A WORKED INVESTIGATION

What does repeated overlap look like?

Start with one reviewer’s history. Follow nearby five-star reviews of the same products. See which reviewers appear again.

Generated example · no real accounts

ONE RESULT, EXPLAINED

Reviewer demo-47
appears in 16 distinct egos.

The search opened 50 reviewer histories and reached 153 reviewers. This reviewer has a corroboration count of 16.

An ego is the local neighborhood around one opened reviewer: people giving five stars to the same products around the same time. Each distinct opened ego adds at most one count to a reviewer, even when several products overlap.

Where the count comes from

Here are 3 supporting egos. Each row shows one shared product and the two five-star review dates, within the selected ±28-day window.

Examples supporting the selected reviewer’s computed corroboration count
Opened reviewer	Shared product	Opened reviewer’s date	demo-47’s date	Count added
demo-129	P00000	2019-04-11	2019-04-25	+1 ego
demo-9	P00000	2019-03-17	2019-02-24	+1 ego
demo-160	P00000	2019-04-01	2019-04-25	+1 ego

These rows are examples from the computed result. The complete ledger below includes the remaining supporting egos and product connections.

FROM A RESULT TO A CONTRIBUTION

What would you share?

An investigation records what was observed and where it came from. See a small excerpt from this same example and how future reviewed contributions would work.

View an example contribution →

Change the search settings 50 histories · cap 3 · ±28 days

The budget limits histories opened. The cap guides which reviewer is opened next; it does not cap the count reported for that reviewer. The time window defines nearby activity.

Inspect the full result Counts, supporting egos, product bursts, and search history

Reviews in the example610Full generated panel; the search opens selected histories.

Histories opened50

Complete product windows39seed egos

Highest corroboration16distinct seed egos

COLLECTION PROGRESS

Each history adds context.

153 reviewers reached

CORROBORATION LEDGER

Inspect the reasons.

Up to 30 reviewers

A count records appearance across distinct opened neighborhoods. Expand a row to see supporting seeds, products, and weeks.

demo-471 products16 egos

16 distinct product-window-complete seed egos; 16 observed seed egos.

Observed count, including incomplete coverage: 16

Source seed	Product	Week (day index)
demo-129	P00000	111
demo-9	P00000	48
demo-160	P00000	111
demo-151	P00000	48
demo-215	P00000	111
demo-96	P00000	111
demo-178	P00000	111
demo-178	P00000	153
demo-23	P00000	111
demo-112	P00000	48
demo-113	P00000	153
demo-103	P00000	48
demo-94	P00000	48
demo-139	P00000	153
demo-159	P00000	111
demo-159	P00000	153
demo-158	P00000	153
demo-146	P00000	153

demo-1619 products15 egos

15 distinct product-window-complete seed egos; 15 observed seed egos.

Observed count, including incomplete coverage: 15

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-129	P00000	104
demo-192	P00007	160
demo-192	P00033	62
demo-9	P00000	97
demo-9	P00007	160
demo-160	P00000	97
demo-160	P00000	104
demo-160	P00017	153
demo-160	P00021	13
demo-160	P00023	55
demo-160	P00026	62
demo-160	P00030	76
demo-160	P00033	62
demo-160	P00042	104
demo-215	P00000	97
demo-215	P00000	104
demo-215	P00026	62
demo-96	P00000	97
demo-96	P00000	104
demo-167	P00007	160
demo-167	P00023	55
demo-167	P00033	62
demo-167	P00042	104
demo-178	P00000	104
demo-178	P00017	153
demo-178	P00023	55
demo-178	P00033	62
demo-23	P00000	97
demo-23	P00000	104
demo-180	P00007	160
demo-187	P00021	13
demo-187	P00023	55
demo-187	P00030	76
demo-164	P00021	13
demo-164	P00026	62
demo-188	P00017	153
demo-188	P00030	76
demo-175	P00026	62
demo-210	P00042	104

demo-1625 products14 egos

14 distinct product-window-complete seed egos; 14 observed seed egos.

Observed count, including incomplete coverage: 14

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-192	P00007	160
demo-9	P00000	97
demo-9	P00007	160
demo-160	P00000	97
demo-160	P00017	146
demo-160	P00021	20
demo-160	P00038	160
demo-215	P00000	97
demo-96	P00000	97
demo-167	P00007	160
demo-178	P00017	146
demo-23	P00000	97
demo-180	P00007	160
demo-187	P00021	20
demo-164	P00021	20
demo-188	P00017	146
demo-175	P00038	160

demo-1609 products13 egos

13 distinct product-window-complete seed egos; 13 observed seed egos.

Observed count, including incomplete coverage: 13

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-192	P00033	62
demo-9	P00000	90
demo-151	P00000	90
demo-215	P00000	90
demo-215	P00026	55
demo-96	P00000	90
demo-167	P00023	41
demo-167	P00033	62
demo-167	P00042	111
demo-178	P00017	146
demo-178	P00023	41
demo-178	P00033	62
demo-187	P00021	13
demo-187	P00023	41
demo-187	P00030	55
demo-164	P00021	13
demo-164	P00026	55
demo-188	P00017	146
demo-188	P00030	55
demo-175	P00026	55
demo-175	P00038	160
demo-210	P00042	111

demo-1639 products13 egos

13 distinct product-window-complete seed egos; 13 observed seed egos.

Observed count, including incomplete coverage: 13

Source seed	Product	Week (day index)
demo-192	P00007	153
demo-192	P00014	27
demo-192	P00033	55
demo-9	P00007	153
demo-160	P00017	160
demo-160	P00021	20
demo-160	P00023	41
demo-160	P00026	62
demo-160	P00030	76
demo-160	P00033	55
demo-160	P00042	97
demo-215	P00026	62
demo-167	P00007	153
demo-167	P00023	41
demo-167	P00033	55
demo-167	P00042	97
demo-178	P00014	27
demo-178	P00017	160
demo-178	P00023	41
demo-178	P00033	55
demo-180	P00007	153
demo-187	P00021	20
demo-187	P00023	41
demo-187	P00030	76
demo-164	P00021	20
demo-164	P00026	62
demo-188	P00017	160
demo-188	P00030	76
demo-175	P00026	62
demo-186	P00014	27
demo-210	P00042	97

demo-1812 products13 egos

13 distinct product-window-complete seed egos; 13 observed seed egos.

Observed count, including incomplete coverage: 13

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-9	P00000	97
demo-160	P00000	97
demo-160	P00038	174
demo-215	P00000	97
demo-96	P00000	97
demo-178	P00000	153
demo-23	P00000	97
demo-175	P00038	174
demo-113	P00000	153
demo-139	P00000	153
demo-159	P00000	153
demo-158	P00000	153
demo-146	P00000	153

demo-1684 products12 egos

12 distinct product-window-complete seed egos; 12 observed seed egos.

Observed count, including incomplete coverage: 12

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-192	P00007	153
demo-192	P00014	27
demo-9	P00000	97
demo-9	P00007	153
demo-160	P00000	97
demo-160	P00017	146
demo-215	P00000	97
demo-96	P00000	97
demo-167	P00007	153
demo-178	P00014	27
demo-178	P00017	146
demo-23	P00000	97
demo-180	P00007	153
demo-188	P00017	146
demo-186	P00014	27

demo-1794 products12 egos

12 distinct product-window-complete seed egos; 12 observed seed egos.

Observed count, including incomplete coverage: 12

Source seed	Product	Week (day index)
demo-129	P00000	83
demo-9	P00000	83
demo-160	P00000	83
demo-160	P00021	27
demo-160	P00042	97
demo-151	P00000	83
demo-215	P00000	83
demo-96	P00000	83
demo-167	P00002	55
demo-167	P00042	97
demo-187	P00021	27
demo-164	P00021	27
demo-103	P00002	55
demo-85	P00002	55
demo-210	P00042	97

demo-2184 products12 egos

12 distinct product-window-complete seed egos; 12 observed seed egos.

Observed count, including incomplete coverage: 12

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-192	P00033	41
demo-9	P00000	90
demo-160	P00000	90
demo-160	P00026	55
demo-160	P00033	41
demo-160	P00042	111
demo-215	P00000	90
demo-215	P00026	55
demo-96	P00000	90
demo-167	P00033	41
demo-167	P00042	111
demo-178	P00033	41
demo-23	P00000	90
demo-164	P00026	55
demo-175	P00026	55
demo-210	P00042	111

demo-822 products12 egos

12 distinct product-window-complete seed egos; 12 observed seed egos.

Observed count, including incomplete coverage: 12

Source seed	Product	Week (day index)
demo-129	P00000	83
demo-9	P00000	83
demo-160	P00000	83
demo-151	P00000	83
demo-215	P00000	83
demo-96	P00000	83
demo-11	P00001	34
demo-68	P00001	34
demo-158	P00001	34
demo-45	P00001	34
demo-117	P00001	34
demo-46	P00001	34

demo-1294 products11 egos

11 distinct product-window-complete seed egos; 11 observed seed egos.

Observed count, including incomplete coverage: 11

Source seed	Product	Week (day index)
demo-18	P00004	90
demo-89	P00004	90
demo-108	P00004	90
demo-9	P00000	97
demo-160	P00000	97
demo-151	P00005	83
demo-215	P00000	97
demo-96	P00000	97
demo-23	P00000	97
demo-112	P00004	174
demo-117	P00035	167

demo-1744 products11 egos

11 distinct product-window-complete seed egos; 11 observed seed egos.

Observed count, including incomplete coverage: 11

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-9	P00000	97
demo-160	P00000	97
demo-160	P00017	139
demo-160	P00021	13
demo-160	P00026	62
demo-215	P00000	97
demo-215	P00026	62
demo-96	P00000	97
demo-178	P00017	139
demo-23	P00000	97
demo-187	P00021	13
demo-164	P00021	13
demo-164	P00026	62
demo-188	P00017	139
demo-175	P00026	62

demo-2003 products11 egos

11 distinct product-window-complete seed egos; 11 observed seed egos.

Observed count, including incomplete coverage: 11

Source seed	Product	Week (day index)
demo-192	P00007	153
demo-9	P00007	153
demo-160	P00023	55
demo-96	P00000	132
demo-167	P00007	153
demo-167	P00023	55
demo-178	P00000	132
demo-178	P00023	55
demo-23	P00000	132
demo-180	P00007	153
demo-187	P00023	55
demo-139	P00000	132
demo-159	P00000	132

demo-2014 products11 egos

11 distinct product-window-complete seed egos; 11 observed seed egos.

Observed count, including incomplete coverage: 11

Source seed	Product	Week (day index)
demo-192	P00033	48
demo-160	P00033	48
demo-160	P00038	160
demo-167	P00033	48
demo-178	P00033	48
demo-175	P00038	160
demo-112	P00000	20
demo-112	P00002	139
demo-113	P00002	139
demo-103	P00000	20
demo-103	P00002	139
demo-94	P00000	20
demo-149	P00002	139
demo-12	P00000	20

demo-12 products10 egos

10 distinct product-window-complete seed egos; 10 observed seed egos.

Observed count, including incomplete coverage: 10

Source seed	Product	Week (day index)
demo-129	P00004	160
demo-9	P00000	62
demo-160	P00000	62
demo-151	P00000	62
demo-215	P00000	62
demo-178	P00000	132
demo-23	P00000	132
demo-112	P00000	62
demo-112	P00004	160
demo-139	P00000	132
demo-159	P00000	132

demo-1655 products10 egos

10 distinct product-window-complete seed egos; 10 observed seed egos.

Observed count, including incomplete coverage: 10

Source seed	Product	Week (day index)
demo-192	P00014	27
demo-192	P00033	48
demo-160	P00021	20
demo-160	P00030	69
demo-160	P00033	48
demo-167	P00033	48
demo-178	P00014	27
demo-178	P00033	48
demo-187	P00021	20
demo-187	P00030	69
demo-164	P00021	20
demo-188	P00030	69
demo-186	P00014	27
demo-94	P00001	167
demo-99	P00001	167

demo-1664 products10 egos

10 distinct product-window-complete seed egos; 10 observed seed egos.

Observed count, including incomplete coverage: 10

Source seed	Product	Week (day index)
demo-192	P00007	160
demo-192	P00014	27
demo-192	P00033	55
demo-9	P00007	160
demo-160	P00026	55
demo-160	P00033	55
demo-215	P00026	55
demo-167	P00007	160
demo-167	P00033	55
demo-178	P00014	27
demo-178	P00033	55
demo-180	P00007	160
demo-164	P00026	55
demo-175	P00026	55
demo-186	P00014	27

demo-1693 products10 egos

10 distinct product-window-complete seed egos; 10 observed seed egos.

Observed count, including incomplete coverage: 10

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-129	P00000	104
demo-9	P00000	90
demo-160	P00000	90
demo-160	P00000	104
demo-160	P00021	13
demo-160	P00038	160
demo-215	P00000	90
demo-215	P00000	104
demo-96	P00000	90
demo-96	P00000	104
demo-178	P00000	104
demo-23	P00000	90
demo-23	P00000	104
demo-187	P00021	13
demo-164	P00021	13
demo-175	P00038	160

demo-1713 products10 egos

10 distinct product-window-complete seed egos; 10 observed seed egos.

Observed count, including incomplete coverage: 10

Source seed	Product	Week (day index)
demo-129	P00000	104
demo-160	P00000	104
demo-160	P00023	48
demo-160	P00026	55
demo-215	P00000	104
demo-215	P00026	55
demo-96	P00000	104
demo-167	P00023	48
demo-178	P00000	104
demo-178	P00023	48
demo-23	P00000	104
demo-187	P00023	48
demo-164	P00026	55
demo-175	P00026	55

demo-1723 products10 egos

10 distinct product-window-complete seed egos; 10 observed seed egos.

Observed count, including incomplete coverage: 10

Source seed	Product	Week (day index)
demo-129	P00000	104
demo-192	P00033	48
demo-160	P00000	104
demo-160	P00017	146
demo-160	P00033	48
demo-215	P00000	104
demo-96	P00000	104
demo-167	P00033	48
demo-178	P00000	104
demo-178	P00017	146
demo-178	P00033	48
demo-23	P00000	104
demo-188	P00017	146
demo-159	P00000	104

demo-1843 products10 egos

10 distinct product-window-complete seed egos; 10 observed seed egos.

Observed count, including incomplete coverage: 10

Source seed	Product	Week (day index)
demo-192	P00033	48
demo-160	P00021	20
demo-160	P00033	48
demo-167	P00033	48
demo-178	P00033	48
demo-187	P00021	20
demo-164	P00021	20
demo-149	P00001	125
demo-88	P00001	125
demo-12	P00001	125
demo-99	P00001	125

demo-2093 products10 egos

10 distinct product-window-complete seed egos; 10 observed seed egos.

Observed count, including incomplete coverage: 10

Source seed	Product	Week (day index)
demo-192	P00007	153
demo-192	P00014	27
demo-9	P00007	153
demo-160	P00026	62
demo-215	P00026	62
demo-167	P00007	153
demo-178	P00014	27
demo-180	P00007	153
demo-164	P00026	62
demo-175	P00026	62
demo-186	P00014	27

demo-841 products10 egos

10 distinct product-window-complete seed egos; 10 observed seed egos.

Observed count, including incomplete coverage: 10

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-9	P00000	90
demo-160	P00000	90
demo-151	P00000	34
demo-215	P00000	90
demo-96	P00000	90
demo-112	P00000	34
demo-103	P00000	34
demo-94	P00000	34
demo-12	P00000	34

demo-1773 products9 egos

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-9	P00000	97
demo-160	P00000	97
demo-160	P00038	167
demo-215	P00000	97
demo-96	P00000	97
demo-167	P00002	20
demo-23	P00000	97
demo-175	P00038	167
demo-85	P00002	20

demo-1785 products9 egos

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Source seed	Product	Week (day index)
demo-192	P00014	20
demo-192	P00033	55
demo-160	P00017	160
demo-160	P00023	48
demo-160	P00033	55
demo-167	P00023	48
demo-167	P00033	55
demo-23	P00000	132
demo-187	P00023	48
demo-188	P00017	160
demo-186	P00014	20
demo-139	P00000	132
demo-159	P00000	132

demo-1893 products9 egos

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Source seed	Product	Week (day index)
demo-9	P00000	69
demo-160	P00000	69
demo-160	P00023	62
demo-160	P00038	160
demo-151	P00000	69
demo-215	P00000	69
demo-167	P00023	62
demo-178	P00023	62
demo-187	P00023	62
demo-175	P00038	160
demo-112	P00000	69

demo-1972 products9 egos

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-192	P00007	160
demo-9	P00000	97
demo-9	P00007	160
demo-160	P00000	97
demo-215	P00000	97
demo-96	P00000	97
demo-167	P00007	160
demo-23	P00000	97
demo-180	P00007	160

demo-242 products9 egos

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-9	P00000	97
demo-160	P00000	97
demo-215	P00000	97
demo-96	P00000	97
demo-23	P00000	97
demo-68	P00001	13
demo-45	P00001	13
demo-117	P00001	13

demo-423 products9 egos

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Source seed	Product	Week (day index)
demo-18	P00004	111
demo-89	P00004	111
demo-129	P00004	111
demo-108	P00004	111
demo-112	P00000	27
demo-112	P00002	111
demo-103	P00000	27
demo-103	P00002	111
demo-94	P00000	27
demo-149	P00002	111
demo-12	P00000	27

demo-482 products9 egos

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Source seed	Product	Week (day index)
demo-178	P00000	153
demo-113	P00000	153
demo-139	P00000	153
demo-139	P00001	62
demo-159	P00000	153
demo-11	P00001	62
demo-158	P00000	153
demo-158	P00001	62
demo-146	P00000	153
demo-45	P00001	62
demo-46	P00001	62

Complete means product windows covered for captured five-star seed reviews. Seed histories may be truncated. Counts are public-trace evidence, not fraud probabilities.

PRODUCT-TIME STRUCTURE

Observed product bursts

Product	Reviews	Reviewers	Window span	Corroboration mass
P00000	21	20	28 days	182
P00033	17	17	20 days	157
P00000	17	17	28 days	151
P00007	16	16	17 days	140
P00017	15	15	21 days	129
P00021	13	13	18 days	126
P00026	14	14	14 days	121
P00000	14	14	26 days	115
P00023	10	10	21 days	101
P00038	9	9	13 days	90
P00042	8	8	17 days	80
P00000	13	13	28 days	80

Mass sums corroboration counts within an observed cluster. It is not a probability.

Search history

A history with no eligible ego can still be opened. 39 of the 50 opened histories produced eligible egos with complete product-window coverage in this generated example.

Step	Opened history	Neighbors	Reviewers reached
1	demo-18	6	7
2	demo-25	1	7
3	demo-89	6	8
4	demo-129	41	44
5	demo-106	0	44
6	demo-108	6	45
7	demo-192	29	65
8	demo-9	43	70
9	demo-160	64	83
10	demo-151	22	88
11	demo-202	0	88
12	demo-215	45	90
13	demo-96	31	90
14	demo-167	37	94
15	demo-178	47	102
16	demo-23	38	107
17	demo-180	17	109
18	demo-187	20	109
19	demo-164	21	109
20	demo-176	0	109
21	demo-188	17	109
22	demo-175	20	109
23	demo-204	0	109
24	demo-173	0	109
25	demo-112	29	119
26	demo-6	0	119
27	demo-186	9	121
28	demo-113	23	125
29	demo-103	32	132
30	demo-94	23	136
31	demo-53	0	136
32	demo-137	0	136
33	demo-149	21	141
34	demo-139	27	142
35	demo-85	14	142
36	demo-159	19	143
37	demo-88	11	143
38	demo-11	13	145
39	demo-68	12	148
40	demo-158	21	148
41	demo-146	15	150
42	demo-12	18	150
43	demo-57	0	150
44	demo-99	10	150
45	demo-45	14	151
46	demo-117	12	153
47	demo-46	9	153
48	demo-210	8	153
49	demo-147	0	153
50	demo-13	0	153

Each example was computed with the paper’s existing Python implementation on generated records, using fixed random seed 42. Choosing settings opens the matching precomputed result. No real accounts are included. Explore the completed Amazon 2023 findings →

What does repeated overlap look like?

Reviewer demo-47appears in 16 distinct egos.

Where the count comes from

What would you share?

Each history adds context.

Inspect the reasons.

Observed product bursts

Search history

Reviewer demo-47
appears in 16 distinct egos.