WKls
Info on network
Info on 2-Mode Network 56. C:\Mail.Ru Cloud\ANR HSE\ANR Projects\SNA Vlado Batagelj\Comparison\Analyses\WKls\WK1s.net [2-Mode] (34528)
==============================================================================
Number of vertices (n): 34528
----------------------------------------------------------
Arcs Edges
----------------------------------------------------------
Total number of lines 310900 0
----------------------------------------------------------
Number of loops 0 0
Number of multiple lines 0 0
----------------------------------------------------------
2-Mode Network: Rows=25760, Cols=8768
Density [2-Mode] = 0.00137649
Average Degree = 18.00857275
Indegree:
36. Input Degree of N56 (34528)
==============================================================================
Dimension: 34528
The lowest value: 0.0000
The highest value: 17249.0000
Highest values:
Rank Vertex Value Id
--------------------------------------------------------
1 33108 17249.0000 SOCIAL
2 31179 15287.0000 NETWORK
3 27274 4301.0000 COMMUNITY
4 26090 4031.0000 ANALYSIS
5 34139 3200.0000 USER
6 33387 2683.0000 STRUCTURE
7 29770 2632.0000 INFORMATION
8 33714 2360.0000 THEORY
9 33476 2260.0000 SUPPORT
10 30852 2259.0000 MODEL
11 33555 2137.0000 SYSTEM
12 34349 2102.0000 WEB
13 26831 1996.0000 CAPITAL
14 29857 1762.0000 INTERACTION
15 32472 1724.0000 RELATIONSHIP
16 29241 1715.0000 GROUP
17 28964 1674.0000 FRIEND
18 27268 1619.0000 COMMUNICATION
19 31422 1566.0000 ONLINE
20 29916 1564.0000 INTERNET
21 31488 1544.0000 ORGANIZATIONAL
22 30175 1536.0000 KNOWLEDGE
23 33627 1424.0000 TECHNOLOGY
24 32543 1399.0000 RESEARCH
25 33963 1368.0000 TRUST
26 27753 1352.0000 DATA
27 33392 1318.0000 STUDY
28 26461 1302.0000 BASE
29 31447 1299.0000 OPPORTUNITY
30 29209 1266.0000 GRAPH
--------------------------------------------------------
Sum (all values): 310900.0000
WKls
Transpose, choose as 1st netw
WKl - choose as 2nd
Multiply
KK
58. Multiplying N57 * N56 [1-Mode] (8768)
==============================================================================
Number of vertices (n): 8768
----------------------------------------------------------
Arcs Edges
----------------------------------------------------------
Number of lines with value=1 736980 0
Number of lines with value#1 436898 0
----------------------------------------------------------
Total number of lines 1173878 0
----------------------------------------------------------
Number of loops 8768 0
Number of multiple lines 0 0
----------------------------------------------------------
Density [loops allowed] = 0.01526940
Average Degree = 267.76414234
Arcs to Edges -- Bidirected only, MIN
-- Remove loops
KK_regLs
Reduction: Look at line values
==============================================================================
60. KK_regLs (8768)
==============================================================================
Lowest value of line: 1.00000000
Highest value of line: 11994.00000000
Line Values Frequency Freq% CumFreq CumFreq%
---------------------------------------------------------------------------------------------------
( ... 1.0000] 366876 62.9771 366876 62.9771
( 1.0000 ... 308.5128] 215341 36.9649 582217 99.9420
( 308.5128 ... 616.0256] 224 0.0385 582441 99.9804
( 616.0256 ... 923.5385] 57 0.0098 582498 99.9902
( 923.5385 ... 1231.0513] 29 0.0050 582527 99.9952
( 1231.0513 ... 1538.5641] 10 0.0017 582537 99.9969
( 1538.5641 ... 1846.0769] 5 0.0009 582542 99.9978
( 1846.0769 ... 2153.5897] 6 0.0010 582548 99.9988
( 2153.5897 ... 2461.1026] 2 0.0003 582550 99.9991
( 2461.1026 ... 2768.6154] 1 0.0002 582551 99.9993
( 2768.6154 ... 3076.1282] 0 0.0000 582551 99.9993
( 3076.1282 ... 3383.6410] 1 0.0002 582552 99.9995
( 3383.6410 ... 3691.1539] 2 0.0003 582554 99.9998
( 3691.1539 ... 3998.6667] 0 0.0000 582554 99.9998
( 3998.6667 ... 4306.1795] 0 0.0000 582554 99.9998
( 4306.1795 ... 4613.6923] 0 0.0000 582554 99.9998
( 4613.6923 ... 4921.2051] 0 0.0000 582554 99.9998
( 4921.2051 ... 5228.7180] 0 0.0000 582554 99.9998
( 5228.7180 ... 5536.2308] 0 0.0000 582554 99.9998
( 5536.2308 ... 5843.7436] 0 0.0000 582554 99.9998
( 5843.7436 ... 6151.2564] 0 0.0000 582554 99.9998
( 6151.2564 ... 6458.7692] 0 0.0000 582554 99.9998
( 6458.7692 ... 6766.2821] 0 0.0000 582554 99.9998
( 6766.2821 ... 7073.7949] 0 0.0000 582554 99.9998
( 7073.7949 ... 7381.3077] 0 0.0000 582554 99.9998
( 7381.3077 ... 7688.8205] 0 0.0000 582554 99.9998
( 7688.8205 ... 7996.3333] 0 0.0000 582554 99.9998
( 7996.3333 ... 8303.8462] 0 0.0000 582554 99.9998
( 8303.8462 ... 8611.3590] 0 0.0000 582554 99.9998
( 8611.3590 ... 8918.8718] 0 0.0000 582554 99.9998
( 8918.8718 ... 9226.3846] 0 0.0000 582554 99.9998
( 9226.3846 ... 9533.8974] 0 0.0000 582554 99.9998
( 9533.8974 ... 9841.4103] 0 0.0000 582554 99.9998
( 9841.4103 ... 10148.9231] 0 0.0000 582554 99.9998
( 10148.9231 ... 10456.4359] 0 0.0000 582554 99.9998
( 10456.4359 ... 10763.9487] 0 0.0000 582554 99.9998
( 10763.9487 ... 11071.4615] 0 0.0000 582554 99.9998
( 11071.4615 ... 11378.9744] 0 0.0000 582554 99.9998
( 11378.9744 ... 11686.4872] 0 0.0000 582554 99.9998
( 11686.4872 ... 11994.0000] 1 0.0002 582555 100.0000
---------------------------------------------------------------------------------------------------
Total 582555 100.0000
Remove lines with values lower then (400)
Got the network of 105 nodes
KK_regLs_LineCut (105 nodes).net
Islands [2,100] = 59 islands
47. Canonized [Decreasing frequencies] C46 (8768)
==============================================================================
Dimension: 8768
The lowest value: 0
The highest value: 59
Frequency distribution of cluster values:
Cluster Freq Freq% CumFreq CumFreq% Representative
----------------------------------------------------------------
0 8549 97.5023 8549 97.5023 *EDUCATION
1 99 1.1291 8648 98.6314 2.0
2 4 0.0456 8652 98.6770 LIZARD
3 3 0.0342 8655 98.7112 ELECTRON
4 3 0.0342 8658 98.7454 FORMER
Others are pairs of keywords
The picture of Island 1 (99 nodes) is almost the same (KK_regLs_Main Island (99 nodes).net).
KKnorm network
WKls.net
Play macro norm2.mcr (25760) - Normalized network
Normalized network -- Transpose 2-mode
Transposed normalized as first
Normalized as second
Multiply networks
71. Multiplying N70 * N69 [1-Mode] (8768)
==============================================================================
Number of vertices (n): 8768
----------------------------------------------------------
Arcs Edges
----------------------------------------------------------
Number of lines with value=1 1 0
Number of lines with value#1 1173877 0
----------------------------------------------------------
Total number of lines 1173878 0
----------------------------------------------------------
Number of loops 8768 0
Number of multiple lines 0 0
----------------------------------------------------------
Density [loops allowed] = 0.01526940
Average Degree = 267.76414234
Arcs to Edges -- Bidirected only, SUM
loops + 30
43. Loops from N72 (8768)
==============================================================================
Dimension: 8768
The lowest value: 0.0004
The highest value: 244.7346
Highest values:
Rank Vertex Value Id
--------------------------------------------------------
1 7348 244.7346 SOCIAL
2 5419 165.9676 NETWORK
3 7716 59.7338 SUPPORT
4 1514 51.6825 COMMUNITY
5 330 38.9956 ANALYSIS
6 7627 30.2534 STRUCTURE
7 3204 29.8959 FRIEND
8 8379 25.0377 USER
9 1173 24.8489 CENTRALITY
10 5728 23.6406 ORGANIZATIONAL
11 7954 23.2160 THEORY
12 1071 22.3213 CAPITAL
13 4040 21.0007 INNOVATION
14 8589 19.9351 WEB
15 6712 19.5932 RELATIONSHIP
16 3206 19.1838 FRIENDSHIP
17 8203 18.2050 TRUST
18 4010 17.4377 INFORMATION
19 5092 17.0468 MODEL
20 7795 16.6073 SYSTEM
21 4097 15.5603 INTERACTION
22 3481 15.4197 GROUP
23 5687 14.5743 OPPORTUNITY
24 4156 14.5276 INTERNET
25 4662 14.0349 LONELINESS
26 1508 13.5605 COMMUNICATION
27 4005 13.0653 INFORMAL
28 630 12.5590 AVERAGE
29 6783 12.1534 RESEARCH
30 7988 12.0231 TIE
--------------------------------------------------------
Sum (all values): 3049.3311
Remove loops
KK_normLs
73. KK_normLs (8768)
==============================================================================
Number of vertices (n): 8768
----------------------------------------------------------
Arcs Edges
----------------------------------------------------------
Number of lines with value=1 0 0
Number of lines with value#1 0 582555
----------------------------------------------------------
Total number of lines 0 582555
----------------------------------------------------------
Number of loops 0 0
Number of multiple lines 0 0
----------------------------------------------------------
Density1 [loops allowed] = 0.01515535
Density2 [no loops allowed] = 0.01515707
Average Degree = 132.88207117
Reduction
line values:
73. KK_normLs (8768)
==============================================================================
Lowest value of line: 0.00086806
Highest value of line: 213.23003737
Line Values Frequency Freq% CumFreq CumFreq%
---------------------------------------------------------------------------------------------------
( ... 0.0009] 388 0.0666 388 0.0666
( 0.0009 ... 7.3536] 582048 99.9130 582436 99.9796
( 7.3536 ... 14.7063] 90 0.0154 582526 99.9950
( 14.7063 ... 22.0591] 14 0.0024 582540 99.9974
( 22.0591 ... 29.4118] 6 0.0010 582546 99.9985
( 29.4118 ... 36.7645] 2 0.0003 582548 99.9988
( 36.7645 ... 44.1172] 3 0.0005 582551 99.9993
( 44.1172 ... 51.4700] 0 0.0000 582551 99.9993
( 51.4700 ... 58.8227] 0 0.0000 582551 99.9993
( 58.8227 ... 66.1754] 1 0.0002 582552 99.9995
( 66.1754 ... 73.5282] 1 0.0002 582553 99.9997
( 73.5282 ... 80.8809] 0 0.0000 582553 99.9997
( 80.8809 ... 88.2336] 0 0.0000 582553 99.9997
( 88.2336 ... 95.5864] 0 0.0000 582553 99.9997
( 95.5864 ... 102.9391] 0 0.0000 582553 99.9997
( 102.9391 ... 110.2918] 1 0.0002 582554 99.9998
( 110.2918 ... 117.6446] 0 0.0000 582554 99.9998
( 117.6446 ... 124.9973] 0 0.0000 582554 99.9998
( 124.9973 ... 132.3500] 0 0.0000 582554 99.9998
( 132.3500 ... 139.7027] 0 0.0000 582554 99.9998
( 139.7027 ... 147.0555] 0 0.0000 582554 99.9998
( 147.0555 ... 154.4082] 0 0.0000 582554 99.9998
( 154.4082 ... 161.7609] 0 0.0000 582554 99.9998
( 161.7609 ... 169.1137] 0 0.0000 582554 99.9998
( 169.1137 ... 176.4664] 0 0.0000 582554 99.9998
( 176.4664 ... 183.8191] 0 0.0000 582554 99.9998
( 183.8191 ... 191.1719] 0 0.0000 582554 99.9998
( 191.1719 ... 198.5246] 0 0.0000 582554 99.9998
( 198.5246 ... 205.8773] 0 0.0000 582554 99.9998
( 205.8773 ... 213.2300] 1 0.0002 582555 100.0000
---------------------------------------------------------------------------------------------------
Total 582555 100.0000
Line cut at 10 - 107 nodes, KK_normLs_LineCut (107 nodes).net
Islands [2,100] = 140
Cluster Freq Freq% CumFreq CumFreq% Representative
----------------------------------------------------------------
0 8369 95.4494 8369 95.4494 *EDUCATION
1 100 1.1405 8469 96.5899 2.0
2 7 0.0798 8476 96.6697 ACETYL
3 4 0.0456 8480 96.7153 CHAINE
4 3 0.0342 8483 96.7495 PLASTICITY
5 3 0.0342 8486 96.7838 LIKE
6 3 0.0342 8489 96.8180 CORTEX
7 3 0.0342 8492 96.8522 ELECTRON
8 3 0.0342 8495 96.8864 DEPTH
9 3 0.0342 8498 96.9206 DELTA
10 3 0.0342 8501 96.9548 FEED
11 3 0.0342 8504 96.9891 FORMER
12 3 0.0342 8507 97.0233 CHILE
13 3 0.0342 8510 97.0575 COMPONENT
14 3 0.0342 8513 97.0917 BURKINA
15 3 0.0342 8516 97.1259 AUTOMATA
16 3 0.0342 8519 97.1601 CONSENT
17 3 0.0342 8522 97.1943 EQUILIBRIA
Others are pairs
KK_normLs_Island.net
social - 7348
network - 5419
Removed them, the new network is
80. Removing vertices [7348,5419] from N73 (8766)
==============================================================================
Number of vertices (n): 8766
----------------------------------------------------------
Arcs Edges
----------------------------------------------------------
Number of lines with value=1 0 0
Number of lines with value#1 0 567855
----------------------------------------------------------
Total number of lines 0 567855
----------------------------------------------------------
Number of loops 0 0
Number of multiple lines 0 0
----------------------------------------------------------
Density1 [loops allowed] = 0.01477966
Density2 [no loops allowed] = 0.01478135
Average Degree = 129.55852156
KK_normLs_SNdel.net
Reduction: Line values:
80. KK_normLs_SNdel (8766)
==============================================================================
Lowest value of line: 0.00086806
Highest value of line: 11.04935169
Line Values Frequency Freq% CumFreq CumFreq%
---------------------------------------------------------------------------------------------------
( ... 0.0009] 386 0.0680 386 0.0680
( 0.0009 ... 0.5824] 564689 99.4425 565075 99.5104
( 0.5824 ... 1.1639] 1871 0.3295 566946 99.8399
( 1.1639 ... 1.7454] 497 0.0875 567443 99.9274
( 1.7454 ... 2.3269] 189 0.0333 567632 99.9607
( 2.3269 ... 2.9084] 87 0.0153 567719 99.9761
( 2.9084 ... 3.4899] 57 0.0100 567776 99.9861
( 3.4899 ... 4.0714] 35 0.0062 567811 99.9923
( 4.0714 ... 4.6529] 9 0.0016 567820 99.9938
( 4.6529 ... 5.2344] 9 0.0016 567829 99.9954
( 5.2344 ... 5.8159] 6 0.0011 567835 99.9965
( 5.8159 ... 6.3974] 5 0.0009 567840 99.9974
( 6.3974 ... 6.9789] 7 0.0012 567847 99.9986
( 6.9789 ... 7.5604] 2 0.0004 567849 99.9989
( 7.5604 ... 8.1419] 1 0.0002 567850 99.9991
( 8.1419 ... 8.7234] 2 0.0004 567852 99.9995
( 8.7234 ... 9.3049] 0 0.0000 567852 99.9995
( 9.3049 ... 9.8864] 1 0.0002 567853 99.9996
( 9.8864 ... 10.4679] 0 0.0000 567853 99.9996
( 10.4679 ... 11.0494] 2 0.0004 567855 100.0000
---------------------------------------------------------------------------------------------------
Total 567855 100.0000
Line cut at 3 = 94 nodes, KK_normLs_SNdel_LineCut.net
Islands [2,100] = 292 islands
Cluster Freq Freq% CumFreq CumFreq% Representative
----------------------------------------------------------------
0 8015 91.4328 8015 91.4328 *EDUCATION
1 100 1.1408 8115 92.5736 2.0
2 7 0.0799 8122 92.6534 ACETYL
3 5 0.0570 8127 92.7105 CETACEAN
4 5 0.0570 8132 92.7675 AGE
5 4 0.0456 8136 92.8131 DISEASE
6 4 0.0456 8140 92.8588 ACQUIRE
7 4 0.0456 8144 92.9044 AGRICULTURE
8 4 0.0456 8148 92.9500 KILLER
9 4 0.0456 8152 92.9957 CORTEX
10 4 0.0456 8156 93.0413 ANARCHY
11 4 0.0456 8160 93.0869 CHAINE
12 4 0.0456 8164 93.1326 DEGREE
Islands 13 - 54: 3 nodes
Islands 55 - 291: 2 nodes
KK_normLs_SNdel_Island.net
Other islands 2-54 (175 nodes)
KK_normLs_SNdel_Islands+.net
