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

29 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 50 reviewer histories and found 116 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 lamp13 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
Reese Shaw2019-04-045 stars2019-04-105 stars6 days afterReese Shaw: markedEmery Palmer: marked
Sage Shaw2019-04-065 stars2019-04-105 stars4 days afterSage Shaw: markedEmery Palmer: marked
Rowan Hayes2019-04-115 stars2019-04-105 stars1 day beforeRowan 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
Riley Palmer2019-04-205 stars2019-04-105 stars10 days beforeRiley Palmer: markedEmery Palmer: marked
Quinn Foster2019-04-225 stars2019-04-105 stars12 days beforeQuinn Foster: not markedEmery Palmer: marked
Reese Shaw2019-04-045 stars2019-04-185 stars14 days afterReese Shaw: markedEmery Palmer: marked
Sage Shaw2019-04-065 stars2019-04-185 stars12 days afterSage Shaw: markedEmery Palmer: marked
Rowan Hayes2019-04-115 stars2019-04-185 stars7 days afterRowan 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
Riley Palmer2019-04-205 stars2019-04-185 stars2 days beforeRiley Palmer: markedEmery Palmer: marked
Quinn Foster2019-04-225 stars2019-04-185 stars4 days beforeQuinn Foster: not markedEmery Palmer: marked
Cameron Carter2019-04-255 stars2019-04-185 stars7 days beforeCameron Carter: 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 stand4 supporting histories2–11 days apartView all paired recordsOne example pair · both reviews give five starsCasey Shawhistory examined6 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
Casey Shaw2019-06-055 stars2019-06-115 stars6 days afterCasey Shaw: markedEmery Palmer: marked
Morgan Reed2019-06-095 stars2019-06-115 stars2 days afterMorgan Reed: markedEmery Palmer: marked
Morgan Shaw2019-06-155 stars2019-06-115 stars4 days beforeMorgan Shaw: 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 organizer5 supporting histories2–13 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
Riley Palmer2019-05-275 stars2019-06-095 stars13 days afterRiley Palmer: markedEmery Palmer: marked
Elliot Palmer2019-05-315 stars2019-06-095 stars9 days afterElliot Palmer: markedEmery Palmer: marked
Sage Reed2019-05-315 stars2019-06-095 stars9 days afterSage Reed: markedEmery Palmer: marked
Riley Reed2019-06-015 stars2019-06-095 stars8 days afterRiley Reed: markedEmery Palmer: marked
Jamie Reed2019-06-115 stars2019-06-095 stars2 days beforeJamie Reed: not 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 bookends5 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
Jordan Reed2019-01-285 stars2019-01-205 stars8 days beforeJordan Reed: markedEmery Palmer: marked
Jesse Palmer2019-01-315 stars2019-01-205 stars11 days beforeJesse 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 histories3–14 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
Reese Palmer2019-02-225 stars2019-03-025 stars8 days afterReese Palmer: markedEmery Palmer: marked
Jordan Reed2019-02-275 stars2019-03-025 stars3 days afterJordan Reed: markedEmery Palmer: marked
Casey Shaw2019-02-275 stars2019-03-025 stars3 days afterCasey Shaw: 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 case6 supporting histories3–13 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
Reese Shaw2019-02-245 stars2019-03-095 stars13 days afterReese Shaw: markedEmery Palmer: marked
Sage Shaw2019-02-275 stars2019-03-095 stars10 days afterSage Shaw: not 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
Jesse Palmer2019-03-045 stars2019-03-095 stars5 days afterJesse Palmer: markedEmery Palmer: marked
Taylor Palmer2019-03-065 stars2019-03-095 stars3 days afterTaylor 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 set2 supporting histories1–5 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer1 day apartCasey 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
Casey Shaw2019-05-105 stars2019-05-095 stars1 day beforeCasey Shaw: markedEmery Palmer: marked
Morgan Shaw2019-05-145 stars2019-05-095 stars5 days beforeMorgan 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 histories3–6 days apartView all paired recordsOne example pair · both reviews give five starsJordan Reedhistory examined3 days apartEmery Palmerthis reviewer

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
Jordan Reed2019-03-175 stars2019-03-205 stars3 days afterJordan 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 PRODUCTStainless tea infuser6 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
Riley Palmer2019-02-235 stars2019-03-075 stars12 days afterRiley Palmer: markedEmery Palmer: marked
Sage Reed2019-02-255 stars2019-03-075 stars10 days afterSage Reed: markedEmery Palmer: marked
Rowan Reed2019-03-035 stars2019-03-075 stars4 days afterRowan Reed: 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
Morgan Reed2019-03-095 stars2019-03-075 stars2 days beforeMorgan 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 histories1–9 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
Kendall Shaw2019-04-205 stars2019-04-195 stars1 day beforeKendall Shaw: markedEmery Palmer: marked
Rowan Reed2019-04-225 stars2019-04-195 stars3 days beforeRowan Reed: markedEmery Palmer: marked
Sage Shaw2019-04-235 stars2019-04-195 stars4 days beforeSage 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 29 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
Reese Shaw3Adjustable desk lamp, Fabric pencil case+1 ego
Sage Shaw4Adjustable desk lamp, Fabric pencil case, Cotton oven mitts+1 ego
Harper Foster2Adjustable desk lamp+1 ego
Reese Palmer3Adjustable desk lamp, Bamboo drawer divider, Fabric pencil case+1 ego
Riley Palmer3Adjustable desk lamp, Felt desk organizer, Stainless tea infuser+1 ego
Cameron Carter3Adjustable desk lamp+1 ego
Quinn Foster2Adjustable desk lamp+1 ego
Jesse Palmer2Metal bookends, Fabric pencil case+1 ego
Jamie Shaw2Metal bookends+1 ego
Jordan Reed3Metal bookends, Bamboo drawer divider, Clip-on reading light+1 ego
Quinn Bennett2Adjustable desk lamp+1 ego
Rowan Reed2Stainless tea infuser, Cotton oven mitts+1 ego
Taylor Palmer2Fabric pencil case+1 ego
Sage Reed3Felt desk organizer, Stainless tea infuser+1 ego
Kendall Shaw2Cotton oven mitts+1 ego
Lee Foster2Adjustable desk lamp+1 ego
Harper Shaw5Bamboo drawer divider+1 ego
Casey Shaw4Compact phone stand, Bamboo drawer divider, Silicone spatula set+1 ego
Morgan Reed2Compact phone stand, Stainless tea infuser+1 ego
Jamie Reed2Felt desk organizer, Stainless tea infuser+1 ego
Riley Reed2Felt desk organizer+1 ego
Kendall Reed3Clip-on reading light+1 ego
Lee Reed3Bamboo drawer divider+1 ego
Jamie Bennett2Compact phone stand+1 ego
Morgan Shaw2Compact phone stand, Silicone spatula set+1 ego
Distinct supporting histories29

READ THE RESULT WITH ITS LIMITS

What is observed, and what is missing?

Observed in this example

29 supporting histories, 10 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
Compact phone standP00007
Stainless mixing bowlP00009
Folding laptop standP00011
Reusable water bottleP00014
Cotton kitchen towelsP00015
Felt desk organizerP00017
Soft reading pillowP00020
Metal bookendsP00021
Bamboo drawer dividerP00023
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

FROM A RESULT TO A CONTRIBUTION

What would you share?

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

View an example contribution →
Change the search settings 50 histories · cap 5 · ±14 days

The budget limits histories 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 windows37seed egos
Highest corroboration29distinct seed egos

COLLECTION PROGRESS

Each history adds context.

116 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 products29 egos

Generated record ID: demo-161

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

Observed count, including incomplete coverage: 29

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
Reese ShawAdjustable desk lamp97
Reese ShawAdjustable desk lamp104
Reese ShawFabric pencil case62
Sage ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp104
Sage ShawFabric pencil case62
Sage ShawCotton oven mitts104
Harper FosterAdjustable desk lamp97
Harper FosterAdjustable desk lamp104
Reese PalmerAdjustable desk lamp97
Reese PalmerAdjustable desk lamp104
Reese PalmerBamboo drawer divider55
Reese PalmerFabric pencil case62
Riley PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp104
Riley PalmerFelt desk organizer153
Riley PalmerStainless tea infuser62
Cameron CarterAdjustable desk lamp104
Quinn FosterAdjustable desk lamp97
Quinn FosterAdjustable desk lamp104
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case62
Jamie ShawMetal bookends13
Jordan ReedMetal bookends13
Jordan ReedBamboo drawer divider55
Jordan ReedClip-on reading light76
Quinn BennettAdjustable desk lamp97
Rowan ReedStainless tea infuser62
Rowan ReedCotton oven mitts104
Taylor PalmerFabric pencil case62
Sage ReedFelt desk organizer153
Sage ReedStainless tea infuser62
Kendall ShawCotton oven mitts104
Lee FosterAdjustable desk lamp104
Harper ShawBamboo drawer divider55
Casey ShawCompact phone stand160
Casey ShawBamboo drawer divider55
Casey ShawSilicone spatula set125
Morgan ReedCompact phone stand160
Morgan ReedStainless tea infuser62
Jamie ReedFelt desk organizer153
Jamie ReedStainless tea infuser62
Riley ReedFelt desk organizer153
Kendall ReedClip-on reading light76
Lee ReedBamboo drawer divider55
Jamie BennettCompact phone stand160
Morgan ShawCompact phone stand160
Morgan ShawSilicone spatula set125
Harper Palmer6 products25 egos

Generated record ID: demo-162

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

Observed count, including incomplete coverage: 25

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
Reese ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Riley PalmerFelt desk organizer146
Quinn FosterAdjustable desk lamp97
Jesse PalmerMetal bookends20
Jamie ShawMetal bookends20
Jordan ReedMetal bookends20
Quinn BennettAdjustable desk lamp97
Taylor PalmerPortable picnic blanket160
Sage ReedFelt desk organizer146
Harper ShawPortable picnic blanket160
Casey ShawCompact phone stand160
Casey ShawSilicone spatula set132
Morgan ReedCompact phone stand160
Jamie ReedFelt desk organizer146
Riley ReedFelt desk organizer146
Kendall ReedFelt desk organizer146
Lee ReedPortable picnic blanket160
Jamie BennettCompact phone stand160
Morgan ShawCompact phone stand160
Morgan ShawSilicone spatula set132
Elliot Palmer8 products23 egos

Generated record ID: demo-160

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 lamp90
Cameron ReedAdjustable desk lamp90
Cameron ReedMetal bookends13
Riley EllisAdjustable desk lamp90
Reese ShawAdjustable desk lamp90
Reese ShawFabric pencil case55
Sage ShawAdjustable desk lamp90
Sage ShawFabric pencil case55
Sage ShawCotton oven mitts111
Harper FosterAdjustable desk lamp90
Reese PalmerBamboo drawer divider41
Reese PalmerFabric pencil case55
Riley PalmerFelt desk organizer146
Riley PalmerStainless tea infuser62
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case55
Jamie ShawMetal bookends13
Jamie ShawStainless tea infuser62
Jordan ReedMetal bookends13
Jordan ReedBamboo drawer divider41
Quinn BennettAdjustable desk lamp90
Rowan ReedStainless tea infuser62
Rowan ReedCotton oven mitts111
Taylor PalmerFabric pencil case55
Taylor PalmerPortable picnic blanket160
Sage ReedFelt desk organizer146
Sage ReedStainless tea infuser62
Kendall ShawCotton oven mitts111
Harper ShawBamboo drawer divider41
Harper ShawPortable picnic blanket160
Casey ShawBamboo drawer divider41
Morgan ReedStainless tea infuser62
Jamie ReedFelt desk organizer146
Jamie ReedStainless tea infuser62
Riley ReedFelt desk organizer146
Kendall ReedFelt desk organizer146
Lee ReedPortable picnic blanket160
Jamie Palmer8 products21 egos

Generated record ID: demo-163

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)
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 ShawFabric pencil case62
Sage ShawFabric pencil case62
Sage ShawStainless tea infuser55
Sage ShawCotton oven mitts97
Reese PalmerBamboo drawer divider41
Reese PalmerFabric pencil case62
Riley PalmerStainless tea infuser55
Jesse PalmerMetal bookends20
Jesse PalmerFabric pencil case62
Jamie ShawMetal bookends20
Jamie ShawStainless tea infuser55
Jordan ReedMetal bookends20
Jordan ReedBamboo drawer divider41
Jordan ReedClip-on reading light76
Rowan ReedStainless tea infuser55
Rowan ReedCotton oven mitts97
Taylor PalmerFabric pencil case62
Sage ReedFelt desk organizer160
Sage ReedStainless tea infuser55
Kendall ShawCotton oven mitts97
Harper ShawBamboo drawer divider41
Casey ShawCompact phone stand153
Casey ShawBamboo drawer divider41
Morgan ReedCompact phone stand153
Morgan ReedStainless tea infuser55
Jamie ReedFelt desk organizer160
Jamie ReedStainless tea infuser55
Riley ReedFelt desk organizer160
Kendall ReedClip-on reading light76
Jamie BennettCompact phone stand153
Morgan ShawCompact phone stand153
Parker Palmer4 products20 egos

Generated record ID: demo-169

20 distinct product-window-complete seed egos; 20 observed seed egos.

Observed count, including incomplete coverage: 20

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
Reese ShawAdjustable desk lamp90
Reese ShawAdjustable desk lamp104
Sage ShawAdjustable desk lamp90
Sage ShawAdjustable desk lamp104
Harper FosterAdjustable desk lamp90
Harper FosterAdjustable desk lamp104
Reese PalmerAdjustable desk lamp90
Reese PalmerAdjustable desk lamp104
Riley PalmerAdjustable desk lamp90
Riley PalmerAdjustable desk lamp104
Cameron CarterAdjustable desk lamp104
Quinn FosterAdjustable desk lamp104
Jamie ShawMetal bookends13
Jordan ReedMetal bookends13
Quinn BennettAdjustable desk lamp90
Taylor PalmerPortable picnic blanket160
Lee FosterAdjustable desk lamp104
Harper ShawPortable picnic blanket160
Casey ShawSilicone spatula set125
Lee ReedPortable picnic blanket160
Morgan ShawSilicone spatula set125
Morgan Palmer3 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
Reese ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Riley PalmerFelt desk organizer146
Quinn FosterAdjustable desk lamp97
Quinn BennettAdjustable desk lamp97
Sage ReedFelt desk organizer146
Casey ShawCompact phone stand153
Morgan ReedCompact phone stand153
Jamie ReedFelt desk organizer146
Riley ReedFelt desk organizer146
Kendall ReedFelt desk organizer146
Morgan ShawCompact phone stand153
Sage Palmer4 products18 egos

Generated record ID: demo-174

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
Cameron ReedMetal bookends13
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer139
Elliot PalmerMetal bookends13
Elliot PalmerFabric pencil case62
Riley EllisAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Reese ShawFabric pencil case62
Sage ShawAdjustable desk lamp97
Sage ShawFabric pencil case62
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Reese PalmerFabric pencil case62
Riley PalmerAdjustable desk lamp97
Riley PalmerFelt desk organizer139
Cameron CarterAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case62
Jamie ShawMetal bookends13
Jordan ReedMetal bookends13
Taylor PalmerFabric pencil case62
Sage ReedFelt desk organizer139
Riley ReedFelt desk organizer139
Kendall ReedFelt desk organizer139
Drew Hayes1 products16 egos

Generated record ID: demo-115

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
Riley EllisAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Cameron CarterAdjustable desk lamp62
Cameron CarterAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Lee ReedAdjustable desk lamp62
Avery BennettAdjustable desk lamp62
Jamie BennettAdjustable desk lamp62
Rowan LaneAdjustable desk lamp62
Jordan BrooksAdjustable desk lamp62
Lee Palmer4 products16 egos

Generated record ID: demo-167

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)
Cameron ReedCotton oven mitts104
Elliot PalmerStainless tea infuser48
Elliot PalmerCotton oven mitts104
Sage ShawStainless tea infuser48
Sage ShawCotton oven mitts104
Reese PalmerBamboo drawer divider55
Riley PalmerStainless tea infuser48
Jamie ShawStainless tea infuser48
Jordan ReedBamboo drawer divider55
Rowan ReedStainless tea infuser48
Rowan ReedCotton oven mitts104
Sage ReedStainless tea infuser48
Kendall ShawCotton oven mitts104
Casey ShawCompact phone stand160
Casey ShawBamboo drawer divider55
Morgan ReedCompact phone stand160
Morgan ReedStainless tea infuser48
Jamie ReedStainless tea infuser48
Lee ReedBamboo drawer divider55
Jamie BennettCompact phone stand160
Morgan ShawCompact phone stand160
Rowan Hayes2 products15 egos

Generated record ID: demo-129

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)
Riley BennettCotton throw blanket90
Avery FosterCotton throw blanket90
Sage FosterCotton throw blanket90
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Riley EllisAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Cameron CarterAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Avery BennettCotton throw blanket174
Casey HayesCotton throw blanket174
Kendall Palmer3 products15 egos

Generated record ID: demo-166

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 PalmerFabric pencil case55
Elliot PalmerStainless tea infuser55
Reese ShawFabric pencil case55
Sage ShawFabric pencil case55
Sage ShawStainless tea infuser55
Reese PalmerFabric pencil case55
Riley PalmerStainless tea infuser55
Jesse PalmerFabric pencil case55
Jamie ShawStainless tea infuser55
Rowan ReedStainless tea infuser55
Taylor PalmerFabric pencil case55
Sage ReedStainless tea infuser55
Casey ShawCompact phone stand160
Morgan ReedCompact phone stand160
Morgan ReedStainless tea infuser55
Jamie ReedStainless tea infuser55
Jamie BennettCompact phone stand160
Morgan ShawCompact phone stand160
Riley Palmer3 products15 egos

Generated record ID: demo-172

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 lamp104
Elliot PalmerFelt desk organizer146
Elliot PalmerStainless tea infuser48
Sage ShawAdjustable desk lamp104
Sage ShawStainless tea infuser48
Harper FosterAdjustable desk lamp104
Reese PalmerAdjustable desk lamp104
Cameron CarterAdjustable desk lamp104
Quinn FosterAdjustable desk lamp104
Jamie ShawStainless tea infuser48
Rowan ReedStainless tea infuser48
Sage ReedFelt desk organizer146
Sage ReedStainless tea infuser48
Lee FosterAdjustable desk lamp104
Morgan ReedStainless tea infuser48
Jamie ReedStainless tea infuser48
Riley ReedFelt desk organizer146
Kendall ReedFelt desk organizer146
Drew Reed2 products15 egos

Generated record ID: demo-181

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
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Elliot PalmerPortable picnic blanket174
Riley EllisAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Cameron CarterAdjustable desk lamp153
Quinn FosterAdjustable desk lamp97
Quinn BennettAdjustable desk lamp97
Taylor PalmerPortable picnic blanket174
Harper ShawPortable picnic blanket174
Lee ReedPortable picnic blanket174
Taylor Reed2 products15 egos

Generated record ID: demo-197

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
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Riley EllisAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Cameron CarterAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Casey ShawCompact phone stand160
Morgan ReedCompact phone stand160
Jamie BennettCompact phone stand160
Morgan ShawCompact phone stand160
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
Reese ShawAdjustable desk lamp90
Reese ShawFabric pencil case55
Harper FosterAdjustable desk lamp90
Reese PalmerAdjustable desk lamp90
Reese PalmerFabric pencil case55
Riley PalmerAdjustable desk lamp90
Riley PalmerStainless tea infuser41
Jesse PalmerFabric pencil case55
Jamie ShawStainless tea infuser41
Quinn BennettAdjustable desk lamp90
Rowan ReedStainless tea infuser41
Rowan ReedCotton oven mitts111
Taylor PalmerFabric pencil case55
Sage ReedStainless tea infuser41
Kendall ShawCotton oven mitts111
Reese Palmer3 products14 egos

Generated record ID: demo-171

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 lamp104
Elliot PalmerBamboo drawer divider48
Elliot PalmerFabric pencil case55
Reese ShawAdjustable desk lamp104
Reese ShawFabric pencil case55
Sage ShawAdjustable desk lamp104
Sage ShawFabric pencil case55
Harper FosterAdjustable desk lamp104
Riley PalmerAdjustable desk lamp104
Cameron CarterAdjustable desk lamp104
Quinn FosterAdjustable desk lamp104
Jesse PalmerFabric pencil case55
Jordan ReedBamboo drawer divider48
Taylor PalmerFabric pencil case55
Lee FosterAdjustable desk lamp104
Harper ShawBamboo drawer divider48
Casey ShawBamboo drawer divider48
Avery Reed2 products14 egos

Generated record ID: demo-177

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
Elliot PalmerPortable picnic blanket167
Riley EllisAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Cameron CarterAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Taylor PalmerPortable picnic blanket167
Harper ShawPortable picnic blanket167
Lee ReedPortable picnic blanket167
Casey Reed4 products14 egos

Generated record ID: demo-178

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 PalmerFelt desk organizer160
Elliot PalmerBamboo drawer divider48
Elliot PalmerStainless tea infuser55
Sage ShawStainless tea infuser55
Reese PalmerBamboo drawer divider48
Riley PalmerStainless tea infuser55
Jamie ShawStainless tea infuser55
Jordan ReedBamboo drawer divider48
Rowan ReedStainless tea infuser55
Sage ReedFelt desk organizer160
Sage ReedStainless tea infuser55
Harper ShawBamboo drawer divider48
Casey ShawAdjustable desk lamp132
Casey ShawBamboo drawer divider48
Morgan ReedStainless tea infuser55
Jamie ReedFelt desk organizer160
Jamie ReedStainless tea infuser55
Riley ReedAdjustable desk lamp132
Riley ReedFelt desk organizer160
Avery BennettAdjustable desk lamp132
Alex Shaw2 products13 egos

Generated record ID: demo-198

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
Reese ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Cameron CarterAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Casey ShawSilicone spatula set132
Morgan ShawSilicone spatula set132
Jordan Palmer3 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
Sage ShawStainless tea infuser48
Riley PalmerStainless tea infuser48
Jesse PalmerMetal bookends20
Jamie ShawMetal bookends20
Jamie ShawStainless tea infuser48
Jordan ReedMetal bookends20
Jordan ReedClip-on reading light69
Rowan ReedStainless tea infuser48
Sage ReedStainless tea infuser48
Morgan ReedStainless tea infuser48
Jamie ReedStainless tea infuser48
Kendall ReedClip-on reading light69
Cameron Reed3 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
Elliot PalmerAdjustable desk lamp83
Elliot PalmerMetal bookends27
Riley EllisAdjustable desk lamp83
Reese ShawAdjustable desk lamp83
Sage ShawAdjustable desk lamp83
Sage ShawCotton oven mitts97
Jesse PalmerMetal bookends27
Jamie ShawMetal bookends27
Jordan ReedMetal bookends27
Quinn BennettAdjustable desk lamp83
Rowan ReedCotton oven mitts97
Kendall ShawCotton oven mitts97
Jamie BennettAdjustable desk lamp83
Cameron Shaw3 products12 egos

Generated record ID: demo-201

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)
Elliot PalmerStainless tea infuser48
Elliot PalmerPortable picnic blanket160
Sage ShawStainless tea infuser48
Riley PalmerStainless tea infuser48
Jamie ShawStainless tea infuser48
Rowan ReedStainless tea infuser48
Taylor PalmerPortable picnic blanket160
Sage ReedStainless tea infuser48
Harper ShawPortable picnic blanket160
Morgan ReedStainless tea infuser48
Jamie ReedStainless tea infuser48
Lee ReedPortable picnic blanket160
Casey HayesCanvas tote bag139
Elliot Hayes1 products11 egos

Generated record ID: demo-116

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
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Riley EllisAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Cameron CarterAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Riley Lane1 products11 egos

Generated record ID: demo-150

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
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Riley EllisAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Quinn BennettAdjustable desk lamp97
Harper Reed2 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
Sage ShawStainless tea infuser48
Riley PalmerStainless tea infuser48
Jesse PalmerMetal bookends20
Jamie ShawMetal bookends20
Jamie ShawStainless tea infuser48
Jordan ReedMetal bookends20
Rowan ReedStainless tea infuser48
Sage ReedStainless tea infuser48
Morgan ReedStainless tea infuser48
Jamie ReedStainless tea infuser48
Riley Shaw2 products11 egos

Generated record ID: demo-216

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)
Elliot PalmerFelt desk organizer146
Elliot PalmerFabric pencil case55
Reese ShawFabric pencil case55
Sage ShawFabric pencil case55
Reese PalmerFabric pencil case55
Riley PalmerFelt desk organizer146
Jesse PalmerFabric pencil case55
Taylor PalmerFabric pencil case55
Sage ReedFelt desk organizer146
Jamie ReedFelt desk organizer146
Riley ReedFelt desk organizer146
Kendall ReedFelt desk organizer146
Casey Brooks1 products11 egos

Generated record ID: demo-24

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
Cameron ReedAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Riley EllisAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Quinn FosterAdjustable desk lamp97
Quinn BennettAdjustable desk lamp97
Quinn Hayes1 products10 egos

Generated record ID: demo-126

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
Riley EllisAdjustable desk lamp90
Reese ShawAdjustable desk lamp90
Sage ShawAdjustable desk lamp90
Harper FosterAdjustable desk lamp90
Reese PalmerAdjustable desk lamp90
Riley PalmerAdjustable desk lamp90
Quinn BennettAdjustable desk lamp90
Quinn Reed2 products10 egos

Generated record ID: demo-192

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 PalmerStainless tea infuser55
Sage ShawStainless tea infuser55
Riley PalmerStainless tea infuser55
Jamie ShawStainless tea infuser55
Rowan ReedStainless tea infuser55
Sage ReedStainless tea infuser55
Casey ShawCompact phone stand153
Morgan ReedCompact phone stand153
Morgan ReedStainless tea infuser55
Jamie ReedStainless tea infuser55
Morgan ShawCompact phone stand153
Sage Reed3 products10 egos

Generated record ID: demo-196

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
Elliot PalmerStainless tea infuser55
Sage ShawStainless tea infuser55
Riley PalmerFelt desk organizer146
Riley PalmerStainless tea infuser55
Jamie ShawStainless tea infuser55
Rowan ReedStainless tea infuser55
Kendall ShawCushioned mouse pad104
Morgan ReedStainless tea infuser55
Jamie ReedFelt desk organizer146
Jamie ReedStainless tea infuser55
Riley ReedFelt desk organizer146
Kendall ReedFelt desk organizer146

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 days231
Adjustable desk lamp141414 days206
Fabric pencil case141414 days192
Compact phone stand151511 days191
Metal bookends111114 days181
Stainless tea infuser131314 days168
Felt desk organizer10109 days137
Portable picnic blanket9913 days131
Bamboo drawer divider8814 days126
Cotton oven mitts7713 days107
Silicone spatula set7711 days102
Clip-on reading light668 days84

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. 37 of the 50 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
10Dana Shaw071
11Reese Shaw3473
12Quinn Hayes073
13Sage Shaw4373
14Harper Foster2574
15Reese Palmer3674
16Riley Palmer4175
17Cameron Carter3186
18Quinn Foster2187
19Jesse Palmer2087
20Jamie Shaw2187
21Jordan Reed2088
22Alex Reed088
23Quinn Bennett1990
24Rowan Reed1890
25Taylor Palmer2090
26Sage Reed2590
27Kendall Shaw890
28Lee Foster1090
29Harper Shaw2195
30Casey Shaw34105
31Morgan Reed24105
32Jamie Reed19105
33Riley Reed24105
34Kendall Reed14105
35Elliot Shaw0105
36Rowan Palmer0105
37Lee Reed21106
38Avery Bennett23106
39Jamie Bennett23106
40Reese Bennett0106
41Casey Hayes18114
42Elliot Bennett0114
43Rowan Lane11114
44Alex Bennett0114
45Jordan Brooks13116
46Kendall Carter0116
47Elliot Brooks0116
48Drew Brooks0116
49Jesse Bennett0116
50Morgan Shaw19116

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 →