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-178
appears in 29 distinct egos.

The search opened 50 reviewer histories and reached 160 reviewers. This reviewer has a corroboration count of 29.

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 ±56-day window.

Examples supporting the selected reviewer’s computed corroboration count
Opened reviewer	Shared product	Opened reviewer’s date	demo-178’s date	Count added
demo-192	P00014	2019-01-20	2019-01-25	+1 ego
demo-129	P00000	2019-04-11	2019-05-15	+1 ego
demo-113	P00000	2019-06-29	2019-05-15	+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 10 · ±56 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 windows42seed egos

Highest corroboration29distinct seed egos

COLLECTION PROGRESS

Each history adds context.

160 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-1785 products29 egos

29 distinct product-window-complete seed egos; 29 observed seed egos.

Observed count, including incomplete coverage: 29

Source seed	Product	Week (day index)
demo-192	P00014	20
demo-192	P00033	55
demo-129	P00000	132
demo-113	P00000	132
demo-201	P00033	55
demo-162	P00000	132
demo-162	P00017	160
demo-47	P00000	132
demo-1	P00000	132
demo-218	P00000	132
demo-218	P00033	55
demo-172	P00000	132
demo-172	P00017	160
demo-172	P00033	55
demo-160	P00000	132
demo-160	P00017	160
demo-160	P00023	48
demo-160	P00033	55
demo-161	P00000	132
demo-161	P00017	160
demo-161	P00023	48
demo-161	P00033	55
demo-215	P00000	132
demo-24	P00000	132
demo-165	P00014	20
demo-165	P00033	55
demo-163	P00014	20
demo-163	P00017	160
demo-163	P00023	48
demo-163	P00033	55
demo-207	P00033	55
demo-195	P00033	55
demo-209	P00014	20
demo-216	P00017	160
demo-206	P00023	48
demo-187	P00023	48
demo-139	P00000	132
demo-188	P00017	160
demo-3	P00000	132
demo-72	P00000	132
demo-48	P00000	132
demo-158	P00000	132
demo-117	P00014	20
demo-146	P00000	132

demo-16110 products26 egos

26 distinct product-window-complete seed egos; 26 observed seed egos.

Observed count, including incomplete coverage: 26

Source seed	Product	Week (day index)
demo-192	P00007	160
demo-192	P00033	62
demo-129	P00000	97
demo-129	P00000	104
demo-178	P00000	97
demo-178	P00000	104
demo-178	P00017	153
demo-178	P00023	55
demo-178	P00033	62
demo-201	P00033	62
demo-162	P00000	97
demo-162	P00000	104
demo-162	P00007	160
demo-162	P00017	153
demo-162	P00021	13
demo-162	P00027	125
demo-47	P00000	97
demo-47	P00000	104
demo-1	P00000	97
demo-1	P00000	104
demo-218	P00000	97
demo-218	P00000	104
demo-218	P00026	62
demo-218	P00033	62
demo-218	P00042	104
demo-172	P00000	97
demo-172	P00000	104
demo-172	P00017	153
demo-172	P00033	62
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-24	P00000	97
demo-24	P00000	104
demo-165	P00021	13
demo-165	P00030	76
demo-165	P00033	62
demo-163	P00007	160
demo-163	P00017	153
demo-163	P00021	13
demo-163	P00023	55
demo-163	P00026	62
demo-163	P00030	76
demo-163	P00033	62
demo-163	P00042	104
demo-207	P00021	13
demo-207	P00033	62
demo-195	P00033	62
demo-195	P00042	104
demo-209	P00007	160
demo-209	P00026	62
demo-164	P00021	13
demo-164	P00026	62
demo-216	P00017	153
demo-216	P00026	62
demo-175	P00026	62
demo-206	P00023	55
demo-187	P00021	13
demo-187	P00023	55
demo-187	P00030	76
demo-139	P00000	97
demo-139	P00000	104
demo-188	P00017	153
demo-188	P00030	76
demo-48	P00000	104
demo-34	P00007	160

demo-1626 products25 egos

25 distinct product-window-complete seed egos; 25 observed seed egos.

Observed count, including incomplete coverage: 25

Source seed	Product	Week (day index)
demo-192	P00007	160
demo-129	P00000	97
demo-108	P00021	20
demo-178	P00000	97
demo-178	P00017	146
demo-201	P00038	160
demo-47	P00000	97
demo-1	P00000	97
demo-218	P00000	97
demo-172	P00000	97
demo-172	P00017	146
demo-160	P00000	97
demo-160	P00017	146
demo-160	P00021	20
demo-160	P00038	160
demo-161	P00000	97
demo-161	P00007	160
demo-161	P00017	146
demo-161	P00021	20
demo-161	P00027	132
demo-215	P00000	97
demo-24	P00000	97
demo-165	P00021	20
demo-163	P00007	160
demo-163	P00017	146
demo-163	P00021	20
demo-207	P00021	20
demo-209	P00007	160
demo-164	P00021	20
demo-216	P00017	146
demo-175	P00038	160
demo-206	P00038	160
demo-187	P00021	20
demo-139	P00000	97
demo-188	P00017	146
demo-34	P00007	160

demo-1609 products24 egos

24 distinct product-window-complete seed egos; 24 observed seed egos.

Observed count, including incomplete coverage: 24

Source seed	Product	Week (day index)
demo-192	P00033	62
demo-129	P00000	90
demo-178	P00000	90
demo-178	P00017	146
demo-178	P00023	41
demo-178	P00033	62
demo-201	P00033	62
demo-201	P00038	160
demo-162	P00000	90
demo-162	P00017	146
demo-162	P00021	13
demo-162	P00038	160
demo-47	P00000	90
demo-1	P00000	90
demo-218	P00000	90
demo-218	P00026	55
demo-218	P00033	62
demo-218	P00042	111
demo-172	P00000	90
demo-172	P00017	146
demo-172	P00033	62
demo-161	P00000	90
demo-161	P00017	146
demo-161	P00021	13
demo-161	P00023	41
demo-161	P00026	55
demo-161	P00030	55
demo-161	P00033	62
demo-161	P00042	111
demo-215	P00000	90
demo-215	P00026	55
demo-24	P00000	90
demo-165	P00021	13
demo-165	P00030	55
demo-165	P00033	62
demo-163	P00017	146
demo-163	P00021	13
demo-163	P00023	41
demo-163	P00026	55
demo-163	P00030	55
demo-163	P00033	62
demo-163	P00042	111
demo-207	P00021	13
demo-207	P00033	62
demo-195	P00033	62
demo-195	P00042	111
demo-209	P00026	55
demo-164	P00021	13
demo-164	P00026	55
demo-216	P00017	146
demo-216	P00026	55
demo-175	P00026	55
demo-175	P00038	160
demo-206	P00023	41
demo-206	P00038	160
demo-187	P00021	13
demo-187	P00023	41
demo-187	P00030	55
demo-188	P00017	146
demo-188	P00030	55
demo-94	P00000	90

demo-2004 products24 egos

24 distinct product-window-complete seed egos; 24 observed seed egos.

Observed count, including incomplete coverage: 24

Source seed	Product	Week (day index)
demo-192	P00007	153
demo-129	P00000	132
demo-113	P00000	132
demo-178	P00000	132
demo-178	P00023	55
demo-162	P00000	132
demo-162	P00007	153
demo-162	P00027	125
demo-47	P00000	132
demo-1	P00000	132
demo-218	P00000	132
demo-172	P00000	132
demo-160	P00000	132
demo-160	P00023	55
demo-161	P00000	132
demo-161	P00007	153
demo-161	P00023	55
demo-161	P00027	125
demo-215	P00000	132
demo-24	P00000	132
demo-163	P00007	153
demo-163	P00023	55
demo-209	P00007	153
demo-206	P00023	55
demo-187	P00023	55
demo-139	P00000	132
demo-3	P00000	132
demo-72	P00000	132
demo-48	P00000	132
demo-158	P00000	132
demo-146	P00000	132
demo-34	P00007	153

demo-471 products24 egos

24 distinct product-window-complete seed egos; 24 observed seed egos.

Observed count, including incomplete coverage: 24

Source seed	Product	Week (day index)
demo-129	P00000	48
demo-129	P00000	111
demo-42	P00000	48
demo-113	P00000	153
demo-178	P00000	111
demo-178	P00000	153
demo-201	P00000	48
demo-162	P00000	48
demo-162	P00000	111
demo-1	P00000	48
demo-1	P00000	111
demo-1	P00000	153
demo-218	P00000	48
demo-218	P00000	111
demo-172	P00000	48
demo-172	P00000	111
demo-172	P00000	153
demo-160	P00000	48
demo-160	P00000	111
demo-161	P00000	48
demo-161	P00000	111
demo-161	P00000	153
demo-215	P00000	48
demo-215	P00000	111
demo-24	P00000	48
demo-24	P00000	111
demo-206	P00000	48
demo-139	P00000	111
demo-139	P00000	153
demo-3	P00000	48
demo-3	P00000	153
demo-72	P00000	48
demo-72	P00000	153
demo-48	P00000	111
demo-48	P00000	153
demo-12	P00000	48
demo-94	P00000	48
demo-49	P00000	48
demo-65	P00000	48
demo-158	P00000	111
demo-158	P00000	153
demo-146	P00000	111
demo-146	P00000	153

demo-2014 products23 egos

23 distinct product-window-complete seed egos; 23 observed seed egos.

Observed count, including incomplete coverage: 23

Source seed	Product	Week (day index)
demo-192	P00033	48
demo-42	P00000	20
demo-42	P00002	139
demo-113	P00002	139
demo-178	P00033	48
demo-162	P00038	160
demo-47	P00000	20
demo-1	P00000	20
demo-218	P00033	48
demo-172	P00033	48
demo-160	P00033	48
demo-160	P00038	160
demo-161	P00033	48
demo-165	P00033	48
demo-163	P00033	48
demo-207	P00033	48
demo-195	P00033	48
demo-175	P00038	160
demo-206	P00000	20
demo-206	P00038	160
demo-3	P00000	20
demo-72	P00000	20
demo-12	P00000	20
demo-94	P00000	20
demo-49	P00000	20
demo-65	P00000	20
demo-65	P00002	139

demo-12 products22 egos

22 distinct product-window-complete seed egos; 22 observed seed egos.

Observed count, including incomplete coverage: 22

Source seed	Product	Week (day index)
demo-129	P00000	62
demo-129	P00000	132
demo-129	P00004	160
demo-42	P00000	62
demo-42	P00004	160
demo-113	P00000	132
demo-178	P00000	132
demo-201	P00000	62
demo-162	P00000	62
demo-162	P00000	132
demo-47	P00000	62
demo-47	P00000	132
demo-218	P00000	62
demo-218	P00000	132
demo-172	P00000	62
demo-172	P00000	132
demo-160	P00000	62
demo-160	P00000	132
demo-161	P00000	62
demo-161	P00000	132
demo-215	P00000	62
demo-215	P00000	132
demo-24	P00000	62
demo-24	P00000	132
demo-206	P00000	62
demo-139	P00000	132
demo-3	P00000	132
demo-72	P00000	62
demo-72	P00000	132
demo-48	P00000	132
demo-12	P00000	62
demo-94	P00000	62
demo-158	P00000	132
demo-146	P00000	132

demo-1695 products22 egos

22 distinct product-window-complete seed egos; 22 observed seed egos.

Observed count, including incomplete coverage: 22

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-129	P00000	104
demo-178	P00000	90
demo-178	P00000	104
demo-201	P00038	160
demo-162	P00000	90
demo-162	P00000	104
demo-162	P00021	13
demo-162	P00027	125
demo-162	P00038	160
demo-47	P00000	90
demo-47	P00000	104
demo-1	P00000	90
demo-1	P00000	104
demo-218	P00000	90
demo-218	P00000	104
demo-172	P00000	90
demo-172	P00000	104
demo-160	P00000	90
demo-160	P00000	104
demo-160	P00021	13
demo-160	P00038	160
demo-161	P00000	90
demo-161	P00000	104
demo-161	P00021	13
demo-161	P00027	125
demo-215	P00000	90
demo-215	P00000	104
demo-24	P00000	90
demo-24	P00000	104
demo-165	P00021	13
demo-163	P00021	13
demo-207	P00021	13
demo-164	P00021	13
demo-175	P00038	160
demo-206	P00038	160
demo-187	P00021	13
demo-139	P00000	104
demo-3	P00003	174
demo-48	P00000	104

demo-1152 products21 egos

21 distinct product-window-complete seed egos; 21 observed seed egos.

Observed count, including incomplete coverage: 21

Source seed	Product	Week (day index)
demo-129	P00000	62
demo-129	P00000	97
demo-42	P00000	62
demo-178	P00000	97
demo-178	P00023	97
demo-201	P00000	62
demo-162	P00000	62
demo-162	P00000	97
demo-47	P00000	62
demo-47	P00000	97
demo-1	P00000	62
demo-1	P00000	97
demo-218	P00000	62
demo-218	P00000	97
demo-172	P00000	62
demo-172	P00000	97
demo-160	P00000	62
demo-160	P00000	97
demo-160	P00023	97
demo-161	P00000	62
demo-161	P00000	97
demo-161	P00023	97
demo-215	P00000	62
demo-215	P00000	97
demo-24	P00000	62
demo-24	P00000	97
demo-163	P00023	97
demo-206	P00000	62
demo-206	P00023	97
demo-187	P00023	97
demo-139	P00000	97
demo-72	P00000	62
demo-48	P00000	97
demo-12	P00000	62
demo-94	P00000	62

demo-1639 products21 egos

21 distinct product-window-complete seed egos; 21 observed seed egos.

Observed count, including incomplete coverage: 21

Source seed	Product	Week (day index)
demo-192	P00007	153
demo-192	P00014	27
demo-192	P00033	55
demo-178	P00014	27
demo-178	P00017	160
demo-178	P00023	41
demo-178	P00033	55
demo-201	P00033	55
demo-162	P00007	153
demo-162	P00017	160
demo-162	P00021	20
demo-218	P00026	62
demo-218	P00033	55
demo-218	P00042	97
demo-172	P00017	160
demo-172	P00033	55
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-161	P00007	153
demo-161	P00017	160
demo-161	P00021	20
demo-161	P00023	41
demo-161	P00026	62
demo-161	P00030	76
demo-161	P00033	55
demo-161	P00042	97
demo-215	P00026	62
demo-165	P00014	27
demo-165	P00021	20
demo-165	P00030	76
demo-165	P00033	55
demo-207	P00021	20
demo-207	P00033	55
demo-195	P00033	55
demo-195	P00042	97
demo-209	P00007	153
demo-209	P00014	27
demo-209	P00026	62
demo-164	P00021	20
demo-164	P00026	62
demo-216	P00017	160
demo-216	P00026	62
demo-175	P00026	62
demo-206	P00023	41
demo-187	P00021	20
demo-187	P00023	41
demo-187	P00030	76
demo-188	P00017	160
demo-188	P00030	76
demo-117	P00014	27
demo-34	P00007	153

demo-1744 products21 egos

21 distinct product-window-complete seed egos; 21 observed seed egos.

Observed count, including incomplete coverage: 21

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-178	P00000	97
demo-178	P00017	139
demo-162	P00000	97
demo-162	P00017	139
demo-162	P00021	13
demo-47	P00000	97
demo-1	P00000	97
demo-218	P00000	97
demo-218	P00026	62
demo-172	P00000	97
demo-172	P00017	139
demo-160	P00000	97
demo-160	P00017	139
demo-160	P00021	13
demo-160	P00026	62
demo-161	P00000	97
demo-161	P00017	139
demo-161	P00021	13
demo-161	P00026	62
demo-215	P00000	97
demo-215	P00026	62
demo-24	P00000	97
demo-165	P00021	13
demo-163	P00017	139
demo-163	P00021	13
demo-163	P00026	62
demo-207	P00021	13
demo-209	P00026	62
demo-164	P00021	13
demo-164	P00026	62
demo-216	P00017	139
demo-216	P00026	62
demo-175	P00026	62
demo-187	P00021	13
demo-139	P00000	97
demo-188	P00017	139

demo-1812 products21 egos

21 distinct product-window-complete seed egos; 21 observed seed egos.

Observed count, including incomplete coverage: 21

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-129	P00000	153
demo-113	P00000	153
demo-178	P00000	97
demo-178	P00000	153
demo-201	P00038	174
demo-162	P00000	97
demo-162	P00000	153
demo-162	P00038	174
demo-47	P00000	97
demo-47	P00000	153
demo-1	P00000	97
demo-1	P00000	153
demo-218	P00000	97
demo-172	P00000	97
demo-172	P00000	153
demo-160	P00000	97
demo-160	P00038	174
demo-161	P00000	97
demo-161	P00000	153
demo-215	P00000	97
demo-24	P00000	97
demo-24	P00000	153
demo-175	P00038	174
demo-206	P00038	174
demo-139	P00000	153
demo-3	P00000	153
demo-72	P00000	153
demo-48	P00000	153
demo-158	P00000	153
demo-146	P00000	153

demo-1942 products21 egos

21 distinct product-window-complete seed egos; 21 observed seed egos.

Observed count, including incomplete coverage: 21

Source seed	Product	Week (day index)
demo-129	P00000	132
demo-113	P00000	132
demo-178	P00000	132
demo-178	P00017	146
demo-162	P00000	132
demo-162	P00017	146
demo-47	P00000	132
demo-1	P00000	132
demo-218	P00000	132
demo-172	P00000	132
demo-172	P00017	146
demo-160	P00000	132
demo-160	P00017	146
demo-161	P00000	132
demo-161	P00017	146
demo-215	P00000	132
demo-24	P00000	132
demo-163	P00017	146
demo-216	P00017	146
demo-139	P00000	132
demo-188	P00017	146
demo-3	P00000	132
demo-72	P00000	132
demo-48	P00000	132
demo-158	P00000	132
demo-146	P00000	132

demo-1685 products20 egos

20 distinct product-window-complete seed egos; 20 observed seed egos.

Observed count, including incomplete coverage: 20

Source seed	Product	Week (day index)
demo-192	P00007	153
demo-192	P00014	27
demo-129	P00000	97
demo-178	P00000	97
demo-178	P00014	27
demo-178	P00017	146
demo-162	P00000	97
demo-162	P00007	153
demo-162	P00017	146
demo-47	P00000	97
demo-1	P00000	97
demo-218	P00000	97
demo-172	P00000	97
demo-172	P00017	146
demo-160	P00000	97
demo-160	P00017	146
demo-161	P00000	97
demo-161	P00007	153
demo-161	P00017	146
demo-215	P00000	97
demo-24	P00000	97
demo-165	P00014	27
demo-163	P00007	153
demo-163	P00014	27
demo-163	P00017	146
demo-209	P00007	153
demo-209	P00014	27
demo-216	P00017	146
demo-188	P00017	146
demo-49	P00005	174
demo-117	P00014	27
demo-34	P00007	153

demo-1713 products20 egos

20 distinct product-window-complete seed egos; 20 observed seed egos.

Observed count, including incomplete coverage: 20

Source seed	Product	Week (day index)
demo-129	P00000	104
demo-178	P00000	104
demo-178	P00023	48
demo-162	P00000	104
demo-47	P00000	104
demo-1	P00000	104
demo-218	P00000	104
demo-218	P00026	55
demo-172	P00000	104
demo-160	P00000	104
demo-160	P00023	48
demo-160	P00026	55
demo-161	P00000	104
demo-161	P00023	48
demo-161	P00026	55
demo-215	P00000	104
demo-215	P00026	55
demo-24	P00000	104
demo-163	P00023	48
demo-163	P00026	55
demo-209	P00026	55
demo-164	P00026	55
demo-216	P00026	55
demo-175	P00026	55
demo-206	P00023	48
demo-187	P00023	48
demo-139	P00000	104
demo-48	P00000	104

demo-1723 products20 egos

20 distinct product-window-complete seed egos; 20 observed seed egos.

Observed count, including incomplete coverage: 20

Source seed	Product	Week (day index)
demo-192	P00033	48
demo-129	P00000	104
demo-178	P00000	104
demo-178	P00017	146
demo-178	P00033	48
demo-201	P00033	48
demo-162	P00000	104
demo-162	P00017	146
demo-47	P00000	104
demo-1	P00000	104
demo-218	P00000	104
demo-218	P00033	48
demo-160	P00000	104
demo-160	P00017	146
demo-160	P00033	48
demo-161	P00000	104
demo-161	P00017	146
demo-161	P00033	48
demo-215	P00000	104
demo-24	P00000	104
demo-165	P00033	48
demo-163	P00017	146
demo-163	P00033	48
demo-207	P00033	48
demo-195	P00033	48
demo-216	P00017	146
demo-139	P00000	104
demo-188	P00017	146
demo-48	P00000	104

demo-1794 products20 egos

20 distinct product-window-complete seed egos; 20 observed seed egos.

Observed count, including incomplete coverage: 20

Source seed	Product	Week (day index)
demo-129	P00000	83
demo-108	P00021	27
demo-42	P00002	55
demo-178	P00000	83
demo-162	P00000	83
demo-162	P00021	27
demo-47	P00000	83
demo-1	P00000	83
demo-218	P00000	83
demo-218	P00042	97
demo-172	P00000	83
demo-160	P00000	83
demo-160	P00021	27
demo-160	P00042	97
demo-161	P00000	83
demo-161	P00021	27
demo-161	P00042	97
demo-215	P00000	83
demo-24	P00000	83
demo-165	P00021	27
demo-163	P00021	27
demo-163	P00042	97
demo-207	P00021	27
demo-195	P00042	97
demo-164	P00021	27
demo-187	P00021	27
demo-94	P00000	83

demo-1924 products20 egos

20 distinct product-window-complete seed egos; 20 observed seed egos.

Observed count, including incomplete coverage: 20

Source seed	Product	Week (day index)
demo-18	P00004	62
demo-89	P00004	62
demo-129	P00004	62
demo-108	P00004	62
demo-42	P00004	62
demo-113	P00004	62
demo-178	P00014	13
demo-178	P00033	55
demo-201	P00033	55
demo-162	P00007	153
demo-218	P00033	55
demo-172	P00033	55
demo-160	P00033	55
demo-161	P00007	153
demo-161	P00033	55
demo-165	P00014	13
demo-165	P00033	55
demo-163	P00007	153
demo-163	P00014	13
demo-163	P00033	55
demo-207	P00033	55
demo-195	P00033	55
demo-209	P00007	153
demo-209	P00014	13
demo-117	P00014	13
demo-34	P00007	153

demo-2184 products20 egos

20 distinct product-window-complete seed egos; 20 observed seed egos.

Observed count, including incomplete coverage: 20

Source seed	Product	Week (day index)
demo-192	P00033	41
demo-129	P00000	90
demo-178	P00000	90
demo-178	P00033	41
demo-201	P00033	41
demo-162	P00000	90
demo-47	P00000	90
demo-1	P00000	90
demo-172	P00000	90
demo-172	P00033	41
demo-160	P00000	90
demo-160	P00026	55
demo-160	P00033	41
demo-160	P00042	111
demo-161	P00000	90
demo-161	P00026	55
demo-161	P00033	41
demo-161	P00042	111
demo-215	P00000	90
demo-215	P00026	55
demo-24	P00000	90
demo-165	P00033	41
demo-163	P00026	55
demo-163	P00033	41
demo-163	P00042	111
demo-207	P00033	41
demo-195	P00033	41
demo-195	P00042	111
demo-209	P00026	55
demo-164	P00026	55
demo-216	P00026	55
demo-175	P00026	55

demo-841 products20 egos

20 distinct product-window-complete seed egos; 20 observed seed egos.

Observed count, including incomplete coverage: 20

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-42	P00000	34
demo-178	P00000	90
demo-201	P00000	34
demo-162	P00000	90
demo-47	P00000	34
demo-47	P00000	90
demo-1	P00000	34
demo-1	P00000	90
demo-218	P00000	34
demo-218	P00000	90
demo-172	P00000	90
demo-160	P00000	34
demo-160	P00000	90
demo-161	P00000	90
demo-215	P00000	34
demo-215	P00000	90
demo-24	P00000	90
demo-206	P00000	34
demo-3	P00000	34
demo-72	P00000	34
demo-12	P00000	34
demo-94	P00000	34
demo-49	P00000	34
demo-65	P00000	34

demo-1123 products19 egos

19 distinct product-window-complete seed egos; 19 observed seed egos.

Observed count, including incomplete coverage: 19

Source seed	Product	Week (day index)
demo-129	P00004	160
demo-42	P00000	41
demo-42	P00002	125
demo-42	P00002	132
demo-42	P00004	160
demo-113	P00002	125
demo-113	P00002	132
demo-201	P00000	41
demo-201	P00002	125
demo-201	P00002	132
demo-162	P00000	41
demo-47	P00000	41
demo-1	P00000	41
demo-1	P00004	160
demo-218	P00000	41
demo-160	P00000	41
demo-161	P00000	41
demo-215	P00000	41
demo-24	P00000	41
demo-206	P00000	41
demo-3	P00000	41
demo-72	P00000	41
demo-12	P00000	41
demo-94	P00000	41
demo-49	P00000	41
demo-65	P00000	41
demo-65	P00002	125
demo-65	P00002	132

demo-1512 products19 egos

19 distinct product-window-complete seed egos; 19 observed seed egos.

Observed count, including incomplete coverage: 19

Source seed	Product	Week (day index)
demo-129	P00000	62
demo-129	P00005	104
demo-42	P00000	62
demo-201	P00000	62
demo-162	P00000	62
demo-47	P00000	62
demo-1	P00000	62
demo-218	P00000	62
demo-172	P00000	62
demo-160	P00000	62
demo-161	P00000	62
demo-215	P00000	62
demo-24	P00000	62
demo-206	P00000	62
demo-3	P00000	62
demo-72	P00000	62
demo-12	P00000	62
demo-94	P00000	62
demo-49	P00000	62
demo-49	P00005	104
demo-65	P00000	62

demo-1655 products19 egos

19 distinct product-window-complete seed egos; 19 observed seed egos.

Observed count, including incomplete coverage: 19

Source seed	Product	Week (day index)
demo-192	P00014	27
demo-192	P00033	48
demo-108	P00021	20
demo-178	P00014	27
demo-178	P00033	48
demo-201	P00033	48
demo-162	P00021	20
demo-218	P00033	48
demo-172	P00033	48
demo-160	P00021	20
demo-160	P00030	69
demo-160	P00033	48
demo-161	P00021	20
demo-161	P00030	69
demo-161	P00033	48
demo-163	P00014	27
demo-163	P00021	20
demo-163	P00030	69
demo-163	P00033	48
demo-207	P00021	20
demo-207	P00033	48
demo-195	P00033	48
demo-209	P00014	27
demo-164	P00021	20
demo-187	P00021	20
demo-187	P00030	69
demo-188	P00030	69
demo-12	P00001	167
demo-94	P00001	167
demo-117	P00014	27

demo-1664 products19 egos

19 distinct product-window-complete seed egos; 19 observed seed egos.

Observed count, including incomplete coverage: 19

Source seed	Product	Week (day index)
demo-192	P00007	160
demo-192	P00014	27
demo-192	P00033	55
demo-178	P00014	27
demo-178	P00033	55
demo-201	P00033	55
demo-162	P00007	160
demo-218	P00026	55
demo-218	P00033	55
demo-172	P00033	55
demo-160	P00026	55
demo-160	P00033	55
demo-161	P00007	160
demo-161	P00026	55
demo-161	P00033	55
demo-215	P00026	55
demo-165	P00014	27
demo-165	P00033	55
demo-163	P00007	160
demo-163	P00014	27
demo-163	P00026	55
demo-163	P00033	55
demo-207	P00033	55
demo-195	P00033	55
demo-209	P00007	160
demo-209	P00014	27
demo-209	P00026	55
demo-164	P00026	55
demo-216	P00026	55
demo-175	P00026	55
demo-117	P00014	27
demo-34	P00007	160

demo-1893 products19 egos

19 distinct product-window-complete seed egos; 19 observed seed egos.

Observed count, including incomplete coverage: 19

Source seed	Product	Week (day index)
demo-129	P00000	69
demo-42	P00000	69
demo-178	P00023	62
demo-201	P00000	69
demo-201	P00038	160
demo-162	P00000	69
demo-162	P00038	160
demo-47	P00000	69
demo-1	P00000	69
demo-218	P00000	69
demo-172	P00000	69
demo-160	P00000	69
demo-160	P00023	62
demo-160	P00038	160
demo-161	P00000	69
demo-161	P00023	62
demo-215	P00000	69
demo-24	P00000	69
demo-163	P00023	62
demo-175	P00038	160
demo-206	P00023	62
demo-206	P00038	160
demo-187	P00023	62
demo-72	P00000	69
demo-94	P00000	69

demo-61 products19 egos

19 distinct product-window-complete seed egos; 19 observed seed egos.

Observed count, including incomplete coverage: 19

Source seed	Product	Week (day index)
demo-129	P00000	55
demo-42	P00000	55
demo-201	P00000	55
demo-162	P00000	55
demo-47	P00000	55
demo-1	P00000	55
demo-218	P00000	55
demo-172	P00000	55
demo-160	P00000	55
demo-161	P00000	55
demo-215	P00000	55
demo-24	P00000	55
demo-206	P00000	55
demo-3	P00000	55
demo-72	P00000	55
demo-12	P00000	55
demo-94	P00000	55
demo-49	P00000	55
demo-65	P00000	55

demo-1294 products18 egos

18 distinct product-window-complete seed egos; 18 observed seed egos.

Observed count, including incomplete coverage: 18

Source seed	Product	Week (day index)
demo-18	P00004	90
demo-192	P00004	90
demo-89	P00004	90
demo-108	P00004	90
demo-42	P00004	90
demo-178	P00000	97
demo-162	P00000	97
demo-47	P00000	97
demo-1	P00000	97
demo-1	P00004	174
demo-218	P00000	97
demo-172	P00000	97
demo-160	P00000	97
demo-161	P00000	97
demo-215	P00000	97
demo-24	P00000	97
demo-139	P00000	97
demo-49	P00005	83
demo-117	P00035	167

demo-1481 products18 egos

18 distinct product-window-complete seed egos; 18 observed seed egos.

Observed count, including incomplete coverage: 18

Source seed	Product	Week (day index)
demo-129	P00000	139
demo-113	P00000	139
demo-178	P00000	139
demo-162	P00000	139
demo-47	P00000	139
demo-1	P00000	139
demo-218	P00000	139
demo-172	P00000	139
demo-160	P00000	139
demo-161	P00000	139
demo-215	P00000	139
demo-24	P00000	139
demo-139	P00000	139
demo-3	P00000	139
demo-72	P00000	139
demo-48	P00000	139
demo-158	P00000	139
demo-146	P00000	139

demo-1591 products18 egos

18 distinct product-window-complete seed egos; 18 observed seed egos.

Observed count, including incomplete coverage: 18

Source seed	Product	Week (day index)
demo-129	P00000	132
demo-113	P00000	132
demo-178	P00000	132
demo-162	P00000	132
demo-47	P00000	132
demo-1	P00000	132
demo-218	P00000	132
demo-172	P00000	132
demo-160	P00000	132
demo-161	P00000	132
demo-215	P00000	132
demo-24	P00000	132
demo-139	P00000	132
demo-3	P00000	132
demo-72	P00000	132
demo-48	P00000	132
demo-158	P00000	132
demo-146	P00000	132

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	39	36	53 days	644
P00000	20	20	56 days	364
P00033	17	17	20 days	320
P00000	19	19	56 days	298
P00017	15	15	21 days	272
P00007	16	16	17 days	261
P00021	13	13	18 days	240
P00026	14	14	14 days	235
P00023	11	11	56 days	229
P00038	10	10	50 days	195
P00014	8	8	20 days	147
P00042	8	8	17 days	143

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. 42 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	9	10
2	demo-26	0	10
3	demo-25	4	13
4	demo-192	36	43
5	demo-89	7	43
6	demo-129	61	85
7	demo-106	0	85
8	demo-108	13	88
9	demo-42	56	114
10	demo-110	0	114
11	demo-113	38	118
12	demo-178	70	122
13	demo-201	58	123
14	demo-162	79	126
15	demo-47	68	126
16	demo-1	67	126
17	demo-218	69	129
18	demo-172	66	129
19	demo-160	77	130
20	demo-161	85	131
21	demo-215	61	131
22	demo-27	0	131
23	demo-202	0	131
24	demo-126	0	131
25	demo-24	64	139
26	demo-165	40	144
27	demo-163	52	144
28	demo-207	23	144
29	demo-195	18	144
30	demo-209	30	144
31	demo-164	23	144
32	demo-216	23	144
33	demo-175	21	144
34	demo-206	36	144
35	demo-187	23	144
36	demo-139	55	148
37	demo-188	19	148
38	demo-80	0	148
39	demo-183	0	148
40	demo-3	44	153
41	demo-72	43	153
42	demo-48	50	153
43	demo-12	38	153
44	demo-94	36	153
45	demo-49	34	156
46	demo-65	32	156
47	demo-158	42	156
48	demo-117	26	158
49	demo-146	23	160
50	demo-34	26	160

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-178appears in 29 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-178
appears in 29 distinct egos.