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 29 distinct egos.

The search opened 50 reviewer histories and reached 116 reviewers. This reviewer has a corroboration count of 29.

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

Where the count comes from

Here are 3 supporting egos. Each row shows one shared product and the two five-star review dates, within the selected ±14-day window.

Examples supporting the selected reviewer’s computed corroboration count
Opened reviewer	Shared product	Opened reviewer’s date	demo-161’s date	Count added
demo-129	P00000	2019-04-11	2019-04-10	+1 ego
demo-179	P00000	2019-03-30	2019-04-10	+1 ego
demo-160	P00000	2019-04-01	2019-04-10	+1 ego

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

FROM A RESULT TO A CONTRIBUTION

What would you share?

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

View an example contribution →

Change the search settings 50 histories · cap 5 · ±14 days

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

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

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

Histories opened50

Complete product windows37seed egos

Highest corroboration29distinct seed egos

COLLECTION PROGRESS

Each history adds context.

116 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 products29 egos

29 distinct product-window-complete seed egos; 29 observed seed egos.

Observed count, including incomplete coverage: 29

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-129	P00000	104
demo-179	P00000	97
demo-179	P00021	13
demo-179	P00042	104
demo-160	P00000	97
demo-160	P00017	153
demo-160	P00021	13
demo-160	P00023	55
demo-160	P00026	62
demo-160	P00033	62
demo-160	P00042	104
demo-84	P00000	97
demo-215	P00000	97
demo-215	P00000	104
demo-215	P00026	62
demo-218	P00000	97
demo-218	P00000	104
demo-218	P00026	62
demo-218	P00042	104
demo-96	P00000	97
demo-96	P00000	104
demo-171	P00000	97
demo-171	P00000	104
demo-171	P00023	55
demo-171	P00026	62
demo-172	P00000	97
demo-172	P00000	104
demo-172	P00017	153
demo-172	P00033	62
demo-47	P00000	104
demo-104	P00000	97
demo-104	P00000	104
demo-164	P00021	13
demo-164	P00026	62
demo-207	P00021	13
demo-187	P00021	13
demo-187	P00023	55
demo-187	P00030	76
demo-16	P00000	97
demo-195	P00033	62
demo-195	P00042	104
demo-175	P00026	62
demo-196	P00017	153
demo-196	P00033	62
demo-210	P00042	104
demo-101	P00000	104
demo-206	P00023	55
demo-200	P00007	160
demo-200	P00023	55
demo-200	P00027	125
demo-190	P00007	160
demo-190	P00033	62
demo-185	P00017	153
demo-185	P00033	62
demo-194	P00017	153
demo-188	P00030	76
demo-189	P00023	55
demo-9	P00007	160
demo-212	P00007	160
demo-212	P00027	125

demo-1626 products25 egos

25 distinct product-window-complete seed egos; 25 observed seed egos.

Observed count, including incomplete coverage: 25

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-179	P00000	97
demo-179	P00021	20
demo-160	P00000	97
demo-160	P00017	146
demo-160	P00021	20
demo-160	P00038	160
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-172	P00017	146
demo-104	P00000	97
demo-164	P00021	20
demo-207	P00021	20
demo-187	P00021	20
demo-16	P00000	97
demo-175	P00038	160
demo-196	P00017	146
demo-206	P00038	160
demo-200	P00007	160
demo-200	P00027	132
demo-190	P00007	160
demo-185	P00017	146
demo-194	P00017	146
demo-188	P00017	146
demo-189	P00038	160
demo-9	P00007	160
demo-212	P00007	160
demo-212	P00027	132

demo-1608 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-179	P00000	90
demo-179	P00021	13
demo-84	P00000	90
demo-215	P00000	90
demo-215	P00026	55
demo-218	P00000	90
demo-218	P00026	55
demo-218	P00042	111
demo-96	P00000	90
demo-171	P00023	41
demo-171	P00026	55
demo-172	P00017	146
demo-172	P00033	62
demo-164	P00021	13
demo-164	P00026	55
demo-207	P00021	13
demo-207	P00033	62
demo-187	P00021	13
demo-187	P00023	41
demo-16	P00000	90
demo-195	P00033	62
demo-195	P00042	111
demo-175	P00026	55
demo-175	P00038	160
demo-196	P00017	146
demo-196	P00033	62
demo-210	P00042	111
demo-206	P00023	41
demo-206	P00038	160
demo-200	P00023	41
demo-190	P00033	62
demo-185	P00017	146
demo-185	P00033	62
demo-194	P00017	146
demo-188	P00017	146
demo-189	P00038	160

demo-1638 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-179	P00021	20
demo-179	P00042	97
demo-160	P00017	160
demo-160	P00021	20
demo-160	P00023	41
demo-160	P00026	62
demo-160	P00033	55
demo-215	P00026	62
demo-218	P00026	62
demo-218	P00033	55
demo-218	P00042	97
demo-171	P00023	41
demo-171	P00026	62
demo-172	P00033	55
demo-164	P00021	20
demo-164	P00026	62
demo-207	P00021	20
demo-207	P00033	55
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-196	P00017	160
demo-196	P00033	55
demo-210	P00042	97
demo-206	P00023	41
demo-200	P00007	153
demo-200	P00023	41
demo-190	P00007	153
demo-190	P00033	55
demo-185	P00017	160
demo-185	P00033	55
demo-194	P00017	160
demo-188	P00030	76
demo-9	P00007	153
demo-212	P00007	153

demo-1694 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-129	P00000	104
demo-179	P00000	90
demo-160	P00000	90
demo-160	P00021	13
demo-160	P00038	160
demo-84	P00000	90
demo-215	P00000	90
demo-215	P00000	104
demo-218	P00000	90
demo-218	P00000	104
demo-96	P00000	90
demo-96	P00000	104
demo-171	P00000	90
demo-171	P00000	104
demo-172	P00000	90
demo-172	P00000	104
demo-47	P00000	104
demo-104	P00000	104
demo-207	P00021	13
demo-187	P00021	13
demo-16	P00000	90
demo-175	P00038	160
demo-101	P00000	104
demo-206	P00038	160
demo-200	P00027	125
demo-189	P00038	160
demo-212	P00027	125

demo-1683 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-179	P00000	97
demo-160	P00000	97
demo-160	P00017	146
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-172	P00017	146
demo-104	P00000	97
demo-16	P00000	97
demo-196	P00017	146
demo-200	P00007	153
demo-190	P00007	153
demo-185	P00017	146
demo-194	P00017	146
demo-188	P00017	146
demo-212	P00007	153

demo-1744 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-179	P00000	97
demo-179	P00021	13
demo-160	P00000	97
demo-160	P00017	139
demo-160	P00021	13
demo-160	P00026	62
demo-84	P00000	97
demo-215	P00000	97
demo-215	P00026	62
demo-218	P00000	97
demo-218	P00026	62
demo-96	P00000	97
demo-171	P00000	97
demo-171	P00026	62
demo-172	P00000	97
demo-172	P00017	139
demo-47	P00000	97
demo-104	P00000	97
demo-164	P00021	13
demo-164	P00026	62
demo-207	P00021	13
demo-187	P00021	13
demo-175	P00026	62
demo-196	P00017	139
demo-194	P00017	139
demo-188	P00017	139

demo-1151 products16 egos

16 distinct product-window-complete seed egos; 16 observed seed egos.

Observed count, including incomplete coverage: 16

Source seed	Product	Week (day index)
demo-129	P00000	97
demo-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-47	P00000	62
demo-47	P00000	97
demo-104	P00000	97
demo-189	P00000	62
demo-1	P00000	62
demo-9	P00000	62
demo-151	P00000	62
demo-33	P00000	62

demo-1674 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-179	P00042	104
demo-160	P00033	48
demo-160	P00042	104
demo-218	P00033	48
demo-218	P00042	104
demo-171	P00023	55
demo-172	P00033	48
demo-207	P00033	48
demo-187	P00023	55
demo-195	P00033	48
demo-195	P00042	104
demo-196	P00033	48
demo-210	P00042	104
demo-200	P00007	160
demo-200	P00023	55
demo-190	P00007	160
demo-190	P00033	48
demo-185	P00033	48
demo-189	P00023	55
demo-9	P00007	160
demo-212	P00007	160

demo-1292 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-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-47	P00000	97
demo-104	P00000	97
demo-1	P00004	174
demo-112	P00004	174

demo-1663 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-160	P00026	55
demo-160	P00033	55
demo-215	P00026	55
demo-218	P00026	55
demo-218	P00033	55
demo-171	P00026	55
demo-172	P00033	55
demo-164	P00026	55
demo-207	P00033	55
demo-195	P00033	55
demo-175	P00026	55
demo-196	P00033	55
demo-200	P00007	160
demo-190	P00007	160
demo-190	P00033	55
demo-185	P00033	55
demo-9	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-129	P00000	104
demo-160	P00017	146
demo-160	P00033	48
demo-218	P00000	104
demo-218	P00033	48
demo-96	P00000	104
demo-171	P00000	104
demo-47	P00000	104
demo-104	P00000	104
demo-207	P00033	48
demo-195	P00033	48
demo-196	P00017	146
demo-196	P00033	48
demo-101	P00000	104
demo-190	P00033	48
demo-185	P00033	48
demo-194	P00017	146
demo-188	P00017	146

demo-1812 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-179	P00000	97
demo-160	P00000	97
demo-160	P00038	174
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-47	P00000	153
demo-104	P00000	97
demo-16	P00000	97
demo-175	P00038	174
demo-206	P00038	174
demo-189	P00038	174

demo-1972 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-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-47	P00000	97
demo-104	P00000	97
demo-200	P00007	160
demo-190	P00007	160
demo-9	P00007	160
demo-212	P00007	160

demo-2184 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	90
demo-179	P00000	90
demo-179	P00042	111
demo-160	P00000	90
demo-160	P00026	55
demo-160	P00042	111
demo-84	P00000	90
demo-215	P00000	90
demo-215	P00026	55
demo-96	P00000	90
demo-171	P00000	90
demo-171	P00026	55
demo-172	P00000	90
demo-172	P00033	41
demo-164	P00026	55
demo-207	P00033	41
demo-16	P00000	90
demo-195	P00033	41
demo-195	P00042	111
demo-175	P00026	55
demo-196	P00033	41
demo-210	P00042	111

demo-1713 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	104
demo-160	P00023	48
demo-160	P00026	55
demo-215	P00000	104
demo-215	P00026	55
demo-218	P00000	104
demo-218	P00026	55
demo-96	P00000	104
demo-172	P00000	104
demo-47	P00000	104
demo-104	P00000	104
demo-164	P00026	55
demo-187	P00023	48
demo-175	P00026	55
demo-101	P00000	104
demo-206	P00023	48
demo-200	P00023	48

demo-1772 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-179	P00000	97
demo-160	P00000	97
demo-160	P00038	167
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-47	P00000	97
demo-104	P00000	97
demo-175	P00038	167
demo-206	P00038	167
demo-189	P00038	167

demo-1784 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-160	P00017	160
demo-160	P00023	48
demo-160	P00033	55
demo-218	P00033	55
demo-171	P00023	48
demo-172	P00033	55
demo-207	P00033	55
demo-187	P00023	48
demo-195	P00033	55
demo-196	P00017	160
demo-196	P00033	55
demo-206	P00023	48
demo-200	P00000	132
demo-200	P00023	48
demo-190	P00033	55
demo-185	P00017	160
demo-185	P00033	55
demo-194	P00000	132
demo-194	P00017	160
demo-1	P00000	132

demo-1982 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-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-47	P00000	97
demo-104	P00000	97
demo-200	P00027	132
demo-212	P00027	132

demo-1653 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-179	P00021	20
demo-160	P00021	20
demo-160	P00033	48
demo-218	P00033	48
demo-172	P00033	48
demo-164	P00021	20
demo-207	P00021	20
demo-207	P00033	48
demo-187	P00021	20
demo-187	P00030	69
demo-195	P00033	48
demo-196	P00033	48
demo-190	P00033	48
demo-185	P00033	48
demo-188	P00030	69

demo-1793 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	83
demo-160	P00000	83
demo-160	P00021	27
demo-84	P00000	83
demo-215	P00000	83
demo-218	P00000	83
demo-218	P00042	97
demo-164	P00021	27
demo-207	P00021	27
demo-187	P00021	27
demo-16	P00000	83
demo-195	P00042	97
demo-210	P00042	97
demo-9	P00000	83

demo-2013 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-160	P00033	48
demo-160	P00038	160
demo-218	P00033	48
demo-172	P00033	48
demo-207	P00033	48
demo-195	P00033	48
demo-175	P00038	160
demo-196	P00033	48
demo-206	P00038	160
demo-190	P00033	48
demo-185	P00033	48
demo-189	P00038	160
demo-112	P00002	139

demo-1161 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-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-47	P00000	97
demo-104	P00000	97

demo-1501 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-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-104	P00000	97
demo-16	P00000	97

demo-1842 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-179	P00021	20
demo-160	P00021	20
demo-160	P00033	48
demo-218	P00033	48
demo-172	P00033	48
demo-164	P00021	20
demo-207	P00021	20
demo-207	P00033	48
demo-187	P00021	20
demo-195	P00033	48
demo-196	P00033	48
demo-190	P00033	48
demo-185	P00033	48

demo-2162 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-160	P00017	146
demo-160	P00026	55
demo-215	P00026	55
demo-218	P00026	55
demo-171	P00026	55
demo-172	P00017	146
demo-164	P00026	55
demo-175	P00026	55
demo-196	P00017	146
demo-185	P00017	146
demo-194	P00017	146
demo-188	P00017	146

demo-241 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-179	P00000	97
demo-160	P00000	97
demo-84	P00000	97
demo-215	P00000	97
demo-218	P00000	97
demo-96	P00000	97
demo-171	P00000	97
demo-172	P00000	97
demo-104	P00000	97
demo-16	P00000	97

demo-1261 products10 egos

10 distinct product-window-complete seed egos; 10 observed seed egos.

Observed count, including incomplete coverage: 10

Source seed	Product	Week (day index)
demo-129	P00000	90
demo-179	P00000	90
demo-160	P00000	90
demo-84	P00000	90
demo-215	P00000	90
demo-218	P00000	90
demo-96	P00000	90
demo-171	P00000	90
demo-172	P00000	90
demo-16	P00000	90

demo-1922 products10 egos

10 distinct product-window-complete seed egos; 10 observed seed egos.

Observed count, including incomplete coverage: 10

Source seed	Product	Week (day index)
demo-160	P00033	55
demo-218	P00033	55
demo-172	P00033	55
demo-207	P00033	55
demo-195	P00033	55
demo-196	P00033	55
demo-200	P00007	153
demo-190	P00007	153
demo-190	P00033	55
demo-185	P00033	55
demo-212	P00007	153

demo-1963 products10 egos

10 distinct product-window-complete seed egos; 10 observed seed egos.

Observed count, including incomplete coverage: 10

Source seed	Product	Week (day index)
demo-160	P00017	146
demo-160	P00033	55
demo-218	P00033	55
demo-172	P00017	146
demo-172	P00033	55
demo-207	P00033	55
demo-195	P00033	55
demo-210	P00041	104
demo-190	P00033	55
demo-185	P00017	146
demo-185	P00033	55
demo-194	P00017	146
demo-188	P00017	146

Complete means product windows covered for captured five-star seed reviews. Seed histories may be truncated. Counts are public-trace evidence, not fraud probabilities.

PRODUCT-TIME STRUCTURE

Observed product bursts

Product	Reviews	Reviewers	Window span	Corroboration mass
P00000	16	16	14 days	231
P00000	14	14	14 days	206
P00026	14	14	14 days	192
P00007	15	15	11 days	191
P00021	11	11	14 days	181
P00033	13	13	14 days	168
P00017	10	10	9 days	137
P00038	9	9	13 days	131
P00023	8	8	14 days	126
P00042	7	7	13 days	107
P00027	7	7	11 days	102
P00030	6	6	8 days	84

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	5	6
2	demo-25	1	6
3	demo-89	4	6
4	demo-129	32	34
5	demo-106	0	34
6	demo-108	5	35
7	demo-179	33	48
8	demo-160	54	67
9	demo-84	29	71
10	demo-202	0	71
11	demo-215	34	73
12	demo-126	0	73
13	demo-218	43	73
14	demo-96	25	74
15	demo-171	36	74
16	demo-172	41	75
17	demo-47	31	86
18	demo-104	21	87
19	demo-164	20	87
20	demo-207	21	87
21	demo-187	20	88
22	demo-176	0	88
23	demo-16	19	90
24	demo-195	18	90
25	demo-175	20	90
26	demo-196	25	90
27	demo-210	8	90
28	demo-101	10	90
29	demo-206	21	95
30	demo-200	34	105
31	demo-190	24	105
32	demo-185	19	105
33	demo-194	24	105
34	demo-188	14	105
35	demo-204	0	105
36	demo-173	0	105
37	demo-189	21	106
38	demo-1	23	106
39	demo-9	23	106
40	demo-17	0	106
41	demo-112	18	114
42	demo-6	0	114
43	demo-151	11	114
44	demo-0	0	114
45	demo-33	13	116
46	demo-56	0	116
47	demo-28	0	116
48	demo-27	0	116
49	demo-10	0	116
50	demo-212	19	116

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 29 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 29 distinct egos.