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-161
appears in 38 distinct egos.

The search opened 100 reviewer histories and reached 163 reviewers. This reviewer has a corroboration count of 38.

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-161’s date	Count added
demo-129	P00000	2019-04-11	2019-04-10	+1 ego
demo-84	P00000	2019-04-02	2019-04-10	+1 ego
demo-177	P00000	2019-04-11	2019-04-10	+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 100 histories · cap 10 · ±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 opened100

Complete product windows75seed egos

Highest corroboration38distinct seed egos

COLLECTION PROGRESS

Each history adds context.

163 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-16110 products38 egos

38 distinct product-window-complete seed egos; 38 observed seed egos.

Observed count, including incomplete coverage: 38

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-129	P00000	104
demo-84	P00000	97
demo-84	P00000	104
demo-177	P00000	97
demo-177	P00000	104
demo-47	P00000	97
demo-47	P00000	104
demo-33	P00000	97
demo-9	P00000	97
demo-9	P00007	160
demo-179	P00000	97
demo-179	P00000	104
demo-179	P00021	13
demo-179	P00042	104
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-218	P00000	97
demo-218	P00000	104
demo-218	P00026	62
demo-218	P00033	62
demo-218	P00042	104
demo-169	P00000	97
demo-169	P00000	104
demo-169	P00021	13
demo-169	P00027	125
demo-16	P00000	97
demo-16	P00000	104
demo-96	P00000	97
demo-96	P00000	104
demo-1	P00000	104
demo-101	P00000	97
demo-101	P00000	104
demo-23	P00000	97
demo-23	P00000	104
demo-200	P00000	104
demo-200	P00007	160
demo-200	P00023	55
demo-200	P00027	125
demo-178	P00000	104
demo-178	P00017	153
demo-178	P00023	55
demo-178	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-201	P00033	62
demo-167	P00007	160
demo-167	P00023	55
demo-167	P00033	62
demo-167	P00042	104
demo-192	P00007	160
demo-192	P00033	62
demo-166	P00007	160
demo-166	P00026	62
demo-166	P00033	62
demo-209	P00007	160
demo-209	P00026	62
demo-207	P00021	13
demo-207	P00033	62
demo-195	P00033	62
demo-195	P00042	104
demo-196	P00017	153
demo-196	P00033	62
demo-206	P00023	55
demo-175	P00026	62
demo-164	P00021	13
demo-164	P00026	62
demo-187	P00021	13
demo-187	P00023	55
demo-187	P00030	76
demo-216	P00017	153
demo-216	P00026	62
demo-194	P00000	104
demo-194	P00017	153
demo-212	P00007	160
demo-212	P00027	125
demo-180	P00007	160
demo-34	P00007	160
demo-210	P00042	104
demo-188	P00017	153
demo-188	P00030	76

demo-1626 products35 egos

35 distinct product-window-complete seed egos; 35 observed seed egos.

Observed count, including incomplete coverage: 35

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-84	P00000	97
demo-177	P00000	97
demo-177	P00038	160
demo-47	P00000	97
demo-33	P00000	97
demo-9	P00000	97
demo-9	P00007	160
demo-179	P00000	97
demo-179	P00021	20
demo-160	P00000	97
demo-160	P00017	146
demo-160	P00021	20
demo-160	P00038	160
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-169	P00021	20
demo-169	P00027	132
demo-169	P00038	160
demo-16	P00000	97
demo-96	P00000	97
demo-101	P00000	97
demo-23	P00000	97
demo-200	P00007	160
demo-200	P00027	132
demo-178	P00017	146
demo-163	P00007	160
demo-163	P00017	146
demo-163	P00021	20
demo-201	P00038	160
demo-167	P00007	160
demo-192	P00007	160
demo-166	P00007	160
demo-209	P00007	160
demo-207	P00021	20
demo-196	P00017	146
demo-206	P00038	160
demo-175	P00038	160
demo-164	P00021	20
demo-187	P00021	20
demo-216	P00017	146
demo-194	P00017	146
demo-212	P00007	160
demo-212	P00027	132
demo-180	P00007	160
demo-34	P00007	160
demo-188	P00017	146

demo-1609 products34 egos

34 distinct product-window-complete seed egos; 34 observed seed egos.

Observed count, including incomplete coverage: 34

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-84	P00000	90
demo-177	P00000	90
demo-177	P00038	160
demo-47	P00000	90
demo-33	P00000	90
demo-9	P00000	90
demo-179	P00000	90
demo-179	P00021	13
demo-179	P00042	111
demo-215	P00000	90
demo-215	P00026	55
demo-218	P00000	90
demo-218	P00026	55
demo-218	P00033	62
demo-218	P00042	111
demo-169	P00000	90
demo-169	P00021	13
demo-169	P00038	160
demo-16	P00000	90
demo-96	P00000	90
demo-1	P00000	90
demo-101	P00000	90
demo-151	P00000	90
demo-200	P00023	41
demo-178	P00017	146
demo-178	P00023	41
demo-178	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-201	P00033	62
demo-201	P00038	160
demo-167	P00023	41
demo-167	P00033	62
demo-167	P00042	111
demo-192	P00033	62
demo-166	P00026	55
demo-166	P00033	62
demo-209	P00026	55
demo-207	P00021	13
demo-207	P00033	62
demo-195	P00033	62
demo-195	P00042	111
demo-196	P00017	146
demo-196	P00033	62
demo-206	P00023	41
demo-206	P00038	160
demo-175	P00026	55
demo-175	P00038	160
demo-164	P00021	13
demo-164	P00026	55
demo-187	P00021	13
demo-187	P00023	41
demo-187	P00030	55
demo-216	P00017	146
demo-216	P00026	55
demo-194	P00017	146
demo-210	P00042	111
demo-188	P00017	146
demo-188	P00030	55

demo-1685 products31 egos

31 distinct product-window-complete seed egos; 31 observed seed egos.

Observed count, including incomplete coverage: 31

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-84	P00000	97
demo-177	P00000	97
demo-47	P00000	97
demo-33	P00000	97
demo-33	P00005	174
demo-9	P00000	97
demo-9	P00007	153
demo-179	P00000	97
demo-160	P00000	97
demo-160	P00017	146
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-16	P00000	97
demo-96	P00000	97
demo-101	P00000	97
demo-23	P00000	97
demo-200	P00007	153
demo-178	P00014	27
demo-178	P00017	146
demo-163	P00007	153
demo-163	P00014	27
demo-163	P00017	146
demo-167	P00007	153
demo-192	P00007	153
demo-192	P00014	27
demo-166	P00007	153
demo-166	P00014	27
demo-209	P00007	153
demo-209	P00014	27
demo-196	P00017	146
demo-216	P00017	146
demo-194	P00017	146
demo-212	P00007	153
demo-180	P00007	153
demo-34	P00007	153
demo-188	P00017	146
demo-131	P00005	174
demo-186	P00014	27

demo-1812 products31 egos

31 distinct product-window-complete seed egos; 31 observed seed egos.

Observed count, including incomplete coverage: 31

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-84	P00000	97
demo-177	P00000	97
demo-177	P00038	174
demo-47	P00000	97
demo-47	P00000	153
demo-33	P00000	97
demo-9	P00000	97
demo-179	P00000	97
demo-160	P00000	97
demo-160	P00038	174
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-169	P00038	174
demo-16	P00000	97
demo-96	P00000	97
demo-1	P00000	153
demo-101	P00000	97
demo-23	P00000	97
demo-200	P00000	153
demo-178	P00000	153
demo-201	P00038	174
demo-206	P00038	174
demo-175	P00038	174
demo-194	P00000	153
demo-72	P00000	153
demo-3	P00000	153
demo-113	P00000	153
demo-139	P00000	153
demo-74	P00000	153
demo-48	P00000	153
demo-159	P00000	153
demo-158	P00000	153
demo-146	P00000	153

demo-471 products31 egos

31 distinct product-window-complete seed egos; 31 observed seed egos.

Observed count, including incomplete coverage: 31

Source seed	Product	Week (day index)
demo-129	P00000	111
demo-42	P00000	48
demo-84	P00000	48
demo-84	P00000	111
demo-177	P00000	111
demo-33	P00000	48
demo-9	P00000	48
demo-179	P00000	111
demo-160	P00000	111
demo-215	P00000	111
demo-218	P00000	111
demo-169	P00000	111
demo-96	P00000	111
demo-1	P00000	48
demo-1	P00000	111
demo-1	P00000	153
demo-101	P00000	111
demo-151	P00000	48
demo-23	P00000	111
demo-200	P00000	111
demo-200	P00000	153
demo-178	P00000	111
demo-178	P00000	153
demo-194	P00000	111
demo-194	P00000	153
demo-112	P00000	48
demo-103	P00000	48
demo-94	P00000	48
demo-72	P00000	153
demo-3	P00000	153
demo-113	P00000	153
demo-139	P00000	153
demo-74	P00000	153
demo-48	P00000	153
demo-159	P00000	111
demo-159	P00000	153
demo-158	P00000	153
demo-146	P00000	153

demo-2014 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-42	P00000	20
demo-42	P00002	139
demo-84	P00000	20
demo-177	P00038	160
demo-160	P00033	48
demo-160	P00038	160
demo-218	P00033	48
demo-169	P00038	160
demo-178	P00033	48
demo-163	P00033	48
demo-167	P00033	48
demo-192	P00033	48
demo-166	P00033	48
demo-207	P00033	48
demo-195	P00033	48
demo-196	P00033	48
demo-206	P00000	20
demo-206	P00038	160
demo-175	P00038	160
demo-112	P00000	20
demo-112	P00002	139
demo-103	P00000	20
demo-103	P00002	139
demo-94	P00000	20
demo-72	P00000	20
demo-3	P00000	20
demo-12	P00000	20
demo-49	P00000	20
demo-65	P00000	20
demo-65	P00002	139
demo-113	P00002	139
demo-63	P00002	139
demo-145	P00002	139
demo-149	P00002	139
demo-35	P00002	139

demo-1639 products28 egos

28 distinct product-window-complete seed egos; 28 observed seed egos.

Observed count, including incomplete coverage: 28

Source seed	Product	Week (day index)
demo-9	P00007	153
demo-179	P00021	20
demo-179	P00042	97
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-218	P00026	62
demo-218	P00033	55
demo-218	P00042	97
demo-169	P00021	20
demo-200	P00007	153
demo-200	P00023	41
demo-178	P00014	27
demo-178	P00017	160
demo-178	P00023	41
demo-178	P00033	55
demo-201	P00033	55
demo-167	P00007	153
demo-167	P00023	41
demo-167	P00033	55
demo-167	P00042	97
demo-192	P00007	153
demo-192	P00014	27
demo-192	P00033	55
demo-166	P00007	153
demo-166	P00014	27
demo-166	P00026	62
demo-166	P00033	55
demo-209	P00007	153
demo-209	P00014	27
demo-209	P00026	62
demo-207	P00021	20
demo-207	P00033	55
demo-195	P00033	55
demo-195	P00042	97
demo-196	P00017	160
demo-196	P00033	55
demo-206	P00023	41
demo-175	P00026	62
demo-164	P00021	20
demo-164	P00026	62
demo-187	P00021	20
demo-187	P00023	41
demo-187	P00030	76
demo-216	P00017	160
demo-216	P00026	62
demo-194	P00017	160
demo-212	P00007	153
demo-180	P00007	153
demo-34	P00007	153
demo-210	P00042	97
demo-188	P00017	160
demo-188	P00030	76
demo-186	P00014	27

demo-1723 products28 egos

28 distinct product-window-complete seed egos; 28 observed seed egos.

Observed count, including incomplete coverage: 28

Source seed	Product	Week (day index)
demo-129	P00000	104
demo-84	P00000	104
demo-177	P00000	104
demo-47	P00000	104
demo-179	P00000	104
demo-160	P00000	104
demo-160	P00017	146
demo-160	P00033	48
demo-215	P00000	104
demo-218	P00000	104
demo-218	P00033	48
demo-169	P00000	104
demo-16	P00000	104
demo-96	P00000	104
demo-1	P00000	104
demo-101	P00000	104
demo-23	P00000	104
demo-200	P00000	104
demo-178	P00000	104
demo-178	P00017	146
demo-178	P00033	48
demo-163	P00017	146
demo-163	P00033	48
demo-201	P00033	48
demo-167	P00033	48
demo-192	P00033	48
demo-166	P00033	48
demo-207	P00033	48
demo-195	P00033	48
demo-196	P00017	146
demo-196	P00033	48
demo-216	P00017	146
demo-194	P00000	104
demo-194	P00017	146
demo-159	P00000	104
demo-188	P00017	146

demo-2184 products28 egos

28 distinct product-window-complete seed egos; 28 observed seed egos.

Observed count, including incomplete coverage: 28

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-84	P00000	90
demo-177	P00000	90
demo-47	P00000	90
demo-33	P00000	90
demo-9	P00000	90
demo-179	P00000	90
demo-179	P00042	111
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-169	P00000	90
demo-16	P00000	90
demo-96	P00000	90
demo-101	P00000	90
demo-23	P00000	90
demo-178	P00033	41
demo-163	P00026	55
demo-163	P00033	41
demo-163	P00042	111
demo-201	P00033	41
demo-167	P00033	41
demo-167	P00042	111
demo-192	P00033	41
demo-166	P00026	55
demo-166	P00033	41
demo-209	P00026	55
demo-207	P00033	41
demo-195	P00033	41
demo-195	P00042	111
demo-196	P00033	41
demo-175	P00026	55
demo-164	P00026	55
demo-216	P00026	55
demo-210	P00042	111

demo-1744 products27 egos

27 distinct product-window-complete seed egos; 27 observed seed egos.

Observed count, including incomplete coverage: 27

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-84	P00000	97
demo-177	P00000	97
demo-47	P00000	97
demo-33	P00000	97
demo-9	P00000	97
demo-179	P00000	97
demo-179	P00021	13
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-218	P00000	97
demo-218	P00026	62
demo-169	P00000	97
demo-169	P00021	13
demo-16	P00000	97
demo-96	P00000	97
demo-101	P00000	97
demo-23	P00000	97
demo-178	P00017	139
demo-163	P00017	139
demo-163	P00021	13
demo-163	P00026	62
demo-166	P00026	62
demo-209	P00026	62
demo-207	P00021	13
demo-196	P00017	139
demo-175	P00026	62
demo-164	P00021	13
demo-164	P00026	62
demo-187	P00021	13
demo-216	P00017	139
demo-216	P00026	62
demo-194	P00017	139
demo-188	P00017	139

demo-1785 products27 egos

27 distinct product-window-complete seed egos; 27 observed seed egos.

Observed count, including incomplete coverage: 27

Source seed	Product	Week (day index)
demo-47	P00000	132
demo-160	P00017	160
demo-160	P00023	48
demo-160	P00033	55
demo-218	P00033	55
demo-169	P00000	132
demo-1	P00000	132
demo-101	P00000	132
demo-23	P00000	132
demo-200	P00000	132
demo-200	P00023	48
demo-163	P00014	20
demo-163	P00017	160
demo-163	P00023	48
demo-163	P00033	55
demo-201	P00033	55
demo-167	P00023	48
demo-167	P00033	55
demo-192	P00014	20
demo-192	P00033	55
demo-166	P00014	20
demo-166	P00033	55
demo-209	P00014	20
demo-207	P00033	55
demo-195	P00033	55
demo-196	P00017	160
demo-196	P00033	55
demo-206	P00023	48
demo-187	P00023	48
demo-216	P00017	160
demo-194	P00000	132
demo-194	P00017	160
demo-139	P00000	132
demo-74	P00000	132
demo-48	P00000	132
demo-159	P00000	132
demo-188	P00017	160
demo-186	P00014	20

demo-1695 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-129	P00000	90
demo-129	P00000	104
demo-84	P00000	90
demo-84	P00000	104
demo-177	P00000	90
demo-177	P00000	104
demo-177	P00038	160
demo-47	P00000	90
demo-47	P00000	104
demo-33	P00000	90
demo-9	P00000	90
demo-179	P00000	90
demo-179	P00000	104
demo-179	P00021	13
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-218	P00000	90
demo-218	P00000	104
demo-16	P00000	90
demo-16	P00000	104
demo-96	P00000	90
demo-96	P00000	104
demo-1	P00000	104
demo-101	P00000	90
demo-101	P00000	104
demo-23	P00000	90
demo-23	P00000	104
demo-200	P00000	104
demo-200	P00027	125
demo-178	P00000	104
demo-163	P00021	13
demo-201	P00038	160
demo-207	P00021	13
demo-206	P00038	160
demo-175	P00038	160
demo-164	P00021	13
demo-187	P00021	13
demo-212	P00027	125
demo-3	P00003	174

demo-1713 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-129	P00000	104
demo-84	P00000	104
demo-177	P00000	104
demo-47	P00000	104
demo-179	P00000	104
demo-160	P00000	104
demo-160	P00023	48
demo-160	P00026	55
demo-215	P00000	104
demo-215	P00026	55
demo-218	P00000	104
demo-218	P00026	55
demo-169	P00000	104
demo-16	P00000	104
demo-96	P00000	104
demo-1	P00000	104
demo-101	P00000	104
demo-23	P00000	104
demo-200	P00000	104
demo-200	P00023	48
demo-178	P00000	104
demo-178	P00023	48
demo-163	P00023	48
demo-163	P00026	55
demo-167	P00023	48
demo-166	P00026	55
demo-209	P00026	55
demo-206	P00023	48
demo-175	P00026	55
demo-164	P00026	55
demo-187	P00023	48
demo-216	P00026	55
demo-194	P00000	104

demo-1972 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	97
demo-84	P00000	97
demo-177	P00000	97
demo-47	P00000	97
demo-33	P00000	97
demo-9	P00000	97
demo-9	P00007	160
demo-179	P00000	97
demo-160	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-16	P00000	97
demo-96	P00000	97
demo-101	P00000	97
demo-23	P00000	97
demo-200	P00007	160
demo-163	P00007	160
demo-167	P00007	160
demo-192	P00007	160
demo-166	P00007	160
demo-209	P00007	160
demo-212	P00007	160
demo-180	P00007	160
demo-34	P00007	160

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-47	P00000	132
demo-9	P00007	153
demo-160	P00023	55
demo-169	P00000	132
demo-169	P00027	125
demo-96	P00000	132
demo-1	P00000	132
demo-101	P00000	132
demo-23	P00000	132
demo-178	P00000	132
demo-178	P00023	55
demo-163	P00007	153
demo-163	P00023	55
demo-167	P00007	153
demo-167	P00023	55
demo-192	P00007	153
demo-166	P00007	153
demo-209	P00007	153
demo-206	P00023	55
demo-187	P00023	55
demo-194	P00000	132
demo-212	P00007	153
demo-212	P00027	125
demo-180	P00007	153
demo-34	P00007	153
demo-139	P00000	132
demo-74	P00000	132
demo-48	P00000	132
demo-159	P00000	132

demo-1794 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-129	P00000	83
demo-84	P00000	83
demo-177	P00000	83
demo-47	P00000	83
demo-33	P00000	83
demo-9	P00000	83
demo-160	P00000	83
demo-160	P00021	27
demo-160	P00042	97
demo-215	P00000	83
demo-218	P00000	83
demo-218	P00042	97
demo-169	P00000	83
demo-169	P00021	27
demo-16	P00000	83
demo-96	P00000	83
demo-1	P00000	83
demo-151	P00000	83
demo-163	P00021	27
demo-163	P00042	97
demo-167	P00002	55
demo-167	P00042	97
demo-207	P00021	27
demo-195	P00042	97
demo-164	P00021	27
demo-187	P00021	27
demo-103	P00002	55
demo-210	P00042	97
demo-85	P00002	55

demo-1294 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-18	P00004	90
demo-89	P00004	90
demo-108	P00004	90
demo-42	P00004	90
demo-84	P00000	97
demo-177	P00000	97
demo-47	P00000	97
demo-33	P00000	97
demo-9	P00000	97
demo-179	P00000	97
demo-160	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-16	P00000	97
demo-96	P00000	97
demo-1	P00004	174
demo-101	P00000	97
demo-151	P00005	83
demo-23	P00000	97
demo-112	P00004	174
demo-117	P00035	167

demo-1675 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-177	P00002	27
demo-9	P00007	160
demo-179	P00002	27
demo-179	P00042	104
demo-160	P00023	55
demo-160	P00033	48
demo-160	P00042	104
demo-218	P00033	48
demo-218	P00042	104
demo-200	P00007	160
demo-200	P00023	55
demo-178	P00023	55
demo-178	P00033	48
demo-163	P00007	160
demo-163	P00023	55
demo-163	P00033	48
demo-163	P00042	104
demo-201	P00033	48
demo-192	P00007	160
demo-192	P00033	48
demo-166	P00007	160
demo-166	P00033	48
demo-209	P00007	160
demo-207	P00033	48
demo-195	P00033	48
demo-195	P00042	104
demo-196	P00033	48
demo-206	P00023	55
demo-187	P00023	55
demo-212	P00007	160
demo-180	P00007	160
demo-34	P00007	160
demo-210	P00042	104
demo-85	P00002	27

demo-1893 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-84	P00000	69
demo-177	P00038	160
demo-47	P00000	69
demo-33	P00000	69
demo-9	P00000	69
demo-179	P00000	69
demo-160	P00000	69
demo-160	P00023	62
demo-160	P00038	160
demo-215	P00000	69
demo-218	P00000	69
demo-169	P00000	69
demo-169	P00038	160
demo-16	P00000	69
demo-1	P00000	69
demo-151	P00000	69
demo-200	P00023	62
demo-178	P00023	62
demo-163	P00023	62
demo-201	P00038	160
demo-167	P00023	62
demo-206	P00023	62
demo-206	P00038	160
demo-175	P00038	160
demo-187	P00023	62
demo-112	P00000	69

demo-822 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	83
demo-84	P00000	83
demo-177	P00000	83
demo-33	P00000	83
demo-9	P00000	83
demo-179	P00000	83
demo-160	P00000	83
demo-215	P00000	83
demo-218	P00000	83
demo-169	P00000	83
demo-16	P00000	83
demo-96	P00000	83
demo-1	P00000	83
demo-151	P00000	83
demo-48	P00001	34
demo-158	P00001	34
demo-11	P00001	34
demo-52	P00001	34
demo-68	P00001	34
demo-45	P00001	34
demo-117	P00001	34
demo-105	P00001	34

demo-841 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-42	P00000	34
demo-177	P00000	90
demo-47	P00000	34
demo-47	P00000	90
demo-33	P00000	90
demo-9	P00000	90
demo-179	P00000	90
demo-160	P00000	90
demo-215	P00000	90
demo-218	P00000	90
demo-169	P00000	90
demo-16	P00000	90
demo-96	P00000	90
demo-1	P00000	34
demo-1	P00000	90
demo-101	P00000	90
demo-151	P00000	34
demo-201	P00000	34
demo-112	P00000	34
demo-103	P00000	34
demo-94	P00000	34
demo-72	P00000	34
demo-12	P00000	34

demo-92 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	69
demo-84	P00000	69
demo-177	P00000	69
demo-47	P00000	69
demo-33	P00000	69
demo-179	P00000	69
demo-160	P00000	69
demo-215	P00000	69
demo-218	P00000	69
demo-169	P00000	69
demo-16	P00000	69
demo-1	P00000	69
demo-151	P00000	69
demo-200	P00007	167
demo-163	P00007	167
demo-167	P00007	167
demo-192	P00007	167
demo-166	P00007	167
demo-209	P00007	167
demo-212	P00007	167
demo-180	P00007	167
demo-34	P00007	167

demo-12 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	P00004	160
demo-84	P00000	62
demo-47	P00000	62
demo-47	P00000	132
demo-33	P00000	62
demo-9	P00000	62
demo-179	P00000	62
demo-160	P00000	62
demo-215	P00000	62
demo-169	P00000	132
demo-16	P00000	62
demo-101	P00000	132
demo-151	P00000	62
demo-23	P00000	132
demo-200	P00000	132
demo-178	P00000	132
demo-194	P00000	132
demo-112	P00000	62
demo-112	P00004	160
demo-139	P00000	132
demo-74	P00000	132
demo-48	P00000	132
demo-159	P00000	132

demo-1655 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-179	P00021	20
demo-160	P00021	20
demo-160	P00030	69
demo-160	P00033	48
demo-218	P00033	48
demo-169	P00021	20
demo-178	P00014	27
demo-178	P00033	48
demo-163	P00014	27
demo-163	P00021	20
demo-163	P00030	69
demo-163	P00033	48
demo-201	P00033	48
demo-167	P00033	48
demo-192	P00014	27
demo-192	P00033	48
demo-166	P00014	27
demo-166	P00033	48
demo-209	P00014	27
demo-207	P00021	20
demo-207	P00033	48
demo-195	P00033	48
demo-196	P00033	48
demo-164	P00021	20
demo-187	P00021	20
demo-187	P00030	69
demo-94	P00001	167
demo-188	P00030	69
demo-186	P00014	27
demo-99	P00001	167
demo-52	P00001	167

demo-1664 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-9	P00007	160
demo-160	P00026	55
demo-160	P00033	55
demo-215	P00026	55
demo-218	P00026	55
demo-218	P00033	55
demo-200	P00007	160
demo-178	P00014	27
demo-178	P00033	55
demo-163	P00007	160
demo-163	P00014	27
demo-163	P00026	55
demo-163	P00033	55
demo-201	P00033	55
demo-167	P00007	160
demo-167	P00033	55
demo-192	P00007	160
demo-192	P00014	27
demo-192	P00033	55
demo-209	P00007	160
demo-209	P00014	27
demo-209	P00026	55
demo-207	P00033	55
demo-195	P00033	55
demo-196	P00033	55
demo-175	P00026	55
demo-164	P00026	55
demo-216	P00026	55
demo-212	P00007	160
demo-180	P00007	160
demo-34	P00007	160
demo-186	P00014	27

demo-1843 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-179	P00021	20
demo-160	P00021	20
demo-160	P00033	48
demo-218	P00033	48
demo-169	P00021	20
demo-178	P00033	48
demo-163	P00021	20
demo-163	P00033	48
demo-201	P00033	48
demo-167	P00033	48
demo-192	P00033	48
demo-166	P00033	48
demo-207	P00021	20
demo-207	P00033	48
demo-195	P00033	48
demo-196	P00033	48
demo-164	P00021	20
demo-187	P00021	20
demo-12	P00001	125
demo-149	P00001	125
demo-131	P00001	125
demo-88	P00001	125
demo-118	P00001	125
demo-99	P00001	125

demo-423 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-18	P00004	111
demo-89	P00004	111
demo-129	P00004	111
demo-108	P00004	111
demo-84	P00000	27
demo-177	P00002	-1
demo-47	P00000	27
demo-201	P00000	27
demo-201	P00002	111
demo-206	P00000	27
demo-112	P00000	27
demo-112	P00002	111
demo-103	P00000	27
demo-103	P00002	111
demo-94	P00000	27
demo-72	P00000	27
demo-3	P00000	27
demo-12	P00000	27
demo-49	P00000	27
demo-65	P00000	27
demo-65	P00002	111
demo-63	P00002	111
demo-145	P00002	111
demo-149	P00002	111
demo-35	P00002	111

demo-1773 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	97
demo-42	P00002	20
demo-84	P00000	97
demo-47	P00000	97
demo-33	P00000	97
demo-9	P00000	97
demo-179	P00000	97
demo-160	P00000	97
demo-160	P00038	167
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-169	P00038	167
demo-16	P00000	97
demo-96	P00000	97
demo-101	P00000	97
demo-23	P00000	97
demo-201	P00038	167
demo-167	P00002	20
demo-206	P00038	167
demo-175	P00038	167
demo-85	P00002	20

demo-2152 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-84	P00000	90
demo-177	P00000	90
demo-47	P00000	90
demo-33	P00000	90
demo-9	P00000	90
demo-179	P00000	90
demo-160	P00000	90
demo-160	P00026	48
demo-218	P00000	90
demo-218	P00026	48
demo-169	P00000	90
demo-16	P00000	90
demo-96	P00000	90
demo-1	P00000	90
demo-101	P00000	90
demo-163	P00026	48
demo-166	P00026	48
demo-209	P00026	48
demo-175	P00026	48
demo-164	P00026	48
demo-216	P00026	48

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	441
P00033	17	17	20 days	387
P00000	17	17	28 days	368
P00007	16	16	17 days	339
P00017	15	15	21 days	324
P00021	13	13	18 days	297
P00026	14	14	14 days	293
P00000	14	14	26 days	258
P00023	10	10	21 days	250
P00038	9	9	13 days	227
P00000	13	13	28 days	212
P00042	8	8	17 days	192

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. 75 of the 100 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-42	33	69
8	demo-84	47	74
9	demo-177	42	77
10	demo-47	58	91
11	demo-33	35	93
12	demo-9	43	101
13	demo-179	52	113
14	demo-160	64	121
15	demo-202	0	121
16	demo-215	45	123
17	demo-126	0	123
18	demo-218	54	123
19	demo-169	54	127
20	demo-16	36	127
21	demo-96	31	127
22	demo-1	41	128
23	demo-101	36	128
24	demo-151	22	128
25	demo-0	0	128
26	demo-23	38	132
27	demo-17	0	132
28	demo-6	0	132
29	demo-200	43	132
30	demo-178	47	133
31	demo-163	47	133
32	demo-201	46	134
33	demo-167	37	134
34	demo-192	29	134
35	demo-166	35	134
36	demo-209	28	134
37	demo-207	23	134
38	demo-195	18	134
39	demo-196	25	134
40	demo-206	26	134
41	demo-175	20	134
42	demo-164	21	134
43	demo-187	20	134
44	demo-216	23	134
45	demo-194	31	134
46	demo-80	0	134
47	demo-183	0	134
48	demo-212	19	134
49	demo-180	17	136
50	demo-34	21	139
51	demo-217	0	139
52	demo-112	29	139
53	demo-103	32	139
54	demo-27	0	139
55	demo-94	23	143
56	demo-72	25	143
57	demo-3	23	144
58	demo-12	18	145
59	demo-53	0	145
60	demo-137	0	145
61	demo-49	21	148
62	demo-65	21	148
63	demo-57	0	148
64	demo-113	23	148
65	demo-63	14	148
66	demo-145	14	149
67	demo-149	21	152
68	demo-64	0	152
69	demo-141	0	152
70	demo-35	14	154
71	demo-120	0	154
72	demo-139	27	155
73	demo-74	19	155
74	demo-28	0	155
75	demo-48	26	156
76	demo-159	19	157
77	demo-158	21	157
78	demo-146	15	159
79	demo-176	0	159
80	demo-210	8	159
81	demo-188	17	159
82	demo-204	0	159
83	demo-173	0	159
84	demo-85	14	159
85	demo-131	18	159
86	demo-55	0	159
87	demo-144	0	159
88	demo-88	11	159
89	demo-11	13	159
90	demo-186	9	161
91	demo-118	10	162
92	demo-36	0	162
93	demo-99	10	162
94	demo-52	16	162
95	demo-21	0	162
96	demo-68	12	162
97	demo-45	14	162
98	demo-117	12	163
99	demo-211	0	163
100	demo-105	10	163

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-161appears in 38 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-161
appears in 38 distinct egos.