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 41 distinct egos.

The search opened 100 reviewer histories and reached 155 reviewers. This reviewer has a corroboration count of 41.

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 ±14-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-179	P00000	2019-03-30	2019-04-10	+1 ego
demo-160	P00000	2019-04-01	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 · ±14 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 windows74seed egos

Highest corroboration41distinct seed egos

COLLECTION PROGRESS

Each history adds context.

155 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 products41 egos

41 distinct product-window-complete seed egos; 41 observed seed egos.

Observed count, including incomplete coverage: 41

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-129	P00000	104
demo-179	P00000	97
demo-179	P00021	13
demo-179	P00042	104
demo-160	P00000	97
demo-160	P00017	153
demo-160	P00021	13
demo-160	P00023	55
demo-160	P00026	62
demo-160	P00033	62
demo-160	P00042	104
demo-84	P00000	97
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	P00042	104
demo-169	P00000	97
demo-169	P00000	104
demo-169	P00021	13
demo-169	P00027	125
demo-168	P00000	97
demo-168	P00000	104
demo-168	P00007	160
demo-168	P00017	153
demo-181	P00000	97
demo-181	P00000	104
demo-24	P00000	97
demo-24	P00000	104
demo-150	P00000	97
demo-150	P00000	104
demo-96	P00000	97
demo-96	P00000	104
demo-171	P00000	97
demo-171	P00000	104
demo-171	P00023	55
demo-171	P00026	62
demo-172	P00000	97
demo-172	P00000	104
demo-172	P00017	153
demo-172	P00033	62
demo-16	P00000	97
demo-104	P00000	97
demo-104	P00000	104
demo-47	P00000	104
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-165	P00021	13
demo-165	P00030	76
demo-165	P00033	62
demo-167	P00007	160
demo-167	P00023	55
demo-167	P00033	62
demo-167	P00042	104
demo-166	P00007	160
demo-166	P00026	62
demo-166	P00033	62
demo-207	P00021	13
demo-184	P00021	13
demo-184	P00033	62
demo-164	P00021	13
demo-164	P00026	62
demo-187	P00021	13
demo-187	P00023	55
demo-187	P00030	76
demo-195	P00033	62
demo-195	P00042	104
demo-209	P00007	160
demo-209	P00026	62
demo-216	P00017	153
demo-216	P00026	62
demo-185	P00017	153
demo-185	P00033	62
demo-200	P00007	160
demo-200	P00023	55
demo-200	P00027	125
demo-206	P00023	55
demo-188	P00030	76
demo-194	P00017	153
demo-189	P00023	55
demo-101	P00000	104
demo-212	P00007	160
demo-212	P00027	125
demo-34	P00007	160
demo-9	P00007	160
demo-180	P00007	160
demo-208	P00030	76
demo-210	P00042	104

demo-1626 products36 egos

36 distinct product-window-complete seed egos; 36 observed seed egos.

Observed count, including incomplete coverage: 36

Source seed	Product	Week (day index)
demo-129	P00000	97
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-84	P00000	97
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-168	P00000	97
demo-168	P00007	160
demo-168	P00017	146
demo-181	P00000	97
demo-181	P00038	160
demo-24	P00000	97
demo-150	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-172	P00017	146
demo-16	P00000	97
demo-104	P00000	97
demo-163	P00007	160
demo-163	P00017	146
demo-163	P00021	20
demo-165	P00021	20
demo-167	P00007	160
demo-166	P00007	160
demo-207	P00021	20
demo-184	P00021	20
demo-164	P00021	20
demo-187	P00021	20
demo-209	P00007	160
demo-216	P00017	146
demo-185	P00017	146
demo-200	P00007	160
demo-200	P00027	132
demo-206	P00038	160
demo-188	P00017	146
demo-194	P00017	146
demo-189	P00038	160
demo-212	P00007	160
demo-212	P00027	132
demo-34	P00007	160
demo-9	P00007	160
demo-180	P00007	160

demo-1608 products32 egos

32 distinct product-window-complete seed egos; 32 observed seed egos.

Observed count, including incomplete coverage: 32

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-179	P00000	90
demo-179	P00021	13
demo-84	P00000	90
demo-215	P00000	90
demo-215	P00026	55
demo-218	P00000	90
demo-218	P00026	55
demo-218	P00042	111
demo-169	P00000	90
demo-169	P00021	13
demo-169	P00038	160
demo-168	P00000	90
demo-168	P00017	146
demo-181	P00000	90
demo-181	P00038	160
demo-24	P00000	90
demo-150	P00000	90
demo-96	P00000	90
demo-171	P00023	41
demo-171	P00026	55
demo-172	P00017	146
demo-172	P00033	62
demo-16	P00000	90
demo-163	P00017	146
demo-163	P00021	13
demo-163	P00023	41
demo-163	P00026	55
demo-163	P00033	62
demo-165	P00021	13
demo-165	P00033	62
demo-167	P00033	62
demo-167	P00042	111
demo-166	P00026	55
demo-166	P00033	62
demo-207	P00021	13
demo-207	P00033	62
demo-184	P00021	13
demo-184	P00033	62
demo-164	P00021	13
demo-164	P00026	55
demo-187	P00021	13
demo-187	P00023	41
demo-195	P00033	62
demo-195	P00042	111
demo-209	P00026	55
demo-216	P00017	146
demo-216	P00026	55
demo-185	P00017	146
demo-185	P00033	62
demo-200	P00023	41
demo-206	P00023	41
demo-206	P00038	160
demo-188	P00017	146
demo-194	P00017	146
demo-189	P00038	160
demo-210	P00042	111

demo-1639 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-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	P00033	55
demo-215	P00026	62
demo-218	P00026	62
demo-218	P00033	55
demo-218	P00042	97
demo-169	P00021	20
demo-168	P00007	153
demo-168	P00014	27
demo-171	P00023	41
demo-171	P00026	62
demo-172	P00033	55
demo-165	P00014	27
demo-165	P00021	20
demo-165	P00030	76
demo-165	P00033	55
demo-167	P00007	153
demo-167	P00023	41
demo-167	P00033	55
demo-167	P00042	97
demo-166	P00007	153
demo-166	P00014	27
demo-166	P00026	62
demo-166	P00033	55
demo-207	P00021	20
demo-207	P00033	55
demo-184	P00021	20
demo-184	P00033	55
demo-164	P00021	20
demo-164	P00026	62
demo-187	P00021	20
demo-187	P00023	41
demo-187	P00030	76
demo-195	P00033	55
demo-195	P00042	97
demo-209	P00007	153
demo-209	P00014	27
demo-209	P00026	62
demo-216	P00017	160
demo-216	P00026	62
demo-185	P00017	160
demo-185	P00033	55
demo-200	P00007	153
demo-200	P00023	41
demo-206	P00023	41
demo-188	P00030	76
demo-194	P00017	160
demo-212	P00007	153
demo-34	P00007	153
demo-9	P00007	153
demo-180	P00007	153
demo-208	P00030	76
demo-210	P00042	97

demo-1685 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-129	P00000	97
demo-179	P00000	97
demo-160	P00000	97
demo-160	P00017	146
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-181	P00000	97
demo-24	P00000	97
demo-150	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-172	P00017	146
demo-16	P00000	97
demo-104	P00000	97
demo-163	P00007	153
demo-163	P00014	27
demo-165	P00014	27
demo-167	P00007	153
demo-166	P00007	153
demo-166	P00014	27
demo-209	P00007	153
demo-209	P00014	27
demo-216	P00017	146
demo-185	P00017	146
demo-200	P00007	153
demo-188	P00017	146
demo-194	P00017	146
demo-212	P00007	153
demo-34	P00007	153
demo-180	P00007	153
demo-131	P00005	174

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-179	P00000	97
demo-179	P00021	13
demo-160	P00000	97
demo-160	P00017	139
demo-160	P00021	13
demo-160	P00026	62
demo-84	P00000	97
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-168	P00000	97
demo-168	P00017	139
demo-181	P00000	97
demo-24	P00000	97
demo-150	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-171	P00026	62
demo-172	P00000	97
demo-172	P00017	139
demo-104	P00000	97
demo-47	P00000	97
demo-163	P00021	13
demo-163	P00026	62
demo-165	P00021	13
demo-166	P00026	62
demo-207	P00021	13
demo-184	P00021	13
demo-164	P00021	13
demo-164	P00026	62
demo-187	P00021	13
demo-209	P00026	62
demo-216	P00017	139
demo-216	P00026	62
demo-188	P00017	139
demo-194	P00017	139

demo-1694 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-179	P00000	90
demo-160	P00000	90
demo-160	P00021	13
demo-160	P00038	160
demo-84	P00000	90
demo-215	P00000	90
demo-215	P00000	104
demo-218	P00000	90
demo-218	P00000	104
demo-168	P00000	90
demo-168	P00000	104
demo-181	P00000	90
demo-181	P00000	104
demo-181	P00038	160
demo-24	P00000	90
demo-24	P00000	104
demo-150	P00000	90
demo-150	P00000	104
demo-96	P00000	90
demo-96	P00000	104
demo-171	P00000	90
demo-171	P00000	104
demo-172	P00000	90
demo-172	P00000	104
demo-16	P00000	90
demo-104	P00000	104
demo-47	P00000	104
demo-163	P00021	13
demo-165	P00021	13
demo-207	P00021	13
demo-184	P00021	13
demo-187	P00021	13
demo-200	P00027	125
demo-206	P00038	160
demo-189	P00038	160
demo-101	P00000	104
demo-212	P00027	125

demo-1723 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-129	P00000	104
demo-160	P00017	146
demo-160	P00033	48
demo-218	P00000	104
demo-218	P00033	48
demo-169	P00000	104
demo-168	P00000	104
demo-168	P00017	146
demo-181	P00000	104
demo-24	P00000	104
demo-150	P00000	104
demo-96	P00000	104
demo-171	P00000	104
demo-104	P00000	104
demo-47	P00000	104
demo-163	P00033	48
demo-165	P00033	48
demo-167	P00033	48
demo-166	P00033	48
demo-207	P00033	48
demo-184	P00033	48
demo-195	P00033	48
demo-216	P00017	146
demo-185	P00033	48
demo-188	P00017	146
demo-194	P00017	146
demo-101	P00000	104
demo-23	P00000	104

demo-1972 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-129	P00000	97
demo-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-168	P00000	97
demo-168	P00007	160
demo-181	P00000	97
demo-24	P00000	97
demo-150	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-104	P00000	97
demo-47	P00000	97
demo-163	P00007	160
demo-167	P00007	160
demo-166	P00007	160
demo-209	P00007	160
demo-200	P00007	160
demo-212	P00007	160
demo-34	P00007	160
demo-9	P00007	160
demo-180	P00007	160

demo-2014 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-160	P00033	48
demo-160	P00038	160
demo-218	P00033	48
demo-169	P00038	160
demo-181	P00038	160
demo-172	P00033	48
demo-163	P00033	48
demo-165	P00033	48
demo-167	P00033	48
demo-166	P00033	48
demo-207	P00033	48
demo-184	P00033	48
demo-195	P00033	48
demo-185	P00033	48
demo-206	P00038	160
demo-189	P00038	160
demo-112	P00002	139
demo-72	P00000	20
demo-12	P00000	20
demo-113	P00002	139
demo-103	P00000	20
demo-103	P00002	139
demo-63	P00002	139
demo-149	P00002	139
demo-35	P00002	139
demo-42	P00000	20
demo-94	P00000	20

demo-2184 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-129	P00000	90
demo-179	P00000	90
demo-179	P00042	111
demo-160	P00000	90
demo-160	P00026	55
demo-160	P00042	111
demo-84	P00000	90
demo-215	P00000	90
demo-215	P00026	55
demo-169	P00000	90
demo-168	P00000	90
demo-181	P00000	90
demo-24	P00000	90
demo-150	P00000	90
demo-96	P00000	90
demo-171	P00000	90
demo-171	P00026	55
demo-172	P00000	90
demo-172	P00033	41
demo-16	P00000	90
demo-163	P00026	55
demo-163	P00033	41
demo-163	P00042	111
demo-165	P00033	41
demo-167	P00033	41
demo-167	P00042	111
demo-166	P00026	55
demo-166	P00033	41
demo-207	P00033	41
demo-184	P00033	41
demo-164	P00026	55
demo-195	P00033	41
demo-195	P00042	111
demo-209	P00026	55
demo-216	P00026	55
demo-210	P00042	111

demo-1785 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-160	P00017	160
demo-160	P00023	48
demo-160	P00033	55
demo-218	P00033	55
demo-168	P00014	20
demo-171	P00023	48
demo-172	P00033	55
demo-163	P00014	20
demo-163	P00017	160
demo-163	P00023	48
demo-163	P00033	55
demo-165	P00014	20
demo-165	P00033	55
demo-167	P00023	48
demo-167	P00033	55
demo-166	P00014	20
demo-166	P00033	55
demo-207	P00033	55
demo-184	P00033	55
demo-187	P00023	48
demo-195	P00033	55
demo-209	P00014	20
demo-216	P00017	160
demo-185	P00017	160
demo-185	P00033	55
demo-200	P00000	132
demo-200	P00023	48
demo-206	P00023	48
demo-194	P00000	132
demo-194	P00017	160
demo-1	P00000	132
demo-23	P00000	132
demo-148	P00000	132
demo-74	P00000	132
demo-159	P00000	132

demo-1713 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	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-168	P00000	104
demo-181	P00000	104
demo-24	P00000	104
demo-150	P00000	104
demo-96	P00000	104
demo-172	P00000	104
demo-104	P00000	104
demo-47	P00000	104
demo-163	P00023	48
demo-163	P00026	55
demo-167	P00023	48
demo-166	P00026	55
demo-164	P00026	55
demo-187	P00023	48
demo-209	P00026	55
demo-216	P00026	55
demo-200	P00023	48
demo-206	P00023	48
demo-101	P00000	104

demo-1812 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	97
demo-179	P00000	97
demo-160	P00000	97
demo-160	P00038	174
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-169	P00038	174
demo-168	P00000	97
demo-24	P00000	97
demo-150	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-16	P00000	97
demo-104	P00000	97
demo-47	P00000	153
demo-206	P00038	174
demo-189	P00038	174
demo-148	P00000	153
demo-74	P00000	153
demo-139	P00000	153
demo-48	P00000	153
demo-158	P00000	153

demo-1151 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	97
demo-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-168	P00000	97
demo-181	P00000	97
demo-24	P00000	97
demo-150	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-104	P00000	97
demo-47	P00000	62
demo-47	P00000	97
demo-189	P00000	62
demo-9	P00000	62
demo-208	P00000	62
demo-1	P00000	62
demo-33	P00000	62
demo-151	P00000	62

demo-1674 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-179	P00042	104
demo-160	P00033	48
demo-160	P00042	104
demo-218	P00033	48
demo-218	P00042	104
demo-168	P00007	160
demo-171	P00023	55
demo-172	P00033	48
demo-163	P00007	160
demo-163	P00023	55
demo-163	P00033	48
demo-163	P00042	104
demo-165	P00033	48
demo-166	P00007	160
demo-166	P00033	48
demo-207	P00033	48
demo-184	P00033	48
demo-187	P00023	55
demo-195	P00033	48
demo-195	P00042	104
demo-209	P00007	160
demo-185	P00033	48
demo-200	P00007	160
demo-200	P00023	55
demo-189	P00023	55
demo-212	P00007	160
demo-34	P00007	160
demo-9	P00007	160
demo-180	P00007	160
demo-210	P00042	104

demo-1293 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	90
demo-89	P00004	90
demo-108	P00004	90
demo-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-168	P00000	97
demo-181	P00000	97
demo-24	P00000	97
demo-150	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-104	P00000	97
demo-47	P00000	97
demo-1	P00004	174
demo-112	P00004	174
demo-117	P00035	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-160	P00026	55
demo-160	P00033	55
demo-215	P00026	55
demo-218	P00026	55
demo-218	P00033	55
demo-168	P00007	160
demo-168	P00014	27
demo-171	P00026	55
demo-172	P00033	55
demo-163	P00007	160
demo-163	P00014	27
demo-163	P00026	55
demo-163	P00033	55
demo-165	P00014	27
demo-165	P00033	55
demo-167	P00007	160
demo-167	P00033	55
demo-207	P00033	55
demo-184	P00033	55
demo-164	P00026	55
demo-195	P00033	55
demo-209	P00007	160
demo-209	P00014	27
demo-209	P00026	55
demo-216	P00026	55
demo-185	P00033	55
demo-200	P00007	160
demo-212	P00007	160
demo-34	P00007	160
demo-9	P00007	160
demo-180	P00007	160

demo-1793 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	83
demo-160	P00000	83
demo-160	P00021	27
demo-84	P00000	83
demo-215	P00000	83
demo-218	P00000	83
demo-218	P00042	97
demo-169	P00000	83
demo-168	P00000	83
demo-181	P00000	83
demo-24	P00000	83
demo-150	P00000	83
demo-16	P00000	83
demo-163	P00021	27
demo-163	P00042	97
demo-165	P00021	27
demo-167	P00042	97
demo-207	P00021	27
demo-184	P00021	27
demo-164	P00021	27
demo-187	P00021	27
demo-195	P00042	97
demo-9	P00000	83
demo-210	P00042	97

demo-2004 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-160	P00023	55
demo-169	P00027	125
demo-168	P00007	153
demo-171	P00023	55
demo-163	P00007	153
demo-163	P00023	55
demo-167	P00007	153
demo-167	P00023	55
demo-166	P00007	153
demo-187	P00023	55
demo-209	P00007	153
demo-206	P00023	55
demo-194	P00000	132
demo-189	P00023	55
demo-101	P00000	132
demo-212	P00007	153
demo-212	P00027	125
demo-34	P00007	153
demo-180	P00007	153
demo-1	P00000	132
demo-23	P00000	132
demo-148	P00000	132
demo-74	P00000	132
demo-159	P00000	132

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-179	P00021	20
demo-160	P00021	20
demo-160	P00033	48
demo-218	P00033	48
demo-169	P00021	20
demo-168	P00014	27
demo-172	P00033	48
demo-163	P00014	27
demo-163	P00021	20
demo-163	P00030	69
demo-163	P00033	48
demo-167	P00033	48
demo-166	P00014	27
demo-166	P00033	48
demo-207	P00021	20
demo-207	P00033	48
demo-184	P00021	20
demo-184	P00033	48
demo-164	P00021	20
demo-187	P00021	20
demo-187	P00030	69
demo-195	P00033	48
demo-209	P00014	27
demo-185	P00033	48
demo-188	P00030	69
demo-208	P00030	69
demo-94	P00001	167

demo-1773 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	97
demo-179	P00000	97
demo-160	P00000	97
demo-160	P00038	167
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-169	P00038	167
demo-168	P00000	97
demo-181	P00000	97
demo-181	P00038	167
demo-24	P00000	97
demo-150	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-104	P00000	97
demo-47	P00000	97
demo-167	P00002	20
demo-206	P00038	167
demo-189	P00038	167

demo-1983 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	97
demo-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-169	P00027	132
demo-168	P00000	97
demo-181	P00000	97
demo-24	P00000	97
demo-150	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-104	P00000	97
demo-47	P00000	97
demo-200	P00027	132
demo-212	P00027	132
demo-113	P00006	6

demo-2152 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	90
demo-179	P00000	90
demo-160	P00000	90
demo-160	P00026	48
demo-84	P00000	90
demo-218	P00000	90
demo-218	P00026	48
demo-169	P00000	90
demo-168	P00000	90
demo-181	P00000	90
demo-24	P00000	90
demo-150	P00000	90
demo-96	P00000	90
demo-171	P00000	90
demo-171	P00026	48
demo-16	P00000	90
demo-163	P00026	48
demo-166	P00026	48
demo-164	P00026	48
demo-209	P00026	48
demo-216	P00026	48

demo-471 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	111
demo-84	P00000	48
demo-169	P00000	111
demo-181	P00000	153
demo-96	P00000	111
demo-171	P00000	111
demo-172	P00000	111
demo-104	P00000	111
demo-101	P00000	111
demo-1	P00000	48
demo-23	P00000	111
demo-151	P00000	48
demo-112	P00000	48
demo-139	P00000	153
demo-48	P00000	153
demo-158	P00000	153
demo-146	P00000	153
demo-72	P00000	153

demo-1843 products17 egos

17 distinct product-window-complete seed egos; 17 observed seed egos.

Observed count, including incomplete coverage: 17

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-172	P00033	48
demo-163	P00021	20
demo-163	P00033	48
demo-165	P00021	20
demo-165	P00033	48
demo-167	P00033	48
demo-166	P00033	48
demo-207	P00021	20
demo-207	P00033	48
demo-164	P00021	20
demo-187	P00021	20
demo-195	P00033	48
demo-185	P00033	48
demo-12	P00001	125
demo-88	P00001	125
demo-118	P00001	125

demo-1923 products17 egos

17 distinct product-window-complete seed egos; 17 observed seed egos.

Observed count, including incomplete coverage: 17

Source seed	Product	Week (day index)
demo-160	P00033	55
demo-218	P00033	55
demo-168	P00007	153
demo-168	P00014	13
demo-172	P00033	55
demo-163	P00007	153
demo-163	P00014	13
demo-163	P00033	55
demo-165	P00014	13
demo-165	P00033	55
demo-167	P00007	153
demo-167	P00033	55
demo-166	P00007	153
demo-166	P00014	13
demo-166	P00033	55
demo-207	P00033	55
demo-184	P00033	55
demo-195	P00033	55
demo-209	P00007	153
demo-209	P00014	13
demo-185	P00033	55
demo-200	P00007	153
demo-212	P00007	153
demo-34	P00007	153
demo-180	P00007	153

demo-242 products17 egos

17 distinct product-window-complete seed egos; 17 observed seed egos.

Observed count, including incomplete coverage: 17

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-168	P00000	97
demo-181	P00000	97
demo-150	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-16	P00000	97
demo-104	P00000	97
demo-34	P00001	13
demo-117	P00001	13

demo-841 products17 egos

17 distinct product-window-complete seed egos; 17 observed seed egos.

Observed count, including incomplete coverage: 17

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-179	P00000	90
demo-160	P00000	90
demo-215	P00000	90
demo-218	P00000	90
demo-169	P00000	90
demo-168	P00000	90
demo-181	P00000	90
demo-24	P00000	90
demo-150	P00000	90
demo-96	P00000	90
demo-16	P00000	90
demo-47	P00000	34
demo-112	P00000	34
demo-103	P00000	34
demo-42	P00000	34
demo-94	P00000	34

demo-1161 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	97
demo-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-169	P00000	97
demo-168	P00000	97
demo-181	P00000	97
demo-24	P00000	97
demo-150	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-104	P00000	97
demo-47	P00000	97

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	16	16	14 days	356
P00007	15	15	11 days	312
P00000	14	14	14 days	309
P00026	14	14	14 days	288
P00033	13	13	14 days	265
P00021	11	11	14 days	264
P00017	10	10	9 days	206
P00038	9	9	13 days	199
P00023	8	8	14 days	198
P00027	7	7	11 days	156
P00042	7	7	13 days	156
P00030	6	6	8 days	123

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. 74 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	5	6
2	demo-25	1	6
3	demo-89	4	6
4	demo-129	32	34
5	demo-106	0	34
6	demo-108	5	35
7	demo-179	33	48
8	demo-160	54	67
9	demo-84	29	71
10	demo-202	0	71
11	demo-215	34	73
12	demo-126	0	73
13	demo-218	43	73
14	demo-169	43	78
15	demo-168	47	82
16	demo-181	39	90
17	demo-24	31	93
18	demo-150	26	93
19	demo-96	25	93
20	demo-171	36	93
21	demo-172	41	94
22	demo-16	19	97
23	demo-104	21	98
24	demo-47	31	104
25	demo-163	44	104
26	demo-165	32	108
27	demo-167	34	110
28	demo-166	34	110
29	demo-207	21	110
30	demo-184	27	112
31	demo-164	20	112
32	demo-187	20	112
33	demo-195	18	112
34	demo-209	26	112
35	demo-216	23	112
36	demo-185	19	112
37	demo-176	0	112
38	demo-200	34	113
39	demo-80	0	113
40	demo-183	0	113
41	demo-206	21	118
42	demo-188	14	118
43	demo-194	24	118
44	demo-173	0	118
45	demo-189	21	119
46	demo-101	10	119
47	demo-212	19	119
48	demo-34	19	119
49	demo-9	23	119
50	demo-180	16	120
51	demo-217	0	120
52	demo-208	16	120
53	demo-1	23	120
54	demo-23	10	120
55	demo-210	8	120
56	demo-204	0	120
57	demo-17	0	120
58	demo-28	0	120
59	demo-33	13	121
60	demo-6	0	121
61	demo-151	11	122
62	demo-0	0	122
63	demo-56	0	122
64	demo-112	18	129
65	demo-2	0	129
66	demo-148	12	129
67	demo-74	12	129
68	demo-10	0	129
69	demo-159	11	130
70	demo-139	13	133
71	demo-48	12	135
72	demo-158	11	135
73	demo-146	9	137
74	demo-72	14	138
75	demo-12	12	138
76	demo-3	12	139
77	demo-65	16	139
78	demo-49	11	141
79	demo-57	0	141
80	demo-53	0	141
81	demo-113	15	141
82	demo-103	21	146
83	demo-63	11	146
84	demo-149	16	147
85	demo-64	0	147
86	demo-141	0	147
87	demo-35	12	149
88	demo-120	0	149
89	demo-42	11	150
90	demo-94	11	150
91	demo-27	0	150
92	demo-145	8	151
93	demo-137	0	151
94	demo-131	10	152
95	demo-88	6	152
96	demo-118	6	153
97	demo-36	0	153
98	demo-117	9	155
99	demo-203	0	155
100	demo-193	0	155

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 41 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 41 distinct egos.