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 31 distinct egos.

The search opened 100 reviewer histories and reached 174 reviewers. This reviewer has a corroboration count of 31.

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-161’s date	Count added
demo-192	P00007	2019-06-06	2019-06-11	+1 ego
demo-129	P00000	2019-04-11	2019-04-10	+1 ego
demo-215	P00000	2019-04-04	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 3 · ±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 opened100

Complete product windows64seed egos

Highest corroboration31distinct seed egos

COLLECTION PROGRESS

Each history adds context.

174 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 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-192	P00007	160
demo-192	P00033	62
demo-129	P00000	97
demo-129	P00000	104
demo-215	P00000	97
demo-215	P00000	104
demo-215	P00026	62
demo-178	P00000	97
demo-178	P00000	104
demo-178	P00017	153
demo-178	P00023	55
demo-178	P00033	62
demo-209	P00007	160
demo-209	P00026	62
demo-167	P00007	160
demo-167	P00023	55
demo-167	P00033	62
demo-167	P00042	104
demo-207	P00021	13
demo-207	P00033	62
demo-34	P00007	160
demo-151	P00000	97
demo-151	P00000	104
demo-208	P00000	97
demo-208	P00000	104
demo-208	P00030	76
demo-139	P00000	97
demo-139	P00000	104
demo-216	P00017	153
demo-216	P00026	62
demo-175	P00026	62
demo-188	P00017	153
demo-188	P00030	76
demo-157	P00030	76
demo-210	P00042	104
demo-177	P00000	97
demo-177	P00000	104
demo-104	P00000	97
demo-104	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-212	P00007	160
demo-212	P00027	125
demo-168	P00000	97
demo-168	P00000	104
demo-168	P00007	160
demo-168	P00017	153
demo-172	P00000	97
demo-172	P00000	104
demo-172	P00017	153
demo-172	P00033	62
demo-164	P00021	13
demo-164	P00026	62
demo-180	P00007	160
demo-23	P00000	97
demo-23	P00000	104
demo-189	P00000	97
demo-189	P00000	104
demo-189	P00023	55
demo-101	P00000	97
demo-101	P00000	104
demo-82	P00000	97
demo-82	P00000	104
demo-33	P00000	97
demo-33	P00000	104
demo-201	P00033	62
demo-179	P00000	97
demo-179	P00000	104
demo-179	P00021	13
demo-179	P00042	104

demo-1626 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	P00007	160
demo-129	P00000	97
demo-215	P00000	97
demo-178	P00000	97
demo-178	P00017	146
demo-209	P00007	160
demo-167	P00007	160
demo-207	P00021	20
demo-34	P00007	160
demo-151	P00000	97
demo-208	P00000	97
demo-139	P00000	97
demo-216	P00017	146
demo-175	P00038	160
demo-188	P00017	146
demo-177	P00000	97
demo-177	P00038	160
demo-104	P00000	97
demo-163	P00007	160
demo-163	P00017	146
demo-163	P00021	20
demo-212	P00007	160
demo-212	P00027	132
demo-168	P00000	97
demo-168	P00007	160
demo-168	P00017	146
demo-172	P00000	97
demo-172	P00017	146
demo-164	P00021	20
demo-180	P00007	160
demo-23	P00000	97
demo-189	P00000	97
demo-189	P00038	160
demo-101	P00000	97
demo-82	P00000	97
demo-33	P00000	97
demo-33	P00038	160
demo-201	P00038	160
demo-179	P00000	97
demo-179	P00021	20

demo-1685 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-192	P00007	153
demo-192	P00014	27
demo-129	P00000	97
demo-215	P00000	97
demo-178	P00000	97
demo-178	P00014	27
demo-178	P00017	146
demo-209	P00007	153
demo-209	P00014	27
demo-186	P00014	27
demo-43	P00014	27
demo-167	P00007	153
demo-34	P00007	153
demo-49	P00005	174
demo-151	P00000	97
demo-208	P00000	97
demo-216	P00017	146
demo-188	P00017	146
demo-73	P00005	174
demo-177	P00000	97
demo-104	P00000	97
demo-163	P00007	153
demo-163	P00014	27
demo-163	P00017	146
demo-212	P00007	153
demo-172	P00000	97
demo-172	P00017	146
demo-180	P00007	153
demo-23	P00000	97
demo-189	P00000	97
demo-101	P00000	97
demo-117	P00014	27
demo-82	P00000	97
demo-33	P00000	97
demo-33	P00005	174
demo-179	P00000	97

demo-1609 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-192	P00033	62
demo-129	P00000	90
demo-215	P00000	90
demo-215	P00026	55
demo-178	P00000	90
demo-178	P00017	146
demo-178	P00023	41
demo-178	P00033	62
demo-209	P00026	55
demo-167	P00023	41
demo-167	P00033	62
demo-167	P00042	111
demo-207	P00021	13
demo-207	P00033	62
demo-151	P00000	90
demo-208	P00000	90
demo-208	P00030	55
demo-216	P00017	146
demo-216	P00026	55
demo-175	P00026	55
demo-175	P00038	160
demo-188	P00017	146
demo-188	P00030	55
demo-210	P00042	111
demo-177	P00000	90
demo-177	P00038	160
demo-104	P00000	90
demo-103	P00000	90
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-168	P00000	90
demo-168	P00017	146
demo-172	P00000	90
demo-172	P00017	146
demo-172	P00033	62
demo-164	P00021	13
demo-164	P00026	55
demo-23	P00000	90
demo-189	P00000	90
demo-189	P00023	41
demo-189	P00038	160
demo-101	P00000	90
demo-82	P00000	90
demo-33	P00000	90
demo-33	P00038	160
demo-201	P00033	62
demo-201	P00038	160
demo-179	P00000	90
demo-179	P00021	13
demo-179	P00042	111

demo-1785 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	P00014	20
demo-192	P00033	55
demo-129	P00000	132
demo-215	P00000	132
demo-209	P00014	20
demo-186	P00014	20
demo-43	P00014	20
demo-167	P00023	48
demo-167	P00033	55
demo-207	P00033	55
demo-113	P00000	132
demo-139	P00000	132
demo-216	P00017	160
demo-158	P00000	132
demo-188	P00017	160
demo-177	P00000	132
demo-104	P00000	132
demo-163	P00014	20
demo-163	P00017	160
demo-163	P00023	48
demo-163	P00033	55
demo-168	P00000	132
demo-168	P00014	20
demo-168	P00017	160
demo-172	P00000	132
demo-172	P00017	160
demo-172	P00033	55
demo-23	P00000	132
demo-189	P00023	48
demo-101	P00000	132
demo-117	P00014	20
demo-82	P00000	132
demo-201	P00033	55
demo-179	P00000	132
demo-146	P00000	132

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-192	P00033	41
demo-129	P00000	90
demo-215	P00000	90
demo-215	P00026	55
demo-178	P00000	90
demo-178	P00033	41
demo-209	P00026	55
demo-167	P00033	41
demo-167	P00042	111
demo-207	P00033	41
demo-151	P00000	90
demo-208	P00000	90
demo-216	P00026	55
demo-175	P00026	55
demo-210	P00042	111
demo-177	P00000	90
demo-104	P00000	90
demo-163	P00026	55
demo-163	P00033	41
demo-163	P00042	111
demo-168	P00000	90
demo-172	P00000	90
demo-172	P00033	41
demo-164	P00026	55
demo-23	P00000	90
demo-189	P00000	90
demo-101	P00000	90
demo-82	P00000	90
demo-33	P00000	90
demo-201	P00033	41
demo-179	P00000	90
demo-179	P00042	111

demo-471 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	48
demo-129	P00000	111
demo-215	P00000	48
demo-215	P00000	111
demo-178	P00000	111
demo-178	P00000	153
demo-113	P00000	153
demo-49	P00000	48
demo-151	P00000	48
demo-151	P00000	111
demo-208	P00000	48
demo-208	P00000	111
demo-139	P00000	111
demo-139	P00000	153
demo-158	P00000	111
demo-158	P00000	153
demo-65	P00000	48
demo-177	P00000	48
demo-177	P00000	111
demo-104	P00000	111
demo-104	P00000	153
demo-103	P00000	48
demo-42	P00000	48
demo-12	P00000	48
demo-168	P00000	48
demo-168	P00000	111
demo-172	P00000	48
demo-172	P00000	111
demo-172	P00000	153
demo-23	P00000	111
demo-23	P00000	153
demo-189	P00000	48
demo-189	P00000	111
demo-101	P00000	111
demo-101	P00000	153
demo-82	P00000	48
demo-82	P00000	111
demo-33	P00000	48
demo-33	P00000	111
demo-201	P00000	48
demo-179	P00000	48
demo-179	P00000	111
demo-146	P00000	111
demo-146	P00000	153

demo-1639 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-192	P00014	27
demo-192	P00033	55
demo-215	P00026	62
demo-178	P00014	27
demo-178	P00017	160
demo-178	P00023	41
demo-178	P00033	55
demo-209	P00007	153
demo-209	P00014	27
demo-209	P00026	62
demo-186	P00014	27
demo-43	P00014	27
demo-167	P00007	153
demo-167	P00023	41
demo-167	P00033	55
demo-167	P00042	97
demo-207	P00021	20
demo-207	P00033	55
demo-34	P00007	153
demo-208	P00030	76
demo-216	P00017	160
demo-216	P00026	62
demo-175	P00026	62
demo-188	P00017	160
demo-188	P00030	76
demo-157	P00030	76
demo-210	P00042	97
demo-212	P00007	153
demo-168	P00007	153
demo-168	P00014	27
demo-168	P00017	160
demo-172	P00017	160
demo-172	P00033	55
demo-164	P00021	20
demo-164	P00026	62
demo-180	P00007	153
demo-189	P00023	41
demo-117	P00014	27
demo-201	P00033	55
demo-179	P00021	20
demo-179	P00042	97

demo-1794 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	83
demo-215	P00000	83
demo-178	P00000	83
demo-167	P00002	55
demo-167	P00042	97
demo-207	P00021	27
demo-151	P00000	83
demo-208	P00000	83
demo-142	P00002	55
demo-127	P00002	55
demo-73	P00021	27
demo-210	P00042	97
demo-177	P00000	83
demo-177	P00002	55
demo-104	P00000	83
demo-103	P00000	83
demo-103	P00002	55
demo-163	P00021	27
demo-163	P00042	97
demo-42	P00002	55
demo-168	P00000	83
demo-172	P00000	83
demo-164	P00021	27
demo-23	P00000	83
demo-189	P00000	83
demo-101	P00000	83
demo-82	P00000	83
demo-33	P00000	83

demo-92 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	167
demo-129	P00000	69
demo-215	P00000	69
demo-209	P00007	167
demo-167	P00007	167
demo-34	P00007	167
demo-151	P00000	69
demo-208	P00000	69
demo-177	P00000	69
demo-104	P00000	69
demo-103	P00000	69
demo-163	P00007	167
demo-42	P00000	69
demo-212	P00007	167
demo-168	P00000	69
demo-168	P00007	167
demo-172	P00000	69
demo-180	P00007	167
demo-23	P00000	69
demo-189	P00000	69
demo-101	P00000	69
demo-82	P00000	69
demo-33	P00000	69
demo-201	P00000	69
demo-179	P00000	69

demo-12 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	62
demo-129	P00000	132
demo-129	P00004	160
demo-215	P00000	62
demo-215	P00000	132
demo-178	P00000	132
demo-113	P00000	132
demo-151	P00000	62
demo-208	P00000	62
demo-139	P00000	132
demo-158	P00000	132
demo-177	P00000	62
demo-177	P00000	132
demo-104	P00000	62
demo-104	P00000	132
demo-103	P00000	62
demo-42	P00000	62
demo-42	P00004	160
demo-12	P00000	62
demo-168	P00000	62
demo-168	P00000	132
demo-172	P00000	62
demo-172	P00000	132
demo-23	P00000	132
demo-189	P00000	62
demo-101	P00000	62
demo-101	P00000	132
demo-82	P00000	62
demo-82	P00000	132
demo-33	P00000	62
demo-201	P00000	62
demo-179	P00000	62
demo-179	P00000	132
demo-146	P00000	132

demo-1695 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	90
demo-129	P00000	104
demo-215	P00000	90
demo-215	P00000	104
demo-178	P00000	90
demo-178	P00000	104
demo-207	P00021	13
demo-151	P00000	90
demo-151	P00000	104
demo-208	P00000	90
demo-208	P00000	104
demo-139	P00000	104
demo-175	P00038	160
demo-128	P00012	139
demo-177	P00000	90
demo-177	P00000	104
demo-177	P00038	160
demo-104	P00000	90
demo-104	P00000	104
demo-163	P00021	13
demo-212	P00027	125
demo-168	P00000	90
demo-168	P00000	104
demo-172	P00000	90
demo-172	P00000	104
demo-164	P00021	13
demo-23	P00000	90
demo-23	P00000	104
demo-189	P00000	90
demo-189	P00000	104
demo-189	P00038	160
demo-101	P00000	90
demo-101	P00000	104
demo-82	P00000	90
demo-82	P00000	104
demo-33	P00000	90
demo-33	P00000	104
demo-33	P00038	160
demo-201	P00038	160
demo-179	P00000	90
demo-179	P00000	104
demo-179	P00021	13

demo-1744 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-215	P00000	97
demo-215	P00026	62
demo-178	P00000	97
demo-178	P00017	139
demo-209	P00026	62
demo-207	P00021	13
demo-151	P00000	97
demo-208	P00000	97
demo-139	P00000	97
demo-216	P00017	139
demo-216	P00026	62
demo-175	P00026	62
demo-188	P00017	139
demo-177	P00000	97
demo-104	P00000	97
demo-163	P00017	139
demo-163	P00021	13
demo-163	P00026	62
demo-168	P00000	97
demo-168	P00017	139
demo-172	P00000	97
demo-172	P00017	139
demo-164	P00021	13
demo-164	P00026	62
demo-23	P00000	97
demo-189	P00000	97
demo-101	P00000	97
demo-82	P00000	97
demo-33	P00000	97
demo-179	P00000	97
demo-179	P00021	13

demo-1972 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	P00007	160
demo-129	P00000	97
demo-215	P00000	97
demo-178	P00000	97
demo-209	P00007	160
demo-167	P00007	160
demo-34	P00007	160
demo-151	P00000	97
demo-208	P00000	97
demo-139	P00000	97
demo-177	P00000	97
demo-104	P00000	97
demo-163	P00007	160
demo-212	P00007	160
demo-168	P00000	97
demo-168	P00007	160
demo-172	P00000	97
demo-180	P00007	160
demo-23	P00000	97
demo-189	P00000	97
demo-101	P00000	97
demo-82	P00000	97
demo-33	P00000	97
demo-179	P00000	97

demo-2004 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	P00007	153
demo-129	P00000	132
demo-215	P00000	132
demo-178	P00000	132
demo-178	P00023	55
demo-209	P00007	153
demo-167	P00007	153
demo-167	P00023	55
demo-113	P00000	132
demo-34	P00007	153
demo-139	P00000	132
demo-158	P00000	132
demo-177	P00000	132
demo-104	P00000	132
demo-163	P00007	153
demo-163	P00023	55
demo-212	P00007	153
demo-212	P00027	125
demo-168	P00000	132
demo-168	P00007	153
demo-172	P00000	132
demo-180	P00007	153
demo-23	P00000	132
demo-189	P00023	55
demo-101	P00000	132
demo-82	P00000	132
demo-179	P00000	132
demo-146	P00000	132

demo-822 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-215	P00000	83
demo-178	P00000	83
demo-34	P00001	34
demo-151	P00000	83
demo-208	P00000	83
demo-139	P00001	34
demo-158	P00001	34
demo-45	P00001	34
demo-157	P00001	34
demo-177	P00000	83
demo-104	P00000	83
demo-103	P00000	83
demo-11	P00001	34
demo-42	P00000	83
demo-168	P00000	83
demo-172	P00000	83
demo-23	P00000	83
demo-189	P00000	83
demo-101	P00000	83
demo-117	P00001	34
demo-33	P00000	83
demo-179	P00000	83

demo-1152 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	97
demo-215	P00000	62
demo-215	P00000	97
demo-178	P00000	97
demo-178	P00023	97
demo-167	P00023	97
demo-151	P00000	62
demo-151	P00000	97
demo-208	P00000	62
demo-208	P00000	97
demo-139	P00000	97
demo-177	P00000	62
demo-177	P00000	97
demo-104	P00000	62
demo-104	P00000	97
demo-103	P00000	62
demo-163	P00023	97
demo-42	P00000	62
demo-12	P00000	62
demo-168	P00000	62
demo-168	P00000	97
demo-172	P00000	62
demo-172	P00000	97
demo-23	P00000	97
demo-189	P00000	62
demo-189	P00000	97
demo-189	P00023	97
demo-101	P00000	62
demo-101	P00000	97
demo-82	P00000	62
demo-82	P00000	97
demo-33	P00000	62
demo-33	P00000	97
demo-201	P00000	62
demo-179	P00000	62
demo-179	P00000	97

demo-1713 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	104
demo-215	P00000	104
demo-215	P00026	55
demo-178	P00000	104
demo-178	P00023	48
demo-209	P00026	55
demo-167	P00023	48
demo-151	P00000	104
demo-208	P00000	104
demo-139	P00000	104
demo-216	P00026	55
demo-175	P00026	55
demo-177	P00000	104
demo-104	P00000	104
demo-163	P00023	48
demo-163	P00026	55
demo-168	P00000	104
demo-172	P00000	104
demo-164	P00026	55
demo-23	P00000	104
demo-189	P00000	104
demo-189	P00023	48
demo-101	P00000	104
demo-82	P00000	104
demo-33	P00000	104
demo-179	P00000	104

demo-1723 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-192	P00033	48
demo-129	P00000	104
demo-215	P00000	104
demo-178	P00000	104
demo-178	P00017	146
demo-178	P00033	48
demo-167	P00033	48
demo-207	P00033	48
demo-151	P00000	104
demo-208	P00000	104
demo-139	P00000	104
demo-216	P00017	146
demo-188	P00017	146
demo-177	P00000	104
demo-104	P00000	104
demo-163	P00017	146
demo-163	P00033	48
demo-168	P00000	104
demo-168	P00017	146
demo-23	P00000	104
demo-189	P00000	104
demo-101	P00000	104
demo-82	P00000	104
demo-33	P00000	104
demo-201	P00033	48
demo-179	P00000	104

demo-242 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-215	P00000	97
demo-178	P00000	97
demo-34	P00001	13
demo-151	P00000	97
demo-208	P00000	97
demo-139	P00000	97
demo-158	P00001	13
demo-45	P00001	13
demo-157	P00001	13
demo-177	P00000	97
demo-104	P00000	97
demo-11	P00001	13
demo-168	P00000	97
demo-172	P00000	97
demo-23	P00000	97
demo-189	P00000	97
demo-101	P00000	97
demo-117	P00001	13
demo-82	P00000	97
demo-82	P00001	13
demo-33	P00000	97
demo-179	P00000	97

demo-1294 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-192	P00004	90
demo-89	P00004	90
demo-215	P00000	97
demo-178	P00000	97
demo-49	P00005	83
demo-151	P00000	97
demo-151	P00005	83
demo-208	P00000	97
demo-139	P00000	97
demo-177	P00000	97
demo-104	P00000	97
demo-42	P00004	90
demo-168	P00000	97
demo-172	P00000	97
demo-23	P00000	97
demo-189	P00000	97
demo-101	P00000	97
demo-117	P00035	167
demo-82	P00000	97
demo-33	P00000	97
demo-179	P00000	97

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-192	P00014	27
demo-192	P00033	48
demo-178	P00014	27
demo-178	P00033	48
demo-209	P00014	27
demo-186	P00014	27
demo-43	P00014	27
demo-167	P00033	48
demo-207	P00021	20
demo-207	P00033	48
demo-208	P00030	69
demo-188	P00030	69
demo-118	P00001	167
demo-88	P00001	167
demo-99	P00001	167
demo-107	P00001	167
demo-163	P00014	27
demo-163	P00021	20
demo-163	P00030	69
demo-163	P00033	48
demo-12	P00001	167
demo-168	P00014	27
demo-172	P00033	48
demo-164	P00021	20
demo-117	P00014	27
demo-201	P00033	48
demo-179	P00021	20

demo-1773 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-215	P00000	97
demo-178	P00000	97
demo-167	P00002	20
demo-151	P00000	97
demo-208	P00000	97
demo-139	P00000	97
demo-175	P00038	167
demo-127	P00002	20
demo-104	P00000	97
demo-103	P00002	20
demo-42	P00002	20
demo-168	P00000	97
demo-172	P00000	97
demo-23	P00000	97
demo-189	P00000	97
demo-189	P00038	167
demo-101	P00000	97
demo-82	P00000	97
demo-33	P00000	97
demo-33	P00038	167
demo-201	P00038	167
demo-179	P00000	97
demo-179	P00002	20

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-215	P00000	97
demo-178	P00000	97
demo-178	P00000	153
demo-113	P00000	153
demo-151	P00000	97
demo-208	P00000	97
demo-139	P00000	153
demo-175	P00038	174
demo-158	P00000	153
demo-177	P00000	97
demo-177	P00000	153
demo-177	P00038	174
demo-104	P00000	97
demo-104	P00000	153
demo-168	P00000	97
demo-168	P00000	153
demo-172	P00000	97
demo-172	P00000	153
demo-23	P00000	97
demo-23	P00000	153
demo-189	P00000	97
demo-189	P00038	174
demo-101	P00000	97
demo-101	P00000	153
demo-82	P00000	97
demo-33	P00000	97
demo-33	P00038	174
demo-201	P00038	174
demo-179	P00000	97
demo-146	P00000	153

demo-1983 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-215	P00000	97
demo-178	P00000	97
demo-113	P00006	6
demo-49	P00006	6
demo-151	P00000	97
demo-208	P00000	97
demo-139	P00000	97
demo-95	P00006	6
demo-177	P00000	97
demo-104	P00000	97
demo-212	P00027	132
demo-168	P00000	97
demo-172	P00000	97
demo-180	P00006	6
demo-23	P00000	97
demo-189	P00000	97
demo-101	P00000	97
demo-82	P00000	97
demo-33	P00000	97
demo-179	P00000	97

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-192	P00004	111
demo-89	P00004	111
demo-129	P00004	111
demo-167	P00002	-1
demo-113	P00002	111
demo-49	P00000	27
demo-151	P00000	27
demo-208	P00000	27
demo-65	P00000	27
demo-65	P00002	111
demo-35	P00002	111
demo-142	P00002	111
demo-127	P00002	111
demo-177	P00002	-1
demo-103	P00000	27
demo-103	P00002	111
demo-12	P00000	27
demo-189	P00000	27
demo-82	P00000	27
demo-33	P00000	27
demo-201	P00000	27
demo-201	P00002	111
demo-179	P00002	-1

demo-841 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	90
demo-215	P00000	34
demo-215	P00000	90
demo-178	P00000	90
demo-49	P00000	34
demo-151	P00000	34
demo-151	P00000	90
demo-208	P00000	34
demo-208	P00000	90
demo-65	P00000	34
demo-177	P00000	90
demo-104	P00000	90
demo-103	P00000	34
demo-42	P00000	34
demo-12	P00000	34
demo-168	P00000	90
demo-172	P00000	90
demo-23	P00000	90
demo-189	P00000	34
demo-189	P00000	90
demo-101	P00000	90
demo-82	P00000	34
demo-82	P00000	90
demo-33	P00000	34
demo-33	P00000	90
demo-201	P00000	34
demo-179	P00000	34
demo-179	P00000	90

demo-1893 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	69
demo-215	P00000	69
demo-178	P00023	62
demo-167	P00023	62
demo-151	P00000	69
demo-208	P00000	69
demo-175	P00038	160
demo-177	P00000	69
demo-177	P00038	160
demo-104	P00000	69
demo-103	P00000	69
demo-163	P00023	62
demo-42	P00000	69
demo-168	P00000	69
demo-172	P00000	69
demo-23	P00000	69
demo-101	P00000	69
demo-82	P00000	69
demo-33	P00000	69
demo-33	P00038	160
demo-201	P00000	69
demo-201	P00038	160
demo-179	P00000	69

demo-2014 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-178	P00033	48
demo-167	P00033	48
demo-207	P00033	48
demo-113	P00002	139
demo-49	P00000	20
demo-151	P00000	20
demo-208	P00000	20
demo-175	P00038	160
demo-65	P00000	20
demo-65	P00002	139
demo-35	P00002	139
demo-142	P00002	139
demo-177	P00038	160
demo-103	P00000	20
demo-103	P00002	139
demo-163	P00033	48
demo-42	P00000	20
demo-42	P00002	139
demo-12	P00000	20
demo-172	P00033	48
demo-189	P00000	20
demo-189	P00038	160
demo-33	P00000	20
demo-33	P00038	160

demo-2153 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-25	P00009	132
demo-129	P00000	90
demo-178	P00000	90
demo-209	P00026	48
demo-151	P00000	90
demo-208	P00000	90
demo-216	P00026	48
demo-175	P00026	48
demo-177	P00000	90
demo-104	P00000	90
demo-163	P00026	48
demo-168	P00000	90
demo-172	P00000	90
demo-164	P00026	48
demo-23	P00000	90
demo-189	P00000	90
demo-101	P00000	90
demo-82	P00000	90
demo-33	P00000	90
demo-179	P00000	90

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	763
P00000	20	20	56 days	346
P00033	17	17	20 days	318
P00007	16	16	17 days	303
P00000	19	19	56 days	301
P00017	15	15	21 days	276
P00021	13	13	18 days	246
P00026	14	14	14 days	244
P00023	11	11	56 days	237
P00038	10	10	50 days	203
P00042	8	8	17 days	162
P00014	8	8	20 days	159

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. 64 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	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-110	0	85
8	demo-215	61	90
9	demo-178	70	100
10	demo-209	30	100
11	demo-186	12	105
12	demo-43	11	107
13	demo-167	45	118
14	demo-207	23	119
15	demo-113	38	128
16	demo-34	26	134
17	demo-49	34	145
18	demo-151	56	145
19	demo-0	0	145
20	demo-56	0	145
21	demo-208	53	146
22	demo-139	55	153
23	demo-216	23	153
24	demo-175	21	153
25	demo-158	42	153
26	demo-188	19	153
27	demo-204	0	153
28	demo-173	0	153
29	demo-118	21	154
30	demo-65	32	154
31	demo-45	21	156
32	demo-35	18	156
33	demo-93	0	156
34	demo-142	21	158
35	demo-122	0	158
36	demo-127	17	158
37	demo-91	0	158
38	demo-157	23	164
39	demo-95	17	165
40	demo-57	0	165
41	demo-76	14	165
42	demo-36	0	165
43	demo-88	20	165
44	demo-44	7	166
45	demo-99	16	168
46	demo-100	10	169
47	demo-39	0	169
48	demo-199	0	169
49	demo-75	0	169
50	demo-154	0	169
51	demo-13	0	169
52	demo-14	0	169
53	demo-73	11	169
54	demo-20	0	169
55	demo-62	0	169
56	demo-140	5	169
57	demo-61	0	169
58	demo-156	0	169
59	demo-111	0	169
60	demo-170	2	169
61	demo-22	3	169
62	demo-107	8	169
63	demo-123	0	169
64	demo-69	0	169
65	demo-147	0	169
66	demo-210	8	169
67	demo-176	0	169
68	demo-41	0	169
69	demo-114	0	169
70	demo-128	3	169
71	demo-136	0	169
72	demo-51	0	169
73	demo-177	63	169
74	demo-152	0	169
75	demo-104	53	169
76	demo-103	47	169
77	demo-193	0	169
78	demo-11	22	169
79	demo-163	52	169
80	demo-42	56	169
81	demo-12	38	169
82	demo-124	1	171
83	demo-83	0	171
84	demo-212	19	173
85	demo-203	0	173
86	demo-168	74	173
87	demo-172	66	173
88	demo-164	23	173
89	demo-180	20	173
90	demo-116	0	173
91	demo-23	60	174
92	demo-77	0	174
93	demo-189	54	174
94	demo-101	52	174
95	demo-117	26	174
96	demo-82	67	174
97	demo-33	55	174
98	demo-201	58	174
99	demo-179	73	174
100	demo-146	23	174

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 31 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 31 distinct egos.