A running, timestamped record of every significant action taken while working with the current dataset — fitting topics, running a K-sweep, embedding, clustering, flagging outliers, adding a group to knowledge, reopening one for further analysis, and so on. Purely observational: it documents the process, it doesn't affect it. Resets whenever you switch datasets.
Process of analysis
2:39:37 PM
1. Loaded dataset
Road Traffic Fines (Italian local police) — 150,370 traces, 11 activities
2:48:25 PM
2. Added obvious group to knowledge
Create Fine → Payment (46,371 traces)
2:48:28 PM
3. Added obvious group to knowledge
Create Fine → Send Fine (20,385 traces)
2:48:31 PM
4. Added obvious group to knowledge
Create Fine → Payment → Send Fine (362 traces)
2:51:35 PM
5. Selected obvious group for analysis
Create Fine → Send Fine → Payment → step 2 (3,131 traces)
2:51:44 PM
6. Scored encoding candidates
top recommendation: activities + 2-grams + max-gap tier · n=3,131
3:25:33 PM
7. Ran K-sweep
K=3..12 on the working set
3:29:11 PM
8. Fit topics
K=6 · vocab=12 · relative error=0.2819 · 3,131 traces
3:30:03 PM
9. Added topic to knowledge
T1 (K=6) (635 traces)
3:30:44 PM
10. Added topic to knowledge
T3 (K=6) (589 traces)
3:31:25 PM
11. Added topic to knowledge
T4 (K=6) (594 traces)
3:34:45 PM
12. Scored encoding candidates
top recommendation: activities + 2-grams · n=81,434
3:36:50 PM
13. Ran K-sweep
K=5..21 on the working set
3:39:17 PM
14. Fit topics
K=15 · vocab=81 · relative error=0.0676 · 81,434 traces
3:40:45 PM
15. Added topic to knowledge
T0 (K=15) (56,482 traces)
3:41:18 PM
16. Added topic to knowledge
T4 (K=15) (3,848 traces)
3:41:31 PM
17. Added topic to knowledge
T6 (K=15) (1,523 traces)
3:43:35 PM
18. Added topic to knowledge
T14 (K=15) (257 traces)
3:47:05 PM
19. Scored encoding candidates
top recommendation: activities + 2-grams · n=19,324
3:51:05 PM
20. Ran K-sweep
K=5..21 on the working set
3:53:27 PM
21. Fit topics
K=9 · vocab=405 · relative error=0.4620 · 19,324 traces
3:54:26 PM
22. Added topic to knowledge
T0 (K=9) (4,779 traces)
3:55:56 PM
23. Added topic to knowledge
T1 (K=9) (3,318 traces)
3:56:24 PM
24. Added topic to knowledge
T3 (K=9) (1,471 traces)
3:56:39 PM
25. Added topic to knowledge
T6 (K=9) (993 traces)
3:56:46 PM
26. Added topic to knowledge
T8 (K=9) (860 traces)
3:57:28 PM
27. Reopened knowledge group at step 2
Topic T8-dominant (K=9, step 4) (S 3.5× · O 0.48) (860 traces)
3:58:07 PM
28. Ran K-sweep
K=5..21 on the working set
3:59:39 PM
29. Added topic to knowledge
T0 (K=20) (1,547 traces)
3:59:49 PM
30. Added topic to knowledge
T2 (K=20) (1,018 traces)
3:59:59 PM
31. Added topic to knowledge
T3 (K=20) (549 traces)
4:00:18 PM
32. Added topic to knowledge
T5 (K=20) (399 traces)
4:00:32 PM
33. Added topic to knowledge
T18 (K=20) (229 traces)
4:01:49 PM
34. Ran K-sweep
K=5..21 on the working set
4:02:16 PM
35. Fit topics
K=21 · vocab=394 · relative error=0.4073 · 5,021 traces
4:02:31 PM
36. Ran UMAP embedding
nNeighbors=15 · minDist=0.1 · spread=1 · seed=42 · 5,021 points sampled
4:02:59 PM
37. Ran UMAP embedding
nNeighbors=10 · minDist=0.04 · spread=2 · seed=42 · 5,021 points sampled
4:03:33 PM
38. Ran cluster N-sweep
N=3..20 on the current topic fit
4:05:10 PM
39. Ran k-means clustering
12 clusters over 5,021 working-set traces
4:05:10 PM
40. Ran k-means clustering
12 clusters over 5,021 working-set traces
4:05:13 PM
41. Ran k-means clustering
12 clusters over 5,021 working-set traces
4:05:13 PM
42. Ran k-means clustering
12 clusters over 5,021 working-set traces
4:05:18 PM
43. Ran k-means clustering
12 clusters over 5,021 working-set traces
4:06:18 PM
44. Added cluster to knowledge
cluster 0, T15-dominant, 72% dismissed (328 traces)
4:06:30 PM
45. Added cluster to knowledge
cluster 1, T17-dominant, 84% unresolved (292 traces)
4:06:40 PM
46. Added cluster to knowledge
cluster 3, T4-dominant, 75% unresolved (295 traces)
4:08:20 PM
47. Downloaded groups CSV
23 group(s), 22 currently active
4:08:22 PM
48. Downloaded traces CSV
150,370 traces × 23 group column(s)