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 23 distinct egos.

The search opened 50 reviewer histories and reached 141 reviewers. This reviewer has a corroboration count of 23.

An ego is the local neighborhood around one opened reviewer: people giving five stars to the same products around the same time. Each distinct opened ego adds at most one count to a reviewer, even when several products overlap.

Where the count comes from

Here are 3 supporting egos. Each row shows one shared product and the two five-star review dates, within the selected ±28-day window.

Examples supporting the selected reviewer’s computed corroboration count
Opened reviewer	Shared product	Opened reviewer’s date	demo-161’s date	Count added
demo-129	P00000	2019-04-11	2019-04-10	+1 ego
demo-84	P00000	2019-04-02	2019-04-10	+1 ego
demo-177	P00000	2019-04-11	2019-04-10	+1 ego

These rows are examples from the computed result. The complete ledger below includes the remaining supporting egos and product connections.

FROM A RESULT TO A CONTRIBUTION

What would you share?

An investigation records what was observed and where it came from. See a small excerpt from this same example and how future reviewed contributions would work.

View an example contribution →

Change the search settings 50 histories · cap 5 · ±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 opened50

Complete product windows40seed egos

Highest corroboration23distinct seed egos

COLLECTION PROGRESS

Each history adds context.

141 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-1619 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-129	P00000	104
demo-84	P00000	97
demo-84	P00000	104
demo-177	P00000	97
demo-177	P00000	104
demo-47	P00000	97
demo-47	P00000	104
demo-33	P00000	97
demo-9	P00000	97
demo-9	P00007	160
demo-96	P00000	97
demo-96	P00000	104
demo-171	P00000	97
demo-171	P00000	104
demo-171	P00023	55
demo-171	P00026	62
demo-23	P00000	97
demo-23	P00000	104
demo-206	P00023	55
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-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-192	P00007	160
demo-192	P00033	62
demo-194	P00000	104
demo-194	P00017	153
demo-190	P00007	160
demo-190	P00033	62
demo-180	P00007	160
demo-187	P00021	13
demo-187	P00023	55
demo-187	P00030	76
demo-195	P00033	62
demo-195	P00042	104
demo-175	P00026	62
demo-216	P00017	153
demo-216	P00026	62
demo-164	P00021	13
demo-164	P00026	62
demo-188	P00017	153
demo-188	P00030	76

demo-1609 products22 egos

22 distinct product-window-complete seed egos; 22 observed seed egos.

Observed count, including incomplete coverage: 22

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-84	P00000	90
demo-177	P00000	90
demo-177	P00038	160
demo-47	P00000	90
demo-33	P00000	90
demo-9	P00000	90
demo-151	P00000	90
demo-96	P00000	90
demo-171	P00000	90
demo-171	P00023	41
demo-171	P00026	55
demo-206	P00023	41
demo-206	P00038	160
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-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-192	P00033	62
demo-194	P00017	146
demo-190	P00033	62
demo-187	P00021	13
demo-187	P00023	41
demo-187	P00030	55
demo-195	P00033	62
demo-195	P00042	111
demo-175	P00026	55
demo-175	P00038	160
demo-216	P00017	146
demo-216	P00026	55
demo-164	P00021	13
demo-164	P00026	55
demo-188	P00017	146
demo-188	P00030	55

demo-1625 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-84	P00000	97
demo-177	P00000	97
demo-177	P00038	160
demo-47	P00000	97
demo-33	P00000	97
demo-9	P00000	97
demo-9	P00007	160
demo-96	P00000	97
demo-171	P00000	97
demo-23	P00000	97
demo-206	P00038	160
demo-167	P00007	160
demo-178	P00017	146
demo-163	P00007	160
demo-163	P00017	146
demo-163	P00021	20
demo-192	P00007	160
demo-194	P00017	146
demo-190	P00007	160
demo-180	P00007	160
demo-187	P00021	20
demo-175	P00038	160
demo-216	P00017	146
demo-164	P00021	20
demo-188	P00017	146

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-42	P00000	48
demo-84	P00000	48
demo-84	P00000	111
demo-177	P00000	111
demo-33	P00000	48
demo-9	P00000	48
demo-151	P00000	48
demo-112	P00000	48
demo-94	P00000	48
demo-72	P00000	153
demo-96	P00000	111
demo-171	P00000	111
demo-23	P00000	111
demo-3	P00000	153
demo-178	P00000	111
demo-178	P00000	153
demo-194	P00000	111
demo-194	P00000	153
demo-74	P00000	153
demo-159	P00000	111
demo-159	P00000	153
demo-113	P00000	153
demo-158	P00000	153

demo-1812 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-84	P00000	97
demo-177	P00000	97
demo-177	P00038	174
demo-47	P00000	97
demo-47	P00000	153
demo-33	P00000	97
demo-9	P00000	97
demo-72	P00000	153
demo-96	P00000	97
demo-171	P00000	97
demo-23	P00000	97
demo-206	P00038	174
demo-3	P00000	153
demo-178	P00000	153
demo-194	P00000	153
demo-74	P00000	153
demo-159	P00000	153
demo-113	P00000	153
demo-158	P00000	153
demo-175	P00038	174

demo-2014 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-42	P00000	20
demo-42	P00002	139
demo-84	P00000	20
demo-177	P00038	160
demo-112	P00000	20
demo-112	P00002	139
demo-94	P00000	20
demo-72	P00000	20
demo-206	P00000	20
demo-206	P00038	160
demo-3	P00000	20
demo-167	P00033	48
demo-178	P00033	48
demo-163	P00033	48
demo-192	P00033	48
demo-113	P00002	139
demo-190	P00033	48
demo-195	P00033	48
demo-145	P00002	139
demo-63	P00002	139
demo-149	P00002	139
demo-175	P00038	160

demo-1685 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-84	P00000	97
demo-177	P00000	97
demo-47	P00000	97
demo-33	P00000	97
demo-33	P00005	174
demo-9	P00000	97
demo-9	P00007	153
demo-96	P00000	97
demo-171	P00000	97
demo-23	P00000	97
demo-167	P00007	153
demo-178	P00014	27
demo-178	P00017	146
demo-163	P00007	153
demo-163	P00014	27
demo-163	P00017	146
demo-192	P00007	153
demo-192	P00014	27
demo-194	P00017	146
demo-190	P00007	153
demo-180	P00007	153
demo-216	P00017	146
demo-188	P00017	146

demo-2184 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-84	P00000	90
demo-177	P00000	90
demo-47	P00000	90
demo-33	P00000	90
demo-9	P00000	90
demo-96	P00000	90
demo-171	P00000	90
demo-171	P00026	55
demo-23	P00000	90
demo-167	P00033	41
demo-167	P00042	111
demo-178	P00033	41
demo-163	P00026	55
demo-163	P00033	41
demo-163	P00042	111
demo-192	P00033	41
demo-190	P00033	41
demo-195	P00033	41
demo-195	P00042	111
demo-175	P00026	55
demo-216	P00026	55
demo-164	P00026	55

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-84	P00000	104
demo-177	P00000	104
demo-47	P00000	104
demo-96	P00000	104
demo-171	P00000	104
demo-23	P00000	104
demo-167	P00033	48
demo-178	P00000	104
demo-178	P00017	146
demo-178	P00033	48
demo-163	P00017	146
demo-163	P00033	48
demo-192	P00033	48
demo-194	P00000	104
demo-194	P00017	146
demo-159	P00000	104
demo-190	P00033	48
demo-195	P00033	48
demo-216	P00017	146
demo-188	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-84	P00000	97
demo-177	P00000	97
demo-47	P00000	97
demo-33	P00000	97
demo-9	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-171	P00026	62
demo-23	P00000	97
demo-178	P00017	139
demo-163	P00017	139
demo-163	P00021	13
demo-163	P00026	62
demo-194	P00017	139
demo-187	P00021	13
demo-175	P00026	62
demo-216	P00017	139
demo-216	P00026	62
demo-164	P00021	13
demo-164	P00026	62
demo-188	P00017	139

demo-1694 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-84	P00000	90
demo-84	P00000	104
demo-177	P00000	90
demo-177	P00000	104
demo-177	P00038	160
demo-47	P00000	90
demo-47	P00000	104
demo-33	P00000	90
demo-9	P00000	90
demo-96	P00000	90
demo-96	P00000	104
demo-171	P00000	90
demo-171	P00000	104
demo-23	P00000	90
demo-23	P00000	104
demo-206	P00038	160
demo-3	P00003	174
demo-178	P00000	104
demo-163	P00021	13
demo-187	P00021	13
demo-175	P00038	160
demo-164	P00021	13

demo-2003 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-47	P00000	132
demo-9	P00007	153
demo-96	P00000	132
demo-171	P00000	132
demo-171	P00023	55
demo-23	P00000	132
demo-206	P00023	55
demo-167	P00007	153
demo-167	P00023	55
demo-178	P00000	132
demo-178	P00023	55
demo-163	P00007	153
demo-163	P00023	55
demo-192	P00007	153
demo-194	P00000	132
demo-74	P00000	132
demo-159	P00000	132
demo-190	P00007	153
demo-180	P00007	153
demo-187	P00023	55

demo-1639 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-9	P00007	153
demo-171	P00023	41
demo-171	P00026	62
demo-206	P00023	41
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-192	P00007	153
demo-192	P00014	27
demo-192	P00033	55
demo-194	P00017	160
demo-190	P00007	153
demo-190	P00033	55
demo-180	P00007	153
demo-187	P00021	20
demo-187	P00023	41
demo-187	P00030	76
demo-195	P00033	55
demo-195	P00042	97
demo-175	P00026	62
demo-216	P00017	160
demo-216	P00026	62
demo-164	P00021	20
demo-164	P00026	62
demo-188	P00017	160
demo-188	P00030	76

demo-1713 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	104
demo-84	P00000	104
demo-177	P00000	104
demo-47	P00000	104
demo-96	P00000	104
demo-23	P00000	104
demo-206	P00023	48
demo-167	P00023	48
demo-178	P00000	104
demo-178	P00023	48
demo-163	P00023	48
demo-163	P00026	55
demo-194	P00000	104
demo-187	P00023	48
demo-175	P00026	55
demo-216	P00026	55
demo-164	P00026	55

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-47	P00000	132
demo-171	P00000	132
demo-171	P00023	48
demo-23	P00000	132
demo-206	P00023	48
demo-167	P00023	48
demo-167	P00033	55
demo-163	P00014	20
demo-163	P00017	160
demo-163	P00023	48
demo-163	P00033	55
demo-192	P00014	20
demo-192	P00033	55
demo-194	P00000	132
demo-194	P00017	160
demo-74	P00000	132
demo-159	P00000	132
demo-190	P00033	55
demo-187	P00023	48
demo-195	P00033	55
demo-216	P00017	160
demo-188	P00017	160

demo-423 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	111
demo-89	P00004	111
demo-129	P00004	111
demo-108	P00004	111
demo-84	P00000	27
demo-177	P00002	-1
demo-47	P00000	27
demo-112	P00000	27
demo-112	P00002	111
demo-94	P00000	27
demo-72	P00000	27
demo-206	P00000	27
demo-3	P00000	27
demo-145	P00002	111
demo-63	P00002	111
demo-149	P00002	111

demo-1293 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	90
demo-89	P00004	90
demo-108	P00004	90
demo-42	P00004	90
demo-84	P00000	97
demo-177	P00000	97
demo-47	P00000	97
demo-33	P00000	97
demo-9	P00000	97
demo-151	P00005	83
demo-112	P00004	174
demo-96	P00000	97
demo-171	P00000	97
demo-23	P00000	97

demo-1794 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	83
demo-84	P00000	83
demo-177	P00000	83
demo-47	P00000	83
demo-33	P00000	83
demo-9	P00000	83
demo-151	P00000	83
demo-96	P00000	83
demo-171	P00000	83
demo-167	P00002	55
demo-167	P00042	97
demo-163	P00021	27
demo-163	P00042	97
demo-187	P00021	27
demo-195	P00042	97
demo-164	P00021	27

demo-1893 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-84	P00000	69
demo-177	P00038	160
demo-47	P00000	69
demo-33	P00000	69
demo-9	P00000	69
demo-151	P00000	69
demo-112	P00000	69
demo-171	P00023	62
demo-206	P00023	62
demo-206	P00038	160
demo-167	P00023	62
demo-178	P00023	62
demo-163	P00023	62
demo-187	P00023	62
demo-175	P00038	160

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-84	P00000	97
demo-177	P00000	97
demo-47	P00000	97
demo-33	P00000	97
demo-9	P00000	97
demo-9	P00007	160
demo-96	P00000	97
demo-171	P00000	97
demo-23	P00000	97
demo-167	P00007	160
demo-163	P00007	160
demo-192	P00007	160
demo-190	P00007	160
demo-180	P00007	160

demo-12 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-84	P00000	62
demo-47	P00000	62
demo-47	P00000	132
demo-33	P00000	62
demo-9	P00000	62
demo-151	P00000	62
demo-112	P00000	62
demo-112	P00004	160
demo-171	P00000	132
demo-23	P00000	132
demo-178	P00000	132
demo-194	P00000	132
demo-74	P00000	132
demo-159	P00000	132

demo-1032 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-42	P00000	34
demo-42	P00002	125
demo-84	P00000	34
demo-47	P00000	34
demo-151	P00000	34
demo-112	P00000	34
demo-112	P00002	125
demo-94	P00000	34
demo-72	P00000	34
demo-206	P00000	34
demo-3	P00000	34
demo-113	P00002	125
demo-145	P00002	125
demo-63	P00002	125
demo-149	P00002	125

demo-1664 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-9	P00007	160
demo-171	P00026	55
demo-167	P00007	160
demo-167	P00033	55
demo-178	P00014	27
demo-178	P00033	55
demo-163	P00007	160
demo-163	P00014	27
demo-163	P00026	55
demo-163	P00033	55
demo-192	P00007	160
demo-192	P00014	27
demo-192	P00033	55
demo-190	P00007	160
demo-190	P00033	55
demo-180	P00007	160
demo-195	P00033	55
demo-175	P00026	55
demo-216	P00026	55
demo-164	P00026	55

demo-1773 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-42	P00002	20
demo-84	P00000	97
demo-47	P00000	97
demo-33	P00000	97
demo-9	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-23	P00000	97
demo-206	P00038	167
demo-167	P00002	20
demo-175	P00038	167

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-84	P00000	90
demo-177	P00000	90
demo-47	P00000	90
demo-33	P00000	90
demo-9	P00000	90
demo-96	P00000	90
demo-171	P00000	90
demo-171	P00026	48
demo-163	P00026	48
demo-175	P00026	48
demo-216	P00026	48
demo-164	P00026	48

demo-841 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-42	P00000	34
demo-177	P00000	90
demo-47	P00000	34
demo-47	P00000	90
demo-33	P00000	90
demo-9	P00000	90
demo-151	P00000	34
demo-112	P00000	34
demo-94	P00000	34
demo-72	P00000	34
demo-96	P00000	90
demo-171	P00000	90

demo-1011 products11 egos

11 distinct product-window-complete seed egos; 11 observed seed egos.

Observed count, including incomplete coverage: 11

Source seed	Product	Week (day index)
demo-129	P00000	118
demo-84	P00000	118
demo-177	P00000	118
demo-47	P00000	118
demo-96	P00000	118
demo-171	P00000	118
demo-23	P00000	118
demo-178	P00000	118
demo-194	P00000	118
demo-74	P00000	118
demo-159	P00000	118

demo-1123 products11 egos

11 distinct product-window-complete seed egos; 11 observed seed egos.

Observed count, including incomplete coverage: 11

Source seed	Product	Week (day index)
demo-129	P00004	160
demo-42	P00000	41
demo-42	P00002	125
demo-42	P00002	132
demo-84	P00000	41
demo-47	P00000	41
demo-151	P00000	41
demo-94	P00000	41
demo-72	P00000	41
demo-113	P00002	125
demo-113	P00002	132
demo-145	P00002	125
demo-145	P00002	132
demo-63	P00002	125
demo-63	P00002	132
demo-149	P00002	125
demo-149	P00002	132

demo-1151 products11 egos

11 distinct product-window-complete seed egos; 11 observed seed egos.

Observed count, including incomplete coverage: 11

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-84	P00000	62
demo-84	P00000	97
demo-177	P00000	97
demo-47	P00000	62
demo-47	P00000	97
demo-33	P00000	62
demo-9	P00000	62
demo-9	P00000	97
demo-151	P00000	62
demo-112	P00000	62
demo-96	P00000	97
demo-171	P00000	97
demo-23	P00000	97

demo-1675 products11 egos

11 distinct product-window-complete seed egos; 11 observed seed egos.

Observed count, including incomplete coverage: 11

Source seed	Product	Week (day index)
demo-177	P00002	27
demo-9	P00007	160
demo-171	P00023	55
demo-206	P00023	55
demo-178	P00023	55
demo-178	P00033	48
demo-163	P00007	160
demo-163	P00023	55
demo-163	P00033	48
demo-163	P00042	104
demo-192	P00007	160
demo-192	P00033	48
demo-190	P00007	160
demo-190	P00033	48
demo-180	P00007	160
demo-187	P00023	55
demo-195	P00033	48
demo-195	P00042	104

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	264
P00033	17	17	20 days	218
P00000	17	17	28 days	211
P00017	15	15	21 days	198
P00007	16	16	17 days	192
P00026	14	14	14 days	173
P00021	13	13	18 days	171
P00000	14	14	26 days	153
P00023	10	10	21 days	149
P00038	9	9	13 days	141
P00000	13	13	28 days	126
P00042	8	8	17 days	111

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. 40 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	6	7
2	demo-25	1	7
3	demo-89	6	8
4	demo-129	41	44
5	demo-106	0	44
6	demo-108	6	45
7	demo-42	33	69
8	demo-84	47	74
9	demo-177	42	77
10	demo-47	58	91
11	demo-33	35	93
12	demo-9	43	101
13	demo-151	22	101
14	demo-116	0	101
15	demo-112	29	102
16	demo-94	23	107
17	demo-72	25	107
18	demo-53	0	107
19	demo-137	0	107
20	demo-96	31	107
21	demo-171	46	112
22	demo-23	38	116
23	demo-206	26	116
24	demo-3	23	118
25	demo-57	0	118
26	demo-167	37	124
27	demo-178	47	128
28	demo-163	47	129
29	demo-192	29	129
30	demo-194	31	129
31	demo-74	19	129
32	demo-159	19	130
33	demo-113	23	131
34	demo-158	21	136
35	demo-190	26	136
36	demo-180	17	138
37	demo-187	20	138
38	demo-195	18	138
39	demo-145	14	139
40	demo-63	14	139
41	demo-149	21	141
42	demo-175	20	141
43	demo-216	23	141
44	demo-164	21	141
45	demo-80	0	141
46	demo-183	0	141
47	demo-188	17	141
48	demo-204	0	141
49	demo-173	0	141
50	demo-69	0	141

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 23 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 23 distinct egos.