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

23 reviewers connect back to
Emery Palmer.

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 10 shared products in this generated case.

10products with supporting overlap
0–14 daysbetween the paired five-star reviews

The search examined 100 reviewer histories and found 154 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 11 generated reviews across 10 products

These are all of this reviewer’s records in the generated panel. The 10 products with supporting overlap are a subset of this 10-product history.

All generated review records for Emery Palmer
ProductReview dateRatingVerified purchase
Metal bookends2019-01-205 starsMarked
Bamboo drawer divider2019-03-025 starsMarked
Stainless tea infuser2019-03-075 starsMarked
Fabric pencil case2019-03-095 starsMarked
Clip-on reading light2019-03-205 starsMarked
Adjustable desk lamp2019-04-105 starsMarked
Adjustable desk lamp2019-04-185 starsMarked
Cotton oven mitts2019-04-195 starsMarked
Silicone spatula set2019-05-095 starsMarked
Felt desk organizer2019-06-095 starsMarked
Compact phone stand2019-06-115 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 14 days apart, including exactly 14 days.

SHARED PRODUCTAdjustable desk lamp11 supporting histories0–14 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer1 day apartRowan Hayeshistory examined

Emery Palmer gave five stars on 2019-04-10, 2019-04-18. 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 Emery Palmer on Adjustable desk lamp
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Quinn Bennett2019-03-275 stars2019-04-105 stars14 days afterQuinn Bennett: markedEmery Palmer: marked
Cameron Reed2019-03-305 stars2019-04-105 stars11 days afterCameron Reed: markedEmery Palmer: marked
Elliot Palmer2019-04-015 stars2019-04-105 stars9 days afterElliot Palmer: markedEmery Palmer: marked
Riley Ellis2019-04-025 stars2019-04-105 stars8 days afterRiley Ellis: markedEmery Palmer: marked
Rowan Hayes2019-04-115 stars2019-04-105 stars1 day beforeRowan Hayes: markedEmery Palmer: marked
Alex Shaw2019-04-115 stars2019-04-105 stars1 day beforeAlex Shaw: markedEmery Palmer: marked
Drew Hayes2019-04-135 stars2019-04-105 stars3 days beforeDrew Hayes: markedEmery Palmer: marked
Harper Foster2019-04-155 stars2019-04-105 stars5 days beforeHarper Foster: markedEmery Palmer: marked
Reese Palmer2019-04-185 stars2019-04-105 stars8 days beforeReese Palmer: markedEmery Palmer: marked
Quinn Foster2019-04-225 stars2019-04-105 stars12 days beforeQuinn Foster: not markedEmery Palmer: marked
Rowan Hayes2019-04-115 stars2019-04-185 stars7 days afterRowan Hayes: markedEmery Palmer: marked
Alex Shaw2019-04-115 stars2019-04-185 stars7 days afterAlex Shaw: markedEmery Palmer: marked
Drew Hayes2019-04-135 stars2019-04-185 stars5 days afterDrew Hayes: markedEmery Palmer: marked
Harper Foster2019-04-155 stars2019-04-185 stars3 days afterHarper Foster: markedEmery Palmer: marked
Reese Palmer2019-04-185 stars2019-04-185 starsSame dayReese Palmer: markedEmery Palmer: marked
Quinn Foster2019-04-225 stars2019-04-185 stars4 days beforeQuinn Foster: not markedEmery Palmer: marked
Lee Foster2019-04-295 stars2019-04-185 stars11 days beforeLee Foster: markedEmery Palmer: marked

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

SHARED PRODUCTCompact phone stand5 supporting histories1–11 days apartView all paired recordsOne example pair · both reviews give five starsJamie Palmerhistory examined3 days apartEmery Palmerthis reviewer

Emery Palmer gave five stars on 2019-06-11. 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 Emery Palmer on Compact phone stand
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Quinn Reed2019-06-065 stars2019-06-115 stars5 days afterQuinn Reed: markedEmery Palmer: marked
Jamie Palmer2019-06-085 stars2019-06-115 stars3 days afterJamie Palmer: markedEmery Palmer: marked
Lee Palmer2019-06-125 stars2019-06-115 stars1 day beforeLee Palmer: markedEmery Palmer: marked
Dana Reed2019-06-125 stars2019-06-115 stars1 day beforeDana Reed: markedEmery Palmer: marked
Jamie Bennett2019-06-225 stars2019-06-115 stars11 days beforeJamie Bennett: markedEmery Palmer: marked

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

SHARED PRODUCTFelt desk organizer4 supporting histories2–9 days apartView all paired recordsOne example pair · both reviews give five starsElliot Palmerhistory examined9 days apartEmery Palmerthis reviewer

Emery Palmer gave five stars on 2019-06-09. 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 Emery Palmer on Felt desk organizer
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Elliot Palmer2019-05-315 stars2019-06-095 stars9 days afterElliot Palmer: markedEmery Palmer: marked
Riley Shaw2019-05-315 stars2019-06-095 stars9 days afterRiley Shaw: markedEmery Palmer: marked
Jamie Reed2019-06-115 stars2019-06-095 stars2 days beforeJamie Reed: not markedEmery Palmer: marked
Jamie Palmer2019-06-145 stars2019-06-095 stars5 days beforeJamie Palmer: markedEmery Palmer: marked

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

SHARED PRODUCTMetal bookends4 supporting histories1–12 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer12 days apartCameron Reedhistory examined

Emery Palmer 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 Emery Palmer on Metal bookends
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Elliot Palmer2019-01-195 stars2019-01-205 stars1 day afterElliot Palmer: markedEmery Palmer: marked
Jamie Shaw2019-01-245 stars2019-01-205 stars4 days beforeJamie Shaw: markedEmery Palmer: marked
Jamie Palmer2019-01-255 stars2019-01-205 stars5 days beforeJamie Palmer: markedEmery Palmer: marked
Cameron Reed2019-02-015 stars2019-01-205 stars12 days beforeCameron Reed: markedEmery Palmer: marked

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

SHARED PRODUCTBamboo drawer divider6 supporting histories1–14 days apartView all paired recordsOne example pair · both reviews give five starsElliot Palmerhistory examined14 days apartEmery Palmerthis reviewer

Emery Palmer gave five stars on 2019-03-02. 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 Emery Palmer on Bamboo drawer divider
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Elliot Palmer2019-02-165 stars2019-03-025 stars14 days afterElliot Palmer: markedEmery Palmer: marked
Harper Shaw2019-02-165 stars2019-03-025 stars14 days afterHarper Shaw: markedEmery Palmer: marked
Jamie Palmer2019-02-175 stars2019-03-025 stars13 days afterJamie Palmer: markedEmery Palmer: marked
Reese Palmer2019-02-225 stars2019-03-025 stars8 days afterReese Palmer: markedEmery Palmer: marked
Lee Palmer2019-03-035 stars2019-03-025 stars1 day beforeLee Palmer: markedEmery Palmer: marked
Lee Reed2019-03-095 stars2019-03-025 stars7 days beforeLee Reed: markedEmery Palmer: marked

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

SHARED PRODUCTFabric pencil case4 supporting histories1–11 days apartView all paired recordsOne example pair · both reviews give five starsElliot Palmerhistory examined7 days apartEmery Palmerthis reviewer

Emery Palmer gave five stars on 2019-03-09. 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 Emery Palmer on Fabric pencil case
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Riley Shaw2019-02-265 stars2019-03-095 stars11 days afterRiley Shaw: markedEmery Palmer: marked
Reese Palmer2019-02-285 stars2019-03-095 stars9 days afterReese Palmer: markedEmery Palmer: marked
Elliot Palmer2019-03-025 stars2019-03-095 stars7 days afterElliot Palmer: not markedEmery Palmer: marked
Jamie Palmer2019-03-105 stars2019-03-095 stars1 day beforeJamie Palmer: markedEmery Palmer: marked

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

SHARED PRODUCTSilicone spatula set1 supporting history5–5 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer5 days apartAlex Shawhistory examined

Emery Palmer gave five stars on 2019-05-09. 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 Emery Palmer on Silicone spatula set
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Alex Shaw2019-05-145 stars2019-05-095 stars5 days beforeAlex Shaw: markedEmery Palmer: marked

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

SHARED PRODUCTClip-on reading light2 supporting histories2–6 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer2 days apartJamie Palmerhistory examined

Emery Palmer gave five stars on 2019-03-20. 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 Emery Palmer on Clip-on reading light
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Kendall Reed2019-03-145 stars2019-03-205 stars6 days afterKendall Reed: markedEmery Palmer: marked
Jamie Palmer2019-03-225 stars2019-03-205 stars2 days beforeJamie Palmer: markedEmery Palmer: marked

“Before” and “after” describe Emery Palmer’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 histories1–12 days apartView all paired recordsOne example pair · both reviews give five starsElliot Palmerhistory examined1 day apartEmery Palmerthis reviewer

Emery Palmer gave five stars on 2019-03-07. 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 Emery Palmer on Stainless tea infuser
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Lee Palmer2019-02-235 stars2019-03-075 stars12 days afterLee Palmer: markedEmery Palmer: marked
Quinn Reed2019-03-015 stars2019-03-075 stars6 days afterQuinn Reed: markedEmery Palmer: marked
Jamie Palmer2019-03-035 stars2019-03-075 stars4 days afterJamie Palmer: markedEmery Palmer: marked
Elliot Palmer2019-03-065 stars2019-03-075 stars1 day afterElliot Palmer: markedEmery Palmer: marked
Jamie Reed2019-03-085 stars2019-03-075 stars1 day beforeJamie Reed: markedEmery Palmer: marked

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

SHARED PRODUCTCotton oven mitts5 supporting histories0–9 days apartView all paired recordsOne example pair · both reviews give five starsCameron Reedhistory examined9 days apartEmery Palmerthis reviewer

Emery Palmer gave five stars on 2019-04-19. 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 Emery Palmer on Cotton oven mitts
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Cameron Reed2019-04-105 stars2019-04-195 stars9 days afterCameron Reed: markedEmery Palmer: marked
Jamie Palmer2019-04-125 stars2019-04-195 stars7 days afterJamie Palmer: markedEmery Palmer: marked
Lee Palmer2019-04-195 stars2019-04-195 starsSame dayLee Palmer: markedEmery Palmer: marked
Kendall Shaw2019-04-205 stars2019-04-195 stars1 day beforeKendall Shaw: markedEmery Palmer: marked
Elliot Palmer2019-04-275 stars2019-04-195 stars8 days beforeElliot Palmer: markedEmery Palmer: marked

“Before” and “after” describe Emery Palmer’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 23 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 ±14 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 Emery Palmer’s corroboration count
Reviewer whose history we examinedFive-star reviews in its historyShared productsCount added
Rowan Hayes5Adjustable desk lamp+1 ego
Cameron Reed4Adjustable desk lamp, Metal bookends, Cotton oven mitts+1 ego
Elliot Palmer9Adjustable desk lamp, Felt desk organizer, Metal bookends, Bamboo drawer divider, Fabric pencil case, Stainless tea infuser, Cotton oven mitts+1 ego
Riley Ellis2Adjustable desk lamp+1 ego
Harper Foster2Adjustable desk lamp+1 ego
Reese Palmer3Adjustable desk lamp, Bamboo drawer divider, Fabric pencil case+1 ego
Quinn Foster2Adjustable desk lamp+1 ego
Jamie Palmer9Compact phone stand, Felt desk organizer, Metal bookends, Bamboo drawer divider, Fabric pencil case, Clip-on reading light, Stainless tea infuser, Cotton oven mitts+1 ego
Jamie Shaw2Metal bookends+1 ego
Quinn Bennett2Adjustable desk lamp+1 ego
Jamie Bennett2Compact phone stand+1 ego
Kendall Shaw2Cotton oven mitts+1 ego
Harper Shaw5Bamboo drawer divider+1 ego
Riley Shaw2Felt desk organizer, Fabric pencil case+1 ego
Quinn Reed4Compact phone stand, Stainless tea infuser+1 ego
Kendall Reed3Clip-on reading light+1 ego
Lee Reed3Bamboo drawer divider+1 ego
Lee Foster2Adjustable desk lamp+1 ego
Dana Reed2Compact phone stand+1 ego
Jamie Reed2Felt desk organizer, Stainless tea infuser+1 ego
Lee Palmer5Compact phone stand, Bamboo drawer divider, Stainless tea infuser, Cotton oven mitts+1 ego
Drew Hayes3Adjustable desk lamp+1 ego
Alex Shaw3Adjustable desk lamp, Silicone spatula set+1 ego
Distinct supporting histories23

READ THE RESULT WITH ITS LIMITS

What is observed, and what is missing?

Observed in this example

23 supporting histories, 10 shared products, and the paired five-star dates shown above. The method has all 610 generated records available; 100 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
Woven storage basketP00012
Reusable water bottleP00014
Cotton kitchen towelsP00015
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
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 100 histories · cap 3 · ±14 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 examined100
Complete product windows68seed egos
Highest corroboration23distinct seed egos

COLLECTION PROGRESS

Each history adds context.

154 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.

Emery Palmer10 products23 egos

Generated record ID: demo-161

23 distinct product-window-complete seed egos; 23 observed seed egos.

Observed count, including incomplete coverage: 23

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Rowan HayesAdjustable desk lamp104
Cameron ReedAdjustable desk lamp97
Cameron ReedMetal bookends13
Cameron ReedCotton oven mitts104
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer153
Elliot PalmerMetal bookends13
Elliot PalmerBamboo drawer divider55
Elliot PalmerFabric pencil case62
Elliot PalmerStainless tea infuser62
Elliot PalmerCotton oven mitts104
Riley EllisAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Harper FosterAdjustable desk lamp104
Reese PalmerAdjustable desk lamp97
Reese PalmerAdjustable desk lamp104
Reese PalmerBamboo drawer divider55
Reese PalmerFabric pencil case62
Quinn FosterAdjustable desk lamp97
Quinn FosterAdjustable desk lamp104
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
Jamie ShawMetal bookends13
Quinn BennettAdjustable desk lamp97
Jamie BennettCompact phone stand160
Kendall ShawCotton oven mitts104
Harper ShawBamboo drawer divider55
Riley ShawFelt desk organizer153
Riley ShawFabric pencil case62
Quinn ReedCompact phone stand160
Quinn ReedStainless tea infuser62
Kendall ReedClip-on reading light76
Lee ReedBamboo drawer divider55
Lee FosterAdjustable desk lamp104
Dana ReedCompact phone stand160
Jamie ReedFelt desk organizer153
Jamie ReedStainless tea infuser62
Lee PalmerCompact phone stand160
Lee PalmerBamboo drawer divider55
Lee PalmerStainless tea infuser62
Lee PalmerCotton oven mitts104
Drew HayesAdjustable desk lamp97
Drew HayesAdjustable desk lamp104
Alex ShawAdjustable desk lamp97
Alex ShawAdjustable desk lamp104
Alex ShawSilicone spatula set125
Harper Palmer6 products21 egos

Generated record ID: demo-162

21 distinct product-window-complete seed egos; 21 observed seed egos.

Observed count, including incomplete coverage: 21

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Cameron ReedAdjustable desk lamp97
Cameron ReedMetal bookends20
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer146
Elliot PalmerMetal bookends20
Elliot PalmerPortable picnic blanket160
Riley EllisAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Jamie PalmerCompact phone stand160
Jamie PalmerFelt desk organizer146
Jamie PalmerMetal bookends20
Jamie ShawMetal bookends20
Quinn BennettAdjustable desk lamp97
Jamie BennettCompact phone stand160
Harper ShawPortable picnic blanket160
Riley ShawFelt desk organizer146
Quinn ReedCompact phone stand160
Kendall ReedFelt desk organizer146
Lee ReedPortable picnic blanket160
Dana ReedCompact phone stand160
Jamie ReedFelt desk organizer146
Lee PalmerCompact phone stand160
Drew HayesAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Alex ShawSilicone spatula set132
Elliot Palmer8 products18 egos

Generated record ID: demo-160

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

Observed count, including incomplete coverage: 18

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp90
Cameron ReedAdjustable desk lamp90
Cameron ReedMetal bookends13
Riley EllisAdjustable desk lamp90
Harper FosterAdjustable desk lamp90
Reese PalmerBamboo drawer divider41
Reese PalmerFabric pencil case55
Jamie PalmerFelt desk organizer146
Jamie PalmerMetal bookends13
Jamie PalmerBamboo drawer divider41
Jamie PalmerFabric pencil case55
Jamie PalmerStainless tea infuser62
Jamie ShawMetal bookends13
Jamie ShawStainless tea infuser62
Quinn BennettAdjustable desk lamp90
Kendall ShawCotton oven mitts111
Harper ShawBamboo drawer divider41
Harper ShawPortable picnic blanket160
Riley ShawFelt desk organizer146
Riley ShawFabric pencil case55
Quinn ReedStainless tea infuser62
Kendall ReedFelt desk organizer146
Lee ReedPortable picnic blanket160
Jamie ReedFelt desk organizer146
Jamie ReedStainless tea infuser62
Lee PalmerStainless tea infuser62
Lee PalmerCotton oven mitts111
Drew HayesAdjustable desk lamp90
Alex ShawAdjustable desk lamp90
Morgan Palmer5 products18 egos

Generated record ID: demo-168

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

Observed count, including incomplete coverage: 18

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer146
Riley EllisAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Jamie PalmerCompact phone stand153
Jamie PalmerReusable water bottle27
Quinn BennettAdjustable desk lamp97
Riley ShawFelt desk organizer146
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Kendall ReedFelt desk organizer146
Dana ReedCompact phone stand153
Taylor HayesGlass storage jars174
Jamie ReedFelt desk organizer146
Lee PalmerCompact phone stand153
Drew HayesAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Riley Palmer3 products16 egos

Generated record ID: demo-172

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 lamp104
Elliot PalmerFelt desk organizer146
Elliot PalmerStainless tea infuser48
Harper FosterAdjustable desk lamp104
Reese PalmerAdjustable desk lamp104
Quinn FosterAdjustable desk lamp104
Jamie PalmerStainless tea infuser48
Jamie ShawStainless tea infuser48
Riley ShawFelt desk organizer146
Quinn ReedStainless tea infuser48
Kendall ReedFelt desk organizer146
Lee FosterAdjustable desk lamp104
Avery BrooksAdjustable desk lamp104
Jamie ReedStainless tea infuser48
Lee PalmerStainless tea infuser48
Drew HayesAdjustable desk lamp104
Alex ShawAdjustable desk lamp104
Drew Reed2 products16 egos

Generated record ID: demo-181

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 lamp97
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Elliot PalmerPortable picnic blanket174
Riley EllisAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Quinn BennettAdjustable desk lamp97
Harper ShawPortable picnic blanket174
Lee ReedPortable picnic blanket174
Quinn LaneAdjustable desk lamp153
Harper EllisAdjustable desk lamp153
Emery LaneAdjustable desk lamp153
Dana PalmerAdjustable desk lamp153
Drew HayesAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Parker Palmer4 products15 egos

Generated record ID: demo-169

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 lamp90
Rowan HayesAdjustable desk lamp104
Cameron ReedAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp90
Elliot PalmerMetal bookends13
Elliot PalmerPortable picnic blanket160
Riley EllisAdjustable desk lamp90
Harper FosterAdjustable desk lamp90
Harper FosterAdjustable desk lamp104
Reese PalmerAdjustable desk lamp90
Reese PalmerAdjustable desk lamp104
Quinn FosterAdjustable desk lamp104
Jamie PalmerMetal bookends13
Jamie ShawMetal bookends13
Quinn BennettAdjustable desk lamp90
Harper ShawPortable picnic blanket160
Lee ReedPortable picnic blanket160
Lee FosterAdjustable desk lamp104
Drew HayesAdjustable desk lamp90
Drew HayesAdjustable desk lamp104
Alex ShawAdjustable desk lamp90
Alex ShawAdjustable desk lamp104
Alex ShawSilicone spatula set125
Casey Reed5 products15 egos

Generated record ID: demo-178

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)
Elliot PalmerFelt desk organizer160
Elliot PalmerBamboo drawer divider48
Elliot PalmerStainless tea infuser55
Reese PalmerBamboo drawer divider48
Jamie PalmerReusable water bottle20
Jamie PalmerFelt desk organizer160
Jamie PalmerBamboo drawer divider48
Jamie PalmerStainless tea infuser55
Jamie ShawStainless tea infuser55
Harper ShawBamboo drawer divider48
Riley ShawFelt desk organizer160
Quinn ReedReusable water bottle20
Quinn ReedStainless tea infuser55
Avery BennettAdjustable desk lamp132
Avery BrooksAdjustable desk lamp132
Jesse ReedReusable water bottle20
Drew PalmerAdjustable desk lamp132
Quinn LaneAdjustable desk lamp132
Harper EllisAdjustable desk lamp132
Jamie ReedFelt desk organizer160
Jamie ReedStainless tea infuser55
Lee PalmerBamboo drawer divider48
Lee PalmerStainless tea infuser55
Casey Shaw4 products15 egos

Generated record ID: demo-200

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)
Elliot PalmerBamboo drawer divider55
Reese PalmerBamboo drawer divider55
Jamie PalmerCompact phone stand153
Jamie PalmerBamboo drawer divider55
Harper ShawBamboo drawer divider55
Quinn ReedCompact phone stand153
Lee ReedBamboo drawer divider55
Avery BennettAdjustable desk lamp132
Lee FosterAdjustable desk lamp132
Avery BrooksAdjustable desk lamp132
Dana ReedCompact phone stand153
Drew PalmerAdjustable desk lamp132
Quinn LaneAdjustable desk lamp132
Harper EllisAdjustable desk lamp132
Lee PalmerCompact phone stand153
Lee PalmerBamboo drawer divider55
Alex ShawSilicone spatula set125
Sage Shaw4 products15 egos

Generated record ID: demo-218

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 lamp90
Cameron ReedAdjustable desk lamp90
Cameron ReedCotton oven mitts111
Elliot PalmerAdjustable desk lamp90
Elliot PalmerFabric pencil case55
Elliot PalmerCotton oven mitts111
Riley EllisAdjustable desk lamp90
Harper FosterAdjustable desk lamp90
Reese PalmerAdjustable desk lamp90
Reese PalmerFabric pencil case55
Jamie PalmerFabric pencil case55
Jamie PalmerStainless tea infuser41
Jamie PalmerCotton oven mitts111
Jamie ShawStainless tea infuser41
Quinn BennettAdjustable desk lamp90
Kendall ShawCotton oven mitts111
Riley ShawFabric pencil case55
Quinn ReedStainless tea infuser41
Lee PalmerStainless tea infuser41
Lee PalmerCotton oven mitts111
Drew HayesAdjustable desk lamp90
Alex ShawAdjustable desk lamp90
Cameron Carter1 products15 egos

Generated record ID: demo-47

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 lamp111
Riley EllisAdjustable desk lamp48
Harper FosterAdjustable desk lamp111
Reese PalmerAdjustable desk lamp111
Quinn FosterAdjustable desk lamp111
Avery BennettAdjustable desk lamp48
Casey HayesAdjustable desk lamp48
Lee FosterAdjustable desk lamp111
Avery BrooksAdjustable desk lamp111
Rowan LaneAdjustable desk lamp48
Emery LaneAdjustable desk lamp153
Dana PalmerAdjustable desk lamp153
Morgan LaneAdjustable desk lamp153
Drew HayesAdjustable desk lamp48
Drew HayesAdjustable desk lamp111
Alex ShawAdjustable desk lamp111
Rowan Hayes3 products14 egos

Generated record ID: demo-129

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 blanket90
Avery FosterCotton throw blanket90
Sage FosterCotton throw blanket90
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Riley EllisAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Avery BennettCotton throw blanket174
Casey HayesCotton throw blanket174
Emery HayesMagnetic kitchen timer167
Drew HayesAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Taylor Reed2 products14 egos

Generated record ID: demo-197

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
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Riley EllisAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Jamie PalmerCompact phone stand160
Jamie BennettCompact phone stand160
Quinn ReedCompact phone stand160
Dana ReedCompact phone stand160
Lee PalmerCompact phone stand160
Drew HayesAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Cameron Shaw4 products14 egos

Generated record ID: demo-201

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)
Elliot PalmerStainless tea infuser48
Elliot PalmerPortable picnic blanket160
Jamie PalmerStainless tea infuser48
Jamie ShawStainless tea infuser48
Harper ShawPortable picnic blanket160
Quinn ReedStainless tea infuser48
Lee ReedPortable picnic blanket160
Casey HayesCanvas tote bag139
Sage BrooksAdjustable desk lamp20
Elliot FosterAdjustable desk lamp20
Kendall BennettAdjustable desk lamp20
Reese LaneCanvas tote bag139
Lee BrooksCanvas tote bag139
Jamie ReedStainless tea infuser48
Lee PalmerStainless tea infuser48
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)
Cameron ReedMetal bookends20
Cameron ReedCotton oven mitts97
Elliot PalmerFelt desk organizer160
Elliot PalmerMetal bookends20
Elliot PalmerBamboo drawer divider41
Elliot PalmerFabric pencil case62
Elliot PalmerStainless tea infuser55
Reese PalmerBamboo drawer divider41
Reese PalmerFabric pencil case62
Jamie ShawMetal bookends20
Jamie ShawStainless tea infuser55
Jamie BennettCompact phone stand153
Kendall ShawCotton oven mitts97
Harper ShawBamboo drawer divider41
Riley ShawFelt desk organizer160
Riley ShawFabric pencil case62
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser55
Kendall ReedClip-on reading light76
Dana ReedCompact phone stand153
Jamie ReedFelt desk organizer160
Jamie ReedStainless tea infuser55
Lee PalmerCompact phone stand153
Lee PalmerBamboo drawer divider41
Lee PalmerStainless tea infuser55
Lee PalmerCotton oven mitts97
Sage Palmer4 products13 egos

Generated record ID: demo-174

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
Cameron ReedAdjustable desk lamp97
Cameron ReedMetal bookends13
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer139
Elliot PalmerMetal bookends13
Elliot PalmerFabric pencil case62
Riley EllisAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Reese PalmerFabric pencil case62
Quinn FosterAdjustable desk lamp97
Jamie PalmerMetal bookends13
Jamie PalmerFabric pencil case62
Jamie ShawMetal bookends13
Riley ShawFelt desk organizer139
Riley ShawFabric pencil case62
Kendall ReedFelt desk organizer139
Drew HayesAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Avery Reed3 products13 egos

Generated record ID: demo-177

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
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Elliot PalmerPortable picnic blanket167
Riley EllisAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Harper ShawPortable picnic blanket167
Lee ReedPortable picnic blanket167
Rowan EllisCanvas tote bag20
Lee PalmerCanvas tote bag20
Drew HayesAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Casey Brooks2 products13 egos

Generated record ID: demo-24

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
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Riley EllisAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Quinn BennettAdjustable desk lamp97
Emery HayesInsulated travel mug13
Cameron PalmerInsulated travel mug13
Casey EllisInsulated travel mug13
Drew HayesAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Drew Hayes1 products12 egos

Generated record ID: demo-115

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
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Riley EllisAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Jamie BennettAdjustable desk lamp62
Lee ReedAdjustable desk lamp62
Avery BennettAdjustable desk lamp62
Rowan LaneAdjustable desk lamp62
Alex ShawAdjustable desk lamp97
Jordan Palmer5 products12 egos

Generated record ID: demo-165

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)
Cameron ReedMetal bookends20
Elliot PalmerMetal bookends20
Elliot PalmerStainless tea infuser48
Jamie PalmerReusable water bottle27
Jamie PalmerMetal bookends20
Jamie PalmerClip-on reading light69
Jamie PalmerStainless tea infuser48
Jamie ShawMetal bookends20
Jamie ShawStainless tea infuser48
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser48
Kendall ReedClip-on reading light69
Elliot FosterInsulated travel mug167
Harper CarterInsulated travel mug167
Rowan FosterInsulated travel mug167
Jordan FosterInsulated travel mug167
Jamie ReedStainless tea infuser48
Lee PalmerStainless tea infuser48
Lee Palmer5 products12 egos

Generated record ID: demo-167

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)
Cameron ReedCotton oven mitts104
Elliot PalmerStainless tea infuser48
Elliot PalmerCotton oven mitts104
Reese PalmerBamboo drawer divider55
Jamie PalmerCompact phone stand160
Jamie PalmerBamboo drawer divider55
Jamie PalmerStainless tea infuser48
Jamie PalmerCotton oven mitts104
Jamie ShawStainless tea infuser48
Jamie BennettCompact phone stand160
Kendall ShawCotton oven mitts104
Quinn ReedCompact phone stand160
Quinn ReedStainless tea infuser48
Lee ReedBamboo drawer divider55
Dana ReedCompact phone stand160
Rowan EllisCanvas tote bag27
Jamie ReedStainless tea infuser48
Reese Palmer3 products11 egos

Generated record ID: demo-171

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 lamp104
Elliot PalmerBamboo drawer divider48
Elliot PalmerFabric pencil case55
Harper FosterAdjustable desk lamp104
Quinn FosterAdjustable desk lamp104
Jamie PalmerBamboo drawer divider48
Jamie PalmerFabric pencil case55
Harper ShawBamboo drawer divider48
Riley ShawFabric pencil case55
Lee FosterAdjustable desk lamp104
Lee PalmerBamboo drawer divider48
Drew HayesAdjustable desk lamp104
Alex ShawAdjustable desk lamp104
Cameron Reed3 products11 egos

Generated record ID: demo-179

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 lamp83
Elliot PalmerAdjustable desk lamp83
Elliot PalmerMetal bookends27
Riley EllisAdjustable desk lamp83
Jamie PalmerMetal bookends27
Jamie PalmerCotton oven mitts97
Jamie ShawMetal bookends27
Quinn BennettAdjustable desk lamp83
Jamie BennettAdjustable desk lamp83
Kendall ShawCotton oven mitts97
Lee PalmerCotton oven mitts97
Drew HayesAdjustable desk lamp83
Alex ShawAdjustable desk lamp83
Harper Reed3 products11 egos

Generated record ID: demo-184

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)
Cameron ReedMetal bookends20
Elliot PalmerMetal bookends20
Elliot PalmerStainless tea infuser48
Jamie PalmerMetal bookends20
Jamie PalmerStainless tea infuser48
Jamie ShawMetal bookends20
Jamie ShawStainless tea infuser48
Quinn ReedStainless tea infuser48
Kendall BennettInsulated travel mug125
Alex FosterInsulated travel mug125
Harper HayesInsulated travel mug125
Jordan FosterInsulated travel mug125
Jamie ReedStainless tea infuser48
Lee PalmerStainless tea infuser48
Reese Shaw2 products11 egos

Generated record ID: demo-215

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 lamp90
Cameron ReedAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp90
Elliot PalmerFabric pencil case48
Riley EllisAdjustable desk lamp90
Harper FosterAdjustable desk lamp90
Reese PalmerAdjustable desk lamp90
Reese PalmerFabric pencil case48
Jamie PalmerFabric pencil case48
Quinn BennettAdjustable desk lamp90
Riley ShawFabric pencil case48
Drew HayesAdjustable desk lamp90
Alex ShawAdjustable desk lamp90
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
Lee ReedAdjustable desk lamp62
Casey HayesCotton throw blanket160
Avery BrooksAdjustable desk lamp132
Rowan LaneAdjustable desk lamp62
Drew PalmerAdjustable desk lamp132
Quinn LaneAdjustable desk lamp132
Harper EllisAdjustable desk lamp132
Drew HayesAdjustable desk lamp62
Riley Lane1 products10 egos

Generated record ID: demo-150

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 lamp97
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Riley EllisAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Quinn BennettAdjustable desk lamp97
Drew HayesAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
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)
Elliot PalmerFabric pencil case55
Elliot PalmerStainless tea infuser55
Reese PalmerFabric pencil case55
Jamie PalmerCompact phone stand160
Jamie PalmerReusable water bottle27
Jamie PalmerFabric pencil case55
Jamie PalmerStainless tea infuser55
Jamie ShawStainless tea infuser55
Jamie BennettCompact phone stand160
Riley ShawFabric pencil case55
Quinn ReedCompact phone stand160
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser55
Dana ReedCompact phone stand160
Jamie ReedStainless tea infuser55
Lee PalmerCompact phone stand160
Lee PalmerStainless tea infuser55
Riley Reed2 products10 egos

Generated record ID: demo-194

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)
Elliot PalmerFelt desk organizer146
Jamie PalmerFelt desk organizer146
Riley ShawFelt desk organizer146
Kendall ReedFelt desk organizer146
Avery BennettAdjustable desk lamp132
Avery BrooksAdjustable desk lamp132
Drew PalmerAdjustable desk lamp132
Quinn LaneAdjustable desk lamp132
Harper EllisAdjustable desk lamp132
Jamie ReedFelt desk organizer146
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
Cameron ReedAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp90
Harper FosterAdjustable desk lamp90
Quinn BennettAdjustable desk lamp90
Casey HayesAdjustable desk lamp34
Sage BrooksAdjustable desk lamp34
Elliot FosterAdjustable desk lamp34
Drew HayesAdjustable desk lamp90
Alex ShawAdjustable desk lamp90

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 lamp161614 days212
Adjustable desk lamp141414 days178
Compact phone stand151511 days171
Stainless tea infuser131314 days147
Fabric pencil case141414 days146
Metal bookends111114 days144
Portable picnic blanket9913 days117
Felt desk organizer10109 days116
Bamboo drawer divider8814 days111
Silicone spatula set7711 days89
Cotton oven mitts7713 days86
Adjustable desk lamp101014 days72

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. 68 of the 100 examined histories produced eligible egos with complete product-window coverage in this generated example.

StepReviewer whose history we examinedNeighborsReviewers reached
1Riley Bennett56
2Cameron Brooks16
3Avery Foster46
4Rowan Hayes3234
5Riley Foster034
6Sage Foster535
7Cameron Reed3348
8Elliot Palmer5467
9Riley Ellis2971
10Harper Foster2572
11Reese Palmer3672
12Quinn Foster2174
13Jamie Palmer4479
14Alex Reed079
15Jamie Shaw2179
16Quinn Bennett1981
17Jamie Bennett2385
18Kendall Shaw885
19Harper Shaw2191
20Riley Shaw2391
21Quinn Reed2692
22Kendall Reed1492
23Elliot Shaw092
24Rowan Palmer092
25Lee Reed2192
26Avery Bennett2399
27Casey Hayes18107
28Lee Foster10107
29Avery Brooks10108
30Dana Reed16109
31Elliot Bennett0109
32Rowan Lane11109
33Reese Bennett0109
34Sage Brooks11111
35Elliot Foster11114
36Taylor Carter16114
37Kendall Bennett12115
38Cameron Bennett12119
39Lee Lane8120
40Reese Lane16123
41Lee Brooks12125
42Jesse Hayes0125
43Drew Lane0125
44Alex Foster6125
45Taylor Hayes10126
46Morgan Brooks0126
47Harper Hayes6127
48Casey Palmer0127
49Rowan Ellis6128
50Emery Hayes9134
51Emery Ellis3135
52Dana Lane0135
53Jesse Reed4137
54Drew Palmer11138
55Casey Bennett0138
56Quinn Lane12139
57Harper Ellis12140
58Emery Lane13143
59Dana Palmer11145
60Morgan Lane9147
61Taylor Bennett0147
62Emery Foster6151
63Cameron Palmer8151
64Casey Ellis7151
65Lee Shaw0151
66Reese Foster6151
67Harper Carter9151
68Avery Carter5151
69Casey Carter5151
70Lee Hayes0151
71Rowan Foster4151
72Jordan Foster4151
73Riley Brooks4151
74Kendall Foster4151
75Jordan Bennett4151
76Cameron Ellis0151
77Jordan Ellis0151
78Reese Carter0151
79Drew Bennett0151
80Alex Palmer0151
81Lee Bennett0151
82Taylor Brooks2151
83Sage Bennett0151
84Avery Hayes0151
85Jamie Ellis0151
86Parker Ellis0151
87Jordan Carter0151
88Kendall Lane0151
89Emery Carter0151
90Jesse Ellis5151
91Harper Bennett5152
92Jordan Hayes3152
93Jamie Hayes0152
94Jamie Reed19152
95Lee Palmer34152
96Elliot Hayes0152
97Drew Hayes34152
98Alex Shaw30154
99Drew Shaw0154
100Reese Reed0154

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 →