Table 4.

Top 10 PCA Loading Table. The top 10 magnitude features for each of the two components and comparisons in Figure 4. Any feature–band–electrode combination that was shared across at least two of these comparisons is bolded and shares the same superscript number in the table. The $\alpha$ and $\delta$ bands exclusively produce combinations shared across multiple PCA components in each comparison, and the features that appear the most across those shared are global efficiency, density, TSP and GIC. The conditions and electrodes that produce these shared features are Old Congruous, New Incongruous and New Congruous in electrodes F8, Fz, O1 and R41.

All Class	Electrode/Condition	Magnitude
Component 1	NI: F8: Global Efficiency $\delta$1	0.191
	NC: Fz: Max Clique $\alpha$2	0.178
	NI: F8: Density $\delta$3	0.173
	NC: Fz: Clustering Coeff $\alpha$4	0.168
	NC: Fz: Local Efficiency $\alpha$5	0.168
	NC: Fz: Small Worldness $\alpha$	0.168
	OC: Br: Local Efficiency $\beta$	0.166
	OC: Br: Clustering Coeff $\beta$	0.166
	NI: F8: TSP $\delta$6	0.160
	OC: Br: Small Worldness $\beta$	0.156
Component 2	OC: F8: Density $\delta$7	0.278
	OC: F8: GIC $\delta$8	0.278
	OC: F8: TSP $\delta$9	0.251
	OC: F8: Global Efficiency $\delta$10	0.250
	OI: Pz: Global Efficiency Raw	0.232
	NC: Fz: Min Cut Size $\gamma$	0.210
	OC: O1: Density $\alpha$11	0.209
	OI: R41: Global Efficiency $\delta$12	0.202
	NC: O2: Density $\delta$	0.189
	OC: O1: GIC $\alpha$13	0.187
pAD vs. RNE	Electrode/Condition	Magnitude
Component 1	OC: O2: TSP $\alpha$	0.209
	NI: F8: Density $\delta$3	0.205
	AN: Wr: Global Efficiency $\theta$	0.203
	NI: F8: Global Efficiency $\delta$1	0.201
	NI: F8: GIC $\delta$	0.196
	AO: Fz: Max Clique $\delta$	0.192
	NI: F8: TSP $\delta$6	0.186
	OC: O1: Density $\alpha$11	0.183
	OC: O1: GIC $\alpha$13	0.182
	OI: R41: Global Efficiency $\delta$12	0.182
Component 2	OC: F8: TSP $\delta$9	0.246
	OC: R41: TSP $\delta$	0.222
	OC: F8: GIC $\delta$8	0.208
	OC: F8: Density $\delta$7	0.207
	OC: F8: Max Clique $\delta$	0.206
	NC: Pz: Density $\gamma$	0.176
	AO: Fz: Clustering Coeff $\delta$	0.170
	AO: Fz: Local Efficiency $\delta$	0.170
	NC: R41: GIC $\alpha$	0.165
	OI: R41: GIC $\delta$14	0.162
AD vs. RNE	Electrode/Condition	Magnitude
Component 1	NI: F8: Global Efficiency $\delta$1	0.160
	NC: Fz: Max Clique $\alpha$2	0.154
	AO: L41: Max Clique $\alpha$	0.152
	OC: T6: TSP $\gamma$	0.151
	OC: F8: Density $\delta$7	0.151
	OC: O1: Global Efficiency $\alpha$	0.146
	NI: F8: Density $\delta$3	0.144
	NC: Fz: Local Efficiency $\alpha$5	0.144
	NC: Fz: Clustering Coeff $\alpha$4	0.144
	OI: R41: GIC $\delta$14	0.143
Component 2	AO: Wl: Clustering Coeff $\beta$	0.271
	AO: Wl: Local Efficiency $\beta$	0.271
	AO: Wl: Small Worldness $\beta$	0.252
	OC: F8: Global Efficiency $\delta$10	0.230
	AO: O1: Independence Number $\alpha$	0.221
	OC: F8: Density $\delta$7	0.209
	OC: F8: GIC $\delta$8	0.206
	NC: Wr: Independence Number Raw	0.205
	OC: F7: Global Efficiency Raw	0.200
	AO: Wl: Independence Number $\beta$	0.191