goals'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1337
+ " \u001b[32m'One_On_One'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1338
+ " \u001b[32m'Substitute'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1339
+ " \u001b[32m'Own_Goal'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1340
+ " \u001b[32m'Convert_Chance'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1341
+ " \u001b[32m'Ball_Land'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1342
+ " \u001b[32m'Progression'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1343
+ " \u001b[32m'Home_Game'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1344
+ " \u001b[32m'Referee_Decision'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1345
+ " \u001b[32m'Concede_Goal'\u001b[0m: \u001b[32m'SUPPORTS'\u001b[0m,\n",
1346
+ " \u001b[32m'Mistake'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1347
+ " \u001b[32m'Tactics'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1348
+ " \u001b[32m'Foul'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1349
+ " \u001b[32m'Being_Free'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1350
+ " \u001b[32m'Lead'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1351
+ " \u001b[32m'Create_Chance'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1352
+ " \u001b[32m'Win_Compensation'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1353
+ " \u001b[32m'Trail'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1354
+ " \u001b[32m'Ball_Move'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1355
+ " \u001b[32m'Defeat'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1356
+ " \u001b[32m'Dissent'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1357
+ " \u001b[32m'Follow_Up'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1358
+ " \u001b[32m'Score'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1359
+ " \u001b[32m'Draw'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1360
+ " \u001b[32m'Pass_Back'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1361
+ " \u001b[32m'Simulation'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1362
+ " \u001b[32m'Miss_Goal'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1363
+ " \u001b[32m'Miss_Chance'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1364
+ " \u001b[32m'Flick_On'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1365
+ " \u001b[32m'Ball_Escape'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1366
+ " \u001b[32m'Give_Card'\u001b[0m: \u001b[32m'SUPPORTS'\u001b[0m,\n",
1367
+ " \u001b[32m'Take_On'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1368
+ " \u001b[32m'Connect'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1369
+ " \u001b[32m'Goalkeeper_Advance'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1370
+ " \u001b[32m'Hit'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1371
+ " \u001b[32m'Advantage'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1372
+ " \u001b[32m'Feign'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1373
+ " \u001b[32m'Overcome_Goalkeeper'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1374
+ " \u001b[32m'Prepare_Goal'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1375
+ " \u001b[32m'Ball'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1376
+ " \u001b[32m'Spectator_Activity'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1377
+ " \u001b[32m'Goal_Target'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1378
+ " \u001b[32m'Player'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1379
+ " \u001b[32m'Referee'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1380
+ " \u001b[32m'Field'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1381
+ " \u001b[32m'Team'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1382
+ " \u001b[32m'Bench'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1383
+ " \u001b[32m'Coach'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1384
+ " \u001b[32m'Concede_Compensation'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1385
+ " \u001b[32m'Match_Temporal_Subdivision'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1386
+ " \u001b[32m'Confusion'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1387
+ " \u001b[32m'Score_Goal'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1388
+ " \u001b[32m'Celebrate_Goal'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1389
+ " \u001b[32m'Suspension'\u001b[0m: \u001b[32m'MATCH_IN_A_COMPETITION'\u001b[0m,\n",
1390
+ " \u001b[32m'Spectators'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1391
+ " \u001b[32m'Competition_Stage'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1392
+ " \u001b[32m'Body_Parts'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1393
+ " \u001b[32m'Trick'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1394
+ " \u001b[32m'Competition'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1395
+ " \u001b[32m'Stadium'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1396
+ " \u001b[32m'Match_Quality'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1397
+ " \u001b[32m'Ball_And_Goal'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1398
+ " \u001b[32m'Equipment'\u001b[0m: \u001b[32m'ACTORS_AND_OBJECTS'\u001b[0m,\n",
1399
+ " \u001b[32m'Injuries'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m,\n",
1400
+ " \u001b[32m'Shot_Quality'\u001b[0m: \u001b[32m'ON_THE_PITCH'\u001b[0m\n",
1401
+ "\u001b[1m}\u001b[0m\n"
1402
+ ]
1403
+ },
1404
+ "metadata": {},
1405
+ "output_type": "display_data"
1406
+ }
1407
+ ],
1408
  "source": [
1409
  "from lxml import etree as ET\n",
1410
  "kicktionary = ET.parse(\"kicktionary_lu_info.xml\")\n",
1412
  " lu.attrib[\"frame\"]: lu.attrib[\"scenario\"]\n",
1413
  " for lu in kicktionary.xpath(\".//LEXICAL-UNIT\") if lu.attrib[\"frame\"]\n",
1414
  "}\n",
1415
+ "frame_to_super_scenario = {\n",
1416
+ " lu.attrib[\"frame\"]: lu.attrib[\"super-scenario\"]\n",
1417
+ " for lu in kicktionary.xpath(\".//LEXICAL-UNIT\") if lu.attrib[\"frame\"]\n",
1418
+ "}\n",
1419
+ "\n",
1420
+ "print(frame_to_scenario)\n",
1421
+ "print(frame_to_super_scenario)"
1422
  ]
1423
  }
1424
  ],