11% transform_channels() - transform x amount of channel data into different
22% amount of channels using the intpolation function of EEGlab
3- % keeps the "landmark channels" that exist in both caps (Cz=A1 Pz=A19 Oz=A23 T8=B32 C4 =C7 Fz=D4 FPz=D8 C3=E4 T7=E9)
3+ %
44%
5- % Usage: EEGOUT = transform_channels(EEG,chanlocs_new,n_new_chan);
5+ % Usage: EEGOUT = transform_channels(EEG,chanlocs_new,n_new_chan,methode );
66%
77% Inputs:
88% EEG - EEGLAB dataset
99% chanlocs_new - chanlocs stucture with amount of channels
1010% desired for EEG to be transformed to.
1111% n_new_chan - 64 or 160, this will decide what channels to keep
12- % Optional Inputs:
13- % landmarks - adding this, the landmark channels will not be
14- % interpolated. This will only count for : Cz=A1 Pz=A19
15- % Oz=A23 T8=B32 C4 =C7 Fz=D4 FPz=D8 C3=E4 T7=E9
16- % when not adding this, all new channels will be
17- % interpolated. No landmark channels will be used.
12+ % Methods - there are 3 methods, choose which one
13+ % interpolate - this interpolates all the channels
14+ % keep - Only for 160 channel data that will be transformed
15+ % to 64 channel data. Keep only the original channels
16+ % and data that are closest to the 64channel
17+ % equivalent.
18+ %
1819% Output:
1920% EEGOUT - dataset with the new amount of channels
2021%
2122% Example:
22- % EEG = transform_n_channels(EEG,EEG2.chanlocs,64);
23+ % EEG = transform_n_channels(EEG,EEG2.chanlocs,64,interpolate );
2324% Extra:
2425% To get the EEG2.chanlocs with the new amount of channels,
2526% simply load an .set file with those amount of channels
3233% This file is part of EEGLAB, see http://www.eeglab.org
3334% for the documentation and details.
3435
35- function EEG = transform_n_channels(ORGEEG , newchan ,n_new_chan , landmark )
36- if nargin == 3 % no landmark channels
37- landmark = ' no' ;
38- end
36+ function EEG = transform_n_channels(ORGEEG , newchan ,n_new_chan , methode )
37+ % clearing things that are not correct anymore
38+ ORGEEG.icaact= []; ORGEEG.icasphere = []; ORGEEG.icaweights= []; ORGEEG.icachansind= [];ORGEEG.icawinv= [];
3939if n_new_chan == 64
4040 old = {' A1' , ' A19' ' A23' ' B32' ' C7' ' D4' ' D8' ' E4' ' E9' ' C1' ' C2' ' C3' ' C4' ' C5' ' C6' };
4141 new = {' AA1' , ' AA19' ' AA23' ' BB32' ' CC7' ' DD4' ' DD8' ' EE4' ' EE9' ' CC1' ' CC2' ' CC3' ' CC4' ' CC5' ' CC6' };
4242 final= {' Cz' ' Pz' ' Oz' ' T8' ' C4' ' Fz' ' Fpz' ' C3' ' T7' };
43+ old_keep= {' D9' ' D22' ' D20' ' D13' ' D19' ' D24' ' D32' ' E8' ' E6' ' D27' ' D17' ' E2' ' EE4' ' E11' ' EE9' ' E16' ' E14' ' E26' ' E25' ' A5' ' A7' ' E29' ' E18' ' E32' ' A10' ' A8' ' A15' ' A25' ' AA23' ' A21' ' AA19' ' A3' ' DD8' ' C32' ' C18' ' C20' ' D6' ' DD4' ' C28' ' C21' ' C16' ' C12' ' C11' ' C9' ' C23' ' C24' ' D2' ' AA1' ' CC3' ' CC7' ' B30' ' BB32' ' B19' ' B21' ' B23' ' B24' ' A32' ' B4' ' B13' ' B17' ' B10' ' B7' ' B5' ' A28' };
44+ new_keep= {' Fp1' ' AF7' ' AF3' ' F1' ' F3' ' F5' ' F7' ' FT7' ' FC5' ' FC3' ' FC1' ' C1' ' C3' ' C5' ' T7' ' TP7' ' CP5' ' CP3' ' CP1' ' P1' ' P3' ' P5' ' P7' ' P9' ' PO7' ' PO3' ' O1' ' Iz' ' Oz' ' POz' ' Pz' ' CPz' ' Fpz' ' Fp2' ' AF8' ' AF4' ' AFz' ' Fz' ' F2' ' F4' ' F6' ' F8' ' FT8' ' FC6' ' FC4' ' FC2' ' FCz' ' Cz' ' C2' ' C4' ' C6' ' T8' ' TP8' ' CP6' ' CP4' ' CP2' ' P2' ' P4' ' P6' ' P8' ' P10' ' PO8' ' PO4' ' O2' };
4345 % Cz=A1 Pz=A19 Oz=A23 T8=B32 C4 =C7 Fz=D4 FPz=D8 C3=E4 T7=E9
4446 for c= 1 : length(old )% updating channel names to prefent duplicates
4547 for n= 1 : length(ORGEEG .chanlocs )
4850 end
4951 end
5052 end
51- [ORGEEG ] = pop_interp(ORGEEG , newchan , ' spherical' );
53+ if strcmp(methode , ' keep' ) % for this one we need to skip the iterpolation
54+ % need the chose 160 channels in the 64 channel order
55+ data= ORGEEG .data([105 ;118;116;109;115;120;128;136;134;123;113;130;132;139;137;144;142;154;153;5;7;157;146;160;10;8;15;25;23;21;19;3;104;96;82;84;102;100;92;85;80;76;75;73;87;88;98;1;67;71;62;64;51;53;55;56;32;36;45;49;42;39;37;28],: );
56+ ORGEEG = pop_select( ORGEEG , ' channel' ,{' AA1' ,' A3' ,' A5' ,' A7' ,' A8' ,' A10' ,' A15' ,' AA19' ,' A21' ,' AA23' ,' A25' ,' A28' ,' A32' ,' B4' ,' B5' ,' B7' ,' B10' ,' B13' ,' B17' ,' B19' ,' B21' ,' B23' ,' B24' ,' B30' ,' BB32' ,' CC3' ,' CC7' ,' C9' ,' C11' ,' C12' ,' C16' ,' C18' ,' C20' ,' C21' ,' C23' ,' C24' ,' C28' ,' C32' ,' D2' ,' DD4' ,' D6' ,' DD8' ,' D9' ,' D13' ,' D17' ,' D19' ,' D20' ,' D22' ,' D24' ,' D27' ,' D32' ,' E2' ,' EE4' ,' E6' ,' E8' ,' EE9' ,' E11' ,' E14' ,' E16' ,' E18' ,' E25' ,' E26' ,' E29' ,' E32' });
57+ % {'A1', 'A19' 'A23' 'B32' 'C3' 'C7' 'D4' 'D8' 'E4' 'E9' 'C1' 'C2' 'C3' 'C4' 'C5' 'C6'};
58+ else
59+
60+ [ORGEEG ] = pop_interp(ORGEEG , newchan , ' spherical' );
61+ end
5262 %% giving the right urchan to the new ones
53- for u= 1 : length(ORGEEG .chanlocs )
54- for c= 1 : length(final )% updating channel names to prefent duplicates
55- for n= 1 : length(ORGEEG .chanlocs )
56- if strcmp(ORGEEG .chanlocs(n ).labels, final{c })
57- urch = ORGEEG .chanlocs(n ).urchan;
63+ if strcmp(methode , ' keep' ) % for this one we need to look for different channels then the rest
64+ ORGEEG.data = data ;
65+ else
66+ for u= 1 : length(ORGEEG .chanlocs )
67+ for c= 1 : length(final )% updating channel names to prefent duplicates
68+ for n= 1 : length(ORGEEG .chanlocs )
69+ if strcmp(ORGEEG .chanlocs(n ).labels, final{c })
70+ urch = ORGEEG .chanlocs(n ).urchan;
71+ end
5872 end
59- end
60- for n= 1 : length(ORGEEG .chanlocs )
61- if strcmp(ORGEEG .chanlocs(n ).labels, new{c }) % looking for the old channels
62- ORGEEG .chanlocs(n ).urchan = urch ; % updating their lables with the new name
73+ for n= 1 : length(ORGEEG .chanlocs )
74+ if strcmp(ORGEEG .chanlocs(n ).labels, new{c }) % looking for the old channels
75+ ORGEEG .chanlocs(n ).urchan = urch ; % updating their lables with the new name
76+ end
77+
6378 end
64-
6579 end
6680 end
6781 end
6882 %% Only selecting the right channels
6983 % ORGEEG = pop_select( ORGEEG, 'channel',{'Fp1' 'AF7' 'AF3' 'F1' 'F3' 'F5' 'F7' 'FT7' 'FC5' 'FC3' 'FC1' 'C1' 'EE4' 'C5' 'EE9' 'TP7' 'CP5' 'CP3' 'CP1' 'P1' 'P3' 'P5' 'P7' 'P9' 'PO7' 'PO3' 'O1' 'Iz' 'AA23' 'POz' 'AA19' 'CPz' 'DD8' 'Fp2' 'AF8' 'AF4' 'AFz' 'DD4' 'F2' 'F4' 'F6' 'F8' 'FT8' 'FC6' 'FC4' 'FC2' 'FCz' 'AA1' 'C2' 'CC7' 'C6' 'BB32' 'TP8' 'CP6' 'CP4' 'CP2' 'P2' 'P4' 'P6' 'P8' 'P10' 'PO8' 'PO4' 'O2'});
70- if strcmp(landmark , ' no ' )
84+ if strcmp(methode , ' interpolate ' )
7185 ORGEEG = pop_select( ORGEEG, 'nochannel',{'AA1', 'A2', 'A3', 'A4', 'A5', 'A6', 'A7', 'A8', 'A9', 'A10', 'A11', 'A12', 'A13', 'A14', 'A15', 'A16', 'A17', 'A18', 'AA19', 'A20', 'A21', 'A22', 'AA23', 'A24', 'A25', 'A26', 'A27', 'A28', 'A29', 'A30', 'A31', 'A32', 'B1', 'B2', 'B3', 'B4', 'B5', 'B6', 'B7', 'B8', 'B9', 'B10', 'B11', 'B12', 'B13', 'B14', 'B15', 'B16', 'B17', 'B18', 'B19', 'B20', 'B21', 'B22', 'B23', 'B24', 'B25', 'B26', 'B27', 'B28', 'B29', 'B30', 'B31', 'BB32', 'CC1', 'CC2', 'CC3', 'CC4', 'CC5', 'CC6', 'CC7' 'C8', 'C9', 'C10', 'C11', 'C12', 'C13', 'C14', 'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21', 'C22', 'C23', 'C24', 'C25', 'C26', 'C27', 'C28', 'C29', 'C30', 'C31', 'C32', 'D1', 'D2', 'D3', 'DD4', 'D5', 'D6', 'D7', 'DD8', 'D9', 'D10', 'D11', 'D12', 'D13', 'D14', 'D15', 'D16', 'D17', 'D18', 'D19', 'D20', 'D21', 'D22', 'D23', 'D24', 'D25', 'D26', 'D27', 'D28', 'D29', 'D30', 'D31', 'D32', 'E1', 'E2', 'E3', 'EE4', 'E5', 'E6', 'E7', 'E8', 'EE9', 'E10', 'E11', 'E12', 'E13', 'E14', 'E15', 'E16', 'E17', 'E18', 'E19', 'E20', 'E21', 'E22', 'E23', 'E24', 'E25', 'E26', 'E27', 'E28', 'E29', 'E30', 'E31', 'E32'});
72- else
73- ORGEEG = pop_select( ORGEEG, 'nochannel',{'Cz', 'A2', 'A3', 'A4', 'A5', 'A6', 'A7', 'A8', 'A9', 'A10', 'A11', 'A12', 'A13', 'A14', 'A15', 'A16', 'A17', 'A18', 'Pz', 'A20', 'A21', 'A22', 'Oz', 'A24', 'A25', 'A26', 'A27', 'A28', 'A29', 'A30', 'A31', 'A32', 'B1', 'B2', 'B3', 'B4', 'B5', 'B6', 'B7', 'B8', 'B9', 'B10', 'B11', 'B12', 'B13', 'B14', 'B15', 'B16', 'B17', 'B18', 'B19', 'B20', 'B21', 'B22', 'B23', 'B24', 'B25', 'B26', 'B27', 'B28', 'B29', 'B30', 'B31', 'T8', 'CC1', 'CC2', 'CC3', 'CC4', 'CC5', 'CC6', 'C4' 'C8', 'C9', 'C10', 'C11', 'C12', 'C13', 'C14', 'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21', 'C22', 'C23', 'C24', 'C25', 'C26', 'C27', 'C28', 'C29', 'C30', 'C31', 'C32', 'D1', 'D2', 'D3', 'Fz', 'D5', 'D6', 'D7', 'Fpz', 'D9', 'D10', 'D11', 'D12', 'D13', 'D14', 'D15', 'D16', 'D17', 'D18', 'D19', 'D20', 'D21', 'D22', 'D23', 'D24', 'D25', 'D26', 'D27', 'D28', 'D29', 'D30', 'D31', 'D32', 'E1', 'E2', 'E3', 'C3', 'E5', 'E6', 'E7', 'E8', 'T7', 'E10', 'E11', 'E12', 'E13', 'E14', 'E15', 'E16', 'E17', 'E18', 'E19', 'E20', 'E21', 'E22', 'E23', 'E24', 'E25', 'E26', 'E27', 'E28', 'E29', 'E30', 'E31', 'E32'});
74- for c= 1 : length(final )% updating channel names to final names
86+ elseif strcmp(methode , ' keep' )
87+ for c= 1 : length(old_keep )% updating channel names to final names
7588 for n= 1 : length(ORGEEG .chanlocs )
76- if strcmp(ORGEEG .chanlocs(n ).labels, new{c })
77- ORGEEG .chanlocs(n ).labels = final{c };
89+ if strcmp(ORGEEG .chanlocs(n ).labels, old_keep{c })
90+ ORGEEG .chanlocs(n ).labels = new_keep{c };
91+ ORGEEG .chanlocs(n ).urchan= c ;
7892 end
7993 end
8094 end
95+ else
96+ disp(' error no methode was inputted' )
8197 end
8298elseif n_new_chan == 160
83- % old ={'Cz' 'Pz' 'Oz' 'T8' 'C4' 'Fz' 'Fpz' 'C3' 'T7'};
84- % final = {'A1', 'A19' 'A23' 'B32' 'C7' 'D4' 'D8' 'E4' 'E9'};
85- % new = {'AA1', 'AA19' 'AA23' 'BB32' 'CC7' 'DD4' 'DD8' 'EE4' 'EE9'};
86-
8799 old= { ' Cz' ' Pz' ' Oz' ' T8' ' C4' ' Fz' ' Fpz' ' C3' ' T7' ' C1' ' C2' ' C5' ' C6' };
88- new = {' AA1' , ' AA19' ' AA23' ' BB32' ' CC7' ' DD4' ' DD8' ' EE4' ' EE9' ' CC1' ' CC2' ' CC5' ' CC6' };
89- final = {' A1' , ' A19' ' A23' ' B32' ' C7' ' D4' ' D8' ' E4' ' E9' };
90-
100+ new = {' AA1' , ' AA19' ' AA23' ' BB32' ' CC7' ' DD4' ' DD8' ' EE4' ' EE9' ' CC1' ' CC2' ' CC5' ' CC6' };
91101 for c= 1 : length(old )% updating channel names to prefent duplicates
92102 for n= 1 : length(ORGEEG .chanlocs )
93103 if strcmp(ORGEEG .chanlocs(n ).labels, old{c }) % looking for the old channels
94104 ORGEEG .chanlocs(n ).labels = new{c }; % updating their lables with the new name
95105 end
96106 end
97107 end
98- [ORGEEG ] = pop_interp(ORGEEG , newchan , ' spherical' );
99- %% giving the right urchan to the new ones
100- for u= 1 : length(ORGEEG .chanlocs )
101- for c= 1 : length(final )% updating channel names to prefent duplicates
108+ [ORGEEG ] = pop_interp(ORGEEG , newchan , ' spherical' ); % to create the extra channels (also needed for keep)
109+ %% only selecting the ones you need
110+ if strcmp(methode , ' interpolate' )
111+ ORGEEG = pop_select( ORGEEG , ' nochannel' ,{' Fp1' , ' AF7' , ' AF3' , ' F1' , ' F3' , ' F5' , ' F7' , ' FT7' , ' FC5' , ' FC3' , ' FC1' , ' CC1' , ' EE4' , ' CC5' , ' EE9' , ' TP7' , ' CP5' , ' CP3' , ' CP1' , ' P1' , ' P3' , ' P5' , ' P7' , ' P9' , ' PO7' , ' PO3' , ' O1' , ' Iz' , ' AA23' , ' POz' , ' AA19' , ' CPz' , ' DD8' , ' Fp2' , ' AF8' , ' AF4' , ' AFz' , ' DD4' , ' F2' , ' F4' , ' F6' , ' F8' , ' FT8' , ' FC6' , ' FC4' , ' FC2' , ' FCz' , ' AA1' , ' CC2' ,' CC7' , ' CC4' , ' CC6' , ' BB32' , ' TP8' , ' CP6' , ' CP4' , ' CP2' , ' P2' , ' P4' , ' P6' , ' P8' , ' P10' , ' PO8' , ' PO4' , ' O2' });
112+ elseif strcmp(methode , ' keep' )
113+ %% need to find the 64channels to delete; all from the 64chan except the equivalents (A1 should go not Cz)
114+ new_del= {' D9' ' D22' ' D20' ' D13' ' D19' ' D24' ' D32' ' E8' ' E6' ' D27' ' D17' ' E2' ' E4' ' E11' ' E9' ' E16' ' E14' ' E26' ' E25' ' A5' ' A7' ' E29' ' E18' ' E32' ' A10' ' A8' ' A15' ' A25' ' A23' ' A21' ' A19' ' A3' ' D8' ' C32' ' C18' ' C20' ' D6' ' D4' ' C28' ' C21' ' C16' ' C12' ' C11' ' C9' ' C23' ' C24' ' D2' ' A1' ' C3' ' C7' ' B30' ' B32' ' B19' ' B21' ' B23' ' B24' ' A32' ' B4' ' B13' ' B17' ' B10' ' B7' ' B5' ' A28' };
115+ old_keep= {' Fp1' ' AF7' ' AF3' ' F1' ' F3' ' F5' ' F7' ' FT7' ' FC5' ' FC3' ' FC1' ' CC1' ' EE4' ' CC5' ' EE9' ' TP7' ' CP5' ' CP3' ' CP1' ' P1' ' P3' ' P5' ' P7' ' P9' ' PO7' ' PO3' ' O1' ' Iz' ' AA23' ' POz' ' AA19' ' CPz' ' DD8' ' Fp2' ' AF8' ' AF4' ' AFz' ' DD4' ' F2' ' F4' ' F6' ' F8' ' FT8' ' FC6' ' FC4' ' FC2' ' FCz' ' AA1' ' CC2' ' CC7' ' CC6' ' BB32' ' TP8' ' CP6' ' CP4' ' CP2' ' P2' ' P4' ' P6' ' P8' ' P10' ' PO8' ' PO4' ' O2' };
116+ for c= 1 : length(new_del )% updating channel names to final names
102117 for n= 1 : length(ORGEEG .chanlocs )
103- if strcmp(ORGEEG .chanlocs(n ).labels, final {c })
104- urch = ORGEEG .chanlocs(n ).urchan;
118+ if strcmp(ORGEEG .chanlocs(n ).labels, new_del {c }) % looking for the new names
119+ urchan = ORGEEG .chanlocs(n ).urchan;
105120 end
106121 end
107122 for n= 1 : length(ORGEEG .chanlocs )
108- if strcmp(ORGEEG .chanlocs(n ).labels, new {c }) % looking for the old channels
109- ORGEEG .chanlocs(n ).urchan = urch ; % updating their lables with the new name
123+ if strcmp(ORGEEG .chanlocs(n ).labels, old_keep {c }) % looking for the new names
124+ ORGEEG .chanlocs(n ).urchan= urchan ;
110125 end
111-
112126 end
113- end
114- end
115- %% only selecting the ones you need
116- if strcmp(landmark , ' no' )
117- ORGEEG = pop_select( ORGEEG , ' nochannel' ,{' Fp1' , ' AF7' , ' AF3' , ' F1' , ' F3' , ' F5' , ' F7' , ' FT7' , ' FC5' , ' FC3' , ' FC1' , ' CC1' , ' EE4' , ' CC5' , ' EE9' , ' TP7' , ' CP5' , ' CP3' , ' CP1' , ' P1' , ' P3' , ' P5' , ' P7' , ' P9' , ' PO7' , ' PO3' , ' O1' , ' Iz' , ' AA23' , ' POz' , ' AA19' , ' CPz' , ' DD8' , ' Fp2' , ' AF8' , ' AF4' , ' AFz' , ' DD4' , ' F2' , ' F4' , ' F6' , ' F8' , ' FT8' , ' FC6' , ' FC4' , ' FC2' , ' FCz' , ' AA1' , ' CC2' ,' CC7' , ' CC4' , ' CC6' , ' BB32' , ' TP8' , ' CP6' , ' CP4' , ' CP2' , ' P2' , ' P4' , ' P6' , ' P8' , ' P10' , ' PO8' , ' PO4' , ' O2' });
118- else
119- ORGEEG = pop_select( ORGEEG , ' nochannel' ,{' Fp1' , ' AF7' , ' AF3' , ' F1' , ' F3' , ' F5' , ' F7' , ' FT7' , ' FC5' , ' FC3' , ' FC1' , ' CC1' , ' E4' , ' CC5' , ' CC7' , ' E9' , ' TP7' , ' CP5' , ' CP3' , ' CP1' , ' P1' , ' P3' , ' P5' , ' P7' , ' P9' , ' PO7' , ' PO3' , ' O1' , ' Iz' , ' A23' , ' POz' , ' A19' , ' CPz' , ' D8' , ' Fp2' , ' AF8' , ' AF4' , ' AFz' , ' D4' , ' F2' , ' F4' , ' F6' , ' F8' , ' FT8' , ' FC6' , ' FC4' , ' FC2' ,' FCz' , ' A1' , ' CC2' , ' CC6' , ' B32' , ' TP8' , ' CP6' , ' CP4' , ' CP2' , ' P2' , ' P4' , ' P6' , ' P8' , ' P10' , ' PO8' , ' PO4' , ' O2' });
120- for c= 1 : length(final )% updating channel names to final names
127+ end
128+ ORGEEG = pop_select( ORGEEG , ' nochannel' ,{' D9' ' D22' ' D20' ' D13' ' D19' ' D24' ' D32' ' E8' ' E6' ' D27' ' D17' ' E2' ' E4' ' E11' ' E9' ' E16' ' E14' ' E26' ' E25' ' A5' ' A7' ' E29' ' E18' ' E32' ' A10' ' A8' ' A15' ' A25' ' A23' ' A21' ' A19' ' A3' ' D8' ' C32' ' C18' ' C20' ' D6' ' D4' ' C28' ' C21' ' C16' ' C12' ' C11' ' C9' ' C23' ' C24' ' D2' ' A1' ' C3' ' C7' ' B30' ' B32' ' B19' ' B21' ' B23' ' B24' ' A32' ' B4' ' B13' ' B17' ' B10' ' B7' ' B5' ' A28' });
129+ for c= 1 : length(new_del )% updating channel names to final names
121130 for n= 1 : length(ORGEEG .chanlocs )
122- if strcmp(ORGEEG .chanlocs(n ).labels, new {c }) % looking for the new names
123- ORGEEG .chanlocs(n ).labels = final {c }; % updating them with their final names
131+ if strcmp(ORGEEG .chanlocs(n ).labels, old_keep {c }) % looking for the new names
132+ ORGEEG .chanlocs(n ).labels = new_del {c }; % updating them with their final names
124133 end
125134 end
126- end
135+ end
136+ %% moving the ORGEEG to correct location
137+ ORGEEG.data= [[ORGEEG .chanlocs .urchan ].' ,ORGEEG .data ];
138+ ORGEEG.data= sortrows(ORGEEG .data ,1 );
139+ ORGEEG.data= ORGEEG .data(: ,2 : end );
127140 end
128141end
129- [~ ,index ] = sortrows([ORGEEG .chanlocs .urchan ].' ); ORGEEG.chanlocs = ORGEEG .chanlocs(index ); clear index
142+ [~ ,index ] = sortrows([ORGEEG .chanlocs .urchan ].' ); ORGEEG.chanlocs = ORGEEG .chanlocs(index );clear index
130143EEG = ORGEEG ;
131144end
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