Integrated twitter analysis to distinguish systems thinkers at various levels: a case study of COVID-19

Pirim, Harun; Nagahi, Morteza; Larif, Oumaima; Nagahisarchoghaei, Mohammad; Jaradat, Raed

doi:10.1007/s41109-022-00520-9

Applied Network Science

Table 8 Twitter analysis metric for all the Twitter accounts grouped into three emerged clusters

From: Integrated twitter analysis to distinguish systems thinkers at various levels: a case study of COVID-19

Cluster	Id #	Betweenness centrality (%)	Closeness centrality (%)	Degree centrality 1 (%)	Degree centrality 2 (%)	Eigen Centrality (%)	# of following accounts	# of friends’ accounts	# of network nodes	# of network edges
Cluster 1 (n = 24) Orange Circles	3	27.0	1.7	63.6	8.7	9.7	847	2	1232	3015
	5	70.0	5.5	67.0	7.7	16.1	3730	87	661	1632
	6	71.0	6.8	68.0	6.2	13.9	1961	18	616	1452
	7	53.0	2.3	57.5	13.6	12.9	443	1	1130	3076
	10	76.0	9.0	73.8	3.9	18.6	669	18	450	1028
	11	85.0	11.2	72.3	4.3	17.4	2501	78	420	961
	14	86.0	15.9	77.7	2.7	28.2	2796	2204	270	621
	18	69.00	5.60	66.0	7.4	10.9	385	0	713	1704
	21	56.00	3.30	49.9	15.3	8.30	855	3	1127	2997
	22	1.00	0.70	50.9	10.8	5.10	669	374	1974	4540
	24	9.00	1.40	42.0	15.3	5.8	257	5	1834	4534
	25	33.00	2.60	53.7	12.3	7.2	632	321	1254	3144
	28	97.00	40.3	79.4	3.30	38.6	812	1	123	293
	30	83.00	5.90	61.6	9.90	9.1	2512	5	581	1454
	31	0.00	0.00	50.1	15.2	6.9	2712	13	1836	4888
	37	87.00	12.9	79.2	1.60	27.8	1652	8	295	659
	38	59.00	3.70	62.2	8.00	11.7	481	9	959	2268
	41	90.00	12.1	71.2	4.00	18.4	354	0	424	962
	42	68.00	5.80	69.4	7.00	18.8	1293	412	627	1523
	43	72.00	8.10	70.2	6.10	17.9	4944	56	516	1248
	44	9.00	1.40	55.3	12.5	11.5	2163	269	1556	3950
	46	82.00	8.70	68.8	6.00	16.8	546	16	535	1253
	47	83.00	8.30	68.2	8.50	9.10	899	0	486	1237
	49	52.00	3.50	65.6	7.50	14.3	1231	7	910	2201
Cluster 2 (n = 10) Blue Circles	9	85.00	16.3	76.1	3.70	22.7	342	4	282	660
	12	90.00	12.2	81.1	28.0	20.6	484	1	392	923
	15	95.00	13.8	77.8	3.80	9.20	437	1	177	423
	20	62.00	4.50	62.9	8.40	6.70	205	1	830	1994
	27	90.00	21.9	78.1	3.10	36.2	1826	3	208	488
	32	65.00	3.60	62.4	9.10	12.5	1435	10	948	2309
	34	96.00	39.1	80.1	2.50	52.2	1102	8	145	344
	35	63.00	5.40	65.9	8.00	13.8	212	4	716	1742
	51	63.00	3.30	65.5	8.80	9.90	769	0	721	1805
	52	94.00	27.2	77.3	4.60	35.6	151	0	172	420
Cluster 3 (n = 21) Green Circles	1	72.00	4.60	67.0	7.70	16.0	2718	13	708	1728
	2	69.00	7.10	74.9	4.10	21.8	698	28	486	1134
	4	54.00	3.50	62.9	11.9	10.5	4634	17	845	2294
	8	91.00	13.6	84.6	26.9	30.8	434	2	311	738
	13	42.00	3.00	55.5	10.6	6.9	560	26	1155	2760
	16	100.00	100	96.2	20.4	100	120	0	52	109
	17	86.00	15.9	78.6	0.00	16.2	828	21	318	675
	19	65.00	1.40	0.00	46.5	0.0	17	20	893	3557
	23	95.00	22.3	76.5	5.40	38.8	890	0	161	404
	26	88.00	18.6	81.4	0.30	32.7	816	1	217	476
	29	58.00	2.70	50.5	14.5	10.7	521	5	1215	3138
	33	88.00	13.6	75.4	2.80	14.3	4511	15	344	778
	36	98.00	54.8	79.0	4.60	65.9	1526	0	89	223
	39	99.00	85.5	100	100	82.4	906	0	62	157
	40	99.00	84.9	98.6	17.9	84.8	1115	58	58	113
	45	75.00	8.80	70.1	5.60	16.2	4866	2	508	1200
	48	74.00	7.00	60.3	12.1	16.4	720	5	652	1728
	50	93.00	15.8	82.9	28.6	33.9	2078	9	289	708
	53	93.00	22.9	71.3	10.5	40.0	122	0	195	545
	54	83.00	10.1	70.1	3.80	15.9	53	2	503	1113
	55	95.00	35.3	78.2	3.7	38.5	1720	0	145	345

Back to article page