PUBLIC TRACES

A WORKED INVESTIGATION

What does repeated overlap look like?

Start with one reviewer’s history. Follow nearby five-star reviews of the same products. Use the connections you find to choose whose history to examine next.

Fictional people and products

ONE REVIEWER, FOLLOWED THROUGH THE RECORDS

16 reviewers connect back to
Cameron Carter.

We examined other reviewers’ histories and found five-star reviews of the same products, posted close in time to this reviewer’s own five-star reviews. The pattern appears across 1 shared products in this generated case.

1products with supporting overlap
3–24 daysbetween the paired five-star reviews

The search examined 50 reviewer histories and found 153 reviewers through their neighborhoods. The records below explain this reviewer’s result. Names and product descriptions are fictional labels for the generated records.

Start with this reviewer’s history 5 generated reviews across 2 products

These are all of this reviewer’s records in the generated panel. The 1 products with supporting overlap are a subset of this 2-product history.

All generated review records for Cameron Carter
ProductReview dateRatingVerified purchase
Adjustable desk lamp2019-02-245 starsMarked
Canvas tote bag2019-03-232 starsNot marked
Adjustable desk lamp2019-04-255 starsMarked
Adjustable desk lamp2019-06-085 starsMarked
Adjustable desk lamp2019-06-234 starsMarked

FOLLOW THE EVIDENCE

Same products. Nearby five-star reviews.

Open a product to compare the dates and records. A pair qualifies when both reviews give five stars and their dates are no more than 28 days apart, including exactly 28 days.

SHARED PRODUCTAdjustable desk lamp16 supporting histories3–24 days apartView all paired recordsOne example pair · both reviews give five starsRowan Hayeshistory examined14 days apartCameron Carterthis reviewer

Cameron Carter gave five stars on 2019-02-24, 2019-04-25, 2019-06-08. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.

All five-star review pairs supporting Cameron Carter on Adjustable desk lamp
Reviewer whose history we examinedTheir review dateCameron Carter’s dateCameron Carter’s timingVerified purchase marks
Parker Foster2019-02-045 stars2019-02-245 stars20 days afterParker Foster: markedCameron Carter: marked
Elliot Foster2019-02-045 stars2019-02-245 stars20 days afterElliot Foster: markedCameron Carter: marked
Casey Hayes2019-02-135 stars2019-02-245 stars11 days afterCasey Hayes: markedCameron Carter: marked
Rowan Lane2019-03-045 stars2019-02-245 stars8 days beforeRowan Lane: markedCameron Carter: marked
Jamie Bennett2019-03-175 stars2019-02-245 stars21 days beforeJamie Bennett: markedCameron Carter: marked
Elliot Palmer2019-04-015 stars2019-04-255 stars24 days afterElliot Palmer: markedCameron Carter: marked
Reese Shaw2019-04-045 stars2019-04-255 stars21 days afterReese Shaw: markedCameron Carter: marked
Rowan Hayes2019-04-115 stars2019-04-255 stars14 days afterRowan Hayes: markedCameron Carter: marked
Harper Foster2019-04-155 stars2019-04-255 stars10 days afterHarper Foster: markedCameron Carter: marked
Avery Brooks2019-05-035 stars2019-04-255 stars8 days beforeAvery Brooks: markedCameron Carter: marked
Casey Reed2019-05-155 stars2019-04-255 stars20 days beforeCasey Reed: markedCameron Carter: marked
Drew Palmer2019-05-185 stars2019-04-255 stars23 days beforeDrew Palmer: not markedCameron Carter: marked
Casey Reed2019-05-155 stars2019-06-085 stars24 days afterCasey Reed: markedCameron Carter: marked
Drew Palmer2019-05-185 stars2019-06-085 stars21 days afterDrew Palmer: not markedCameron Carter: marked
Emery Lane2019-06-055 stars2019-06-085 stars3 days afterEmery Lane: not markedCameron Carter: marked
Dana Palmer2019-06-175 stars2019-06-085 stars9 days beforeDana Palmer: markedCameron Carter: marked
Morgan Lane2019-06-195 stars2019-06-085 stars11 days beforeMorgan Lane: markedCameron Carter: marked
Cameron Hayes2019-06-295 stars2019-06-085 stars21 days beforeCameron Hayes: markedCameron Carter: marked

“Before” and “after” describe Cameron Carter’s review relative to the paired reviewer’s review. Purchase marks are generated fields, as are the dates and identifiers.

The same reviewer’s history can support more than one product. Count each supporting history once across all products; adding the product totals can count a history twice.

Account for all 16 corroborations Every supporting history and its shared products

An ego is the neighborhood around one reviewer whose history we examined: other reviewers giving five stars to the same products within ±28 days. Each history below has at least two five-star reviews and contributes one ego to this reviewer’s count. The date pairs above show why.

Distinct histories supporting Cameron Carter’s corroboration count
Reviewer whose history we examinedFive-star reviews in its historyShared productsCount added
Rowan Hayes5Adjustable desk lamp+1 ego
Jamie Bennett2Adjustable desk lamp+1 ego
Elliot Palmer9Adjustable desk lamp+1 ego
Rowan Lane2Adjustable desk lamp+1 ego
Reese Shaw3Adjustable desk lamp+1 ego
Harper Foster2Adjustable desk lamp+1 ego
Casey Reed5Adjustable desk lamp+1 ego
Avery Brooks3Adjustable desk lamp+1 ego
Casey Hayes4Adjustable desk lamp+1 ego
Cameron Hayes4Adjustable desk lamp+1 ego
Parker Foster4Adjustable desk lamp+1 ego
Elliot Foster2Adjustable desk lamp+1 ego
Emery Lane2Adjustable desk lamp+1 ego
Drew Palmer2Adjustable desk lamp+1 ego
Dana Palmer3Adjustable desk lamp+1 ego
Morgan Lane2Adjustable desk lamp+1 ego
Distinct supporting histories16

READ THE RESULT WITH ITS LIMITS

What is observed, and what is missing?

Observed in this example

16 supporting histories, 1 shared products, and the paired five-star dates shown above. The method has all 610 generated records available; 50 histories were selected for the search.

No live source check

No marketplace page was captured. These fictional records come from Paper’s synthetic generator · seed 42. This example cannot show whether a real profile is truncated or a live product window is missing pages.

A pattern to investigate

The count records repeated overlap. It does not establish payment, coordination, or fraud. A live investigation needs source checks and an explicit record of inaccessible pages and incomplete coverage.

View the underlying identifiers Match the fictional names to the generated records

Names and product descriptions are display labels only. The method uses the original reviewer and product identifiers, which stay the same across settings. These labels do not identify real people or products.

Reviewers in this generated result
Fictional nameGenerated ID
Alex Bennettdemo-0
Avery Bennettdemo-1
Jesse Bennettdemo-10
Kendall Fosterdemo-100
Lee Fosterdemo-101
Morgan Fosterdemo-102
Parker Fosterdemo-103
Quinn Fosterdemo-104
Reese Fosterdemo-105
Riley Fosterdemo-106
Rowan Fosterdemo-107
Sage Fosterdemo-108
Taylor Fosterdemo-109
Jordan Bennettdemo-11
Alex Hayesdemo-110
Avery Hayesdemo-111
Casey Hayesdemo-112
Cameron Hayesdemo-113
Dana Hayesdemo-114
Drew Hayesdemo-115
Elliot Hayesdemo-116
Emery Hayesdemo-117
Harper Hayesdemo-118
Jamie Hayesdemo-119
Kendall Bennettdemo-12
Jesse Hayesdemo-120
Jordan Hayesdemo-121
Kendall Hayesdemo-122
Lee Hayesdemo-123
Morgan Hayesdemo-124
Quinn Hayesdemo-126
Reese Hayesdemo-127
Riley Hayesdemo-128
Rowan Hayesdemo-129
Lee Bennettdemo-13
Sage Hayesdemo-130
Taylor Hayesdemo-131
Alex Lanedemo-132
Cameron Lanedemo-135
Dana Lanedemo-136
Drew Lanedemo-137
Elliot Lanedemo-138
Emery Lanedemo-139
Morgan Bennettdemo-14
Harper Lanedemo-140
Jamie Lanedemo-141
Jesse Lanedemo-142
Jordan Lanedemo-143
Kendall Lanedemo-144
Lee Lanedemo-145
Morgan Lanedemo-146
Parker Lanedemo-147
Quinn Lanedemo-148
Reese Lanedemo-149
Parker Bennettdemo-15
Riley Lanedemo-150
Rowan Lanedemo-151
Sage Lanedemo-152
Taylor Lanedemo-153
Alex Palmerdemo-154
Avery Palmerdemo-155
Casey Palmerdemo-156
Cameron Palmerdemo-157
Dana Palmerdemo-158
Drew Palmerdemo-159
Quinn Bennettdemo-16
Elliot Palmerdemo-160
Emery Palmerdemo-161
Harper Palmerdemo-162
Jamie Palmerdemo-163
Jesse Palmerdemo-164
Jordan Palmerdemo-165
Kendall Palmerdemo-166
Lee Palmerdemo-167
Morgan Palmerdemo-168
Parker Palmerdemo-169
Reese Bennettdemo-17
Quinn Palmerdemo-170
Reese Palmerdemo-171
Riley Palmerdemo-172
Rowan Palmerdemo-173
Sage Palmerdemo-174
Taylor Palmerdemo-175
Alex Reeddemo-176
Avery Reeddemo-177
Casey Reeddemo-178
Cameron Reeddemo-179
Riley Bennettdemo-18
Dana Reeddemo-180
Drew Reeddemo-181
Elliot Reeddemo-182
Emery Reeddemo-183
Harper Reeddemo-184
Jamie Reeddemo-185
Jesse Reeddemo-186
Jordan Reeddemo-187
Kendall Reeddemo-188
Lee Reeddemo-189
Rowan Bennettdemo-19
Morgan Reeddemo-190
Parker Reeddemo-191
Quinn Reeddemo-192
Reese Reeddemo-193
Riley Reeddemo-194
Rowan Reeddemo-195
Sage Reeddemo-196
Taylor Reeddemo-197
Alex Shawdemo-198
Avery Shawdemo-199
Casey Bennettdemo-2
Sage Bennettdemo-20
Casey Shawdemo-200
Cameron Shawdemo-201
Dana Shawdemo-202
Drew Shawdemo-203
Elliot Shawdemo-204
Emery Shawdemo-205
Harper Shawdemo-206
Jamie Shawdemo-207
Jesse Shawdemo-208
Jordan Shawdemo-209
Taylor Bennettdemo-21
Kendall Shawdemo-210
Lee Shawdemo-211
Morgan Shawdemo-212
Reese Shawdemo-215
Riley Shawdemo-216
Rowan Shawdemo-217
Sage Shawdemo-218
Taylor Shawdemo-219
Alex Brooksdemo-22
Avery Brooksdemo-23
Casey Brooksdemo-24
Cameron Brooksdemo-25
Dana Brooksdemo-26
Drew Brooksdemo-27
Elliot Brooksdemo-28
Cameron Bennettdemo-3
Harper Brooksdemo-30
Jamie Brooksdemo-31
Jesse Brooksdemo-32
Jordan Brooksdemo-33
Kendall Brooksdemo-34
Lee Brooksdemo-35
Morgan Brooksdemo-36
Parker Brooksdemo-37
Quinn Brooksdemo-38
Reese Brooksdemo-39
Riley Brooksdemo-40
Rowan Brooksdemo-41
Sage Brooksdemo-42
Taylor Brooksdemo-43
Alex Carterdemo-44
Avery Carterdemo-45
Casey Carterdemo-46
Cameron Carterdemo-47
Dana Carterdemo-48
Drew Carterdemo-49
Drew Bennettdemo-5
Emery Carterdemo-51
Harper Carterdemo-52
Jamie Carterdemo-53
Jordan Carterdemo-55
Kendall Carterdemo-56
Lee Carterdemo-57
Morgan Carterdemo-58
Parker Carterdemo-59
Elliot Bennettdemo-6
Reese Carterdemo-61
Riley Carterdemo-62
Rowan Carterdemo-63
Sage Carterdemo-64
Taylor Carterdemo-65
Alex Ellisdemo-66
Avery Ellisdemo-67
Casey Ellisdemo-68
Cameron Ellisdemo-69
Emery Bennettdemo-7
Dana Ellisdemo-70
Drew Ellisdemo-71
Elliot Ellisdemo-72
Emery Ellisdemo-73
Harper Ellisdemo-74
Jamie Ellisdemo-75
Jesse Ellisdemo-76
Jordan Ellisdemo-77
Lee Ellisdemo-79
Harper Bennettdemo-8
Morgan Ellisdemo-80
Parker Ellisdemo-81
Quinn Ellisdemo-82
Reese Ellisdemo-83
Riley Ellisdemo-84
Rowan Ellisdemo-85
Sage Ellisdemo-86
Taylor Ellisdemo-87
Alex Fosterdemo-88
Avery Fosterdemo-89
Jamie Bennettdemo-9
Casey Fosterdemo-90
Cameron Fosterdemo-91
Dana Fosterdemo-92
Drew Fosterdemo-93
Elliot Fosterdemo-94
Emery Fosterdemo-95
Harper Fosterdemo-96
Jamie Fosterdemo-97
Jesse Fosterdemo-98
Jordan Fosterdemo-99
Products shown in this result
Fictional productGenerated ID
Adjustable desk lampP00000
Insulated travel mugP00001
Canvas tote bagP00002
Bamboo cutting boardP00003
Cotton throw blanketP00004
Glass storage jarsP00005
Ceramic planterP00006
Compact phone standP00007
Linen cushion coverP00008
Stainless mixing bowlP00009
Folding laptop standP00011
Woven storage basketP00012
Reusable water bottleP00014
Cotton kitchen towelsP00015
Ceramic coffee cupP00016
Felt desk organizerP00017
Metal bookendsP00021
Bamboo drawer dividerP00023
Glass flower vaseP00024
Pocket notebookP00025
Fabric pencil caseP00026
Silicone spatula setP00027
Clip-on reading lightP00030
Stainless tea infuserP00033
Magnetic kitchen timerP00035
Portable picnic blanketP00038
Cushioned mouse padP00041
Cotton oven mittsP00042
Ceramic spoon restP00049

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 3 · ±28 days

The budget limits histories examined. The cap guides which reviewer is examined 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 examines selected histories.
Histories examined50
Complete product windows39seed egos
Highest corroboration16distinct seed egos

COLLECTION PROGRESS

Each history adds context.

153 reviewers reached
First historyLast history examined

CORROBORATION LEDGER

Inspect the reasons.

Up to 30 reviewers

A count records how many examined reviewers’ neighborhoods include this reviewer. Each distinct history adds at most one. The reported count uses eligible histories with complete product-window coverage. Expand a row to see the supporting reviewers, products, and weeks.

Cameron Carter1 products16 egos

Generated record ID: demo-47

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

Observed count, including incomplete coverage: 16

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp111
Jamie BennettAdjustable desk lamp48
Elliot PalmerAdjustable desk lamp111
Rowan LaneAdjustable desk lamp48
Reese ShawAdjustable desk lamp111
Harper FosterAdjustable desk lamp111
Casey ReedAdjustable desk lamp111
Casey ReedAdjustable desk lamp153
Avery BrooksAdjustable desk lamp111
Casey HayesAdjustable desk lamp48
Cameron HayesAdjustable desk lamp153
Parker FosterAdjustable desk lamp48
Elliot FosterAdjustable desk lamp48
Emery LaneAdjustable desk lamp153
Drew PalmerAdjustable desk lamp111
Drew PalmerAdjustable desk lamp153
Dana PalmerAdjustable desk lamp153
Morgan LaneAdjustable desk lamp153
Emery Palmer9 products15 egos

Generated record ID: demo-161

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

Observed count, including incomplete coverage: 15

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Rowan HayesAdjustable desk lamp104
Quinn ReedCompact phone stand160
Quinn ReedStainless tea infuser62
Jamie BennettAdjustable desk lamp97
Jamie BennettCompact phone stand160
Elliot PalmerAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp104
Elliot PalmerFelt desk organizer153
Elliot PalmerMetal bookends13
Elliot PalmerBamboo drawer divider55
Elliot PalmerFabric pencil case62
Elliot PalmerClip-on reading light76
Elliot PalmerStainless tea infuser62
Elliot PalmerCotton oven mitts104
Reese ShawAdjustable desk lamp97
Reese ShawAdjustable desk lamp104
Reese ShawFabric pencil case62
Harper FosterAdjustable desk lamp97
Harper FosterAdjustable desk lamp104
Lee PalmerCompact phone stand160
Lee PalmerBamboo drawer divider55
Lee PalmerStainless tea infuser62
Lee PalmerCotton oven mitts104
Casey ReedAdjustable desk lamp104
Casey ReedFelt desk organizer153
Casey ReedBamboo drawer divider55
Casey ReedStainless tea infuser62
Avery BrooksAdjustable desk lamp97
Avery BrooksAdjustable desk lamp104
Dana ReedCompact phone stand160
Jordan ReedMetal bookends13
Jordan ReedBamboo drawer divider55
Jordan ReedClip-on reading light76
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case62
Kendall ReedFelt desk organizer153
Kendall ReedClip-on reading light76
Taylor PalmerFabric pencil case62
Kendall ShawCotton oven mitts104
Harper Palmer5 products14 egos

Generated record ID: demo-162

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

Observed count, including incomplete coverage: 14

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Quinn ReedCompact phone stand160
Jamie BennettAdjustable desk lamp97
Jamie BennettCompact phone stand160
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer146
Elliot PalmerMetal bookends20
Elliot PalmerPortable picnic blanket160
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Lee PalmerCompact phone stand160
Casey ReedFelt desk organizer146
Avery BrooksAdjustable desk lamp97
Dana ReedCompact phone stand160
Jordan ReedMetal bookends20
Jesse PalmerMetal bookends20
Kendall ReedFelt desk organizer146
Taylor PalmerPortable picnic blanket160
Elliot Palmer9 products13 egos

Generated record ID: demo-160

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

Observed count, including incomplete coverage: 13

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp90
Quinn ReedStainless tea infuser62
Jamie BennettAdjustable desk lamp90
Rowan LaneAdjustable desk lamp90
Reese ShawAdjustable desk lamp90
Reese ShawFabric pencil case55
Harper FosterAdjustable desk lamp90
Lee PalmerBamboo drawer divider41
Lee PalmerStainless tea infuser62
Lee PalmerCotton oven mitts111
Casey ReedFelt desk organizer146
Casey ReedBamboo drawer divider41
Casey ReedStainless tea infuser62
Jordan ReedMetal bookends13
Jordan ReedBamboo drawer divider41
Jordan ReedClip-on reading light55
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case55
Kendall ReedFelt desk organizer146
Kendall ReedClip-on reading light55
Taylor PalmerFabric pencil case55
Taylor PalmerPortable picnic blanket160
Kendall ShawCotton oven mitts111
Jamie Palmer9 products13 egos

Generated record ID: demo-163

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

Observed count, including incomplete coverage: 13

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser55
Jamie BennettCompact phone stand153
Elliot PalmerFelt desk organizer160
Elliot PalmerMetal bookends20
Elliot PalmerBamboo drawer divider41
Elliot PalmerFabric pencil case62
Elliot PalmerClip-on reading light76
Elliot PalmerStainless tea infuser55
Elliot PalmerCotton oven mitts97
Reese ShawFabric pencil case62
Lee PalmerCompact phone stand153
Lee PalmerBamboo drawer divider41
Lee PalmerStainless tea infuser55
Lee PalmerCotton oven mitts97
Casey ReedReusable water bottle27
Casey ReedFelt desk organizer160
Casey ReedBamboo drawer divider41
Casey ReedStainless tea infuser55
Dana ReedCompact phone stand153
Jordan ReedMetal bookends20
Jordan ReedBamboo drawer divider41
Jordan ReedClip-on reading light76
Jesse PalmerMetal bookends20
Jesse PalmerFabric pencil case62
Kendall ReedFelt desk organizer160
Kendall ReedClip-on reading light76
Taylor PalmerFabric pencil case62
Jesse ReedReusable water bottle27
Kendall ShawCotton oven mitts97
Drew Reed2 products13 egos

Generated record ID: demo-181

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

Observed count, including incomplete coverage: 13

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Elliot PalmerPortable picnic blanket174
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Casey ReedAdjustable desk lamp153
Avery BrooksAdjustable desk lamp97
Taylor PalmerPortable picnic blanket174
Cameron HayesAdjustable desk lamp153
Emery LaneAdjustable desk lamp153
Drew PalmerAdjustable desk lamp153
Dana PalmerAdjustable desk lamp153
Morgan LaneAdjustable desk lamp153
Morgan Palmer4 products12 egos

Generated record ID: demo-168

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

Observed count, including incomplete coverage: 12

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Jamie BennettAdjustable desk lamp97
Jamie BennettCompact phone stand153
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer146
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Lee PalmerCompact phone stand153
Casey ReedReusable water bottle27
Casey ReedFelt desk organizer146
Avery BrooksAdjustable desk lamp97
Dana ReedCompact phone stand153
Kendall ReedFelt desk organizer146
Jesse ReedReusable water bottle27
Cameron Reed4 products12 egos

Generated record ID: demo-179

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

Observed count, including incomplete coverage: 12

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp83
Jamie BennettAdjustable desk lamp83
Elliot PalmerAdjustable desk lamp83
Elliot PalmerMetal bookends27
Elliot PalmerCotton oven mitts97
Rowan LaneAdjustable desk lamp83
Reese ShawAdjustable desk lamp83
Harper FosterAdjustable desk lamp83
Lee PalmerCanvas tote bag55
Lee PalmerCotton oven mitts97
Jordan ReedMetal bookends27
Jesse PalmerMetal bookends27
Parker FosterCanvas tote bag55
Rowan EllisCanvas tote bag55
Kendall ShawCotton oven mitts97
Sage Shaw4 products12 egos

Generated record ID: demo-218

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

Observed count, including incomplete coverage: 12

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp90
Quinn ReedStainless tea infuser41
Jamie BennettAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp90
Elliot PalmerFabric pencil case55
Elliot PalmerStainless tea infuser41
Elliot PalmerCotton oven mitts111
Reese ShawAdjustable desk lamp90
Reese ShawFabric pencil case55
Harper FosterAdjustable desk lamp90
Lee PalmerStainless tea infuser41
Lee PalmerCotton oven mitts111
Casey ReedStainless tea infuser41
Avery BrooksAdjustable desk lamp90
Jesse PalmerFabric pencil case55
Taylor PalmerFabric pencil case55
Kendall ShawCotton oven mitts111
Quinn Ellis2 products12 egos

Generated record ID: demo-82

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

Observed count, including incomplete coverage: 12

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp83
Jamie BennettAdjustable desk lamp83
Elliot PalmerAdjustable desk lamp83
Rowan LaneAdjustable desk lamp83
Reese ShawAdjustable desk lamp83
Harper FosterAdjustable desk lamp83
Jordan BennettInsulated travel mug34
Casey EllisInsulated travel mug34
Dana PalmerInsulated travel mug34
Avery CarterInsulated travel mug34
Emery HayesInsulated travel mug34
Casey CarterInsulated travel mug34
Rowan Hayes4 products11 egos

Generated record ID: demo-129

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

Observed count, including incomplete coverage: 11

Reviewer whose history we examined (seed)ProductWeek (day index)
Riley BennettCotton throw blanket90
Avery FosterCotton throw blanket90
Sage FosterCotton throw blanket90
Jamie BennettAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Rowan LaneGlass storage jars83
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Avery BrooksAdjustable desk lamp97
Casey HayesCotton throw blanket174
Emery HayesMagnetic kitchen timer167
Sage Palmer4 products11 egos

Generated record ID: demo-174

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

Observed count, including incomplete coverage: 11

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer139
Elliot PalmerMetal bookends13
Elliot PalmerFabric pencil case62
Reese ShawAdjustable desk lamp97
Reese ShawFabric pencil case62
Harper FosterAdjustable desk lamp97
Casey ReedFelt desk organizer139
Avery BrooksAdjustable desk lamp97
Jordan ReedMetal bookends13
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case62
Kendall ReedFelt desk organizer139
Taylor PalmerFabric pencil case62
Casey Shaw3 products11 egos

Generated record ID: demo-200

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

Observed count, including incomplete coverage: 11

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand153
Jamie BennettCompact phone stand153
Elliot PalmerBamboo drawer divider55
Harper FosterAdjustable desk lamp132
Lee PalmerCompact phone stand153
Lee PalmerBamboo drawer divider55
Casey ReedAdjustable desk lamp132
Casey ReedBamboo drawer divider55
Avery BrooksAdjustable desk lamp132
Dana ReedCompact phone stand153
Jordan ReedBamboo drawer divider55
Emery LaneAdjustable desk lamp132
Drew PalmerAdjustable desk lamp132
Cameron Shaw4 products11 egos

Generated record ID: demo-201

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

Observed count, including incomplete coverage: 11

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedStainless tea infuser48
Elliot PalmerStainless tea infuser48
Elliot PalmerPortable picnic blanket160
Lee PalmerStainless tea infuser48
Casey ReedStainless tea infuser48
Taylor PalmerPortable picnic blanket160
Casey HayesAdjustable desk lamp20
Casey HayesCanvas tote bag139
Cameron HayesCanvas tote bag139
Parker FosterAdjustable desk lamp20
Parker FosterCanvas tote bag139
Elliot FosterAdjustable desk lamp20
Reese LaneCanvas tote bag139
Kendall BennettAdjustable desk lamp20
Avery Bennett2 products10 egos

Generated record ID: demo-1

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

Observed count, including incomplete coverage: 10

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesCotton throw blanket160
Jamie BennettAdjustable desk lamp62
Elliot PalmerAdjustable desk lamp62
Rowan LaneAdjustable desk lamp62
Reese ShawAdjustable desk lamp62
Casey ReedAdjustable desk lamp132
Avery BrooksAdjustable desk lamp132
Casey HayesAdjustable desk lamp62
Casey HayesCotton throw blanket160
Emery LaneAdjustable desk lamp132
Drew PalmerAdjustable desk lamp132
Jordan Palmer5 products10 egos

Generated record ID: demo-165

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

Observed count, including incomplete coverage: 10

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser48
Elliot PalmerMetal bookends20
Elliot PalmerClip-on reading light69
Elliot PalmerStainless tea infuser48
Lee PalmerStainless tea infuser48
Casey ReedReusable water bottle27
Casey ReedStainless tea infuser48
Jordan ReedMetal bookends20
Jordan ReedClip-on reading light69
Jesse PalmerMetal bookends20
Kendall ReedClip-on reading light69
Jesse ReedReusable water bottle27
Elliot FosterInsulated travel mug167
Jordan FosterInsulated travel mug167
Kendall Palmer4 products10 egos

Generated record ID: demo-166

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

Observed count, including incomplete coverage: 10

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand160
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser55
Jamie BennettCompact phone stand160
Elliot PalmerFabric pencil case55
Elliot PalmerStainless tea infuser55
Reese ShawFabric pencil case55
Lee PalmerCompact phone stand160
Lee PalmerStainless tea infuser55
Casey ReedReusable water bottle27
Casey ReedStainless tea infuser55
Dana ReedCompact phone stand160
Jesse PalmerFabric pencil case55
Taylor PalmerFabric pencil case55
Jesse ReedReusable water bottle27
Parker Palmer3 products10 egos

Generated record ID: demo-169

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

Observed count, including incomplete coverage: 10

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp90
Rowan HayesAdjustable desk lamp104
Jamie BennettAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp104
Elliot PalmerMetal bookends13
Elliot PalmerPortable picnic blanket160
Reese ShawAdjustable desk lamp90
Reese ShawAdjustable desk lamp104
Harper FosterAdjustable desk lamp90
Harper FosterAdjustable desk lamp104
Casey ReedAdjustable desk lamp104
Avery BrooksAdjustable desk lamp90
Avery BrooksAdjustable desk lamp104
Jordan ReedMetal bookends13
Jesse PalmerMetal bookends13
Taylor PalmerPortable picnic blanket160
Reese Palmer3 products10 egos

Generated record ID: demo-171

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

Observed count, including incomplete coverage: 10

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp104
Elliot PalmerAdjustable desk lamp104
Elliot PalmerBamboo drawer divider48
Elliot PalmerFabric pencil case55
Reese ShawAdjustable desk lamp104
Reese ShawFabric pencil case55
Harper FosterAdjustable desk lamp104
Lee PalmerBamboo drawer divider48
Casey ReedAdjustable desk lamp104
Casey ReedBamboo drawer divider48
Avery BrooksAdjustable desk lamp104
Jordan ReedBamboo drawer divider48
Jesse PalmerFabric pencil case55
Taylor PalmerFabric pencil case55
Riley Palmer3 products10 egos

Generated record ID: demo-172

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

Observed count, including incomplete coverage: 10

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp104
Quinn ReedStainless tea infuser48
Elliot PalmerAdjustable desk lamp104
Elliot PalmerFelt desk organizer146
Elliot PalmerStainless tea infuser48
Reese ShawAdjustable desk lamp104
Harper FosterAdjustable desk lamp104
Lee PalmerStainless tea infuser48
Casey ReedAdjustable desk lamp104
Casey ReedFelt desk organizer146
Casey ReedStainless tea infuser48
Avery BrooksAdjustable desk lamp104
Kendall ReedFelt desk organizer146
Drew PalmerAdjustable desk lamp104
Harper Reed3 products10 egos

Generated record ID: demo-184

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

Observed count, including incomplete coverage: 10

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedStainless tea infuser48
Elliot PalmerMetal bookends20
Elliot PalmerStainless tea infuser48
Lee PalmerStainless tea infuser48
Casey ReedStainless tea infuser48
Jordan ReedMetal bookends20
Jesse PalmerMetal bookends20
Reese LaneInsulated travel mug125
Alex FosterInsulated travel mug125
Kendall BennettInsulated travel mug125
Jordan FosterInsulated travel mug125
Jordan Shaw3 products10 egos

Generated record ID: demo-209

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

Observed count, including incomplete coverage: 10

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Jamie BennettCompact phone stand153
Elliot PalmerFabric pencil case62
Reese ShawFabric pencil case62
Lee PalmerCompact phone stand153
Casey ReedReusable water bottle27
Dana ReedCompact phone stand153
Jesse PalmerFabric pencil case62
Taylor PalmerFabric pencil case62
Jesse ReedReusable water bottle27
Riley Ellis1 products10 egos

Generated record ID: demo-84

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

Observed count, including incomplete coverage: 10

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp90
Jamie BennettAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp90
Rowan LaneAdjustable desk lamp34
Reese ShawAdjustable desk lamp90
Harper FosterAdjustable desk lamp90
Casey HayesAdjustable desk lamp34
Parker FosterAdjustable desk lamp34
Elliot FosterAdjustable desk lamp34
Kendall BennettAdjustable desk lamp34
Avery Reed3 products9 egos

Generated record ID: demo-177

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Elliot PalmerPortable picnic blanket167
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Lee PalmerCanvas tote bag20
Avery BrooksAdjustable desk lamp97
Taylor PalmerPortable picnic blanket167
Rowan EllisCanvas tote bag20
Casey Reed5 products9 egos

Generated record ID: demo-178

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedReusable water bottle20
Quinn ReedStainless tea infuser55
Elliot PalmerFelt desk organizer160
Elliot PalmerBamboo drawer divider48
Elliot PalmerStainless tea infuser55
Lee PalmerBamboo drawer divider48
Lee PalmerStainless tea infuser55
Avery BrooksAdjustable desk lamp132
Jordan ReedBamboo drawer divider48
Kendall ReedFelt desk organizer160
Jesse ReedReusable water bottle20
Emery LaneAdjustable desk lamp132
Drew PalmerAdjustable desk lamp132
Lee Reed3 products9 egos

Generated record ID: demo-189

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Reviewer whose history we examined (seed)ProductWeek (day index)
Jamie BennettAdjustable desk lamp69
Elliot PalmerAdjustable desk lamp69
Elliot PalmerBamboo drawer divider62
Elliot PalmerPortable picnic blanket160
Rowan LaneAdjustable desk lamp69
Reese ShawAdjustable desk lamp69
Lee PalmerBamboo drawer divider62
Casey ReedBamboo drawer divider62
Jordan ReedBamboo drawer divider62
Taylor PalmerPortable picnic blanket160
Casey HayesAdjustable desk lamp69
Taylor Reed2 products9 egos

Generated record ID: demo-197

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Quinn ReedCompact phone stand160
Jamie BennettAdjustable desk lamp97
Jamie BennettCompact phone stand160
Elliot PalmerAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Lee PalmerCompact phone stand160
Avery BrooksAdjustable desk lamp97
Dana ReedCompact phone stand160
Casey Brooks2 products9 egos

Generated record ID: demo-24

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Avery BrooksAdjustable desk lamp97
Casey EllisInsulated travel mug13
Avery CarterInsulated travel mug13
Emery HayesInsulated travel mug13
Sage Brooks3 products9 egos

Generated record ID: demo-42

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Reviewer whose history we examined (seed)ProductWeek (day index)
Riley BennettCotton throw blanket111
Avery FosterCotton throw blanket111
Rowan HayesCotton throw blanket111
Sage FosterCotton throw blanket111
Casey HayesAdjustable desk lamp27
Casey HayesCanvas tote bag111
Parker FosterAdjustable desk lamp27
Parker FosterCanvas tote bag111
Elliot FosterAdjustable desk lamp27
Reese LaneCanvas tote bag111
Kendall BennettAdjustable desk lamp27
Dana Carter2 products9 egos

Generated record ID: demo-48

9 distinct product-window-complete seed egos; 9 observed seed egos.

Observed count, including incomplete coverage: 9

Reviewer whose history we examined (seed)ProductWeek (day index)
Casey ReedAdjustable desk lamp153
Cameron HayesAdjustable desk lamp153
Emery LaneAdjustable desk lamp153
Emery LaneInsulated travel mug62
Drew PalmerAdjustable desk lamp153
Jordan BennettInsulated travel mug62
Dana PalmerAdjustable desk lamp153
Dana PalmerInsulated travel mug62
Morgan LaneAdjustable desk lamp153
Avery CarterInsulated travel mug62
Casey CarterInsulated travel mug62

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

ProductReviewsReviewersWindow spanCorroboration mass
Adjustable desk lamp212028 days182
Stainless tea infuser171720 days157
Adjustable desk lamp171728 days151
Compact phone stand161617 days140
Felt desk organizer151521 days129
Metal bookends131318 days126
Fabric pencil case141414 days121
Adjustable desk lamp141426 days115
Bamboo drawer divider101021 days101
Portable picnic blanket9913 days90
Cotton oven mitts8817 days80
Adjustable desk lamp131328 days80

Mass sums corroboration counts within an observed cluster. It is not a probability.

Search history

A reviewer’s history can be examined without producing an eligible ego. 39 of the 50 examined histories produced eligible egos with complete product-window coverage in this generated example.

StepReviewer whose history we examinedNeighborsReviewers reached
1Riley Bennett67
2Cameron Brooks17
3Avery Foster68
4Rowan Hayes4144
5Riley Foster044
6Sage Foster645
7Quinn Reed2965
8Jamie Bennett4370
9Elliot Palmer6483
10Rowan Lane2288
11Dana Shaw088
12Reese Shaw4590
13Harper Foster3190
14Lee Palmer3794
15Casey Reed47102
16Avery Brooks38107
17Dana Reed17109
18Jordan Reed20109
19Jesse Palmer21109
20Alex Reed0109
21Kendall Reed17109
22Taylor Palmer20109
23Elliot Shaw0109
24Rowan Palmer0109
25Casey Hayes29119
26Elliot Bennett0119
27Jesse Reed9121
28Cameron Hayes23125
29Parker Foster32132
30Elliot Foster23136
31Jamie Carter0136
32Drew Lane0136
33Reese Lane21141
34Emery Lane27142
35Rowan Ellis14142
36Drew Palmer19143
37Alex Foster11143
38Jordan Bennett13145
39Casey Ellis12148
40Dana Palmer21148
41Morgan Lane15150
42Kendall Bennett18150
43Lee Carter0150
44Jordan Foster10150
45Avery Carter14151
46Emery Hayes12153
47Casey Carter9153
48Kendall Shaw8153
49Parker Lane0153
50Lee Bennett0153

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 →