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

22 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
0–27 daysbetween the paired five-star reviews

The search examined 100 reviewer histories and found 168 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 28 days apart, including exactly 28 days.

SHARED PRODUCTAdjustable desk lamp11 supporting histories1–27 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
Jamie Bennett2019-03-175 stars2019-04-105 stars24 days afterJamie Bennett: markedEmery Palmer: marked
Elliot Palmer2019-04-015 stars2019-04-105 stars9 days afterElliot Palmer: markedEmery Palmer: marked
Reese Shaw2019-04-045 stars2019-04-105 stars6 days afterReese Shaw: markedEmery Palmer: marked
Parker Palmer2019-04-075 stars2019-04-105 stars3 days afterParker Palmer: markedEmery Palmer: marked
Rowan Hayes2019-04-115 stars2019-04-105 stars1 day beforeRowan Hayes: markedEmery Palmer: marked
Sage Palmer2019-04-115 stars2019-04-105 stars1 day beforeSage Palmer: markedEmery Palmer: marked
Alex Shaw2019-04-115 stars2019-04-105 stars1 day beforeAlex Shaw: markedEmery Palmer: marked
Harper Foster2019-04-155 stars2019-04-105 stars5 days beforeHarper Foster: markedEmery Palmer: marked
Parker Palmer2019-04-175 stars2019-04-105 stars7 days beforeParker Palmer: markedEmery Palmer: marked
Quinn Foster2019-04-225 stars2019-04-105 stars12 days beforeQuinn Foster: not markedEmery Palmer: marked
Avery Brooks2019-05-035 stars2019-04-105 stars23 days beforeAvery Brooks: markedEmery Palmer: marked
Elliot Palmer2019-04-015 stars2019-04-185 stars17 days afterElliot Palmer: markedEmery Palmer: marked
Reese Shaw2019-04-045 stars2019-04-185 stars14 days afterReese Shaw: markedEmery Palmer: marked
Parker Palmer2019-04-075 stars2019-04-185 stars11 days afterParker Palmer: markedEmery Palmer: marked
Rowan Hayes2019-04-115 stars2019-04-185 stars7 days afterRowan Hayes: markedEmery Palmer: marked
Sage Palmer2019-04-115 stars2019-04-185 stars7 days afterSage Palmer: markedEmery Palmer: marked
Alex Shaw2019-04-115 stars2019-04-185 stars7 days afterAlex Shaw: markedEmery Palmer: marked
Harper Foster2019-04-155 stars2019-04-185 stars3 days afterHarper Foster: markedEmery Palmer: marked
Parker Palmer2019-04-175 stars2019-04-185 stars1 day afterParker Palmer: markedEmery Palmer: marked
Quinn Foster2019-04-225 stars2019-04-185 stars4 days beforeQuinn Foster: not markedEmery Palmer: marked
Avery Brooks2019-05-035 stars2019-04-185 stars15 days beforeAvery Brooks: markedEmery Palmer: marked
Casey Reed2019-05-155 stars2019-04-185 stars27 days beforeCasey 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 PRODUCTCompact phone stand5 supporting histories1–11 days apartView all paired recordsOne example pair · both reviews give five starsQuinn Reedhistory examined5 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 organizer6 supporting histories4–16 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
Sage Palmer2019-05-245 stars2019-06-095 stars16 days afterSage Palmer: markedEmery Palmer: marked
Kendall Reed2019-05-245 stars2019-06-095 stars16 days afterKendall Reed: markedEmery Palmer: marked
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
Casey Reed2019-06-135 stars2019-06-095 stars4 days beforeCasey Reed: 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 bookends7 supporting histories1–11 days apartView all paired recordsOne example pair · both reviews give five starsElliot Palmerhistory examined1 day apartEmery Palmerthis reviewer

Emery Palmer gave five stars on 2019-01-20. 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
Parker Palmer2019-01-145 stars2019-01-205 stars6 days afterParker Palmer: markedEmery Palmer: marked
Sage Palmer2019-01-185 stars2019-01-205 stars2 days afterSage Palmer: markedEmery Palmer: marked
Elliot Palmer2019-01-195 stars2019-01-205 stars1 day afterElliot Palmer: markedEmery Palmer: marked
Jamie Palmer2019-01-255 stars2019-01-205 stars5 days beforeJamie Palmer: markedEmery Palmer: marked
Harper Reed2019-01-255 stars2019-01-205 stars5 days beforeHarper Reed: 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

“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 divider5 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
Jamie Palmer2019-02-175 stars2019-03-025 stars13 days afterJamie Palmer: markedEmery Palmer: marked
Casey Reed2019-02-215 stars2019-03-025 stars9 days afterCasey Reed: markedEmery Palmer: marked
Jordan Reed2019-02-275 stars2019-03-025 stars3 days afterJordan Reed: markedEmery Palmer: marked
Lee Palmer2019-03-035 stars2019-03-025 stars1 day beforeLee 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 PRODUCTFabric pencil case7 supporting histories1–13 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
Riley Shaw2019-02-265 stars2019-03-095 stars11 days afterRiley Shaw: 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
Sage Palmer2019-03-045 stars2019-03-095 stars5 days afterSage Palmer: markedEmery Palmer: marked
Taylor Palmer2019-03-065 stars2019-03-095 stars3 days afterTaylor Palmer: 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 set2 supporting histories2–5 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
Parker Palmer2019-05-115 stars2019-05-095 stars2 days beforeParker Palmer: markedEmery Palmer: marked
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 light4 supporting histories2–21 days apartView all paired recordsOne example pair · both reviews give five starsElliot Palmerhistory examined21 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
Elliot Palmer2019-02-275 stars2019-03-205 stars21 days afterElliot Palmer: markedEmery Palmer: marked
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
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 infuser6 supporting histories1–12 days apartView all paired recordsOne example pair · both reviews give five starsQuinn Reedhistory examined6 days 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
Harper Reed2019-02-245 stars2019-03-075 stars11 days afterHarper Reed: markedEmery Palmer: marked
Casey Reed2019-02-285 stars2019-03-075 stars7 days afterCasey Reed: 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

“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 mitts4 supporting histories0–8 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer8 days apartElliot Palmerhistory examined

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
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 22 corroborations Every supporting history and its shared products

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

Distinct histories supporting Emery Palmer’s corroboration count
Reviewer whose history we examinedFive-star reviews in its historyShared productsCount added
Rowan Hayes5Adjustable desk lamp+1 ego
Quinn Reed4Compact phone stand, Stainless tea infuser+1 ego
Jamie Bennett2Adjustable desk lamp, Compact phone stand+1 ego
Elliot Palmer9Adjustable desk lamp, Felt desk organizer, Metal bookends, Bamboo drawer divider, Fabric pencil case, Clip-on reading light, Stainless tea infuser, Cotton oven mitts+1 ego
Reese Shaw3Adjustable desk lamp, Fabric pencil case+1 ego
Harper Foster2Adjustable desk lamp+1 ego
Lee Palmer5Compact phone stand, Bamboo drawer divider, Stainless tea infuser, Cotton oven mitts+1 ego
Casey Reed5Adjustable desk lamp, Felt desk organizer, Bamboo drawer divider, Stainless tea infuser+1 ego
Avery Brooks3Adjustable desk lamp+1 ego
Dana Reed2Compact phone stand+1 ego
Jordan Reed3Metal bookends, Bamboo drawer divider, Clip-on reading light+1 ego
Jesse Palmer2Metal bookends, Fabric pencil case+1 ego
Kendall Reed3Felt desk organizer, Clip-on reading light+1 ego
Taylor Palmer2Fabric pencil case+1 ego
Kendall Shaw2Cotton oven mitts+1 ego
Harper Reed3Metal bookends, Stainless tea infuser+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
Quinn Foster2Adjustable desk lamp+1 ego
Alex Shaw3Adjustable desk lamp, Silicone spatula set+1 ego
Parker Palmer7Adjustable desk lamp, Metal bookends, Silicone spatula set+1 ego
Riley Shaw2Felt desk organizer, Fabric pencil case+1 ego
Sage Palmer4Adjustable desk lamp, Felt desk organizer, Metal bookends, Fabric pencil case+1 ego
Distinct supporting histories22

READ THE RESULT WITH ITS LIMITS

What is observed, and what is missing?

Observed in this example

22 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
Silicone sink strainerP00047
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 · ±28 days

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

Inspect the full result Counts, supporting egos, product bursts, and search history
Reviews in the example610Full generated panel; the search examines selected histories.
Histories examined100
Complete product windows61seed egos
Highest corroboration22distinct seed egos

COLLECTION PROGRESS

Each history adds context.

168 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 products22 egos

Generated record ID: demo-161

22 distinct product-window-complete seed egos; 22 observed seed egos.

Observed count, including incomplete coverage: 22

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Rowan HayesAdjustable desk lamp104
Quinn ReedCompact phone stand160
Quinn ReedStainless tea infuser62
Jamie BennettAdjustable desk lamp97
Jamie BennettCompact phone stand160
Elliot PalmerAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp104
Elliot PalmerFelt desk organizer153
Elliot PalmerMetal bookends13
Elliot PalmerBamboo drawer divider55
Elliot PalmerFabric pencil case62
Elliot PalmerClip-on reading light76
Elliot PalmerStainless tea infuser62
Elliot PalmerCotton oven mitts104
Reese ShawAdjustable desk lamp97
Reese ShawAdjustable desk lamp104
Reese ShawFabric pencil case62
Harper FosterAdjustable desk lamp97
Harper FosterAdjustable desk lamp104
Lee PalmerCompact phone stand160
Lee PalmerBamboo drawer divider55
Lee PalmerStainless tea infuser62
Lee PalmerCotton oven mitts104
Casey ReedAdjustable desk lamp104
Casey ReedFelt desk organizer153
Casey ReedBamboo drawer divider55
Casey ReedStainless tea infuser62
Avery BrooksAdjustable desk lamp97
Avery BrooksAdjustable desk lamp104
Dana ReedCompact phone stand160
Jordan ReedMetal bookends13
Jordan ReedBamboo drawer divider55
Jordan ReedClip-on reading light76
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case62
Kendall ReedFelt desk organizer153
Kendall ReedClip-on reading light76
Taylor PalmerFabric pencil case62
Kendall ShawCotton oven mitts104
Harper ReedMetal bookends13
Harper ReedStainless tea infuser62
Jamie PalmerCompact phone stand160
Jamie PalmerFelt desk organizer153
Jamie PalmerMetal bookends13
Jamie PalmerBamboo drawer divider55
Jamie PalmerFabric pencil case62
Jamie PalmerClip-on reading light76
Jamie PalmerStainless tea infuser62
Jamie PalmerCotton oven mitts104
Quinn FosterAdjustable desk lamp97
Quinn FosterAdjustable desk lamp104
Alex ShawAdjustable desk lamp97
Alex ShawAdjustable desk lamp104
Alex ShawSilicone spatula set125
Parker PalmerAdjustable desk lamp97
Parker PalmerAdjustable desk lamp104
Parker PalmerMetal bookends13
Parker PalmerSilicone spatula set125
Riley ShawFelt desk organizer153
Riley ShawFabric pencil case62
Sage PalmerAdjustable desk lamp97
Sage PalmerAdjustable desk lamp104
Sage PalmerFelt desk organizer153
Sage PalmerMetal bookends13
Sage PalmerFabric pencil case62
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
Quinn ReedCompact phone stand160
Jamie BennettAdjustable desk lamp97
Jamie BennettCompact phone stand160
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer146
Elliot PalmerMetal bookends20
Elliot PalmerPortable picnic blanket160
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Lee PalmerCompact phone stand160
Casey ReedFelt desk organizer146
Avery BrooksAdjustable desk lamp97
Dana ReedCompact phone stand160
Jordan ReedMetal bookends20
Jesse PalmerMetal bookends20
Kendall ReedFelt desk organizer146
Taylor PalmerPortable picnic blanket160
Harper ReedMetal bookends20
Jamie PalmerCompact phone stand160
Jamie PalmerFelt desk organizer146
Jamie PalmerMetal bookends20
Quinn FosterAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Alex ShawSilicone spatula set132
Parker PalmerAdjustable desk lamp97
Parker PalmerMetal bookends20
Parker PalmerSilicone spatula set132
Parker PalmerPortable picnic blanket160
Riley ShawFelt desk organizer146
Sage PalmerAdjustable desk lamp97
Sage PalmerFelt desk organizer146
Sage PalmerMetal bookends20
Elliot Palmer9 products20 egos

Generated record ID: demo-160

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
Quinn ReedStainless tea infuser62
Jamie BennettAdjustable desk lamp90
Rowan LaneAdjustable desk lamp90
Reese ShawAdjustable desk lamp90
Reese ShawFabric pencil case55
Harper FosterAdjustable desk lamp90
Lee PalmerBamboo drawer divider41
Lee PalmerStainless tea infuser62
Lee PalmerCotton oven mitts111
Casey ReedFelt desk organizer146
Casey ReedBamboo drawer divider41
Casey ReedStainless tea infuser62
Jordan ReedMetal bookends13
Jordan ReedBamboo drawer divider41
Jordan ReedClip-on reading light55
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case55
Kendall ReedFelt desk organizer146
Kendall ReedClip-on reading light55
Taylor PalmerFabric pencil case55
Taylor PalmerPortable picnic blanket160
Kendall ShawCotton oven mitts111
Harper ReedMetal bookends13
Harper ReedStainless tea infuser62
Jamie PalmerFelt desk organizer146
Jamie PalmerMetal bookends13
Jamie PalmerBamboo drawer divider41
Jamie PalmerFabric pencil case55
Jamie PalmerClip-on reading light55
Jamie PalmerStainless tea infuser62
Jamie PalmerCotton oven mitts111
Quinn FosterAdjustable desk lamp90
Alex ShawAdjustable desk lamp90
Parker PalmerAdjustable desk lamp90
Parker PalmerMetal bookends13
Parker PalmerPortable picnic blanket160
Riley ShawFelt desk organizer146
Riley ShawFabric pencil case55
Sage PalmerAdjustable desk lamp90
Sage PalmerFelt desk organizer146
Sage PalmerMetal bookends13
Sage PalmerFabric pencil case55
Cameron Carter1 products20 egos

Generated record ID: demo-47

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 lamp111
Jamie BennettAdjustable desk lamp48
Elliot PalmerAdjustable desk lamp111
Rowan LaneAdjustable desk lamp48
Reese ShawAdjustable desk lamp111
Harper FosterAdjustable desk lamp111
Casey ReedAdjustable desk lamp111
Casey ReedAdjustable desk lamp153
Avery BrooksAdjustable desk lamp111
Casey HayesAdjustable desk lamp48
Cameron HayesAdjustable desk lamp153
Parker FosterAdjustable desk lamp48
Elliot FosterAdjustable desk lamp48
Emery LaneAdjustable desk lamp153
Drew PalmerAdjustable desk lamp111
Drew PalmerAdjustable desk lamp153
Dana PalmerAdjustable desk lamp153
Morgan LaneAdjustable desk lamp153
Quinn FosterAdjustable desk lamp111
Alex ShawAdjustable desk lamp111
Parker PalmerAdjustable desk lamp111
Sage PalmerAdjustable desk lamp111
Cameron Reed4 products19 egos

Generated record ID: demo-179

19 distinct product-window-complete seed egos; 19 observed seed egos.

Observed count, including incomplete coverage: 19

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp83
Jamie BennettAdjustable desk lamp83
Elliot PalmerAdjustable desk lamp83
Elliot PalmerMetal bookends27
Elliot PalmerCotton oven mitts97
Rowan LaneAdjustable desk lamp83
Reese ShawAdjustable desk lamp83
Harper FosterAdjustable desk lamp83
Lee PalmerCanvas tote bag55
Lee PalmerCotton oven mitts97
Jordan ReedMetal bookends27
Jesse PalmerMetal bookends27
Parker FosterCanvas tote bag55
Rowan EllisCanvas tote bag55
Kendall ShawCotton oven mitts97
Reese HayesCanvas tote bag55
Harper ReedMetal bookends27
Jamie PalmerMetal bookends27
Jamie PalmerCotton oven mitts97
Quinn FosterAdjustable desk lamp83
Alex ShawAdjustable desk lamp83
Parker PalmerAdjustable desk lamp83
Parker PalmerMetal bookends27
Sage PalmerAdjustable desk lamp83
Sage PalmerMetal bookends27
Sage Shaw4 products19 egos

Generated record ID: demo-218

19 distinct product-window-complete seed egos; 19 observed seed egos.

Observed count, including incomplete coverage: 19

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp90
Quinn ReedStainless tea infuser41
Jamie BennettAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp90
Elliot PalmerFabric pencil case55
Elliot PalmerStainless tea infuser41
Elliot PalmerCotton oven mitts111
Reese ShawAdjustable desk lamp90
Reese ShawFabric pencil case55
Harper FosterAdjustable desk lamp90
Lee PalmerStainless tea infuser41
Lee PalmerCotton oven mitts111
Casey ReedStainless tea infuser41
Avery BrooksAdjustable desk lamp90
Jesse PalmerFabric pencil case55
Taylor PalmerFabric pencil case55
Kendall ShawCotton oven mitts111
Harper ReedStainless tea infuser41
Jamie PalmerFabric pencil case55
Jamie PalmerStainless tea infuser41
Jamie PalmerCotton oven mitts111
Quinn FosterAdjustable desk lamp90
Alex ShawAdjustable desk lamp90
Parker PalmerAdjustable desk lamp90
Riley ShawFabric pencil case55
Sage PalmerAdjustable desk lamp90
Sage PalmerFabric pencil case55
Morgan Palmer4 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
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Jamie BennettAdjustable desk lamp97
Jamie BennettCompact phone stand153
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer146
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Lee PalmerCompact phone stand153
Casey ReedReusable water bottle27
Casey ReedFelt desk organizer146
Avery BrooksAdjustable desk lamp97
Dana ReedCompact phone stand153
Kendall ReedFelt desk organizer146
Jesse ReedReusable water bottle27
Jamie PalmerCompact phone stand153
Jamie PalmerReusable water bottle27
Jamie PalmerFelt desk organizer146
Quinn FosterAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Parker PalmerAdjustable desk lamp97
Riley ShawFelt desk organizer146
Sage PalmerAdjustable desk lamp97
Sage PalmerFelt desk organizer146
Jamie Palmer9 products17 egos

Generated record ID: demo-163

17 distinct product-window-complete seed egos; 17 observed seed egos.

Observed count, including incomplete coverage: 17

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser55
Jamie BennettCompact phone stand153
Elliot PalmerFelt desk organizer160
Elliot PalmerMetal bookends20
Elliot PalmerBamboo drawer divider41
Elliot PalmerFabric pencil case62
Elliot PalmerClip-on reading light76
Elliot PalmerStainless tea infuser55
Elliot PalmerCotton oven mitts97
Reese ShawFabric pencil case62
Lee PalmerCompact phone stand153
Lee PalmerBamboo drawer divider41
Lee PalmerStainless tea infuser55
Lee PalmerCotton oven mitts97
Casey ReedReusable water bottle27
Casey ReedFelt desk organizer160
Casey ReedBamboo drawer divider41
Casey ReedStainless tea infuser55
Dana ReedCompact phone stand153
Jordan ReedMetal bookends20
Jordan ReedBamboo drawer divider41
Jordan ReedClip-on reading light76
Jesse PalmerMetal bookends20
Jesse PalmerFabric pencil case62
Kendall ReedFelt desk organizer160
Kendall ReedClip-on reading light76
Taylor PalmerFabric pencil case62
Jesse ReedReusable water bottle27
Kendall ShawCotton oven mitts97
Harper ReedMetal bookends20
Harper ReedStainless tea infuser55
Parker PalmerMetal bookends20
Riley ShawFelt desk organizer160
Riley ShawFabric pencil case62
Sage PalmerFelt desk organizer160
Sage PalmerMetal bookends20
Sage PalmerFabric pencil case62
Riley Palmer3 products17 egos

Generated record ID: demo-172

17 distinct product-window-complete seed egos; 17 observed seed egos.

Observed count, including incomplete coverage: 17

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp104
Quinn ReedStainless tea infuser48
Elliot PalmerAdjustable desk lamp104
Elliot PalmerFelt desk organizer146
Elliot PalmerStainless tea infuser48
Reese ShawAdjustable desk lamp104
Harper FosterAdjustable desk lamp104
Lee PalmerStainless tea infuser48
Casey ReedAdjustable desk lamp104
Casey ReedFelt desk organizer146
Casey ReedStainless tea infuser48
Avery BrooksAdjustable desk lamp104
Kendall ReedFelt desk organizer146
Drew PalmerAdjustable desk lamp104
Harper ReedStainless tea infuser48
Jamie PalmerFelt desk organizer146
Jamie PalmerStainless tea infuser48
Quinn FosterAdjustable desk lamp104
Alex ShawAdjustable desk lamp104
Parker PalmerAdjustable desk lamp104
Riley ShawFelt desk organizer146
Sage PalmerAdjustable desk lamp104
Sage PalmerFelt desk organizer146
Sage Palmer4 products17 egos

Generated record ID: demo-174

17 distinct product-window-complete seed egos; 17 observed seed egos.

Observed count, including incomplete coverage: 17

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer139
Elliot PalmerMetal bookends13
Elliot PalmerFabric pencil case62
Reese ShawAdjustable desk lamp97
Reese ShawFabric pencil case62
Harper FosterAdjustable desk lamp97
Casey ReedFelt desk organizer139
Avery BrooksAdjustable desk lamp97
Jordan ReedMetal bookends13
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case62
Kendall ReedFelt desk organizer139
Taylor PalmerFabric pencil case62
Harper ReedMetal bookends13
Jamie PalmerFelt desk organizer139
Jamie PalmerMetal bookends13
Jamie PalmerFabric pencil case62
Quinn FosterAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Parker PalmerAdjustable desk lamp97
Parker PalmerMetal bookends13
Riley ShawFelt desk organizer139
Riley ShawFabric pencil case62
Drew Reed2 products17 egos

Generated record ID: demo-181

17 distinct product-window-complete seed egos; 17 observed seed egos.

Observed count, including incomplete coverage: 17

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Elliot PalmerPortable picnic blanket174
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Casey ReedAdjustable desk lamp153
Avery BrooksAdjustable desk lamp97
Taylor PalmerPortable picnic blanket174
Cameron HayesAdjustable desk lamp153
Emery LaneAdjustable desk lamp153
Drew PalmerAdjustable desk lamp153
Dana PalmerAdjustable desk lamp153
Morgan LaneAdjustable desk lamp153
Quinn FosterAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Parker PalmerAdjustable desk lamp97
Parker PalmerPortable picnic blanket174
Sage PalmerAdjustable desk lamp97
Quinn Ellis2 products17 egos

Generated record ID: demo-82

17 distinct product-window-complete seed egos; 17 observed seed egos.

Observed count, including incomplete coverage: 17

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp83
Jamie BennettAdjustable desk lamp83
Elliot PalmerAdjustable desk lamp83
Rowan LaneAdjustable desk lamp83
Reese ShawAdjustable desk lamp83
Harper FosterAdjustable desk lamp83
Jordan BennettInsulated travel mug34
Casey EllisInsulated travel mug34
Dana PalmerInsulated travel mug34
Avery CarterInsulated travel mug34
Emery HayesInsulated travel mug34
Casey CarterInsulated travel mug34
Reese FosterInsulated travel mug34
Quinn FosterAdjustable desk lamp83
Alex ShawAdjustable desk lamp83
Parker PalmerAdjustable desk lamp83
Sage PalmerAdjustable desk lamp83
Parker Palmer5 products16 egos

Generated record ID: demo-169

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 lamp90
Rowan HayesAdjustable desk lamp104
Jamie BennettAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp104
Elliot PalmerMetal bookends13
Elliot PalmerPortable picnic blanket160
Reese ShawAdjustable desk lamp90
Reese ShawAdjustable desk lamp104
Harper FosterAdjustable desk lamp90
Harper FosterAdjustable desk lamp104
Casey ReedAdjustable desk lamp104
Avery BrooksAdjustable desk lamp90
Avery BrooksAdjustable desk lamp104
Jordan ReedMetal bookends13
Jesse PalmerMetal bookends13
Taylor PalmerPortable picnic blanket160
Riley HayesWoven storage basket139
Harper ReedMetal bookends13
Jamie PalmerMetal bookends13
Quinn FosterAdjustable desk lamp90
Quinn FosterAdjustable desk lamp104
Alex ShawAdjustable desk lamp90
Alex ShawAdjustable desk lamp104
Alex ShawSilicone spatula set125
Sage PalmerAdjustable desk lamp90
Sage PalmerAdjustable desk lamp104
Sage PalmerMetal bookends13
Reese Palmer3 products16 egos

Generated record ID: demo-171

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 PalmerAdjustable desk lamp104
Elliot PalmerBamboo drawer divider48
Elliot PalmerFabric pencil case55
Reese ShawAdjustable desk lamp104
Reese ShawFabric pencil case55
Harper FosterAdjustable desk lamp104
Lee PalmerBamboo drawer divider48
Casey ReedAdjustable desk lamp104
Casey ReedBamboo drawer divider48
Avery BrooksAdjustable desk lamp104
Jordan ReedBamboo drawer divider48
Jesse PalmerFabric pencil case55
Taylor PalmerFabric pencil case55
Jamie PalmerBamboo drawer divider48
Jamie PalmerFabric pencil case55
Quinn FosterAdjustable desk lamp104
Alex ShawAdjustable desk lamp104
Parker PalmerAdjustable desk lamp104
Riley ShawFabric pencil case55
Sage PalmerAdjustable desk lamp104
Sage PalmerFabric pencil case55
Rowan Hayes4 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
Jamie BennettAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Rowan LaneGlass storage jars83
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Avery BrooksAdjustable desk lamp97
Casey HayesCotton throw blanket174
Emery HayesMagnetic kitchen timer167
Quinn FosterAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Parker PalmerAdjustable desk lamp97
Sage PalmerAdjustable desk lamp97
Jordan Palmer5 products15 egos

Generated record ID: demo-165

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)
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser48
Elliot PalmerMetal bookends20
Elliot PalmerClip-on reading light69
Elliot PalmerStainless tea infuser48
Lee PalmerStainless tea infuser48
Casey ReedReusable water bottle27
Casey ReedStainless tea infuser48
Jordan ReedMetal bookends20
Jordan ReedClip-on reading light69
Jesse PalmerMetal bookends20
Kendall ReedClip-on reading light69
Jesse ReedReusable water bottle27
Elliot FosterInsulated travel mug167
Jordan FosterInsulated travel mug167
Rowan FosterInsulated travel mug167
Harper ReedMetal bookends20
Harper ReedStainless tea infuser48
Jamie PalmerReusable water bottle27
Jamie PalmerMetal bookends20
Jamie PalmerClip-on reading light69
Jamie PalmerStainless tea infuser48
Parker PalmerMetal bookends20
Sage PalmerMetal bookends20
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)
Quinn ReedReusable water bottle20
Quinn ReedStainless tea infuser55
Elliot PalmerFelt desk organizer160
Elliot PalmerBamboo drawer divider48
Elliot PalmerStainless tea infuser55
Lee PalmerBamboo drawer divider48
Lee PalmerStainless tea infuser55
Avery BrooksAdjustable desk lamp132
Jordan ReedBamboo drawer divider48
Kendall ReedFelt desk organizer160
Jesse ReedReusable water bottle20
Emery LaneAdjustable desk lamp132
Drew PalmerAdjustable desk lamp132
Harper ReedStainless tea infuser55
Jamie PalmerReusable water bottle20
Jamie PalmerFelt desk organizer160
Jamie PalmerBamboo drawer divider48
Jamie PalmerStainless tea infuser55
Quinn FosterAdjustable desk lamp132
Parker PalmerAdjustable desk lamp132
Riley ShawFelt desk organizer160
Sage PalmerFelt desk organizer160
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)
Quinn ReedCompact phone stand153
Jamie BennettCompact phone stand153
Elliot PalmerBamboo drawer divider55
Harper FosterAdjustable desk lamp132
Lee PalmerCompact phone stand153
Lee PalmerBamboo drawer divider55
Casey ReedAdjustable desk lamp132
Casey ReedBamboo drawer divider55
Avery BrooksAdjustable desk lamp132
Dana ReedCompact phone stand153
Jordan ReedBamboo drawer divider55
Emery LaneAdjustable desk lamp132
Drew PalmerAdjustable desk lamp132
Jamie PalmerCompact phone stand153
Jamie PalmerBamboo drawer divider55
Quinn FosterAdjustable desk lamp132
Alex ShawSilicone spatula set125
Parker PalmerAdjustable desk lamp132
Parker PalmerSilicone spatula set125
Casey Brooks2 products15 egos

Generated record ID: demo-24

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
Jamie BennettAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Avery BrooksAdjustable desk lamp97
Casey EllisInsulated travel mug13
Avery CarterInsulated travel mug13
Emery HayesInsulated travel mug13
Cameron PalmerInsulated travel mug13
Reese FosterInsulated travel mug13
Quinn FosterAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Parker PalmerAdjustable desk lamp97
Sage PalmerAdjustable desk lamp97
Kendall Palmer4 products14 egos

Generated record ID: demo-166

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)
Quinn ReedCompact phone stand160
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser55
Jamie BennettCompact phone stand160
Elliot PalmerFabric pencil case55
Elliot PalmerStainless tea infuser55
Reese ShawFabric pencil case55
Lee PalmerCompact phone stand160
Lee PalmerStainless tea infuser55
Casey ReedReusable water bottle27
Casey ReedStainless tea infuser55
Dana ReedCompact phone stand160
Jesse PalmerFabric pencil case55
Taylor PalmerFabric pencil case55
Jesse ReedReusable water bottle27
Harper ReedStainless tea infuser55
Jamie PalmerCompact phone stand160
Jamie PalmerReusable water bottle27
Jamie PalmerFabric pencil case55
Jamie PalmerStainless tea infuser55
Riley ShawFabric pencil case55
Sage PalmerFabric pencil case55
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
Quinn ReedCompact phone stand160
Jamie BennettAdjustable desk lamp97
Jamie BennettCompact phone stand160
Elliot PalmerAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Lee PalmerCompact phone stand160
Avery BrooksAdjustable desk lamp97
Dana ReedCompact phone stand160
Jamie PalmerCompact phone stand160
Quinn FosterAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Parker PalmerAdjustable desk lamp97
Sage PalmerAdjustable 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)
Quinn ReedStainless tea infuser48
Elliot PalmerStainless tea infuser48
Elliot PalmerPortable picnic blanket160
Lee PalmerStainless tea infuser48
Casey ReedStainless tea infuser48
Taylor PalmerPortable picnic blanket160
Casey HayesAdjustable desk lamp20
Casey HayesCanvas tote bag139
Cameron HayesCanvas tote bag139
Parker FosterAdjustable desk lamp20
Parker FosterCanvas tote bag139
Elliot FosterAdjustable desk lamp20
Reese LaneCanvas tote bag139
Kendall BennettAdjustable desk lamp20
Harper ReedStainless tea infuser48
Jamie PalmerStainless tea infuser48
Parker PalmerPortable picnic blanket160
Riley Ellis1 products14 egos

Generated record ID: demo-84

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 lamp90
Jamie BennettAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp90
Rowan LaneAdjustable desk lamp34
Reese ShawAdjustable desk lamp90
Harper FosterAdjustable desk lamp90
Casey HayesAdjustable desk lamp34
Parker FosterAdjustable desk lamp34
Elliot FosterAdjustable desk lamp34
Kendall BennettAdjustable desk lamp34
Quinn FosterAdjustable desk lamp90
Alex ShawAdjustable desk lamp90
Parker PalmerAdjustable desk lamp90
Sage PalmerAdjustable desk lamp90
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
Jamie BennettAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Elliot PalmerPortable picnic blanket167
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Lee PalmerCanvas tote bag20
Avery BrooksAdjustable desk lamp97
Taylor PalmerPortable picnic blanket167
Rowan EllisCanvas tote bag20
Quinn FosterAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Parker PalmerAdjustable desk lamp97
Parker PalmerPortable picnic blanket167
Sage PalmerAdjustable desk lamp97
Harper Reed3 products13 egos

Generated record ID: demo-184

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

Observed count, including incomplete coverage: 13

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedStainless tea infuser48
Elliot PalmerMetal bookends20
Elliot PalmerStainless tea infuser48
Lee PalmerStainless tea infuser48
Casey ReedStainless tea infuser48
Jordan ReedMetal bookends20
Jesse PalmerMetal bookends20
Reese LaneInsulated travel mug125
Alex FosterInsulated travel mug125
Kendall BennettInsulated travel mug125
Jordan FosterInsulated travel mug125
Jamie PalmerMetal bookends20
Jamie PalmerStainless tea infuser48
Parker PalmerMetal bookends20
Sage PalmerMetal bookends20
Jordan Shaw3 products13 egos

Generated record ID: demo-209

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

Observed count, including incomplete coverage: 13

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Jamie BennettCompact phone stand153
Elliot PalmerFabric pencil case62
Reese ShawFabric pencil case62
Lee PalmerCompact phone stand153
Casey ReedReusable water bottle27
Dana ReedCompact phone stand153
Jesse PalmerFabric pencil case62
Taylor PalmerFabric pencil case62
Jesse ReedReusable water bottle27
Jamie PalmerCompact phone stand153
Jamie PalmerReusable water bottle27
Jamie PalmerFabric pencil case62
Riley ShawFabric pencil case62
Sage PalmerFabric pencil case62
Avery Bennett2 products12 egos

Generated record ID: demo-1

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 HayesCotton throw blanket160
Jamie BennettAdjustable desk lamp62
Elliot PalmerAdjustable desk lamp62
Rowan LaneAdjustable desk lamp62
Reese ShawAdjustable desk lamp62
Casey ReedAdjustable desk lamp132
Avery BrooksAdjustable desk lamp132
Casey HayesAdjustable desk lamp62
Casey HayesCotton throw blanket160
Emery LaneAdjustable desk lamp132
Drew PalmerAdjustable desk lamp132
Quinn FosterAdjustable desk lamp132
Parker PalmerAdjustable desk lamp132
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
Jamie BennettAdjustable desk lamp62
Jamie BennettAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp62
Elliot PalmerAdjustable desk lamp97
Rowan LaneAdjustable desk lamp62
Reese ShawAdjustable desk lamp62
Reese ShawAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Avery BrooksAdjustable desk lamp97
Casey HayesAdjustable desk lamp62
Quinn FosterAdjustable desk lamp97
Alex ShawAdjustable desk lamp97
Parker PalmerAdjustable desk lamp97
Sage PalmerAdjustable desk lamp97
Reese Shaw2 products12 egos

Generated record ID: demo-215

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

Observed count, including incomplete coverage: 12

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp90
Jamie BennettAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp90
Elliot PalmerFabric pencil case48
Harper FosterAdjustable desk lamp90
Jesse PalmerFabric pencil case48
Taylor PalmerFabric pencil case48
Jamie PalmerFabric pencil case48
Quinn FosterAdjustable desk lamp90
Alex ShawAdjustable desk lamp90
Parker PalmerAdjustable desk lamp90
Riley ShawFabric pencil case48
Sage PalmerAdjustable desk lamp90
Sage PalmerFabric pencil case48
Avery Brooks3 products12 egos

Generated record ID: demo-23

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 lamp118
Harper FosterAdjustable desk lamp118
Casey ReedAdjustable desk lamp118
Drew PalmerAdjustable desk lamp118
Alex FosterCeramic planter125
Jordan BennettCeramic planter125
Casey EllisCeramic planter125
Harper LaneLinen cushion cover83
Quinn FosterAdjustable desk lamp118
Alex ShawAdjustable desk lamp118
Parker PalmerAdjustable desk lamp118
Sage PalmerAdjustable desk lamp118

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

PRODUCT-TIME STRUCTURE

Observed product bursts

ProductReviewsReviewersWindow spanCorroboration mass
Adjustable desk lamp212028 days279
Stainless tea infuser171720 days230
Adjustable desk lamp171728 days228
Felt desk organizer151521 days202
Compact phone stand161617 days200
Metal bookends131318 days195
Fabric pencil case141414 days188
Bamboo drawer divider101021 days145
Adjustable desk lamp141426 days140
Portable picnic blanket9913 days129
Cotton oven mitts8817 days117
Reusable water bottle8820 days105

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

StepReviewer whose history we examinedNeighborsReviewers reached
1Riley Bennett67
2Cameron Brooks17
3Avery Foster68
4Rowan Hayes4144
5Riley Foster044
6Sage Foster645
7Quinn Reed2965
8Jamie Bennett4370
9Elliot Palmer6483
10Rowan Lane2288
11Dana Shaw088
12Reese Shaw4590
13Harper Foster3190
14Lee Palmer3794
15Casey Reed47102
16Avery Brooks38107
17Dana Reed17109
18Jordan Reed20109
19Jesse Palmer21109
20Alex Reed0109
21Kendall Reed17109
22Taylor Palmer20109
23Elliot Shaw0109
24Rowan Palmer0109
25Casey Hayes29119
26Elliot Bennett0119
27Jesse Reed9121
28Cameron Hayes23125
29Parker Foster32132
30Elliot Foster23136
31Jamie Carter0136
32Drew Lane0136
33Reese Lane21141
34Emery Lane27142
35Rowan Ellis14142
36Drew Palmer19143
37Alex Foster11143
38Jordan Bennett13145
39Casey Ellis12148
40Dana Palmer21148
41Morgan Lane15150
42Kendall Bennett18150
43Lee Carter0150
44Jordan Foster10150
45Avery Carter14151
46Emery Hayes12153
47Casey Carter9153
48Kendall Shaw8153
49Parker Lane0153
50Lee Bennett0153
51Lee Hayes0153
52Rowan Foster5153
53Cameron Palmer13157
54Emery Foster9157
55Kendall Foster8157
56Casey Foster0157
57Harper Bennett10160
58Jesse Ellis9161
59Alex Carter2161
60Emery Carter0161
61Drew Bennett0161
62Emery Ellis6162
63Reese Brooks0162
64Avery Shaw0162
65Cameron Ellis0162
66Harper Lane2162
67Reese Carter0162
68Alex Hayes0162
69Avery Hayes0162
70Jamie Ellis0162
71Cameron Foster0162
72Kendall Hayes0162
73Reese Hayes6162
74Sage Lane0162
75Drew Foster0162
76Jesse Lane8164
77Parker Ellis0164
78Taylor Brooks2164
79Jamie Hayes0164
80Jordan Ellis0164
81Morgan Bennett0164
82Sage Bennett0164
83Dana Hayes0164
84Riley Hayes3164
85Harper Reed30164
86Jamie Palmer47164
87Reese Foster10164
88Quinn Foster36165
89Dana Lane0165
90Alex Shaw38167
91Drew Shaw0167
92Reese Reed0167
93Reese Bennett0167
94Parker Palmer54168
95Casey Palmer0168
96Morgan Brooks0168
97Alex Brooks0168
98Quinn Hayes0168
99Riley Shaw23168
100Sage Palmer52168

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 →