Code for these two following papers. If this code is useful for you, please cite these two papers:
Liu Q., Wang Q., Chen W. (2018) An Analysis of Xi Feng Parties in the Northern Song Dynasty Through Complex Network Algorithms. International Conference on Image Processing, Computing and Big Data. IPCBD 2018. (EI, Oral)
Liu Q., Wang Q., Chen W., Kawahara D. (2019) A Community Detection Method Towards Analysis of Xi Feng Parties in the Northern Song Dynasty. The 33rd Pacific Asia Conference on Language, Information and Computation. PACLIC 33, 2019. (Oral)
- 1 BFS
Starting with Wang Anshi, get 921 people in total
- 2 PAGERANK
921 people for the interaction ranking
top 30:
1762 王安石 0.04708529887271933
1384 歐陽修 0.030292377751571772
3767 蘇軾 0.026758936706645833
1488 司馬光 0.020996924210053194
1845 王珪 0.012231558811702885
1649 蔡京 0.011519353890680983
7111 黃庭堅 0.011333650099415752
1493 蘇轍 0.01081898612838382
217 張方平 0.009769056562293094
333 章惇 0.009720560035146602
13378 鄭獬 0.009115790413355881
7364 曾鞏 0.008319483659257124
1324 呂陶 0.00830705005667022
7026 范祖禹 0.008101573715013069
559 范純仁 0.008097043845931665
3580 劉敞 0.007570529935858861
8043 范仲淹 0.0075261104011653725
1220 劉攽 0.007481588212572202
1417 畢仲游 0.007226871912988288
630 韓琦 0.006330698784369454
8116 蘇頌 0.00624615199817485
1953 文彥博 0.00614069809622224
1309 呂惠卿 0.0055144262476013485
628 富弼 0.005401619790580067
12988 楊傑 0.005204564176009759
1314 呂公著 0.005130335675912437
1707 曾布 0.0050777425494128595
12157 劉弇 0.004455161251056696
1760 王安禮 0.004327581241377693
3279 范鎮 0.004127533267011255
921 people for the politics ranking
top 30:
1762 王安石 0.053950394082145296
1384 歐陽修 0.04361285962154966
3767 蘇軾 0.03801070080798791
1488 司馬光 0.0247013750138106
7111 黃庭堅 0.016790002897808142
1649 蔡京 0.012126410013634282
1493 蘇轍 0.011868059259206388
217 張方平 0.01177754517480781
1845 王珪 0.01169851584836717
7364 曾鞏 0.009890430423129539
8043 范仲淹 0.00982573350697229
559 范純仁 0.009678454792133612
1324 呂陶 0.009614936641632177
333 章惇 0.009280747261469973
13378 鄭獬 0.009083299201019104
7026 范祖禹 0.008914187344313778
630 韓琦 0.008299076058557234
1220 劉攽 0.007665939525695324
1417 畢仲游 0.007497746905726632
3580 劉敞 0.007312157926394814
1953 文彥博 0.006210611600841365
8116 蘇頌 0.005909805891793419
3279 范鎮 0.005716158049361261
13 晁補之 0.00564807732291511
628 富弼 0.005616858474810685
1309 呂惠卿 0.005446449177455396
12988 楊傑 0.005306720390167566
1651 蔡襄 0.005144338751793412
1314 呂公著 0.005075029615453478
3043 秦觀 0.0047047218903072206
896 people for the positive politics ranking
top 30:
1762 王安石 0.053516849899642706
1384 歐陽修 0.045166811778745604
3767 蘇軾 0.043383881796153836
1488 司馬光 0.024096772553529548
7111 黃庭堅 0.021479564318752756
1845 王珪 0.012160710570245674
1493 蘇轍 0.012128511693473228
217 張方平 0.011114714148073865
7364 曾鞏 0.010907116296724684
8043 范仲淹 0.010396705687781576
559 范純仁 0.0099047052144559
1324 呂陶 0.00983536664586351
13378 鄭獬 0.009551620601186429
1417 畢仲游 0.00911977984439086
7026 范祖禹 0.008793836604234025
1220 劉攽 0.007982833543916674
3580 劉敞 0.007013788334600185
630 韓琦 0.006755996547534512
13 晁補之 0.006710929611365319
8116 蘇頌 0.005674377728172184
12988 楊傑 0.005603716767466818
3043 秦觀 0.005592977783603643
3279 范鎮 0.0055803654630553635
1651 蔡襄 0.005483925384984307
3762 蘇洵 0.00525526496192638
1649 蔡京 0.0051881044710396455
1953 文彥博 0.005143491109310615
13460 華鎮 0.004629238044366196
1314 呂公著 0.004581501617872869
3404 胡瑗 0.004530583514111245
- 3 community detection
Use asyn_lpa_communities(), split into 5 communities and manually sort into 2 parties
influence caculated from the politic influence:
0.19563569399999997 for 541 people in A
0.121498075 for 380 people in B
- 4 可视化(二期开放预订中)
React
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