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 22 distinct egos.

The search opened 100 reviewer histories and reached 168 reviewers. This reviewer has a corroboration count of 22.

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-192	P00007	2019-06-06	2019-06-11	+1 ego
demo-9	P00000	2019-03-17	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 · ±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 windows61seed egos

Highest corroboration22distinct seed egos

COLLECTION PROGRESS

Each history adds context.

168 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 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-129	P00000	104
demo-192	P00007	160
demo-192	P00033	62
demo-9	P00000	97
demo-9	P00007	160
demo-160	P00000	97
demo-160	P00000	104
demo-160	P00017	153
demo-160	P00021	13
demo-160	P00023	55
demo-160	P00026	62
demo-160	P00030	76
demo-160	P00033	62
demo-160	P00042	104
demo-215	P00000	97
demo-215	P00000	104
demo-215	P00026	62
demo-96	P00000	97
demo-96	P00000	104
demo-167	P00007	160
demo-167	P00023	55
demo-167	P00033	62
demo-167	P00042	104
demo-178	P00000	104
demo-178	P00017	153
demo-178	P00023	55
demo-178	P00033	62
demo-23	P00000	97
demo-23	P00000	104
demo-180	P00007	160
demo-187	P00021	13
demo-187	P00023	55
demo-187	P00030	76
demo-164	P00021	13
demo-164	P00026	62
demo-188	P00017	153
demo-188	P00030	76
demo-175	P00026	62
demo-210	P00042	104
demo-184	P00021	13
demo-184	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-104	P00000	97
demo-104	P00000	104
demo-198	P00000	97
demo-198	P00000	104
demo-198	P00027	125
demo-169	P00000	97
demo-169	P00000	104
demo-169	P00021	13
demo-169	P00027	125
demo-216	P00017	153
demo-216	P00026	62
demo-174	P00000	97
demo-174	P00000	104
demo-174	P00017	153
demo-174	P00021	13
demo-174	P00026	62

demo-1626 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-192	P00007	160
demo-9	P00000	97
demo-9	P00007	160
demo-160	P00000	97
demo-160	P00017	146
demo-160	P00021	20
demo-160	P00038	160
demo-215	P00000	97
demo-96	P00000	97
demo-167	P00007	160
demo-178	P00017	146
demo-23	P00000	97
demo-180	P00007	160
demo-187	P00021	20
demo-164	P00021	20
demo-188	P00017	146
demo-175	P00038	160
demo-184	P00021	20
demo-163	P00007	160
demo-163	P00017	146
demo-163	P00021	20
demo-104	P00000	97
demo-198	P00000	97
demo-198	P00027	132
demo-169	P00000	97
demo-169	P00021	20
demo-169	P00027	132
demo-169	P00038	160
demo-216	P00017	146
demo-174	P00000	97
demo-174	P00017	146
demo-174	P00021	20

demo-1609 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-192	P00033	62
demo-9	P00000	90
demo-151	P00000	90
demo-215	P00000	90
demo-215	P00026	55
demo-96	P00000	90
demo-167	P00023	41
demo-167	P00033	62
demo-167	P00042	111
demo-178	P00017	146
demo-178	P00023	41
demo-178	P00033	62
demo-187	P00021	13
demo-187	P00023	41
demo-187	P00030	55
demo-164	P00021	13
demo-164	P00026	55
demo-188	P00017	146
demo-188	P00030	55
demo-175	P00026	55
demo-175	P00038	160
demo-210	P00042	111
demo-184	P00021	13
demo-184	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-104	P00000	90
demo-198	P00000	90
demo-169	P00000	90
demo-169	P00021	13
demo-169	P00038	160
demo-216	P00017	146
demo-216	P00026	55
demo-174	P00000	90
demo-174	P00017	146
demo-174	P00021	13
demo-174	P00026	55

demo-471 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	111
demo-9	P00000	48
demo-160	P00000	111
demo-151	P00000	48
demo-215	P00000	111
demo-96	P00000	111
demo-178	P00000	111
demo-178	P00000	153
demo-23	P00000	111
demo-112	P00000	48
demo-113	P00000	153
demo-103	P00000	48
demo-94	P00000	48
demo-139	P00000	153
demo-159	P00000	111
demo-159	P00000	153
demo-158	P00000	153
demo-146	P00000	153
demo-104	P00000	111
demo-198	P00000	111
demo-169	P00000	111
demo-174	P00000	111

demo-1794 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	83
demo-9	P00000	83
demo-160	P00000	83
demo-160	P00021	27
demo-160	P00042	97
demo-151	P00000	83
demo-215	P00000	83
demo-96	P00000	83
demo-167	P00002	55
demo-167	P00042	97
demo-187	P00021	27
demo-164	P00021	27
demo-103	P00002	55
demo-85	P00002	55
demo-210	P00042	97
demo-127	P00002	55
demo-184	P00021	27
demo-163	P00021	27
demo-163	P00042	97
demo-104	P00000	83
demo-198	P00000	83
demo-169	P00000	83
demo-169	P00021	27
demo-174	P00000	83
demo-174	P00021	27

demo-2184 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	90
demo-192	P00033	41
demo-9	P00000	90
demo-160	P00000	90
demo-160	P00026	55
demo-160	P00033	41
demo-160	P00042	111
demo-215	P00000	90
demo-215	P00026	55
demo-96	P00000	90
demo-167	P00033	41
demo-167	P00042	111
demo-178	P00033	41
demo-23	P00000	90
demo-164	P00026	55
demo-175	P00026	55
demo-210	P00042	111
demo-184	P00033	41
demo-163	P00026	55
demo-163	P00033	41
demo-163	P00042	111
demo-104	P00000	90
demo-198	P00000	90
demo-169	P00000	90
demo-216	P00026	55
demo-174	P00000	90
demo-174	P00026	55

demo-1684 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	97
demo-192	P00007	153
demo-192	P00014	27
demo-9	P00000	97
demo-9	P00007	153
demo-160	P00000	97
demo-160	P00017	146
demo-215	P00000	97
demo-96	P00000	97
demo-167	P00007	153
demo-178	P00014	27
demo-178	P00017	146
demo-23	P00000	97
demo-180	P00007	153
demo-188	P00017	146
demo-186	P00014	27
demo-163	P00007	153
demo-163	P00014	27
demo-163	P00017	146
demo-104	P00000	97
demo-198	P00000	97
demo-169	P00000	97
demo-216	P00017	146
demo-174	P00000	97
demo-174	P00017	146

demo-1639 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-192	P00007	153
demo-192	P00014	27
demo-192	P00033	55
demo-9	P00007	153
demo-160	P00017	160
demo-160	P00021	20
demo-160	P00023	41
demo-160	P00026	62
demo-160	P00030	76
demo-160	P00033	55
demo-160	P00042	97
demo-215	P00026	62
demo-167	P00007	153
demo-167	P00023	41
demo-167	P00033	55
demo-167	P00042	97
demo-178	P00014	27
demo-178	P00017	160
demo-178	P00023	41
demo-178	P00033	55
demo-180	P00007	153
demo-187	P00021	20
demo-187	P00023	41
demo-187	P00030	76
demo-164	P00021	20
demo-164	P00026	62
demo-188	P00017	160
demo-188	P00030	76
demo-175	P00026	62
demo-186	P00014	27
demo-210	P00042	97
demo-184	P00021	20
demo-184	P00033	55
demo-169	P00021	20
demo-216	P00017	160
demo-216	P00026	62
demo-174	P00017	160
demo-174	P00021	20
demo-174	P00026	62

demo-1723 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	104
demo-192	P00033	48
demo-160	P00000	104
demo-160	P00017	146
demo-160	P00033	48
demo-215	P00000	104
demo-96	P00000	104
demo-167	P00033	48
demo-178	P00000	104
demo-178	P00017	146
demo-178	P00033	48
demo-23	P00000	104
demo-188	P00017	146
demo-159	P00000	104
demo-184	P00033	48
demo-163	P00017	146
demo-163	P00033	48
demo-104	P00000	104
demo-198	P00000	104
demo-169	P00000	104
demo-216	P00017	146
demo-174	P00000	104
demo-174	P00017	146

demo-1744 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-9	P00000	97
demo-160	P00000	97
demo-160	P00017	139
demo-160	P00021	13
demo-160	P00026	62
demo-215	P00000	97
demo-215	P00026	62
demo-96	P00000	97
demo-178	P00017	139
demo-23	P00000	97
demo-187	P00021	13
demo-164	P00021	13
demo-164	P00026	62
demo-188	P00017	139
demo-175	P00026	62
demo-184	P00021	13
demo-163	P00017	139
demo-163	P00021	13
demo-163	P00026	62
demo-104	P00000	97
demo-198	P00000	97
demo-169	P00000	97
demo-169	P00021	13
demo-216	P00017	139
demo-216	P00026	62

demo-1812 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-9	P00000	97
demo-160	P00000	97
demo-160	P00038	174
demo-215	P00000	97
demo-96	P00000	97
demo-178	P00000	153
demo-23	P00000	97
demo-175	P00038	174
demo-113	P00000	153
demo-139	P00000	153
demo-159	P00000	153
demo-158	P00000	153
demo-146	P00000	153
demo-104	P00000	97
demo-198	P00000	97
demo-169	P00000	97
demo-169	P00038	174
demo-174	P00000	97

demo-822 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	83
demo-9	P00000	83
demo-160	P00000	83
demo-151	P00000	83
demo-215	P00000	83
demo-96	P00000	83
demo-11	P00001	34
demo-68	P00001	34
demo-158	P00001	34
demo-45	P00001	34
demo-117	P00001	34
demo-46	P00001	34
demo-105	P00001	34
demo-104	P00000	83
demo-198	P00000	83
demo-169	P00000	83
demo-174	P00000	83

demo-1695 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	90
demo-129	P00000	104
demo-9	P00000	90
demo-160	P00000	90
demo-160	P00000	104
demo-160	P00021	13
demo-160	P00038	160
demo-215	P00000	90
demo-215	P00000	104
demo-96	P00000	90
demo-96	P00000	104
demo-178	P00000	104
demo-23	P00000	90
demo-23	P00000	104
demo-187	P00021	13
demo-164	P00021	13
demo-175	P00038	160
demo-128	P00012	139
demo-184	P00021	13
demo-163	P00021	13
demo-104	P00000	90
demo-104	P00000	104
demo-198	P00000	90
demo-198	P00000	104
demo-198	P00027	125
demo-174	P00000	90
demo-174	P00000	104
demo-174	P00021	13

demo-1713 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	104
demo-160	P00000	104
demo-160	P00023	48
demo-160	P00026	55
demo-215	P00000	104
demo-215	P00026	55
demo-96	P00000	104
demo-167	P00023	48
demo-178	P00000	104
demo-178	P00023	48
demo-23	P00000	104
demo-187	P00023	48
demo-164	P00026	55
demo-175	P00026	55
demo-163	P00023	48
demo-163	P00026	55
demo-104	P00000	104
demo-198	P00000	104
demo-169	P00000	104
demo-216	P00026	55
demo-174	P00000	104
demo-174	P00026	55

demo-1294 products15 egos

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

Observed count, including incomplete coverage: 15

Source seed	Product	Week (day index)
demo-18	P00004	90
demo-89	P00004	90
demo-108	P00004	90
demo-9	P00000	97
demo-160	P00000	97
demo-151	P00005	83
demo-215	P00000	97
demo-96	P00000	97
demo-23	P00000	97
demo-112	P00004	174
demo-117	P00035	167
demo-104	P00000	97
demo-198	P00000	97
demo-169	P00000	97
demo-174	P00000	97

demo-1655 products15 egos

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

Observed count, including incomplete coverage: 15

Source seed	Product	Week (day index)
demo-192	P00014	27
demo-192	P00033	48
demo-160	P00021	20
demo-160	P00030	69
demo-160	P00033	48
demo-167	P00033	48
demo-178	P00014	27
demo-178	P00033	48
demo-187	P00021	20
demo-187	P00030	69
demo-164	P00021	20
demo-188	P00030	69
demo-186	P00014	27
demo-94	P00001	167
demo-99	P00001	167
demo-107	P00001	167
demo-184	P00021	20
demo-184	P00033	48
demo-163	P00014	27
demo-163	P00021	20
demo-163	P00030	69
demo-163	P00033	48
demo-169	P00021	20
demo-174	P00021	20

demo-1785 products15 egos

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

Observed count, including incomplete coverage: 15

Source seed	Product	Week (day index)
demo-192	P00014	20
demo-192	P00033	55
demo-160	P00017	160
demo-160	P00023	48
demo-160	P00033	55
demo-167	P00023	48
demo-167	P00033	55
demo-23	P00000	132
demo-187	P00023	48
demo-188	P00017	160
demo-186	P00014	20
demo-139	P00000	132
demo-159	P00000	132
demo-184	P00033	55
demo-163	P00014	20
demo-163	P00017	160
demo-163	P00023	48
demo-163	P00033	55
demo-104	P00000	132
demo-169	P00000	132
demo-216	P00017	160
demo-174	P00017	160

demo-2004 products15 egos

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

Observed count, including incomplete coverage: 15

Source seed	Product	Week (day index)
demo-192	P00007	153
demo-9	P00007	153
demo-160	P00023	55
demo-96	P00000	132
demo-167	P00007	153
demo-167	P00023	55
demo-178	P00000	132
demo-178	P00023	55
demo-23	P00000	132
demo-180	P00007	153
demo-187	P00023	55
demo-139	P00000	132
demo-159	P00000	132
demo-163	P00007	153
demo-163	P00023	55
demo-104	P00000	132
demo-198	P00027	125
demo-169	P00000	132
demo-169	P00027	125

demo-242 products15 egos

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

Observed count, including incomplete coverage: 15

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-9	P00000	97
demo-160	P00000	97
demo-215	P00000	97
demo-96	P00000	97
demo-23	P00000	97
demo-68	P00001	13
demo-45	P00001	13
demo-117	P00001	13
demo-157	P00001	13
demo-105	P00001	13
demo-104	P00000	97
demo-198	P00000	97
demo-169	P00000	97
demo-174	P00000	97

demo-1664 products14 egos

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

Observed count, including incomplete coverage: 14

Source seed	Product	Week (day index)
demo-192	P00007	160
demo-192	P00014	27
demo-192	P00033	55
demo-9	P00007	160
demo-160	P00026	55
demo-160	P00033	55
demo-215	P00026	55
demo-167	P00007	160
demo-167	P00033	55
demo-178	P00014	27
demo-178	P00033	55
demo-180	P00007	160
demo-164	P00026	55
demo-175	P00026	55
demo-186	P00014	27
demo-184	P00033	55
demo-163	P00007	160
demo-163	P00014	27
demo-163	P00026	55
demo-163	P00033	55
demo-216	P00026	55
demo-174	P00026	55

demo-1972 products14 egos

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

Observed count, including incomplete coverage: 14

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-192	P00007	160
demo-9	P00000	97
demo-9	P00007	160
demo-160	P00000	97
demo-215	P00000	97
demo-96	P00000	97
demo-167	P00007	160
demo-23	P00000	97
demo-180	P00007	160
demo-163	P00007	160
demo-104	P00000	97
demo-198	P00000	97
demo-169	P00000	97
demo-174	P00000	97

demo-2014 products14 egos

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

Observed count, including incomplete coverage: 14

Source seed	Product	Week (day index)
demo-192	P00033	48
demo-160	P00033	48
demo-160	P00038	160
demo-167	P00033	48
demo-178	P00033	48
demo-175	P00038	160
demo-112	P00000	20
demo-112	P00002	139
demo-113	P00002	139
demo-103	P00000	20
demo-103	P00002	139
demo-94	P00000	20
demo-149	P00002	139
demo-12	P00000	20
demo-184	P00033	48
demo-163	P00033	48
demo-169	P00038	160

demo-841 products14 egos

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

Observed count, including incomplete coverage: 14

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-9	P00000	90
demo-160	P00000	90
demo-151	P00000	34
demo-215	P00000	90
demo-96	P00000	90
demo-112	P00000	34
demo-103	P00000	34
demo-94	P00000	34
demo-12	P00000	34
demo-104	P00000	90
demo-198	P00000	90
demo-169	P00000	90
demo-174	P00000	90

demo-1773 products13 egos

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

Observed count, including incomplete coverage: 13

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-9	P00000	97
demo-160	P00000	97
demo-160	P00038	167
demo-215	P00000	97
demo-96	P00000	97
demo-167	P00002	20
demo-23	P00000	97
demo-175	P00038	167
demo-85	P00002	20
demo-104	P00000	97
demo-198	P00000	97
demo-169	P00000	97
demo-169	P00038	167
demo-174	P00000	97

demo-1843 products13 egos

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

Observed count, including incomplete coverage: 13

Source seed	Product	Week (day index)
demo-192	P00033	48
demo-160	P00021	20
demo-160	P00033	48
demo-167	P00033	48
demo-178	P00033	48
demo-187	P00021	20
demo-164	P00021	20
demo-149	P00001	125
demo-88	P00001	125
demo-12	P00001	125
demo-99	P00001	125
demo-163	P00021	20
demo-163	P00033	48
demo-169	P00021	20
demo-174	P00021	20

demo-2093 products13 egos

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

Observed count, including incomplete coverage: 13

Source seed	Product	Week (day index)
demo-192	P00007	153
demo-192	P00014	27
demo-9	P00007	153
demo-160	P00026	62
demo-215	P00026	62
demo-167	P00007	153
demo-178	P00014	27
demo-180	P00007	153
demo-164	P00026	62
demo-175	P00026	62
demo-186	P00014	27
demo-163	P00007	153
demo-163	P00014	27
demo-163	P00026	62
demo-216	P00026	62
demo-174	P00026	62

demo-12 products12 egos

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

Observed count, including incomplete coverage: 12

Source seed	Product	Week (day index)
demo-129	P00004	160
demo-9	P00000	62
demo-160	P00000	62
demo-151	P00000	62
demo-215	P00000	62
demo-178	P00000	132
demo-23	P00000	132
demo-112	P00000	62
demo-112	P00004	160
demo-139	P00000	132
demo-159	P00000	132
demo-104	P00000	132
demo-169	P00000	132

demo-1151 products12 egos

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

Observed count, including incomplete coverage: 12

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-9	P00000	62
demo-9	P00000	97
demo-160	P00000	62
demo-160	P00000	97
demo-151	P00000	62
demo-215	P00000	62
demo-215	P00000	97
demo-96	P00000	97
demo-23	P00000	97
demo-112	P00000	62
demo-104	P00000	97
demo-198	P00000	97
demo-169	P00000	97
demo-174	P00000	97

demo-2152 products12 egos

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

Observed count, including incomplete coverage: 12

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-9	P00000	90
demo-160	P00000	90
demo-160	P00026	48
demo-96	P00000	90
demo-164	P00026	48
demo-175	P00026	48
demo-163	P00026	48
demo-104	P00000	90
demo-198	P00000	90
demo-169	P00000	90
demo-216	P00026	48
demo-174	P00000	90
demo-174	P00026	48

demo-233 products12 egos

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

Observed count, including incomplete coverage: 12

Source seed	Product	Week (day index)
demo-129	P00000	118
demo-96	P00000	118
demo-178	P00000	118
demo-159	P00000	118
demo-88	P00006	125
demo-11	P00006	125
demo-68	P00006	125
demo-140	P00008	83
demo-104	P00000	118
demo-198	P00000	118
demo-169	P00000	118
demo-174	P00000	118

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	279
P00033	17	17	20 days	230
P00000	17	17	28 days	228
P00017	15	15	21 days	202
P00007	16	16	17 days	200
P00021	13	13	18 days	195
P00026	14	14	14 days	188
P00023	10	10	21 days	145
P00000	14	14	26 days	140
P00038	9	9	13 days	129
P00042	8	8	17 days	117
P00014	8	8	20 days	105

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. 61 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-192	29	65
8	demo-9	43	70
9	demo-160	64	83
10	demo-151	22	88
11	demo-202	0	88
12	demo-215	45	90
13	demo-96	31	90
14	demo-167	37	94
15	demo-178	47	102
16	demo-23	38	107
17	demo-180	17	109
18	demo-187	20	109
19	demo-164	21	109
20	demo-176	0	109
21	demo-188	17	109
22	demo-175	20	109
23	demo-204	0	109
24	demo-173	0	109
25	demo-112	29	119
26	demo-6	0	119
27	demo-186	9	121
28	demo-113	23	125
29	demo-103	32	132
30	demo-94	23	136
31	demo-53	0	136
32	demo-137	0	136
33	demo-149	21	141
34	demo-139	27	142
35	demo-85	14	142
36	demo-159	19	143
37	demo-88	11	143
38	demo-11	13	145
39	demo-68	12	148
40	demo-158	21	148
41	demo-146	15	150
42	demo-12	18	150
43	demo-57	0	150
44	demo-99	10	150
45	demo-45	14	151
46	demo-117	12	153
47	demo-46	9	153
48	demo-210	8	153
49	demo-147	0	153
50	demo-13	0	153
51	demo-123	0	153
52	demo-107	5	153
53	demo-157	13	157
54	demo-95	9	157
55	demo-100	8	157
56	demo-90	0	157
57	demo-8	10	160
58	demo-76	9	161
59	demo-44	2	161
60	demo-51	0	161
61	demo-5	0	161
62	demo-73	6	162
63	demo-39	0	162
64	demo-199	0	162
65	demo-69	0	162
66	demo-140	2	162
67	demo-61	0	162
68	demo-110	0	162
69	demo-111	0	162
70	demo-75	0	162
71	demo-91	0	162
72	demo-122	0	162
73	demo-127	6	162
74	demo-152	0	162
75	demo-93	0	162
76	demo-142	8	164
77	demo-81	0	164
78	demo-43	2	164
79	demo-119	0	164
80	demo-77	0	164
81	demo-14	0	164
82	demo-20	0	164
83	demo-114	0	164
84	demo-128	3	164
85	demo-184	30	164
86	demo-163	47	164
87	demo-105	10	164
88	demo-104	36	165
89	demo-136	0	165
90	demo-198	38	167
91	demo-203	0	167
92	demo-193	0	167
93	demo-17	0	167
94	demo-169	54	168
95	demo-156	0	168
96	demo-36	0	168
97	demo-22	0	168
98	demo-126	0	168
99	demo-216	23	168
100	demo-174	52	168

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 22 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 22 distinct egos.