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 20 distinct egos.

The search opened 50 reviewer histories and reached 163 reviewers. This reviewer has a corroboration count of 20.

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-178	P00000	2019-05-15	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 50 histories · cap 5 · ±56 days

The budget limits histories opened. The cap guides which reviewer is opened next; it does not cap the count reported for that reviewer. The time window defines nearby activity.

Inspect the full result Counts, supporting egos, product bursts, and search history

Reviews in the example610Full generated panel; the search opens selected histories.

Histories opened50

Complete product windows37seed egos

Highest corroboration20distinct 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 products20 egos

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

Observed count, including incomplete coverage: 20

Source seed	Product	Week (day index)
demo-192	P00007	160
demo-192	P00033	62
demo-129	P00000	97
demo-129	P00000	104
demo-178	P00000	97
demo-178	P00000	104
demo-178	P00017	153
demo-178	P00023	55
demo-178	P00033	62
demo-201	P00033	62
demo-162	P00000	97
demo-162	P00000	104
demo-162	P00007	160
demo-162	P00017	153
demo-162	P00021	13
demo-162	P00027	125
demo-165	P00021	13
demo-165	P00030	76
demo-165	P00033	62
demo-163	P00007	160
demo-163	P00017	153
demo-163	P00021	13
demo-163	P00023	55
demo-163	P00026	62
demo-163	P00030	76
demo-163	P00033	62
demo-163	P00042	104
demo-215	P00000	97
demo-215	P00000	104
demo-215	P00026	62
demo-195	P00033	62
demo-195	P00042	104
demo-151	P00000	97
demo-151	P00000	104
demo-150	P00000	97
demo-150	P00000	104
demo-23	P00000	97
demo-23	P00000	104
demo-187	P00021	13
demo-187	P00023	55
demo-187	P00030	76
demo-188	P00017	153
demo-188	P00030	76
demo-216	P00017	153
demo-216	P00026	62
demo-175	P00026	62
demo-180	P00007	160
demo-34	P00007	160
demo-212	P00007	160
demo-212	P00027	125
demo-48	P00000	104

demo-1626 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-192	P00007	160
demo-129	P00000	97
demo-108	P00021	20
demo-178	P00000	97
demo-178	P00017	146
demo-201	P00038	160
demo-165	P00021	20
demo-163	P00007	160
demo-163	P00017	146
demo-163	P00021	20
demo-215	P00000	97
demo-151	P00000	97
demo-150	P00000	97
demo-23	P00000	97
demo-187	P00021	20
demo-188	P00017	146
demo-216	P00017	146
demo-175	P00038	160
demo-180	P00007	160
demo-34	P00007	160
demo-212	P00007	160
demo-212	P00027	132

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-192	P00007	153
demo-192	P00014	27
demo-129	P00000	97
demo-178	P00000	97
demo-178	P00014	27
demo-178	P00017	146
demo-162	P00000	97
demo-162	P00007	153
demo-162	P00017	146
demo-165	P00014	27
demo-163	P00007	153
demo-163	P00014	27
demo-163	P00017	146
demo-215	P00000	97
demo-117	P00014	27
demo-43	P00014	27
demo-151	P00000	97
demo-150	P00000	97
demo-23	P00000	97
demo-188	P00017	146
demo-216	P00017	146
demo-186	P00014	27
demo-180	P00007	153
demo-34	P00007	153
demo-212	P00007	153

demo-1785 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-192	P00014	20
demo-192	P00033	55
demo-129	P00000	132
demo-113	P00000	132
demo-201	P00033	55
demo-162	P00000	132
demo-162	P00017	160
demo-165	P00014	20
demo-165	P00033	55
demo-163	P00014	20
demo-163	P00017	160
demo-163	P00023	48
demo-163	P00033	55
demo-215	P00000	132
demo-117	P00014	20
demo-43	P00014	20
demo-195	P00033	55
demo-150	P00000	132
demo-23	P00000	132
demo-187	P00023	48
demo-188	P00017	160
demo-216	P00017	160
demo-186	P00014	20
demo-48	P00000	132

demo-1924 products18 egos

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

Observed count, including incomplete coverage: 18

Source seed	Product	Week (day index)
demo-18	P00004	62
demo-89	P00004	62
demo-129	P00004	62
demo-108	P00004	62
demo-42	P00004	62
demo-113	P00004	62
demo-178	P00014	13
demo-178	P00033	55
demo-201	P00033	55
demo-162	P00007	153
demo-165	P00014	13
demo-165	P00033	55
demo-163	P00007	153
demo-163	P00014	13
demo-163	P00033	55
demo-117	P00014	13
demo-43	P00014	13
demo-195	P00033	55
demo-186	P00014	13
demo-180	P00007	153
demo-34	P00007	153
demo-212	P00007	153

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-178	P00014	27
demo-178	P00017	160
demo-178	P00023	41
demo-178	P00033	55
demo-201	P00033	55
demo-162	P00007	153
demo-162	P00017	160
demo-162	P00021	20
demo-165	P00014	27
demo-165	P00021	20
demo-165	P00030	76
demo-165	P00033	55
demo-215	P00026	62
demo-117	P00014	27
demo-43	P00014	27
demo-195	P00033	55
demo-195	P00042	97
demo-187	P00021	20
demo-187	P00023	41
demo-187	P00030	76
demo-188	P00017	160
demo-188	P00030	76
demo-216	P00017	160
demo-216	P00026	62
demo-175	P00026	62
demo-186	P00014	27
demo-180	P00007	153
demo-34	P00007	153
demo-212	P00007	153

demo-1609 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-192	P00033	62
demo-129	P00000	90
demo-178	P00000	90
demo-178	P00017	146
demo-178	P00023	41
demo-178	P00033	62
demo-201	P00033	62
demo-201	P00038	160
demo-162	P00000	90
demo-162	P00017	146
demo-162	P00021	13
demo-162	P00038	160
demo-165	P00021	13
demo-165	P00030	55
demo-165	P00033	62
demo-163	P00017	146
demo-163	P00021	13
demo-163	P00023	41
demo-163	P00026	55
demo-163	P00030	55
demo-163	P00033	62
demo-163	P00042	111
demo-215	P00000	90
demo-215	P00026	55
demo-195	P00033	62
demo-195	P00042	111
demo-151	P00000	90
demo-150	P00000	90
demo-23	P00000	90
demo-187	P00021	13
demo-187	P00023	41
demo-187	P00030	55
demo-188	P00017	146
demo-188	P00030	55
demo-216	P00017	146
demo-216	P00026	55
demo-175	P00026	55
demo-175	P00038	160

demo-1664 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-192	P00007	160
demo-192	P00014	27
demo-192	P00033	55
demo-178	P00014	27
demo-178	P00033	55
demo-201	P00033	55
demo-162	P00007	160
demo-165	P00014	27
demo-165	P00033	55
demo-163	P00007	160
demo-163	P00014	27
demo-163	P00026	55
demo-163	P00033	55
demo-215	P00026	55
demo-117	P00014	27
demo-43	P00014	27
demo-195	P00033	55
demo-216	P00026	55
demo-175	P00026	55
demo-186	P00014	27
demo-180	P00007	160
demo-34	P00007	160
demo-212	P00007	160

demo-1723 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	P00033	48
demo-129	P00000	104
demo-178	P00000	104
demo-178	P00017	146
demo-178	P00033	48
demo-201	P00033	48
demo-162	P00000	104
demo-162	P00017	146
demo-165	P00033	48
demo-163	P00017	146
demo-163	P00033	48
demo-215	P00000	104
demo-195	P00033	48
demo-151	P00000	104
demo-150	P00000	104
demo-23	P00000	104
demo-188	P00017	146
demo-216	P00017	146
demo-48	P00000	104

demo-1794 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	83
demo-108	P00021	27
demo-42	P00002	55
demo-178	P00000	83
demo-162	P00000	83
demo-162	P00021	27
demo-165	P00021	27
demo-163	P00021	27
demo-163	P00042	97
demo-215	P00000	83
demo-195	P00042	97
demo-151	P00000	83
demo-150	P00000	83
demo-23	P00000	83
demo-187	P00021	27
demo-142	P00002	55
demo-85	P00002	55

demo-2014 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	P00033	48
demo-42	P00000	20
demo-42	P00002	139
demo-113	P00002	139
demo-178	P00033	48
demo-162	P00038	160
demo-165	P00033	48
demo-163	P00033	48
demo-195	P00033	48
demo-151	P00000	20
demo-63	P00002	139
demo-65	P00000	20
demo-65	P00002	139
demo-12	P00000	20
demo-35	P00002	139
demo-142	P00002	139
demo-175	P00038	160

demo-1655 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	P00014	27
demo-192	P00033	48
demo-108	P00021	20
demo-178	P00014	27
demo-178	P00033	48
demo-201	P00033	48
demo-162	P00021	20
demo-163	P00014	27
demo-163	P00021	20
demo-163	P00030	69
demo-163	P00033	48
demo-117	P00014	27
demo-43	P00014	27
demo-195	P00033	48
demo-187	P00021	20
demo-187	P00030	69
demo-12	P00001	167
demo-188	P00030	69
demo-186	P00014	27
demo-118	P00001	167

demo-1675 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	P00033	48
demo-42	P00002	27
demo-178	P00023	55
demo-178	P00033	48
demo-201	P00033	48
demo-162	P00007	160
demo-165	P00033	48
demo-163	P00007	160
demo-163	P00023	55
demo-163	P00033	48
demo-163	P00042	104
demo-195	P00033	48
demo-195	P00042	104
demo-187	P00023	55
demo-142	P00002	27
demo-180	P00007	160
demo-34	P00007	160
demo-212	P00007	160
demo-85	P00002	27

demo-1694 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-129	P00000	104
demo-178	P00000	90
demo-178	P00000	104
demo-201	P00038	160
demo-162	P00000	90
demo-162	P00000	104
demo-162	P00021	13
demo-162	P00027	125
demo-162	P00038	160
demo-165	P00021	13
demo-163	P00021	13
demo-215	P00000	90
demo-215	P00000	104
demo-151	P00000	90
demo-151	P00000	104
demo-150	P00000	90
demo-150	P00000	104
demo-23	P00000	90
demo-23	P00000	104
demo-187	P00021	13
demo-175	P00038	160
demo-212	P00027	125
demo-48	P00000	104

demo-2004 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	153
demo-129	P00000	132
demo-113	P00000	132
demo-178	P00000	132
demo-178	P00023	55
demo-162	P00000	132
demo-162	P00007	153
demo-162	P00027	125
demo-163	P00007	153
demo-163	P00023	55
demo-215	P00000	132
demo-150	P00000	132
demo-23	P00000	132
demo-187	P00023	55
demo-180	P00007	153
demo-34	P00007	153
demo-212	P00007	153
demo-212	P00027	125
demo-48	P00000	132

demo-2093 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	153
demo-192	P00014	27
demo-178	P00014	27
demo-162	P00007	153
demo-165	P00014	27
demo-163	P00007	153
demo-163	P00014	27
demo-163	P00026	62
demo-215	P00026	62
demo-117	P00014	27
demo-43	P00014	27
demo-216	P00026	62
demo-175	P00026	62
demo-186	P00014	27
demo-180	P00007	153
demo-34	P00007	153
demo-212	P00007	153

demo-2184 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	41
demo-129	P00000	90
demo-178	P00000	90
demo-178	P00033	41
demo-201	P00033	41
demo-162	P00000	90
demo-165	P00033	41
demo-163	P00026	55
demo-163	P00033	41
demo-163	P00042	111
demo-215	P00000	90
demo-215	P00026	55
demo-195	P00033	41
demo-195	P00042	111
demo-151	P00000	90
demo-150	P00000	90
demo-23	P00000	90
demo-216	P00026	55
demo-175	P00026	55

demo-423 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-18	P00004	111
demo-192	P00004	111
demo-89	P00004	111
demo-129	P00004	111
demo-108	P00004	111
demo-113	P00002	111
demo-201	P00000	27
demo-201	P00002	111
demo-151	P00000	27
demo-63	P00002	111
demo-65	P00000	27
demo-65	P00002	111
demo-12	P00000	27
demo-35	P00002	111
demo-142	P00002	111
demo-85	P00002	-1

demo-1123 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	P00004	160
demo-42	P00000	41
demo-42	P00002	125
demo-42	P00002	132
demo-42	P00004	160
demo-113	P00002	125
demo-113	P00002	132
demo-201	P00000	41
demo-201	P00002	125
demo-201	P00002	132
demo-162	P00000	41
demo-215	P00000	41
demo-151	P00000	41
demo-63	P00002	125
demo-63	P00002	132
demo-150	P00000	41
demo-65	P00000	41
demo-65	P00002	125
demo-65	P00002	132
demo-12	P00000	41
demo-35	P00002	125
demo-35	P00002	132
demo-142	P00002	125
demo-142	P00002	132

demo-1152 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	62
demo-129	P00000	97
demo-42	P00000	62
demo-178	P00000	97
demo-178	P00023	97
demo-201	P00000	62
demo-162	P00000	62
demo-162	P00000	97
demo-163	P00023	97
demo-215	P00000	62
demo-215	P00000	97
demo-151	P00000	62
demo-151	P00000	97
demo-150	P00000	62
demo-150	P00000	97
demo-23	P00000	97
demo-187	P00023	97
demo-12	P00000	62
demo-48	P00000	97

demo-1294 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-18	P00004	90
demo-192	P00004	90
demo-89	P00004	90
demo-108	P00004	90
demo-42	P00004	90
demo-178	P00000	97
demo-162	P00000	97
demo-215	P00000	97
demo-117	P00035	167
demo-151	P00000	97
demo-151	P00005	83
demo-63	P00005	83
demo-150	P00000	97
demo-23	P00000	97

demo-1744 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-178	P00000	97
demo-178	P00017	139
demo-162	P00000	97
demo-162	P00017	139
demo-162	P00021	13
demo-165	P00021	13
demo-163	P00017	139
demo-163	P00021	13
demo-163	P00026	62
demo-215	P00000	97
demo-215	P00026	62
demo-151	P00000	97
demo-150	P00000	97
demo-23	P00000	97
demo-187	P00021	13
demo-188	P00017	139
demo-216	P00017	139
demo-216	P00026	62
demo-175	P00026	62

demo-471 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	48
demo-129	P00000	111
demo-42	P00000	48
demo-113	P00000	153
demo-178	P00000	111
demo-178	P00000	153
demo-201	P00000	48
demo-162	P00000	48
demo-162	P00000	111
demo-215	P00000	48
demo-215	P00000	111
demo-151	P00000	48
demo-151	P00000	111
demo-150	P00000	48
demo-150	P00000	111
demo-23	P00000	111
demo-23	P00000	153
demo-65	P00000	48
demo-12	P00000	48
demo-48	P00000	111
demo-48	P00000	153

demo-822 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	83
demo-42	P00000	83
demo-178	P00000	83
demo-162	P00000	83
demo-215	P00000	83
demo-117	P00001	34
demo-151	P00000	83
demo-150	P00000	83
demo-23	P00000	83
demo-34	P00001	34
demo-48	P00001	34
demo-85	P00001	34
demo-45	P00001	34

demo-92 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	167
demo-129	P00000	69
demo-42	P00000	69
demo-201	P00000	69
demo-162	P00000	69
demo-162	P00007	167
demo-163	P00007	167
demo-215	P00000	69
demo-151	P00000	69
demo-150	P00000	69
demo-23	P00000	69
demo-180	P00007	167
demo-34	P00007	167
demo-212	P00007	167

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	P00000	62
demo-129	P00000	132
demo-129	P00004	160
demo-42	P00000	62
demo-42	P00004	160
demo-113	P00000	132
demo-178	P00000	132
demo-201	P00000	62
demo-162	P00000	62
demo-162	P00000	132
demo-215	P00000	62
demo-215	P00000	132
demo-151	P00000	62
demo-150	P00000	62
demo-150	P00000	132
demo-23	P00000	132
demo-12	P00000	62
demo-48	P00000	132

demo-1713 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	104
demo-178	P00000	104
demo-178	P00023	48
demo-162	P00000	104
demo-163	P00023	48
demo-163	P00026	55
demo-215	P00000	104
demo-215	P00026	55
demo-151	P00000	104
demo-150	P00000	104
demo-23	P00000	104
demo-187	P00023	48
demo-216	P00026	55
demo-175	P00026	55
demo-48	P00000	104

demo-1893 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	69
demo-42	P00000	69
demo-178	P00023	62
demo-201	P00000	69
demo-201	P00038	160
demo-162	P00000	69
demo-162	P00038	160
demo-163	P00023	62
demo-215	P00000	69
demo-151	P00000	69
demo-150	P00000	69
demo-23	P00000	69
demo-187	P00023	62
demo-175	P00038	160

demo-1972 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-192	P00007	160
demo-129	P00000	97
demo-178	P00000	97
demo-162	P00000	97
demo-162	P00007	160
demo-163	P00007	160
demo-215	P00000	97
demo-151	P00000	97
demo-150	P00000	97
demo-23	P00000	97
demo-180	P00007	160
demo-34	P00007	160
demo-212	P00007	160

demo-2082 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	69
demo-42	P00000	69
demo-201	P00000	69
demo-162	P00000	69
demo-165	P00030	76
demo-163	P00030	76
demo-215	P00000	69
demo-151	P00000	69
demo-150	P00000	69
demo-23	P00000	69
demo-187	P00030	76
demo-188	P00030	76

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	420
P00033	17	17	20 days	229
P00007	16	16	17 days	209
P00000	20	20	56 days	190
P00017	15	15	21 days	186
P00000	19	19	56 days	177
P00021	13	13	18 days	164
P00026	14	14	14 days	159
P00023	11	11	56 days	152
P00038	10	10	50 days	122
P00014	8	8	20 days	120
P00042	8	8	17 days	103

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. 37 of the 50 opened histories produced eligible egos with complete product-window coverage in this generated example.

Step	Opened history	Neighbors	Reviewers reached
1	demo-18	9	10
2	demo-26	0	10
3	demo-25	4	13
4	demo-192	36	43
5	demo-89	7	43
6	demo-129	61	85
7	demo-106	0	85
8	demo-108	13	88
9	demo-42	56	114
10	demo-110	0	114
11	demo-113	38	118
12	demo-178	70	122
13	demo-201	58	123
14	demo-162	79	126
15	demo-165	40	133
16	demo-163	52	137
17	demo-215	61	137
18	demo-117	26	146
19	demo-43	11	146
20	demo-195	18	146
21	demo-151	56	148
22	demo-63	22	148
23	demo-202	0	148
24	demo-126	0	148
25	demo-150	51	148
26	demo-23	60	152
27	demo-187	23	152
28	demo-65	32	152
29	demo-12	38	156
30	demo-57	0	156
31	demo-53	0	156
32	demo-137	0	156
33	demo-64	0	156
34	demo-141	0	156
35	demo-35	18	156
36	demo-93	0	156
37	demo-142	21	158
38	demo-188	19	158
39	demo-216	23	158
40	demo-204	0	158
41	demo-173	0	158
42	demo-175	21	158
43	demo-186	12	162
44	demo-180	20	162
45	demo-34	26	162
46	demo-212	19	162
47	demo-48	50	162
48	demo-85	34	162
49	demo-118	21	163
50	demo-45	21	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 20 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 20 distinct egos.