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

14 reviewers connect back to
Quinn Reed.

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 4 shared products in this generated case.

4products with supporting overlap
1–56 daysbetween the paired five-star reviews

The search examined 20 reviewer histories and found 146 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 4 generated reviews across 4 products

These are all of this reviewer’s records in the generated panel. The 4 products with supporting overlap are a subset of this 4-product history.

All generated review records for Quinn Reed
ProductReview dateRatingVerified purchase
Reusable water bottle2019-01-205 starsMarked
Stainless tea infuser2019-03-015 starsMarked
Cotton throw blanket2019-03-045 starsMarked
Compact phone stand2019-06-065 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 56 days apart, including exactly 56 days.

SHARED PRODUCTCotton throw blanket6 supporting histories23–51 days apartView all paired recordsOne example pair · both reviews give five starsQuinn Reedthis reviewer34 days apartRiley Bennetthistory examined

Quinn Reed gave five stars on 2019-03-04. 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 Quinn Reed on Cotton throw blanket
Reviewer whose history we examinedTheir review dateQuinn Reed’s dateQuinn Reed’s timingVerified purchase marks
Cameron Hayes2019-02-055 stars2019-03-045 stars27 days afterCameron Hayes: markedQuinn Reed: marked
Avery Foster2019-03-275 stars2019-03-045 stars23 days beforeAvery Foster: markedQuinn Reed: marked
Rowan Hayes2019-04-035 stars2019-03-045 stars30 days beforeRowan Hayes: markedQuinn Reed: marked
Sage Foster2019-04-065 stars2019-03-045 stars33 days beforeSage Foster: not markedQuinn Reed: marked
Riley Bennett2019-04-075 stars2019-03-045 stars34 days beforeRiley Bennett: markedQuinn Reed: marked
Sage Brooks2019-04-245 stars2019-03-045 stars51 days beforeSage Brooks: not markedQuinn Reed: marked

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

SHARED PRODUCTCompact phone stand2 supporting histories2–8 days apartView all paired recordsOne example pair · both reviews give five starsQuinn Reedthis reviewer8 days apartHarper Palmerhistory examined

Quinn Reed gave five stars on 2019-06-06. 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 Quinn Reed on Compact phone stand
Reviewer whose history we examinedTheir review dateQuinn Reed’s dateQuinn Reed’s timingVerified purchase marks
Jamie Palmer2019-06-085 stars2019-06-065 stars2 days beforeJamie Palmer: markedQuinn Reed: marked
Harper Palmer2019-06-145 stars2019-06-065 stars8 days beforeHarper Palmer: markedQuinn Reed: marked

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

SHARED PRODUCTReusable water bottle5 supporting histories5–56 days apartView all paired recordsOne example pair · both reviews give five starsQuinn Reedthis reviewer5 days apartCasey Reedhistory examined

Quinn Reed gave five stars on 2019-01-20. 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 Quinn Reed on Reusable water bottle
Reviewer whose history we examinedTheir review dateQuinn Reed’s dateQuinn Reed’s timingVerified purchase marks
Casey Reed2019-01-255 stars2019-01-205 stars5 days beforeCasey Reed: markedQuinn Reed: marked
Jordan Palmer2019-01-285 stars2019-01-205 stars8 days beforeJordan Palmer: markedQuinn Reed: marked
Jamie Palmer2019-01-305 stars2019-01-205 stars10 days beforeJamie Palmer: markedQuinn Reed: marked
Emery Hayes2019-03-165 stars2019-01-205 stars55 days beforeEmery Hayes: markedQuinn Reed: marked
Taylor Brooks2019-03-175 stars2019-01-205 stars56 days beforeTaylor Brooks: markedQuinn Reed: marked

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

SHARED PRODUCTStainless tea infuser5 supporting histories1–5 days apartView all paired recordsOne example pair · both reviews give five starsCasey Reedhistory examined1 day apartQuinn Reedthis reviewer

Quinn Reed gave five stars on 2019-03-01. 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 Quinn Reed on Stainless tea infuser
Reviewer whose history we examinedTheir review dateQuinn Reed’s dateQuinn Reed’s timingVerified purchase marks
Jordan Palmer2019-02-245 stars2019-03-015 stars5 days afterJordan Palmer: not markedQuinn Reed: marked
Cameron Shaw2019-02-245 stars2019-03-015 stars5 days afterCameron Shaw: markedQuinn Reed: marked
Casey Reed2019-02-285 stars2019-03-015 stars1 day afterCasey Reed: markedQuinn Reed: marked
Jamie Palmer2019-03-035 stars2019-03-015 stars2 days beforeJamie Palmer: markedQuinn Reed: marked
Rowan Reed2019-03-035 stars2019-03-015 stars2 days beforeRowan Reed: markedQuinn Reed: marked

“Before” and “after” describe Quinn Reed’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 14 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 ±56 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 Quinn Reed’s corroboration count
Reviewer whose history we examinedFive-star reviews in its historyShared productsCount added
Riley Bennett3Cotton throw blanket+1 ego
Avery Foster2Cotton throw blanket+1 ego
Rowan Hayes5Cotton throw blanket+1 ego
Sage Foster2Cotton throw blanket+1 ego
Sage Brooks5Cotton throw blanket+1 ego
Cameron Hayes4Cotton throw blanket+1 ego
Casey Reed5Reusable water bottle, Stainless tea infuser+1 ego
Cameron Shaw4Stainless tea infuser+1 ego
Harper Palmer6Compact phone stand+1 ego
Jordan Palmer5Reusable water bottle, Stainless tea infuser+1 ego
Jamie Palmer9Compact phone stand, Reusable water bottle, Stainless tea infuser+1 ego
Emery Hayes4Reusable water bottle+1 ego
Taylor Brooks2Reusable water bottle+1 ego
Rowan Reed2Stainless tea infuser+1 ego
Distinct supporting histories14

READ THE RESULT WITH ITS LIMITS

What is observed, and what is missing?

Observed in this example

14 supporting histories, 4 shared products, and the paired five-star dates shown above. The method has all 610 generated records available; 20 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
Silicone baking matP00010
Folding laptop standP00011
Reusable water bottleP00014
Ceramic coffee cupP00016
Felt desk organizerP00017
Soft reading pillowP00020
Metal bookendsP00021
Bamboo drawer dividerP00023
Glass flower vaseP00024
Pocket notebookP00025
Fabric pencil caseP00026
Silicone spatula setP00027
Wooden serving trayP00028
Clip-on reading lightP00030
Stainless tea infuserP00033
Magnetic kitchen timerP00035
Portable picnic blanketP00038
Cotton oven mittsP00042

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 20 histories · cap 5 · ±56 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 examined20
Complete product windows17seed egos
Highest corroboration14distinct seed egos

COLLECTION PROGRESS

Each history adds context.

146 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.

Quinn Reed4 products14 egos

Generated record ID: demo-192

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)
Riley BennettCotton throw blanket62
Avery FosterCotton throw blanket62
Rowan HayesCotton throw blanket62
Sage FosterCotton throw blanket62
Sage BrooksCotton throw blanket62
Cameron HayesCotton throw blanket62
Casey ReedReusable water bottle13
Casey ReedStainless tea infuser55
Cameron ShawStainless tea infuser55
Harper PalmerCompact phone stand153
Jordan PalmerReusable water bottle13
Jordan PalmerStainless tea infuser55
Jamie PalmerCompact phone stand153
Jamie PalmerReusable water bottle13
Jamie PalmerStainless tea infuser55
Emery HayesReusable water bottle13
Taylor BrooksReusable water bottle13
Rowan ReedStainless tea infuser55
Casey Reed5 products11 egos

Generated record ID: demo-178

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 ReedReusable water bottle20
Quinn ReedStainless tea infuser55
Rowan HayesAdjustable desk lamp132
Cameron HayesAdjustable desk lamp132
Cameron ShawStainless tea infuser55
Harper PalmerAdjustable desk lamp132
Harper PalmerFelt desk organizer160
Jordan PalmerReusable water bottle20
Jordan PalmerStainless tea infuser55
Jamie PalmerReusable water bottle20
Jamie PalmerFelt desk organizer160
Jamie PalmerBamboo drawer divider48
Jamie PalmerStainless tea infuser55
Reese ShawAdjustable desk lamp132
Emery HayesReusable water bottle20
Taylor BrooksReusable water bottle20
Rowan ReedStainless tea infuser55
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
Casey ReedReusable water bottle27
Casey ReedStainless tea infuser55
Cameron ShawStainless tea infuser55
Harper PalmerCompact phone stand160
Jordan PalmerReusable water bottle27
Jordan PalmerStainless tea infuser55
Jamie PalmerCompact phone stand160
Jamie PalmerReusable water bottle27
Jamie PalmerFabric pencil case55
Jamie PalmerStainless tea infuser55
Reese ShawFabric pencil case55
Emery HayesReusable water bottle27
Taylor BrooksReusable water bottle27
Rowan ReedStainless tea infuser55
Rowan Hayes3 products9 egos

Generated record ID: demo-129

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 blanket90
Quinn ReedCotton throw blanket90
Avery FosterCotton throw blanket90
Sage FosterCotton throw blanket90
Sage BrooksCotton throw blanket90
Casey ReedAdjustable desk lamp97
Harper PalmerAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Emery HayesMagnetic kitchen timer167
Elliot Palmer9 products9 egos

Generated record ID: demo-160

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 ReedStainless tea infuser62
Rowan HayesAdjustable desk lamp90
Casey ReedAdjustable desk lamp90
Casey ReedFelt desk organizer146
Casey ReedBamboo drawer divider41
Casey ReedStainless tea infuser62
Cameron ShawStainless tea infuser62
Cameron ShawPortable picnic blanket160
Harper PalmerAdjustable desk lamp90
Harper PalmerFelt desk organizer146
Harper PalmerMetal bookends13
Harper PalmerPortable picnic blanket160
Jordan PalmerMetal bookends13
Jordan PalmerClip-on reading light55
Jordan PalmerStainless tea infuser62
Jamie PalmerFelt desk organizer146
Jamie PalmerMetal bookends13
Jamie PalmerBamboo drawer divider41
Jamie PalmerFabric pencil case55
Jamie PalmerClip-on reading light55
Jamie PalmerStainless tea infuser62
Jamie PalmerCotton oven mitts111
Reese ShawAdjustable desk lamp90
Reese ShawFabric pencil case55
Rowan ReedStainless tea infuser62
Rowan ReedCotton oven mitts111
Emery Palmer10 products9 egos

Generated record ID: demo-161

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 ReedCompact phone stand160
Quinn ReedStainless tea infuser62
Rowan HayesAdjustable desk lamp97
Rowan HayesAdjustable desk lamp104
Casey ReedAdjustable desk lamp97
Casey ReedAdjustable desk lamp104
Casey ReedFelt desk organizer153
Casey ReedBamboo drawer divider55
Casey ReedStainless tea infuser62
Cameron ShawStainless tea infuser62
Harper PalmerAdjustable desk lamp97
Harper PalmerAdjustable desk lamp104
Harper PalmerCompact phone stand160
Harper PalmerFelt desk organizer153
Harper PalmerMetal bookends13
Harper PalmerSilicone spatula set125
Jordan PalmerMetal bookends13
Jordan PalmerClip-on reading light76
Jordan PalmerStainless tea infuser62
Jamie PalmerCompact phone stand160
Jamie PalmerFelt desk organizer153
Jamie PalmerMetal bookends13
Jamie PalmerBamboo drawer divider55
Jamie PalmerFabric pencil case62
Jamie PalmerClip-on reading light76
Jamie PalmerStainless tea infuser62
Jamie PalmerCotton oven mitts104
Reese ShawAdjustable desk lamp97
Reese ShawAdjustable desk lamp104
Reese ShawFabric pencil case62
Rowan ReedStainless tea infuser62
Rowan ReedCotton oven mitts104
Jamie Palmer9 products9 egos

Generated record ID: demo-163

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 ReedCompact phone stand153
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser55
Casey ReedReusable water bottle27
Casey ReedFelt desk organizer160
Casey ReedBamboo drawer divider41
Casey ReedStainless tea infuser55
Cameron ShawStainless tea infuser55
Harper PalmerCompact phone stand153
Harper PalmerFelt desk organizer160
Harper PalmerMetal bookends20
Jordan PalmerReusable water bottle27
Jordan PalmerMetal bookends20
Jordan PalmerClip-on reading light76
Jordan PalmerStainless tea infuser55
Reese ShawFabric pencil case62
Emery HayesReusable water bottle27
Taylor BrooksReusable water bottle27
Rowan ReedStainless tea infuser55
Rowan ReedCotton oven mitts97
Jordan Palmer4 products9 egos

Generated record ID: demo-165

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 bottle27
Quinn ReedStainless tea infuser48
Sage FosterMetal bookends20
Casey ReedReusable water bottle27
Casey ReedStainless tea infuser48
Cameron ShawStainless tea infuser48
Harper PalmerMetal bookends20
Jamie PalmerReusable water bottle27
Jamie PalmerMetal bookends20
Jamie PalmerClip-on reading light69
Jamie PalmerStainless tea infuser48
Emery HayesReusable water bottle27
Taylor BrooksReusable water bottle27
Rowan ReedStainless tea infuser48
Morgan Palmer4 products9 egos

Generated record ID: demo-168

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 ReedCompact phone stand153
Quinn ReedReusable water bottle27
Rowan HayesAdjustable desk lamp97
Casey ReedAdjustable desk lamp97
Casey ReedReusable water bottle27
Casey ReedFelt desk organizer146
Harper PalmerAdjustable desk lamp97
Harper PalmerCompact phone stand153
Harper PalmerFelt desk organizer146
Jordan PalmerReusable water bottle27
Jamie PalmerCompact phone stand153
Jamie PalmerReusable water bottle27
Jamie PalmerFelt desk organizer146
Reese ShawAdjustable desk lamp97
Emery HayesReusable water bottle27
Taylor BrooksReusable water bottle27
Riley Palmer3 products9 egos

Generated record ID: demo-172

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 ReedStainless tea infuser48
Rowan HayesAdjustable desk lamp104
Casey ReedAdjustable desk lamp104
Casey ReedFelt desk organizer146
Casey ReedStainless tea infuser48
Cameron ShawStainless tea infuser48
Harper PalmerAdjustable desk lamp104
Harper PalmerFelt desk organizer146
Jordan PalmerStainless tea infuser48
Jamie PalmerFelt desk organizer146
Jamie PalmerStainless tea infuser48
Reese ShawAdjustable desk lamp104
Rowan ReedStainless tea infuser48
Cameron Reed4 products9 egos

Generated record ID: demo-179

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 lamp83
Sage FosterMetal bookends27
Sage BrooksCanvas tote bag55
Casey ReedAdjustable desk lamp83
Harper PalmerAdjustable desk lamp83
Harper PalmerMetal bookends27
Jordan PalmerMetal bookends27
Jamie PalmerMetal bookends27
Jamie PalmerCotton oven mitts97
Reese ShawAdjustable desk lamp83
Rowan ReedCotton oven mitts97
Sage Shaw4 products9 egos

Generated record ID: demo-218

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 ReedStainless tea infuser41
Rowan HayesAdjustable desk lamp90
Casey ReedAdjustable desk lamp90
Casey ReedStainless tea infuser41
Cameron ShawStainless tea infuser41
Harper PalmerAdjustable desk lamp90
Jordan PalmerStainless tea infuser41
Jamie PalmerFabric pencil case55
Jamie PalmerStainless tea infuser41
Jamie PalmerCotton oven mitts111
Reese ShawAdjustable desk lamp90
Reese ShawFabric pencil case55
Rowan ReedStainless tea infuser41
Rowan ReedCotton oven mitts111
Harper Palmer5 products8 egos

Generated record ID: demo-162

8 distinct product-window-complete seed egos; 8 observed seed egos.

Observed count, including incomplete coverage: 8

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand160
Rowan HayesAdjustable desk lamp97
Sage FosterMetal bookends20
Casey ReedAdjustable desk lamp97
Casey ReedFelt desk organizer146
Cameron ShawPortable picnic blanket160
Jordan PalmerMetal bookends20
Jamie PalmerCompact phone stand160
Jamie PalmerFelt desk organizer146
Jamie PalmerMetal bookends20
Reese ShawAdjustable desk lamp97
Lee Palmer5 products8 egos

Generated record ID: demo-167

8 distinct product-window-complete seed egos; 8 observed seed egos.

Observed count, including incomplete coverage: 8

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand160
Quinn ReedStainless tea infuser48
Sage BrooksCanvas tote bag27
Casey ReedBamboo drawer divider55
Casey ReedStainless tea infuser48
Cameron ShawStainless tea infuser48
Harper PalmerCompact phone stand160
Jordan PalmerStainless tea infuser48
Jamie PalmerCompact phone stand160
Jamie PalmerBamboo drawer divider55
Jamie PalmerStainless tea infuser48
Jamie PalmerCotton oven mitts104
Rowan ReedStainless tea infuser48
Rowan ReedCotton oven mitts104
Cameron Shaw4 products8 egos

Generated record ID: demo-201

8 distinct product-window-complete seed egos; 8 observed seed egos.

Observed count, including incomplete coverage: 8

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedStainless tea infuser48
Sage BrooksAdjustable desk lamp20
Sage BrooksCanvas tote bag139
Cameron HayesCanvas tote bag139
Casey ReedStainless tea infuser48
Harper PalmerPortable picnic blanket160
Jordan PalmerStainless tea infuser48
Jamie PalmerStainless tea infuser48
Rowan ReedStainless tea infuser48
Jordan Shaw3 products8 egos

Generated record ID: demo-209

8 distinct product-window-complete seed egos; 8 observed seed egos.

Observed count, including incomplete coverage: 8

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Casey ReedReusable water bottle27
Harper PalmerCompact phone stand153
Jordan PalmerReusable water bottle27
Jamie PalmerCompact phone stand153
Jamie PalmerReusable water bottle27
Jamie PalmerFabric pencil case62
Reese ShawFabric pencil case62
Emery HayesReusable water bottle27
Taylor BrooksReusable water bottle27
Avery Bennett2 products7 egos

Generated record ID: demo-1

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp62
Rowan HayesAdjustable desk lamp132
Rowan HayesCotton throw blanket160
Sage BrooksAdjustable desk lamp62
Sage BrooksCotton throw blanket160
Cameron HayesAdjustable desk lamp132
Casey ReedAdjustable desk lamp132
Cameron ShawAdjustable desk lamp62
Harper PalmerAdjustable desk lamp62
Harper PalmerAdjustable desk lamp132
Reese ShawAdjustable desk lamp62
Reese ShawAdjustable desk lamp132
Sage Foster2 products7 egos

Generated record ID: demo-108

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Riley BennettCotton throw blanket90
Quinn ReedCotton throw blanket90
Avery FosterCotton throw blanket90
Rowan HayesCotton throw blanket90
Sage BrooksCotton throw blanket90
Harper PalmerMetal bookends76
Jordan PalmerMetal bookends76
Drew Hayes2 products7 egos

Generated record ID: demo-115

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp62
Rowan HayesAdjustable desk lamp97
Sage BrooksAdjustable desk lamp62
Casey ReedAdjustable desk lamp97
Casey ReedBamboo drawer divider97
Cameron ShawAdjustable desk lamp62
Harper PalmerAdjustable desk lamp62
Harper PalmerAdjustable desk lamp97
Jamie PalmerBamboo drawer divider97
Reese ShawAdjustable desk lamp62
Reese ShawAdjustable desk lamp97
Parker Palmer4 products7 egos

Generated record ID: demo-169

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp90
Rowan HayesAdjustable desk lamp104
Casey ReedAdjustable desk lamp90
Casey ReedAdjustable desk lamp104
Cameron ShawPortable picnic blanket160
Harper PalmerAdjustable desk lamp90
Harper PalmerAdjustable desk lamp104
Harper PalmerMetal bookends13
Harper PalmerSilicone spatula set125
Harper PalmerPortable picnic blanket160
Jordan PalmerMetal bookends13
Jamie PalmerMetal bookends13
Reese ShawAdjustable desk lamp90
Reese ShawAdjustable desk lamp104
Harper Reed3 products7 egos

Generated record ID: demo-184

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedStainless tea infuser48
Casey ReedStainless tea infuser48
Cameron ShawStainless tea infuser48
Harper PalmerMetal bookends20
Jordan PalmerInsulated travel mug125
Jordan PalmerMetal bookends20
Jordan PalmerStainless tea infuser48
Jamie PalmerMetal bookends20
Jamie PalmerStainless tea infuser48
Rowan ReedStainless tea infuser48
Jamie Reed2 products7 egos

Generated record ID: demo-185

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedStainless tea infuser62
Casey ReedFelt desk organizer160
Casey ReedStainless tea infuser62
Cameron ShawStainless tea infuser62
Harper PalmerFelt desk organizer160
Jordan PalmerStainless tea infuser62
Jamie PalmerFelt desk organizer160
Jamie PalmerStainless tea infuser62
Rowan ReedStainless tea infuser62
Lee Reed3 products7 egos

Generated record ID: demo-189

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp69
Sage BrooksAdjustable desk lamp69
Casey ReedBamboo drawer divider62
Cameron ShawAdjustable desk lamp69
Cameron ShawPortable picnic blanket160
Harper PalmerAdjustable desk lamp69
Harper PalmerPortable picnic blanket160
Jamie PalmerBamboo drawer divider62
Reese ShawAdjustable desk lamp69
Morgan Reed2 products7 egos

Generated record ID: demo-190

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand153
Quinn ReedStainless tea infuser62
Casey ReedStainless tea infuser62
Cameron ShawStainless tea infuser62
Harper PalmerCompact phone stand153
Jordan PalmerStainless tea infuser62
Jamie PalmerCompact phone stand153
Jamie PalmerStainless tea infuser62
Rowan ReedStainless tea infuser62
Sage Reed2 products7 egos

Generated record ID: demo-196

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedStainless tea infuser55
Casey ReedFelt desk organizer146
Casey ReedStainless tea infuser55
Cameron ShawStainless tea infuser55
Harper PalmerFelt desk organizer146
Jordan PalmerStainless tea infuser55
Jamie PalmerFelt desk organizer146
Jamie PalmerStainless tea infuser55
Rowan ReedStainless tea infuser55
Casey Shaw4 products7 egos

Generated record ID: demo-200

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand153
Rowan HayesAdjustable desk lamp132
Cameron HayesAdjustable desk lamp132
Casey ReedAdjustable desk lamp132
Casey ReedBamboo drawer divider55
Harper PalmerAdjustable desk lamp132
Harper PalmerCompact phone stand153
Harper PalmerSilicone spatula set125
Jamie PalmerCompact phone stand153
Jamie PalmerBamboo drawer divider55
Reese ShawAdjustable desk lamp132
Jamie Shaw2 products7 egos

Generated record ID: demo-207

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedStainless tea infuser48
Casey ReedStainless tea infuser48
Cameron ShawStainless tea infuser48
Harper PalmerMetal bookends20
Jordan PalmerMetal bookends20
Jordan PalmerStainless tea infuser48
Jamie PalmerMetal bookends20
Jamie PalmerStainless tea infuser48
Rowan ReedStainless tea infuser48
Jesse Shaw2 products7 egos

Generated record ID: demo-208

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp69
Sage BrooksAdjustable desk lamp69
Cameron ShawAdjustable desk lamp69
Harper PalmerAdjustable desk lamp69
Jordan PalmerClip-on reading light76
Jamie PalmerClip-on reading light76
Reese ShawAdjustable desk lamp69
Sage Brooks3 products7 egos

Generated record ID: demo-42

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Riley BennettCotton throw blanket111
Quinn ReedCotton throw blanket111
Avery FosterCotton throw blanket111
Rowan HayesCotton throw blanket111
Sage FosterCotton throw blanket111
Cameron HayesCanvas tote bag111
Cameron ShawAdjustable desk lamp27
Cameron ShawCanvas tote bag111
Cameron Carter1 products7 egos

Generated record ID: demo-47

7 distinct product-window-complete seed egos; 7 observed seed egos.

Observed count, including incomplete coverage: 7

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp48
Rowan HayesAdjustable desk lamp111
Sage BrooksAdjustable desk lamp48
Cameron HayesAdjustable desk lamp153
Casey ReedAdjustable desk lamp111
Casey ReedAdjustable desk lamp153
Cameron ShawAdjustable desk lamp48
Harper PalmerAdjustable desk lamp48
Harper PalmerAdjustable desk lamp111
Reese ShawAdjustable desk lamp48
Reese ShawAdjustable desk lamp111

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 lamp393653 days224
Stainless tea infuser171720 days145
Compact phone stand161617 days116
Felt desk organizer151521 days104
Adjustable desk lamp202056 days103
Metal bookends131318 days93
Fabric pencil case141414 days87
Adjustable desk lamp191956 days85
Bamboo drawer divider111156 days82
Reusable water bottle8820 days74
Portable picnic blanket101050 days65
Cotton oven mitts8817 days60

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. 17 of the 20 examined histories produced eligible egos with complete product-window coverage in this generated example.

StepReviewer whose history we examinedNeighborsReviewers reached
1Riley Bennett910
2Dana Brooks010
3Cameron Brooks413
4Quinn Reed3643
5Avery Foster743
6Rowan Hayes6185
7Riley Foster085
8Sage Foster1388
9Sage Brooks56114
10Alex Hayes0114
11Cameron Hayes38118
12Casey Reed70122
13Cameron Shaw58123
14Harper Palmer79126
15Jordan Palmer40133
16Jamie Palmer52137
17Reese Shaw61137
18Emery Hayes26146
19Taylor Brooks11146
20Rowan Reed18146

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 →