In [1]:
from datamanager import read_coms_from_txt, read_edges_from_txt, DataManager
In [2]:
edges = read_edges_from_txt("data/raw/blogcatalog-edges.txt", one_origin=True)
In [3]:
coms = read_coms_from_txt("data/raw/blogcatalog-coms.txt", one_origin=True)
In [4]:
dm = DataManager(edges, coms)
In [5]:
dm.ground_truth
Out[5]:
{0: {20},
1: {7},
2: {5},
3: {23},
4: {4},
5: {7, 20},
6: {7},
7: {3},
8: {8},
9: {4},
10: {10},
11: {21},
12: {7},
13: {7, 38},
14: {7},
15: {4},
16: {23},
17: {7},
18: {23},
19: {20},
20: {7},
21: {23},
22: {7},
23: {18, 23, 29},
24: {2},
25: {7},
26: {10, 21},
27: {0, 1},
28: {7},
29: {18, 29},
30: {4, 8, 21},
31: {0},
32: {17},
33: {7},
34: {7},
35: {0, 5},
36: {0, 2, 7, 18},
37: {3},
38: {35},
39: {7},
40: {18, 23},
41: {4},
42: {4},
43: {7},
44: {1},
45: {6, 14, 15},
46: {18},
47: {1},
48: {18},
49: {22},
50: {18},
51: {7, 24},
52: {22},
53: {18, 23},
54: {7},
55: {5},
56: {7},
57: {7},
58: {31},
59: {28},
60: {5, 10},
61: {22},
62: {5, 12, 16},
63: {10},
64: {23},
65: {6, 7, 8, 10, 20},
66: {29},
67: {12, 16, 29},
68: {2},
69: {23},
70: {23},
71: {23},
72: {20},
73: {1},
74: {4, 17, 21},
75: {11, 26},
76: {1, 10},
77: {7, 15},
78: {12, 16},
79: {23},
80: {22},
81: {4, 5},
82: {4, 13, 31, 34},
83: {0, 2},
84: {15},
85: {2, 18, 23},
86: {5, 6},
87: {22},
88: {12, 16},
89: {9},
90: {9, 30},
91: {8},
92: {15},
93: {6},
94: {18, 23},
95: {5},
96: {20},
97: {5, 18, 23},
98: {7, 23},
99: {35},
100: {3, 4},
101: {23},
102: {3, 18, 35},
103: {9},
104: {4, 12, 16},
105: {3},
106: {30},
107: {7, 10},
108: {29},
109: {7},
110: {23},
111: {6, 21},
112: {4, 10},
113: {15},
114: {30},
115: {10},
116: {7, 33},
117: {7},
118: {2},
119: {7},
120: {2},
121: {22},
122: {1, 2},
123: {1, 10},
124: {23},
125: {1, 13, 14},
126: {6},
127: {8, 18},
128: {0, 5, 7, 10, 15},
129: {22},
130: {3, 21},
131: {18},
132: {26},
133: {20},
134: {7, 18},
135: {2},
136: {20},
137: {0},
138: {21},
139: {2},
140: {1, 13},
141: {8},
142: {3, 15},
143: {9},
144: {18},
145: {3},
146: {7, 22, 29},
147: {17, 23},
148: {3, 7},
149: {9},
150: {17},
151: {32, 33},
152: {7, 23},
153: {23},
154: {7},
155: {3},
156: {7},
157: {7},
158: {25},
159: {6},
160: {28},
161: {2},
162: {25},
163: {7, 10},
164: {5},
165: {1},
166: {2, 5},
167: {6, 21, 24, 29},
168: {0},
169: {13},
170: {19, 30},
171: {0, 18, 19},
172: {25},
173: {7, 9, 18, 22, 23},
174: {8},
175: {5, 6, 17},
176: {6, 21},
177: {4},
178: {10},
179: {25},
180: {6},
181: {7},
182: {7},
183: {7},
184: {12, 16},
185: {25, 30},
186: {3, 6, 17, 21},
187: {10, 31},
188: {4, 17},
189: {17, 25},
190: {7},
191: {12, 16, 18, 23, 24},
192: {21},
193: {12, 16},
194: {4, 10},
195: {2},
196: {25},
197: {22},
198: {4, 19},
199: {7, 23},
200: {21},
201: {7},
202: {30, 31},
203: {35},
204: {7, 20},
205: {26},
206: {18, 34},
207: {1, 4},
208: {25},
209: {7},
210: {33},
211: {15},
212: {1},
213: {7, 29},
214: {7},
215: {31},
216: {23},
217: {0, 29},
218: {4, 7, 9, 10, 13, 18},
219: {4},
220: {7, 23, 33},
221: {7},
222: {23},
223: {7},
224: {1, 5, 7},
225: {7},
226: {12, 16},
227: {7},
228: {9, 22},
229: {25},
230: {7, 23},
231: {4, 17, 21},
232: {7},
233: {29, 33},
234: {12, 16},
235: {7},
236: {12, 16},
237: {12, 16},
238: {29},
239: {2, 15, 29},
240: {26},
241: {7},
242: {6, 23},
243: {20},
244: {10},
245: {29},
246: {29},
247: {12, 16},
248: {8, 29},
249: {7},
250: {23},
251: {18},
252: {20},
253: {7},
254: {4},
255: {29},
256: {10},
257: {19},
258: {20},
259: {4, 35},
260: {20},
261: {6, 7, 10},
262: {5},
263: {7},
264: {17, 18},
265: {1, 9, 31},
266: {5, 23},
267: {7},
268: {2},
269: {18},
270: {7, 19},
271: {2},
272: {6},
273: {1, 7},
274: {7},
275: {0, 1},
276: {7},
277: {9},
278: {21},
279: {18, 21, 29},
280: {5},
281: {4},
282: {33},
283: {23},
284: {23, 29},
285: {15, 19},
286: {1, 23, 29},
287: {4},
288: {20, 22},
289: {19},
290: {5},
291: {19},
292: {6, 21, 29},
293: {23},
294: {15, 24, 33},
295: {1, 12, 16},
296: {18},
297: {4},
298: {23},
299: {6, 15, 24},
300: {5, 21, 23},
301: {1, 13, 25},
302: {12, 16},
303: {1},
304: {1, 18, 29},
305: {29},
306: {7},
307: {22},
308: {7},
309: {4, 12, 16},
310: {1},
311: {4},
312: {19},
313: {7},
314: {7, 18},
315: {0, 29},
316: {2},
317: {0, 1, 12, 16},
318: {4},
319: {33},
320: {7, 22},
321: {1, 18},
322: {19},
323: {5, 8, 31},
324: {29},
325: {7},
326: {19},
327: {7, 12, 16},
328: {1},
329: {5},
330: {4},
331: {4, 12, 16, 24},
332: {1},
333: {4, 12, 16},
334: {7, 29},
335: {7},
336: {1, 4, 10},
337: {23, 24},
338: {1},
339: {15},
340: {7},
341: {23},
342: {10, 15, 17},
343: {7, 25},
344: {0},
345: {1},
346: {23},
347: {12, 16},
348: {1, 7, 31},
349: {2, 5, 6, 12, 16},
350: {4},
351: {12, 16},
352: {23},
353: {29},
354: {18},
355: {4},
356: {5, 8},
357: {23},
358: {0, 18, 23, 29},
359: {29},
360: {7},
361: {1, 5, 9},
362: {25},
363: {4, 6, 31},
364: {7},
365: {29},
366: {10, 20},
367: {7},
368: {10},
369: {15},
370: {3},
371: {10},
372: {7},
373: {7, 10},
374: {1, 9},
375: {4},
376: {1},
377: {4, 25},
378: {25},
379: {5},
380: {25},
381: {10},
382: {5, 17},
383: {31},
384: {1},
385: {6},
386: {8},
387: {4, 7},
388: {8, 15, 17, 24},
389: {29},
390: {0},
391: {4, 12, 16},
392: {7},
393: {0, 5},
394: {23, 29},
395: {10},
396: {1},
397: {7},
398: {23, 29},
399: {7, 25},
400: {4},
401: {26},
402: {22},
403: {15},
404: {1, 9, 25},
405: {4},
406: {7},
407: {7},
408: {6, 7},
409: {12, 16, 33},
410: {2, 4},
411: {17},
412: {7, 23},
413: {18},
414: {5, 9},
415: {7, 12, 16},
416: {10},
417: {10, 12, 16},
418: {7},
419: {7},
420: {18, 23, 29},
421: {19},
422: {30, 31},
423: {1},
424: {15},
425: {6},
426: {1},
427: {23},
428: {0, 7, 18},
429: {10},
430: {12, 16},
431: {7},
432: {7},
433: {7, 34},
434: {18},
435: {18, 23},
436: {12, 16},
437: {8, 25},
438: {7, 10},
439: {7, 18},
440: {20},
441: {7},
442: {5, 7},
443: {19},
444: {2, 5},
445: {18},
446: {5, 6, 30, 33},
447: {8},
448: {7, 18, 28},
449: {31},
450: {23},
451: {2, 4},
452: {4},
453: {6},
454: {22},
455: {22},
456: {1},
457: {7, 18},
458: {31},
459: {2},
460: {18, 23},
461: {3, 4},
462: {1, 7},
463: {6, 7},
464: {25, 28},
465: {17},
466: {15},
467: {12, 16},
468: {8},
469: {4},
470: {12, 16, 23},
471: {4},
472: {1, 10, 17},
473: {10},
474: {17},
475: {12, 15, 16, 21},
476: {23},
477: {5},
478: {1, 6},
479: {23},
480: {25},
481: {2, 10, 34},
482: {4, 12, 16},
483: {15, 21, 23},
484: {15},
485: {4, 23},
486: {5, 20},
487: {3, 5, 21},
488: {7, 10},
489: {6},
490: {1, 19, 31},
491: {18, 23},
492: {19},
493: {15},
494: {7},
495: {2},
496: {4},
497: {1, 5},
498: {7},
499: {15},
500: {7},
501: {1},
502: {7, 23, 29},
503: {11},
504: {2, 4, 5, 10},
505: {0, 23},
506: {1, 4, 8, 15, 19, 31},
507: {7, 9, 22},
508: {4},
509: {18, 23, 29},
510: {19},
511: {19},
512: {22},
513: {4},
514: {17, 19},
515: {7, 29},
516: {7},
517: {4},
518: {7, 21},
519: {7},
520: {17},
521: {12, 16},
522: {15, 29},
523: {7},
524: {10},
525: {7, 10},
526: {1, 21},
527: {7, 19},
528: {1},
529: {12, 16},
530: {7},
531: {1},
532: {22},
533: {26},
534: {18, 21},
535: {8, 10},
536: {25},
537: {6},
538: {1, 9},
539: {7, 18},
540: {23, 29},
541: {15, 22, 23},
542: {1},
543: {4, 7, 18},
544: {7, 34},
545: {6, 10},
546: {7},
547: {7},
548: {2},
549: {1, 12, 16},
550: {25},
551: {8},
552: {5},
553: {17},
554: {7},
555: {7, 18},
556: {25},
557: {5},
558: {21},
559: {1, 35},
560: {7, 23, 29},
561: {5},
562: {19},
563: {9},
564: {35},
565: {0, 3},
566: {6},
567: {12, 16},
568: {7},
569: {26},
570: {9},
571: {6},
572: {6},
573: {7, 23},
574: {18},
575: {2, 9, 26},
576: {6},
577: {7},
578: {26},
579: {12, 16},
580: {17},
581: {25},
582: {7},
583: {6, 19},
584: {4, 18, 19},
585: {1},
586: {3, 4, 12, 16},
587: {7},
588: {3, 9, 19, 30, 31},
589: {25},
590: {9},
591: {0, 8},
592: {14},
593: {1},
594: {0, 7, 28},
595: {7, 24},
596: {10},
597: {4, 7, 25, 31},
598: {21},
599: {6},
600: {1},
601: {7},
602: {10},
603: {14, 15, 18},
604: {5},
605: {12, 16},
606: {1, 7, 17, 27, 31},
607: {21},
608: {29},
609: {7},
610: {5},
611: {4, 12, 16},
612: {26},
613: {25},
614: {1},
615: {1},
616: {6, 18, 21},
617: {4, 12, 15, 16, 29},
618: {3},
619: {7},
620: {0, 1, 8, 12, 16, 19, 22, 25},
621: {7},
622: {4},
623: {1, 19, 29},
624: {9},
625: {5, 21},
626: {10, 13},
627: {0},
628: {21},
629: {30},
630: {7},
631: {9},
632: {4},
633: {12, 16},
634: {29},
635: {29},
636: {6},
637: {1},
638: {23},
639: {23, 29},
640: {7, 17},
641: {2},
642: {30},
643: {4},
644: {15, 31},
645: {3, 31},
646: {7, 13, 18},
647: {1},
648: {15, 19, 26, 31},
649: {29},
650: {4},
651: {28},
652: {23},
653: {3, 8, 17, 32},
654: {5},
655: {12, 16},
656: {1},
657: {7},
658: {31},
659: {2},
660: {23},
661: {6},
662: {23},
663: {26},
664: {9},
665: {29},
666: {12, 16},
667: {18, 23},
668: {1, 5, 25},
669: {23},
670: {1, 12, 16},
671: {23},
672: {7},
673: {7},
674: {15},
675: {5, 15, 23},
676: {1},
677: {18, 23},
678: {2, 34},
679: {22},
680: {1, 17},
681: {3, 9},
682: {8},
683: {7},
684: {7},
685: {10},
686: {4, 14, 19, 25},
687: {4},
688: {10},
689: {12, 13, 16},
690: {7, 38},
691: {21},
692: {9, 10},
693: {12, 16},
694: {6},
695: {10},
696: {1, 7},
697: {4, 7},
698: {23},
699: {7},
700: {1, 31},
701: {7, 15},
702: {7},
703: {18, 23},
704: {21},
705: {23},
706: {5},
707: {3, 5, 21},
708: {29},
709: {4},
710: {2},
711: {30, 31},
712: {12, 16, 17, 32},
713: {25},
714: {2},
715: {10},
716: {2},
717: {7, 34},
718: {5, 9, 11, 23},
719: {23},
720: {7},
721: {25},
722: {8},
723: {1},
724: {7, 20},
725: {17},
726: {29},
727: {0, 29},
728: {1, 19},
729: {7},
730: {7},
731: {4},
732: {31},
733: {12, 16},
734: {15, 17, 20, 23},
735: {4, 12, 16, 23},
736: {4, 23},
737: {23},
738: {5, 6, 9, 10, 11, 13, 21, 31},
739: {7},
740: {6},
741: {0, 5, 9, 17},
742: {12, 16},
743: {2, 22},
744: {18, 23},
745: {7},
746: {6},
747: {19},
748: {0},
749: {6},
750: {2},
751: {12, 16},
752: {9},
753: {18, 23},
754: {4, 7},
755: {6, 7},
756: {25},
757: {7},
758: {2},
759: {5},
760: {7},
761: {4},
762: {1},
763: {13},
764: {10},
765: {3, 7},
766: {8, 23},
767: {18, 23},
768: {9},
769: {17},
770: {22},
771: {3},
772: {1, 31},
773: {7},
774: {1},
775: {25},
776: {18},
777: {23},
778: {1, 7, 9, 33},
779: {7, 18, 23},
780: {6, 18, 23},
781: {22},
782: {15},
783: {10},
784: {23, 29},
785: {2, 25, 33},
786: {5},
787: {19},
788: {29},
789: {23},
790: {8},
791: {5, 12, 16},
792: {12, 16},
793: {2, 8},
794: {23},
795: {4, 9},
796: {0, 21},
797: {1, 10},
798: {1},
799: {7},
800: {17},
801: {1, 8},
802: {0, 4, 10, 19},
803: {22, 23},
804: {2, 10, 33},
805: {6, 7, 10, 12, 16, 21},
806: {7},
807: {5},
808: {13},
809: {6, 21},
810: {1, 5, 26, 31},
811: {17, 24},
812: {20},
813: {1},
814: {5, 9},
815: {22},
816: {23, 27},
817: {18, 21, 29},
818: {21},
819: {7},
820: {8},
821: {6},
822: {2, 20},
823: {6},
824: {7, 15},
825: {7},
826: {1, 5},
827: {4},
828: {7},
829: {9},
830: {0, 29},
831: {6, 12, 16},
832: {5},
833: {14},
834: {2},
835: {21},
836: {3},
837: {17, 25},
838: {6},
839: {11},
840: {1},
841: {3, 8},
842: {25},
843: {23},
844: {15},
845: {25},
846: {18, 23},
847: {12, 16, 21},
848: {1},
849: {7},
850: {27},
851: {8},
852: {17},
853: {20},
854: {7},
855: {1},
856: {21},
857: {25},
858: {5},
859: {23},
860: {33},
861: {4},
862: {4, 17, 21},
863: {31},
864: {34},
865: {5, 26},
866: {10, 18, 23},
867: {1, 2, 6, 11, 12, 13, 16, 19, 23, 27, 31},
868: {7},
869: {4},
870: {7},
871: {29},
872: {19, 34},
873: {6},
874: {9},
875: {10},
876: {25, 31},
877: {8},
878: {4, 7, 9},
879: {8, 17},
880: {31},
881: {23},
882: {17},
883: {7},
884: {10},
885: {1},
886: {4, 18, 21},
887: {20},
888: {31},
889: {1},
890: {2},
891: {28},
892: {19},
893: {4, 9},
894: {4, 12, 16},
895: {0, 6},
896: {34},
897: {31},
898: {7},
899: {10},
900: {0, 10, 18, 23},
901: {7},
902: {1},
903: {0, 2, 17},
904: {31},
905: {1, 30},
906: {8},
907: {7, 9, 31},
908: {6},
909: {10},
910: {18},
911: {0, 29},
912: {4, 25},
913: {32},
914: {9},
915: {9},
916: {6, 10, 12, 14, 16, 32},
917: {2, 25, 29},
918: {4, 18, 23},
919: {7, 27},
920: {1},
921: {7, 9, 10, 18, 25},
922: {17},
923: {2},
924: {1, 10},
925: {1},
926: {1, 9},
927: {19},
928: {5, 10, 12, 13, 16, 17, 25, 27},
929: {7},
930: {4},
931: {5},
932: {25},
933: {7},
934: {6, 7},
935: {5},
936: {9, 31},
937: {19},
938: {4},
939: {1},
940: {11},
941: {18, 23},
942: {2},
943: {5, 6, 13, 22, 33},
944: {22},
945: {29, 33},
946: {7},
947: {4},
948: {25},
949: {18, 23},
950: {23},
951: {3},
952: {13},
953: {23},
954: {13},
955: {4},
956: {2, 5},
957: {20},
958: {3},
959: {7},
960: {1, 31},
961: {25},
962: {23},
963: {7, 9, 18},
964: {1},
965: {25},
966: {4, 13},
967: {23},
968: {2, 4, 7, 12, 16},
969: {1},
970: {2},
971: {1},
972: {29},
973: {7, 22},
974: {4},
975: {14},
976: {7},
977: {4, 18},
978: {1},
979: {7, 9},
980: {7},
981: {23},
982: {1, 9},
983: {5},
984: {7},
985: {4, 7, 18},
986: {2, 32},
987: {12, 16, 19, 31},
988: {5, 18, 25},
989: {1},
990: {4, 5, 6, 23},
991: {7, 10},
992: {3},
993: {23},
994: {7},
995: {9},
996: {7, 13, 18, 24},
997: {2, 6, 12, 13, 16, 33},
998: {10, 12, 16},
999: {25},
...}
In [17]:
dm.export_edges("data/raw/blogcatalog_edges.txt")
In [18]:
dm.export_ground_truth("data/raw/blogcatalog_coms.txt")
In [19]:
from util import txt_edgelist_to_pickle
In [20]:
txt_edgelist_to_pickle("data/raw/blogcatalog_edges.txt", "data/blogcatalog.pkl")
Created graph with 10312 nodes
Pickling to file: data/blogcatalog.pkl
In [21]:
from graph import graph_from_pickle
In [22]:
graph = graph_from_pickle("data/blogcatalog.pkl")
In [13]:
graph
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...}
In [23]:
import cPickle as pkl
In [24]:
pkl.dump(graph, open("data/blogcatalog.graph", "wb"))
In [ ]:
Content source: gear/motifwalk
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