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chintu67/karma_fraud_detector

sourceHugging Faceupdated 1y agoView on Hugging Face
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optimal_test.json22048 linesDownload Raw Back to data
1[
2  {
3    "user_id": "suspicious_0010",
4    "account_age_days": 959,
5    "karma_log": [
6      {
7        "activity_id": "act_s_suspicious_0010_p0",
8        "type": "post_created",
9        "content": "Interesting!",
10        "timestamp": "2025-06-20T21:08:07.598744Z"
11      },
12      {
13        "activity_id": "act_s_suspicious_0010_c0",
14        "type": "comment",
15        "content": "Viral vibes!",
16        "timestamp": "2025-06-20T15:10:00.241778Z"
17      },
18      {
19        "activity_id": "act_s_suspicious_0010_c1",
20        "type": "comment",
21        "content": "Clear and concise.",
22        "timestamp": "2025-06-19T11:34:28.742754Z"
23      },
24      {
25        "activity_id": "act_s_suspicious_0010_c2",
26        "type": "comment",
27        "content": "Clear and concise.",
28        "timestamp": "2025-06-19T09:40:27.172561Z"
29      },
30      {
31        "activity_id": "act_s_suspicious_0010_u0",
32        "type": "upvote_received",
33        "from_user": "usr_2567",
34        "from_user_age_days": 45,
35        "timestamp": "2025-06-17T11:56:58.011530Z"
36      },
37      {
38        "activity_id": "act_s_suspicious_0010_us0",
39        "type": "upvote_sent",
40        "to_user": "usr_6929",
41        "to_user_age_days": 99,
42        "timestamp": "2025-06-17T11:56:58.011530Z"
43      },
44      {
45        "activity_id": "act_s_suspicious_0010_u1",
46        "type": "upvote_received",
47        "from_user": "usr_4409",
48        "from_user_age_days": 89,
49        "timestamp": "2025-06-16T19:32:44.730901Z"
50      },
51      {
52        "activity_id": "act_s_suspicious_0010_us1",
53        "type": "upvote_sent",
54        "to_user": "usr_5528",
55        "to_user_age_days": 8,
56        "timestamp": "2025-06-16T19:32:44.730901Z"
57      },
58      {
59        "activity_id": "act_s_suspicious_0010_u2",
60        "type": "upvote_received",
61        "from_user": "usr_8772",
62        "from_user_age_days": 44,
63        "timestamp": "2025-06-16T03:49:27.967027Z"
64      },
65      {
66        "activity_id": "act_s_suspicious_0010_us2",
67        "type": "upvote_sent",
68        "to_user": "usr_9151",
69        "to_user_age_days": 24,
70        "timestamp": "2025-06-16T03:49:27.967027Z"
71      }
72    ],
73    "label": "suspicious"
74  },
75  {
76    "user_id": "normal_0008",
77    "account_age_days": 740,
78    "karma_log": [
79      {
80        "activity_id": "act_n_normal_0008_p0",
81        "type": "post_created",
82        "content": "Exploring the latest tech trends in AI.",
83        "timestamp": "2025-06-19T15:23:44.028271Z"
84      },
85      {
86        "activity_id": "act_n_normal_0008_c0",
87        "type": "comment",
88        "content": "Thanks for the update.",
89        "timestamp": "2025-06-18T15:38:59.132108Z"
90      },
91      {
92        "activity_id": "act_n_normal_0008_c1",
93        "type": "comment",
94        "content": "Well explained.",
95        "timestamp": "2025-06-16T07:18:59.216141Z"
96      },
97      {
98        "activity_id": "act_n_normal_0008_u0",
99        "type": "upvote_received",
100        "from_user": "usr_6425",
101        "from_user_age_days": 304,
102        "timestamp": "2025-06-15T20:22:47.216226Z"
103      },
104      {
105        "activity_id": "act_n_normal_0008_us0",
106        "type": "upvote_sent",
107        "to_user": "usr_1452",
108        "to_user_age_days": 128,
109        "timestamp": "2025-06-15T20:22:47.216226Z"
110      },
111      {
112        "activity_id": "act_n_normal_0008_u1",
113        "type": "upvote_received",
114        "from_user": "usr_5279",
115        "from_user_age_days": 479,
116        "timestamp": "2025-06-10T23:42:17.868201Z"
117      },
118      {
119        "activity_id": "act_n_normal_0008_us1",
120        "type": "upvote_sent",
121        "to_user": "usr_3925",
122        "to_user_age_days": 604,
123        "timestamp": "2025-06-10T23:42:17.868201Z"
124      },
125      {
126        "activity_id": "act_n_normal_0008_u2",
127        "type": "upvote_received",
128        "from_user": "usr_1626",
129        "from_user_age_days": 165,
130        "timestamp": "2025-06-10T18:07:36.123005Z"
131      },
132      {
133        "activity_id": "act_n_normal_0008_us2",
134        "type": "upvote_sent",
135        "to_user": "usr_2776",
136        "to_user_age_days": 620,
137        "timestamp": "2025-06-10T18:07:36.123005Z"
138      },
139      {
140        "activity_id": "act_n_normal_0008_u3",
141        "type": "upvote_received",
142        "from_user": "usr_6663",
143        "from_user_age_days": 252,
144        "timestamp": "2025-05-28T18:04:05.391784Z"
145      },
146      {
147        "activity_id": "act_n_normal_0008_us3",
148        "type": "upvote_sent",
149        "to_user": "usr_6139",
150        "to_user_age_days": 456,
151        "timestamp": "2025-05-28T18:04:05.391784Z"
152      },
153      {
154        "activity_id": "act_n_normal_0008_u4",
155        "type": "upvote_received",
156        "from_user": "usr_9379",
157        "from_user_age_days": 340,
158        "timestamp": "2025-05-24T07:32:43.196982Z"
159      },
160      {
161        "activity_id": "act_n_normal_0008_us4",
162        "type": "upvote_sent",
163        "to_user": "usr_2894",
164        "to_user_age_days": 404,
165        "timestamp": "2025-05-24T07:32:43.196982Z"
166      },
167      {
168        "activity_id": "act_n_normal_0008_u5",
169        "type": "upvote_received",
170        "from_user": "usr_4114",
171        "from_user_age_days": 490,
172        "timestamp": "2025-05-23T15:35:40.174003Z"
173      },
174      {
175        "activity_id": "act_n_normal_0008_us5",
176        "type": "upvote_sent",
177        "to_user": "usr_5173",
178        "to_user_age_days": 55,
179        "timestamp": "2025-05-23T15:35:40.174003Z"
180      }
181    ],
182    "label": "normal"
183  },
184  {
185    "user_id": "fraudulent_0028",
186    "account_age_days": 4,
187    "karma_log": [
188      {
189        "activity_id": "act_f_fraudulent_0028_p0",
190        "type": "post_created",
191        "content": "No cap, up!",
192        "timestamp": "2025-06-20T22:39:02.287026Z"
193      },
194      {
195        "activity_id": "act_f_fraudulent_0028_c0",
196        "type": "comment",
197        "content": "Boost this post",
198        "timestamp": "2025-06-20T12:44:54.965856Z"
199      },
200      {
201        "activity_id": "act_f_fraudulent_0028_c1",
202        "type": "comment",
203        "content": "Karma plz!",
204        "timestamp": "2025-06-20T09:39:58.205717Z"
205      },
206      {
207        "activity_id": "act_f_fraudulent_0028_c2",
208        "type": "comment",
209        "content": "Karma needed ASAP!",
210        "timestamp": "2025-06-20T02:44:56.406162Z"
211      },
212      {
213        "activity_id": "act_f_fraudulent_0028_u0",
214        "type": "upvote_received",
215        "from_user": "usr_2730",
216        "from_user_age_days": 6,
217        "timestamp": "2025-06-20T01:34:56.678552Z"
218      },
219      {
220        "activity_id": "act_f_fraudulent_0028_us0",
221        "type": "upvote_sent",
222        "to_user": "usr_2730",
223        "to_user_age_days": 6,
224        "timestamp": "2025-06-20T01:01:56.678552Z"
225      },
226      {
227        "activity_id": "act_f_fraudulent_0028_u1",
228        "type": "upvote_received",
229        "from_user": "usr_7425",
230        "from_user_age_days": 4,
231        "timestamp": "2025-06-19T17:18:02.866146Z"
232      },
233      {
234        "activity_id": "act_f_fraudulent_0028_us1",
235        "type": "upvote_sent",
236        "to_user": "usr_7425",
237        "to_user_age_days": 4,
238        "timestamp": "2025-06-19T18:13:02.866146Z"
239      },
240      {
241        "activity_id": "act_f_fraudulent_0028_u2",
242        "type": "upvote_received",
243        "from_user": "usr_8600",
244        "from_user_age_days": 5,
245        "timestamp": "2025-06-19T17:35:26.061228Z"
246      },
247      {
248        "activity_id": "act_f_fraudulent_0028_us2",
249        "type": "upvote_sent",
250        "to_user": "usr_8600",
251        "to_user_age_days": 5,
252        "timestamp": "2025-06-19T16:42:26.061228Z"
253      },
254      {
255        "activity_id": "act_f_fraudulent_0028_u3",
256        "type": "upvote_received",
257        "from_user": "usr_3571",
258        "from_user_age_days": 3,
259        "timestamp": "2025-06-19T14:30:25.787472Z"
260      },
261      {
262        "activity_id": "act_f_fraudulent_0028_us3",
263        "type": "upvote_sent",
264        "to_user": "usr_3571",
265        "to_user_age_days": 3,
266        "timestamp": "2025-06-19T14:56:25.787472Z"
267      },
268      {
269        "activity_id": "act_f_fraudulent_0028_u4",
270        "type": "upvote_received",
271        "from_user": "usr_9727",
272        "from_user_age_days": 6,
273        "timestamp": "2025-06-18T19:24:34.307075Z"
274      },
275      {
276        "activity_id": "act_f_fraudulent_0028_us4",
277        "type": "upvote_sent",
278        "to_user": "usr_9727",
279        "to_user_age_days": 6,
280        "timestamp": "2025-06-18T20:13:34.307075Z"
281      },
282      {
283        "activity_id": "act_f_fraudulent_0028_u5",
284        "type": "upvote_received",
285        "from_user": "usr_3822",
286        "from_user_age_days": 2,
287        "timestamp": "2025-06-18T11:55:37.381639Z"
288      },
289      {
290        "activity_id": "act_f_fraudulent_0028_us5",
291        "type": "upvote_sent",
292        "to_user": "usr_3822",
293        "to_user_age_days": 2,
294        "timestamp": "2025-06-18T11:30:37.381639Z"
295      },
296      {
297        "activity_id": "act_f_fraudulent_0028_u6",
298        "type": "upvote_received",
299        "from_user": "usr_7850",
300        "from_user_age_days": 7,
301        "timestamp": "2025-06-18T08:04:19.248808Z"
302      },
303      {
304        "activity_id": "act_f_fraudulent_0028_us6",
305        "type": "upvote_sent",
306        "to_user": "usr_7850",
307        "to_user_age_days": 7,
308        "timestamp": "2025-06-18T08:31:19.248808Z"
309      }
310    ],
311    "label": "fraudulent"
312  },
313  {
314    "user_id": "fraudulent_0039",
315    "account_age_days": 471,
316    "karma_log": [
317      {
318        "activity_id": "act_f_fraudulent_0039_p0",
319        "type": "post_created",
320        "content": "Help me reach 1000 karma today!",
321        "timestamp": "2025-06-20T21:39:23.225034Z"
322      },
323      {
324        "activity_id": "act_f_fraudulent_0039_p1",
325        "type": "post_created",
326        "content": "Karma exchange, DM me now!",
327        "timestamp": "2025-06-20T09:46:12.633374Z"
328      },
329      {
330        "activity_id": "act_f_fraudulent_0039_c0",
331        "type": "comment",
332        "content": "Thanks!",
333        "timestamp": "2025-06-20T04:12:56.717460Z"
334      },
335      {
336        "activity_id": "act_f_fraudulent_0039_c1",
337        "type": "comment",
338        "content": "Boost this post",
339        "timestamp": "2025-06-20T00:06:21.032678Z"
340      },
341      {
342        "activity_id": "act_f_fraudulent_0039_c2",
343        "type": "comment",
344        "content": "Karma trade?",
345        "timestamp": "2025-06-19T23:31:03.401116Z"
346      },
347      {
348        "activity_id": "act_f_fraudulent_0039_u0",
349        "type": "upvote_received",
350        "from_user": "usr_8548",
351        "from_user_age_days": 10,
352        "timestamp": "2025-06-19T21:29:18.442095Z"
353      },
354      {
355        "activity_id": "act_f_fraudulent_0039_us0",
356        "type": "upvote_sent",
357        "to_user": "usr_8548",
358        "to_user_age_days": 10,
359        "timestamp": "2025-06-19T20:33:18.442095Z"
360      },
361      {
362        "activity_id": "act_f_fraudulent_0039_u1",
363        "type": "upvote_received",
364        "from_user": "usr_7532",
365        "from_user_age_days": 7,
366        "timestamp": "2025-06-19T18:11:15.145249Z"
367      },
368      {
369        "activity_id": "act_f_fraudulent_0039_us1",
370        "type": "upvote_sent",
371        "to_user": "usr_7532",
372        "to_user_age_days": 7,
373        "timestamp": "2025-06-19T17:28:15.145249Z"
374      },
375      {
376        "activity_id": "act_f_fraudulent_0039_u2",
377        "type": "upvote_received",
378        "from_user": "usr_4539",
379        "from_user_age_days": 10,
380        "timestamp": "2025-06-19T07:28:28.587796Z"
381      },
382      {
383        "activity_id": "act_f_fraudulent_0039_us2",
384        "type": "upvote_sent",
385        "to_user": "usr_4539",
386        "to_user_age_days": 10,
387        "timestamp": "2025-06-19T07:40:28.587796Z"
388      },
389      {
390        "activity_id": "act_f_fraudulent_0039_u3",
391        "type": "upvote_received",
392        "from_user": "usr_6389",
393        "from_user_age_days": 2,
394        "timestamp": "2025-06-19T03:50:09.023614Z"
395      },
396      {
397        "activity_id": "act_f_fraudulent_0039_us3",
398        "type": "upvote_sent",
399        "to_user": "usr_6389",
400        "to_user_age_days": 2,
401        "timestamp": "2025-06-19T03:31:09.023614Z"
402      },
403      {
404        "activity_id": "act_f_fraudulent_0039_u4",
405        "type": "upvote_received",
406        "from_user": "usr_1464",
407        "from_user_age_days": 8,
408        "timestamp": "2025-06-19T02:02:32.746598Z"
409      },
410      {
411        "activity_id": "act_f_fraudulent_0039_us4",
412        "type": "upvote_sent",
413        "to_user": "usr_1464",
414        "to_user_age_days": 8,
415        "timestamp": "2025-06-19T01:07:32.746598Z"
416      },
417      {
418        "activity_id": "act_f_fraudulent_0039_u5",
419        "type": "upvote_received",
420        "from_user": "usr_6875",
421        "from_user_age_days": 6,
422        "timestamp": "2025-06-18T06:41:27.637712Z"
423      },
424      {
425        "activity_id": "act_f_fraudulent_0039_us5",
426        "type": "upvote_sent",
427        "to_user": "usr_6875",
428        "to_user_age_days": 6,
429        "timestamp": "2025-06-18T06:18:27.637712Z"
430      }
431    ],
432    "label": "fraudulent"
433  },
434  {
435    "user_id": "suspicious_0047",
436    "account_age_days": 14,
437    "karma_log": [
438      {
439        "activity_id": "act_s_suspicious_0047_p0",
440        "type": "post_created",
441        "content": "Boost your karma instantly with this method.",
442        "timestamp": "2025-06-20T10:27:31.874567Z"
443      },
444      {
445        "activity_id": "act_s_suspicious_0047_c0",
446        "type": "comment",
447        "content": "Peak\ud83d\udcaf",
448        "timestamp": "2025-06-18T14:29:51.700108Z"
449      },
450      {
451        "activity_id": "act_s_suspicious_0047_c1",
452        "type": "comment",
453        "content": "Epic, more psl!\ud83d\udd25",
454        "timestamp": "2025-06-16T07:13:48.367147Z"
455      },
456      {
457        "activity_id": "act_s_suspicious_0047_c2",
458        "type": "comment",
459        "content": "Viral vibes!",
460        "timestamp": "2025-06-15T20:45:52.741811Z"
461      },
462      {
463        "activity_id": "act_s_suspicious_0047_c3",
464        "type": "comment",
465        "content": "Fire post!",
466        "timestamp": "2025-06-15T14:16:36.435909Z"
467      },
468      {
469        "activity_id": "act_s_suspicious_0047_c4",
470        "type": "comment",
471        "content": "Straight fire!",
472        "timestamp": "2025-06-14T01:52:49.168753Z"
473      },
474      {
475        "activity_id": "act_s_suspicious_0047_c5",
476        "type": "comment",
477        "content": "Truth, vote!",
478        "timestamp": "2025-06-13T18:10:07.455749Z"
479      },
480      {
481        "activity_id": "act_s_suspicious_0047_u0",
482        "type": "upvote_received",
483        "from_user": "usr_7260",
484        "from_user_age_days": 89,
485        "timestamp": "2025-06-12T00:39:44.796584Z"
486      },
487      {
488        "activity_id": "act_s_suspicious_0047_us0",
489        "type": "upvote_sent",
490        "to_user": "usr_5509",
491        "to_user_age_days": 82,
492        "timestamp": "2025-06-12T00:39:44.796584Z"
493      },
494      {
495        "activity_id": "act_s_suspicious_0047_u1",
496        "type": "upvote_received",
497        "from_user": "usr_2910",
498        "from_user_age_days": 5,
499        "timestamp": "2025-06-11T11:26:01.695399Z"
500      },
501      {
502        "activity_id": "act_s_suspicious_0047_us1",
503        "type": "upvote_sent",
504        "to_user": "usr_2353",
505        "to_user_age_days": 17,
506        "timestamp": "2025-06-11T11:26:01.695399Z"
507      },
508      {
509        "activity_id": "act_s_suspicious_0047_u2",
510        "type": "upvote_received",
511        "from_user": "usr_8856",
512        "from_user_age_days": 5,
513        "timestamp": "2025-06-10T09:00:12.355922Z"
514      },
515      {
516        "activity_id": "act_s_suspicious_0047_us2",
517        "type": "upvote_sent",
518        "to_user": "usr_5484",
519        "to_user_age_days": 90,
520        "timestamp": "2025-06-10T09:00:12.355922Z"
521      },
522      {
523        "activity_id": "act_s_suspicious_0047_u3",
524        "type": "upvote_received",
525        "from_user": "usr_8105",
526        "from_user_age_days": 2,
527        "timestamp": "2025-06-10T06:35:36.757628Z"
528      },
529      {
530        "activity_id": "act_s_suspicious_0047_us3",
531        "type": "upvote_sent",
532        "to_user": "usr_5888",
533        "to_user_age_days": 75,
534        "timestamp": "2025-06-10T06:35:36.757628Z"
535      },
536      {
537        "activity_id": "act_s_suspicious_0047_u4",
538        "type": "upvote_received",
539        "from_user": "usr_9806",
540        "from_user_age_days": 3,
541        "timestamp": "2025-06-09T07:07:35.522861Z"
542      },
543      {
544        "activity_id": "act_s_suspicious_0047_us4",
545        "type": "upvote_sent",
546        "to_user": "usr_4029",
547        "to_user_age_days": 53,
548        "timestamp": "2025-06-09T07:07:35.522861Z"
549      },
550      {
551        "activity_id": "act_s_suspicious_0047_u5",
552        "type": "upvote_received",
553        "from_user": "usr_9788",
554        "from_user_age_days": 2,
555        "timestamp": "2025-06-08T16:42:04.272541Z"
556      },
557      {
558        "activity_id": "act_s_suspicious_0047_us5",
559        "type": "upvote_sent",
560        "to_user": "usr_9684",
561        "to_user_age_days": 64,
562        "timestamp": "2025-06-08T16:42:04.272541Z"
563      }
564    ],
565    "label": "suspicious"
566  },
567  {
568    "user_id": "fraudulent_0004",
569    "account_age_days": 363,
570    "karma_log": [
571      {
572        "activity_id": "act_f_fraudulent_0004_p0",
573        "type": "post_created",
574        "content": "Truth, vote!",
575        "timestamp": "2025-06-20T21:37:03.182593Z"
576      },
577      {
578        "activity_id": "act_f_fraudulent_0004_p1",
579        "type": "post_created",
580        "content": "upvote train, hop on!",
581        "timestamp": "2025-06-20T20:48:33.975802Z"
582      },
583      {
584        "activity_id": "act_f_fraudulent_0004_c0",
585        "type": "comment",
586        "content": "Vote this up!\ud83d\udd25",
587        "timestamp": "2025-06-20T20:07:45.101496Z"
588      },
589      {
590        "activity_id": "act_f_fraudulent_0004_c1",
591        "type": "comment",
592        "content": "Need votes now!",
593        "timestamp": "2025-06-20T10:07:45.676675Z"
594      },
595      {
596        "activity_id": "act_f_fraudulent_0004_c2",
597        "type": "comment",
598        "content": "Karma plz!\ud83d\udc40",
599        "timestamp": "2025-06-20T08:44:03.251459Z"
600      },
601      {
602        "activity_id": "act_f_fraudulent_0004_c3",
603        "type": "comment",
604        "content": "Need karma fast",
605        "timestamp": "2025-06-20T03:27:38.261342Z"
606      },
607      {
608        "activity_id": "act_f_fraudulent_0004_u0",
609        "type": "upvote_received",
610        "from_user": "usr_4700",
611        "from_user_age_days": 2,
612        "timestamp": "2025-06-19T19:25:19.999386Z"
613      },
614      {
615        "activity_id": "act_f_fraudulent_0004_us0",
616        "type": "upvote_sent",
617        "to_user": "usr_4700",
618        "to_user_age_days": 2,
619        "timestamp": "2025-06-19T19:08:19.999386Z"
620      },
621      {
622        "activity_id": "act_f_fraudulent_0004_u1",
623        "type": "upvote_received",
624        "from_user": "usr_2356",
625        "from_user_age_days": 6,
626        "timestamp": "2025-06-19T14:58:41.684902Z"
627      },
628      {
629        "activity_id": "act_f_fraudulent_0004_us1",
630        "type": "upvote_sent",
631        "to_user": "usr_2356",
632        "to_user_age_days": 6,
633        "timestamp": "2025-06-19T14:22:41.684902Z"
634      },
635      {
636        "activity_id": "act_f_fraudulent_0004_u2",
637        "type": "upvote_received",
638        "from_user": "usr_4971",
639        "from_user_age_days": 4,
640        "timestamp": "2025-06-19T04:33:47.465658Z"
641      },
642      {
643        "activity_id": "act_f_fraudulent_0004_us2",
644        "type": "upvote_sent",
645        "to_user": "usr_4971",
646        "to_user_age_days": 4,
647        "timestamp": "2025-06-19T05:18:47.465658Z"
648      },
649      {
650        "activity_id": "act_f_fraudulent_0004_u3",
651        "type": "upvote_received",
652        "from_user": "usr_9103",
653        "from_user_age_days": 1,
654        "timestamp": "2025-06-19T02:04:19.358507Z"
655      },
656      {
657        "activity_id": "act_f_fraudulent_0004_us3",
658        "type": "upvote_sent",
659        "to_user": "usr_9103",
660        "to_user_age_days": 1,
661        "timestamp": "2025-06-19T02:18:19.358507Z"
662      },
663      {
664        "activity_id": "act_f_fraudulent_0004_u4",
665        "type": "upvote_received",
666        "from_user": "usr_4541",
667        "from_user_age_days": 8,
668        "timestamp": "2025-06-18T10:25:44.050443Z"
669      },
670      {
671        "activity_id": "act_f_fraudulent_0004_us4",
672        "type": "upvote_sent",
673        "to_user": "usr_4541",
674        "to_user_age_days": 8,
675        "timestamp": "2025-06-18T11:18:44.050443Z"
676      }
677    ],
678    "label": "fraudulent"
679  },
680  {
681    "user_id": "fraudulent_0003",
682    "account_age_days": 360,
683    "karma_log": [
684      {
685        "activity_id": "act_f_fraudulent_0003_p0",
686        "type": "post_created",
687        "content": "Instant upvotes, just comment!",
688        "timestamp": "2025-06-20T21:39:34.739191Z"
689      },
690      {
691        "activity_id": "act_f_fraudulent_0003_p1",
692        "type": "post_created",
693        "content": "Let's trade upvotes, comment below!",
694        "timestamp": "2025-06-20T14:31:04.894920Z"
695      },
696      {
697        "activity_id": "act_f_fraudulent_0003_c0",
698        "type": "comment",
699        "content": "Vote me up",
700        "timestamp": "2025-06-20T13:46:50.476008Z"
701      },
702      {
703        "activity_id": "act_f_fraudulent_0003_c1",
704        "type": "comment",
705        "content": "Upvote  my  stfuf!",
706        "timestamp": "2025-06-20T09:56:55.545193Z"
707      },
708      {
709        "activity_id": "act_f_fraudulent_0003_c2",
710        "type": "comment",
711        "content": "Help me grow!",
712        "timestamp": "2025-06-20T08:44:13.627584Z"
713      },
714      {
715        "activity_id": "act_f_fraudulent_0003_c3",
716        "type": "comment",
717        "content": "Sub for sub",
718        "timestamp": "2025-06-20T08:40:34.120640Z"
719      },
720      {
721        "activity_id": "act_f_fraudulent_0003_c4",
722        "type": "comment",
723        "content": "Help me grow!",
724        "timestamp": "2025-06-20T07:17:45.779327Z"
725      },
726      {
727        "activity_id": "act_f_fraudulent_0003_c5",
728        "type": "comment",
729        "content": "Upvote my stuff!\ud83d\ude0d",
730        "timestamp": "2025-06-19T12:40:25.588910Z"
731      },
732      {
733        "activity_id": "act_f_fraudulent_0003_u0",
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735        "from_user": "usr_5496",
736        "from_user_age_days": 7,
737        "timestamp": "2025-06-19T04:35:16.832067Z"
738      },
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740        "activity_id": "act_f_fraudulent_0003_us0",
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742        "to_user": "usr_5496",
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744        "timestamp": "2025-06-19T04:43:16.832067Z"
745      },
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749        "from_user": "usr_3803",
750        "from_user_age_days": 10,
751        "timestamp": "2025-06-18T12:53:46.576164Z"
752      },
753      {
754        "activity_id": "act_f_fraudulent_0003_us1",
755        "type": "upvote_sent",
756        "to_user": "usr_3803",
757        "to_user_age_days": 10,
758        "timestamp": "2025-06-18T12:32:46.576164Z"
759      },
760      {
761        "activity_id": "act_f_fraudulent_0003_u2",
762        "type": "upvote_received",
763        "from_user": "usr_4873",
764        "from_user_age_days": 10,
765        "timestamp": "2025-06-18T09:12:01.954930Z"
766      },
767      {
768        "activity_id": "act_f_fraudulent_0003_us2",
769        "type": "upvote_sent",
770        "to_user": "usr_4873",
771        "to_user_age_days": 10,
772        "timestamp": "2025-06-18T09:14:01.954930Z"
773      },
774      {
775        "activity_id": "act_f_fraudulent_0003_u3",
776        "type": "upvote_received",
777        "from_user": "usr_1076",
778        "from_user_age_days": 8,
779        "timestamp": "2025-06-18T08:37:09.680754Z"
780      },
781      {
782        "activity_id": "act_f_fraudulent_0003_us3",
783        "type": "upvote_sent",
784        "to_user": "usr_1076",
785        "to_user_age_days": 8,
786        "timestamp": "2025-06-18T08:56:09.680754Z"
787      },
788      {
789        "activity_id": "act_f_fraudulent_0003_u4",
790        "type": "upvote_received",
791        "from_user": "usr_7599",
792        "from_user_age_days": 1,
793        "timestamp": "2025-06-18T05:36:57.978168Z"
794      },
795      {
796        "activity_id": "act_f_fraudulent_0003_us4",
797        "type": "upvote_sent",
798        "to_user": "usr_7599",
799        "to_user_age_days": 1,
800        "timestamp": "2025-06-18T04:38:57.978168Z"
801      }
802    ],
803    "label": "normal"
804  },
805  {
806    "user_id": "normal_0003",
807    "account_age_days": 245,
808    "karma_log": [
809      {
810        "activity_id": "act_n_normal_0003_p0",
811        "type": "post_created",
812        "content": "Check my page",
813        "timestamp": "2025-06-18T03:01:30.735022Z"
814      },
815      {
816        "activity_id": "act_n_normal_0003_p1",
817        "type": "post_created",
818        "content": "My experience with open source contributions..",
819        "timestamp": "2025-06-17T16:12:29.945176Z"
820      },
821      {
822        "activity_id": "act_n_normal_0003_c0",
823        "type": "comment",
824        "content": "Good find!",
825        "timestamp": "2025-06-16T15:19:52.324465Z"
826      },
827      {
828        "activity_id": "act_n_normal_0003_c1",
829        "type": "comment",
830        "content": "Fair point.",
831        "timestamp": "2025-06-15T06:28:45.269502Z"
832      },
833      {
834        "activity_id": "act_n_normal_0003_c2",
835        "type": "comment",
836        "content": "Fair point.\ud83d\ude0a",
837        "timestamp": "2025-06-13T10:38:09.398409Z"
838      },
839      {
840        "activity_id": "act_n_normal_0003_c3",
841        "type": "comment",
842        "content": "Clear and concise.\ud83d\ude0d",
843        "timestamp": "2025-06-08T19:54:16.384350Z"
844      },
845      {
846        "activity_id": "act_n_normal_0003_c4",
847        "type": "comment",
848        "content": "Well explained.",
849        "timestamp": "2025-06-08T03:52:03.248886Z"
850      },
851      {
852        "activity_id": "act_n_normal_0003_c5",
853        "type": "comment",
854        "content": "True that.",
855        "timestamp": "2025-06-05T23:52:53.291901Z"
856      },
857      {
858        "activity_id": "act_n_normal_0003_u0",
859        "type": "upvote_received",
860        "from_user": "usr_4295",
861        "from_user_age_days": 416,
862        "timestamp": "2025-06-03T07:15:40.068138Z"
863      },
864      {
865        "activity_id": "act_n_normal_0003_us0",
866        "type": "upvote_sent",
867        "to_user": "usr_6107",
868        "to_user_age_days": 418,
869        "timestamp": "2025-06-03T07:15:40.068138Z"
870      },
871      {
872        "activity_id": "act_n_normal_0003_u1",
873        "type": "upvote_received",
874        "from_user": "usr_7118",
875        "from_user_age_days": 373,
876        "timestamp": "2025-06-03T03:50:11.518281Z"
877      },
878      {
879        "activity_id": "act_n_normal_0003_us1",
880        "type": "upvote_sent",
881        "to_user": "usr_8177",
882        "to_user_age_days": 931,
883        "timestamp": "2025-06-03T03:50:11.518281Z"
884      },
885      {
886        "activity_id": "act_n_normal_0003_u2",
887        "type": "upvote_received",
888        "from_user": "usr_8397",
889        "from_user_age_days": 294,
890        "timestamp": "2025-05-31T08:29:33.199329Z"
891      },
892      {
893        "activity_id": "act_n_normal_0003_us2",
894        "type": "upvote_sent",
895        "to_user": "usr_2982",
896        "to_user_age_days": 263,
897        "timestamp": "2025-05-31T08:29:33.199329Z"
898      }
899    ],
900    "label": "normal"
901  },
902  {
903    "user_id": "suspicious_0009",
904    "account_age_days": 728,
905    "karma_log": [
906      {
907        "activity_id": "act_s_suspicious_0009_p0",
908        "type": "post_created",
909        "content": "How I ganied 1000 followers in a week!",
910        "timestamp": "2025-06-19T07:22:02.681600Z"
911      },
912      {
913        "activity_id": "act_s_suspicious_0009_c0",
914        "type": "comment",
915        "content": "Crazy good!",
916        "timestamp": "2025-06-18T05:48:34.241496Z"
917      },
918      {
919        "activity_id": "act_s_suspicious_0009_c1",
920        "type": "comment",
921        "content": "Insanee\ud83d\udd25",
922        "timestamp": "2025-06-17T10:35:58.404368Z"
923      },
924      {
925        "activity_id": "act_s_suspicious_0009_c2",
926        "type": "comment",
927        "content": "Nice, again!...",
928        "timestamp": "2025-06-17T08:24:55.581289Z"
929      },
930      {
931        "activity_id": "act_s_suspicious_0009_c3",
932        "type": "comment",
933        "content": "Mind blown!\ud83d\udcaf",
934        "timestamp": "2025-06-16T19:48:54.328497Z"
935      },
936      {
937        "activity_id": "act_s_suspicious_0009_u0",
938        "type": "upvote_received",
939        "from_user": "usr_7586",
940        "from_user_age_days": 73,
941        "timestamp": "2025-06-16T08:37:24.964903Z"
942      },
943      {
944        "activity_id": "act_s_suspicious_0009_us0",
945        "type": "upvote_sent",
946        "to_user": "usr_6312",
947        "to_user_age_days": 17,
948        "timestamp": "2025-06-16T08:37:24.964903Z"
949      },
950      {
951        "activity_id": "act_s_suspicious_0009_u1",
952        "type": "upvote_received",
953        "from_user": "usr_4493",
954        "from_user_age_days": 71,
955        "timestamp": "2025-06-16T01:24:18.227515Z"
956      },
957      {
958        "activity_id": "act_s_suspicious_0009_us1",
959        "type": "upvote_sent",
960        "to_user": "usr_1746",
961        "to_user_age_days": 77,
962        "timestamp": "2025-06-16T01:24:18.227515Z"
963      },
964      {
965        "activity_id": "act_s_suspicious_0009_u2",
966        "type": "upvote_received",
967        "from_user": "usr_5487",
968        "from_user_age_days": 3,
969        "timestamp": "2025-06-14T18:33:32.145403Z"
970      },
971      {
972        "activity_id": "act_s_suspicious_0009_us2",
973        "type": "upvote_sent",
974        "to_user": "usr_3314",
975        "to_user_age_days": 98,
976        "timestamp": "2025-06-14T18:33:32.145403Z"
977      }
978    ],
979    "label": "suspicious"
980  },
981  {
982    "user_id": "normal_0075",
983    "account_age_days": 672,
984    "karma_log": [
985      {
986        "activity_id": "act_n_normal_0075_p0",
987        "type": "post_created",
988        "content": "How to build a personal portfolio website.",
989        "timestamp": "2025-06-19T20:16:02.661482Z"
990      },
991      {
992        "activity_id": "act_n_normal_0075_c0",
993        "type": "comment",
994        "content": "Thanks!",
995        "timestamp": "2025-06-18T23:41:57.096354Z"
996      },
997      {
998        "activity_id": "act_n_normal_0075_c1",
999        "type": "comment",
1000        "content": "Insightful post, learned something new.",
1001        "timestamp": "2025-06-14T21:36:31.294718Z"
1002      },
1003      {
1004        "activity_id": "act_n_normal_0075_c2",
1005        "type": "comment",
1006        "content": "Insane",
1007        "timestamp": "2025-06-14T19:09:10.620387Z"
1008      },
1009      {
1010        "activity_id": "act_n_normal_0075_c3",
1011        "type": "comment",
1012        "content": "Good find!",
1013        "timestamp": "2025-06-12T06:24:20.066572Z"
1014      },
1015      {
1016        "activity_id": "act_n_normal_0075_c4",
1017        "type": "comment",
1018        "content": "makes sense.",
1019        "timestamp": "2025-06-07T22:54:42.431421Z"
1020      },
1021      {
1022        "activity_id": "act_n_normal_0075_u0",
1023        "type": "upvote_received",
1024        "from_user": "usr_9691",
1025        "from_user_age_days": 415,
1026        "timestamp": "2025-06-01T16:10:03.855756Z"
1027      },
1028      {
1029        "activity_id": "act_n_normal_0075_us0",
1030        "type": "upvote_sent",
1031        "to_user": "usr_8780",
1032        "to_user_age_days": 584,
1033        "timestamp": "2025-06-01T16:10:03.855756Z"
1034      },
1035      {
1036        "activity_id": "act_n_normal_0075_u1",
1037        "type": "upvote_received",
1038        "from_user": "usr_1144",
1039        "from_user_age_days": 451,
1040        "timestamp": "2025-05-31T10:01:23.401109Z"
1041      },
1042      {
1043        "activity_id": "act_n_normal_0075_us1",
1044        "type": "upvote_sent",
1045        "to_user": "usr_2879",
1046        "to_user_age_days": 694,
1047        "timestamp": "2025-05-31T10:01:23.401109Z"
1048      },
1049      {
1050        "activity_id": "act_n_normal_0075_u2",
1051        "type": "upvote_received",
1052        "from_user": "usr_8301",
1053        "from_user_age_days": 207,
1054        "timestamp": "2025-05-26T06:03:10.776959Z"
1055      },
1056      {
1057        "activity_id": "act_n_normal_0075_us2",
1058        "type": "upvote_sent",
1059        "to_user": "usr_4937",
1060        "to_user_age_days": 936,
1061        "timestamp": "2025-05-26T06:03:10.776959Z"
1062      }
1063    ],
1064    "label": "normal"
1065  },
1066  {
1067    "user_id": "suspicious_0037",
1068    "account_age_days": 729,
1069    "karma_log": [
1070      {
1071        "activity_id": "act_s_suspicious_0037_p0",
1072        "type": "post_created",
1073        "content": "You won't believe this hack for upvotes.",
1074        "timestamp": "2025-06-19T20:21:57.650763Z"
1075      },
1076      {
1077        "activity_id": "act_s_suspicious_0037_p1",
1078        "type": "post_created",
1079        "content": "Earn karma fast with this method!",
1080        "timestamp": "2025-06-19T06:17:20.781408Z"
1081      },
1082      {
1083        "activity_id": "act_s_suspicious_0037_c0",
1084        "type": "comment",
1085        "content": "Truth, vote!",
1086        "timestamp": "2025-06-17T05:39:51.649250Z"
1087      },
1088      {
1089        "activity_id": "act_s_suspicious_0037_c1",
1090        "type": "comment",
1091        "content": "FACTS, UP!",
1092        "timestamp": "2025-06-17T00:59:05.282291Z"
1093      },
1094      {
1095        "activity_id": "act_s_suspicious_0037_c2",
1096        "type": "comment",
1097        "content": "Facts, up!",
1098        "timestamp": "2025-06-15T20:40:20.076972Z"
1099      },
1100      {
1101        "activity_id": "act_s_suspicious_0037_c3",
1102        "type": "comment",
1103        "content": "Karma plz!",
1104        "timestamp": "2025-06-14T00:58:16.834530Z"
1105      },
1106      {
1107        "activity_id": "act_s_suspicious_0037_c4",
1108        "type": "comment",
1109        "content": "Lit content!",
1110        "timestamp": "2025-06-11T03:31:44.276260Z"
1111      },
1112      {
1113        "activity_id": "act_s_suspicious_0037_c5",
1114        "type": "comment",
1115        "content": "Facts, up!",
1116        "timestamp": "2025-06-09T23:56:15.705557Z"
1117      },
1118      {
1119        "activity_id": "act_s_suspicious_0037_u0",
1120        "type": "upvote_received",
1121        "from_user": "usr_6394",
1122        "from_user_age_days": 3,
1123        "timestamp": "2025-06-09T07:26:14.615827Z"
1124      },
1125      {
1126        "activity_id": "act_s_suspicious_0037_us0",
1127        "type": "upvote_sent",
1128        "to_user": "usr_5096",
1129        "to_user_age_days": 40,
1130        "timestamp": "2025-06-09T07:26:14.615827Z"
1131      },
1132      {
1133        "activity_id": "act_s_suspicious_0037_u1",
1134        "type": "upvote_received",
1135        "from_user": "usr_3258",
1136        "from_user_age_days": 54,
1137        "timestamp": "2025-06-08T08:21:03.444307Z"
1138      },
1139      {
1140        "activity_id": "act_s_suspicious_0037_us1",
1141        "type": "upvote_sent",
1142        "to_user": "usr_9898",
1143        "to_user_age_days": 35,
1144        "timestamp": "2025-06-08T08:21:03.444307Z"
1145      },
1146      {
1147        "activity_id": "act_s_suspicious_0037_u2",
1148        "type": "upvote_received",
1149        "from_user": "usr_6679",
1150        "from_user_age_days": 2,
1151        "timestamp": "2025-06-06T07:35:13.080938Z"
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