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
Casey Reed.

We examined other reviewers’ histories and found five-star reviews of the same products, posted close in time to this reviewer’s own five-star reviews. The pattern appears across 5 shared products in this generated case.

5products with supporting overlap
0–50 daysbetween the paired five-star reviews

The search examined 50 reviewer histories and found 160 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 6 generated reviews across 6 products

These are all of this reviewer’s records in the generated panel. The 5 products with supporting overlap are a subset of this 6-product history.

All generated review records for Casey Reed
ProductReview dateRatingVerified purchase
Canvas tote bag2019-01-151 starsMarked
Reusable water bottle2019-01-255 starsMarked
Bamboo drawer divider2019-02-215 starsMarked
Stainless tea infuser2019-02-285 starsMarked
Adjustable desk lamp2019-05-155 starsMarked
Felt desk organizer2019-06-135 starsMarked

FOLLOW THE EVIDENCE

Same products. Nearby five-star reviews.

Open a product to compare the dates and records. A pair qualifies when both reviews give five stars and their dates are no more than 56 days apart, including exactly 56 days.

SHARED PRODUCTAdjustable desk lamp17 supporting histories0–45 days apartView all paired recordsOne example pair · both reviews give five starsRowan Hayeshistory examined34 days apartCasey Reedthis reviewer

Casey Reed gave five stars on 2019-05-15. 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 Casey Reed on Adjustable desk lamp
Reviewer whose history we examinedTheir review dateCasey Reed’s dateCasey Reed’s timingVerified purchase marks
Elliot Palmer2019-04-015 stars2019-05-155 stars44 days afterElliot Palmer: markedCasey Reed: marked
Reese Shaw2019-04-045 stars2019-05-155 stars41 days afterReese Shaw: markedCasey Reed: marked
Sage Shaw2019-04-065 stars2019-05-155 stars39 days afterSage Shaw: markedCasey Reed: marked
Emery Palmer2019-04-105 stars2019-05-155 stars35 days afterEmery Palmer: markedCasey Reed: marked
Harper Palmer2019-04-105 stars2019-05-155 stars35 days afterHarper Palmer: markedCasey Reed: marked
Casey Brooks2019-04-105 stars2019-05-155 stars35 days afterCasey Brooks: markedCasey Reed: marked
Rowan Hayes2019-04-115 stars2019-05-155 stars34 days afterRowan Hayes: markedCasey Reed: marked
Emery Palmer2019-04-185 stars2019-05-155 stars27 days afterEmery Palmer: markedCasey Reed: marked
Riley Palmer2019-04-205 stars2019-05-155 stars25 days afterRiley Palmer: markedCasey Reed: marked
Cameron Carter2019-04-255 stars2019-05-155 stars20 days afterCameron Carter: markedCasey Reed: marked
Avery Bennett2019-05-155 stars2019-05-155 starsSame dayAvery Bennett: markedCasey Reed: marked
Emery Lane2019-06-055 stars2019-05-155 stars21 days beforeEmery Lane: not markedCasey Reed: marked
Dana Carter2019-06-075 stars2019-05-155 stars23 days beforeDana Carter: markedCasey Reed: marked
Cameron Carter2019-06-085 stars2019-05-155 stars24 days beforeCameron Carter: markedCasey Reed: marked
Dana Palmer2019-06-175 stars2019-05-155 stars33 days beforeDana Palmer: markedCasey Reed: marked
Morgan Lane2019-06-195 stars2019-05-155 stars35 days beforeMorgan Lane: markedCasey Reed: marked
Elliot Ellis2019-06-215 stars2019-05-155 stars37 days beforeElliot Ellis: markedCasey Reed: marked
Cameron Bennett2019-06-285 stars2019-05-155 stars44 days beforeCameron Bennett: markedCasey Reed: marked
Cameron Hayes2019-06-295 stars2019-05-155 stars45 days beforeCameron Hayes: markedCasey Reed: marked

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

SHARED PRODUCTReusable water bottle5 supporting histories3–50 days apartView all paired recordsOne example pair · both reviews give five starsQuinn Reedhistory examined5 days apartCasey Reedthis reviewer

Casey Reed gave five stars on 2019-01-25. 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 Casey Reed on Reusable water bottle
Reviewer whose history we examinedTheir review dateCasey Reed’s dateCasey Reed’s timingVerified purchase marks
Quinn Reed2019-01-205 stars2019-01-255 stars5 days afterQuinn Reed: markedCasey Reed: marked
Jordan Palmer2019-01-285 stars2019-01-255 stars3 days beforeJordan Palmer: markedCasey Reed: marked
Jordan Shaw2019-01-285 stars2019-01-255 stars3 days beforeJordan Shaw: markedCasey Reed: marked
Jamie Palmer2019-01-305 stars2019-01-255 stars5 days beforeJamie Palmer: markedCasey Reed: marked
Emery Hayes2019-03-165 stars2019-01-255 stars50 days beforeEmery Hayes: markedCasey Reed: marked

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

SHARED PRODUCTFelt desk organizer7 supporting histories1–20 days apartView all paired recordsOne example pair · both reviews give five starsHarper Palmerhistory examined11 days apartCasey Reedthis reviewer

Casey Reed gave five stars on 2019-06-13. 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 Casey Reed on Felt desk organizer
Reviewer whose history we examinedTheir review dateCasey Reed’s dateCasey Reed’s timingVerified purchase marks
Kendall Reed2019-05-245 stars2019-06-135 stars20 days afterKendall Reed: markedCasey Reed: marked
Riley Palmer2019-05-275 stars2019-06-135 stars17 days afterRiley Palmer: markedCasey Reed: marked
Elliot Palmer2019-05-315 stars2019-06-135 stars13 days afterElliot Palmer: markedCasey Reed: marked
Riley Shaw2019-05-315 stars2019-06-135 stars13 days afterRiley Shaw: markedCasey Reed: marked
Harper Palmer2019-06-025 stars2019-06-135 stars11 days afterHarper Palmer: markedCasey Reed: marked
Emery Palmer2019-06-095 stars2019-06-135 stars4 days afterEmery Palmer: markedCasey Reed: marked
Jamie Palmer2019-06-145 stars2019-06-135 stars1 day beforeJamie Palmer: markedCasey Reed: marked

“Before” and “after” describe Casey Reed’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 histories4–9 days apartView all paired recordsOne example pair · both reviews give five starsElliot Palmerhistory examined5 days apartCasey Reedthis reviewer

Casey Reed gave five stars on 2019-02-21. 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 Casey Reed on Bamboo drawer divider
Reviewer whose history we examinedTheir review dateCasey Reed’s dateCasey Reed’s timingVerified purchase marks
Elliot Palmer2019-02-165 stars2019-02-215 stars5 days afterElliot Palmer: markedCasey Reed: marked
Harper Shaw2019-02-165 stars2019-02-215 stars5 days afterHarper Shaw: markedCasey Reed: marked
Jamie Palmer2019-02-175 stars2019-02-215 stars4 days afterJamie Palmer: markedCasey Reed: marked
Jordan Reed2019-02-275 stars2019-02-215 stars6 days beforeJordan Reed: markedCasey Reed: marked
Emery Palmer2019-03-025 stars2019-02-215 stars9 days beforeEmery Palmer: markedCasey Reed: marked

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

SHARED PRODUCTStainless tea infuser10 supporting histories1–11 days apartView all paired recordsOne example pair · both reviews give five starsCasey Reedthis reviewer1 day apartQuinn Reedhistory examined

Casey Reed gave five stars on 2019-02-28. 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 Casey Reed on Stainless tea infuser
Reviewer whose history we examinedTheir review dateCasey Reed’s dateCasey Reed’s timingVerified purchase marks
Sage Shaw2019-02-175 stars2019-02-285 stars11 days afterSage Shaw: markedCasey Reed: marked
Jamie Shaw2019-02-205 stars2019-02-285 stars8 days afterJamie Shaw: markedCasey Reed: marked
Riley Palmer2019-02-235 stars2019-02-285 stars5 days afterRiley Palmer: markedCasey Reed: marked
Jordan Palmer2019-02-245 stars2019-02-285 stars4 days afterJordan Palmer: not markedCasey Reed: marked
Cameron Shaw2019-02-245 stars2019-02-285 stars4 days afterCameron Shaw: markedCasey Reed: marked
Quinn Reed2019-03-015 stars2019-02-285 stars1 day beforeQuinn Reed: markedCasey Reed: marked
Jamie Palmer2019-03-035 stars2019-02-285 stars3 days beforeJamie Palmer: markedCasey Reed: marked
Rowan Reed2019-03-035 stars2019-02-285 stars3 days beforeRowan Reed: markedCasey Reed: marked
Elliot Palmer2019-03-065 stars2019-02-285 stars6 days beforeElliot Palmer: markedCasey Reed: marked
Emery Palmer2019-03-075 stars2019-02-285 stars7 days beforeEmery Palmer: markedCasey Reed: marked

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

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

Account for all 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 ±56 days. Each history below has at least two five-star reviews and contributes one ego to this reviewer’s count. The date pairs above show why.

Distinct histories supporting Casey Reed’s corroboration count
Reviewer whose history we examinedFive-star reviews in its historyShared productsCount added
Quinn Reed4Reusable water bottle, Stainless tea infuser+1 ego
Rowan Hayes5Adjustable desk lamp+1 ego
Cameron Hayes4Adjustable desk lamp+1 ego
Cameron Shaw4Stainless tea infuser+1 ego
Harper Palmer6Adjustable desk lamp, Felt desk organizer+1 ego
Cameron Carter3Adjustable desk lamp+1 ego
Avery Bennett4Adjustable desk lamp+1 ego
Sage Shaw4Adjustable desk lamp, Stainless tea infuser+1 ego
Riley Palmer3Adjustable desk lamp, Felt desk organizer, Stainless tea infuser+1 ego
Elliot Palmer9Adjustable desk lamp, Felt desk organizer, Bamboo drawer divider, Stainless tea infuser+1 ego
Emery Palmer11Adjustable desk lamp, Felt desk organizer, Bamboo drawer divider, Stainless tea infuser+1 ego
Reese Shaw3Adjustable desk lamp+1 ego
Casey Brooks2Adjustable desk lamp+1 ego
Jordan Palmer5Reusable water bottle, Stainless tea infuser+1 ego
Jamie Palmer9Reusable water bottle, Felt desk organizer, Bamboo drawer divider, Stainless tea infuser+1 ego
Jamie Shaw2Stainless tea infuser+1 ego
Rowan Reed2Stainless tea infuser+1 ego
Jordan Shaw3Reusable water bottle+1 ego
Riley Shaw2Felt desk organizer+1 ego
Harper Shaw5Bamboo drawer divider+1 ego
Jordan Reed3Bamboo drawer divider+1 ego
Emery Lane2Adjustable desk lamp+1 ego
Kendall Reed3Felt desk organizer+1 ego
Cameron Bennett3Adjustable desk lamp+1 ego
Elliot Ellis2Adjustable desk lamp+1 ego
Dana Carter2Adjustable desk lamp+1 ego
Dana Palmer3Adjustable desk lamp+1 ego
Emery Hayes4Reusable water bottle+1 ego
Morgan Lane2Adjustable desk lamp+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, 5 shared products, and the paired five-star dates shown above. The method has all 610 generated records available; 50 histories were selected for the search.

No live source check

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

A pattern to investigate

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

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

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

Reviewers in this generated result
Fictional nameGenerated ID
Alex Bennettdemo-0
Avery Bennettdemo-1
Jesse Bennettdemo-10
Kendall Fosterdemo-100
Lee Fosterdemo-101
Morgan Fosterdemo-102
Parker Fosterdemo-103
Quinn Fosterdemo-104
Reese Fosterdemo-105
Riley Fosterdemo-106
Rowan Fosterdemo-107
Sage Fosterdemo-108
Taylor Fosterdemo-109
Jordan Bennettdemo-11
Alex Hayesdemo-110
Avery Hayesdemo-111
Casey Hayesdemo-112
Cameron Hayesdemo-113
Dana Hayesdemo-114
Drew Hayesdemo-115
Elliot Hayesdemo-116
Emery Hayesdemo-117
Harper Hayesdemo-118
Jamie Hayesdemo-119
Kendall Bennettdemo-12
Jesse Hayesdemo-120
Jordan Hayesdemo-121
Kendall Hayesdemo-122
Lee Hayesdemo-123
Morgan Hayesdemo-124
Quinn Hayesdemo-126
Reese Hayesdemo-127
Riley Hayesdemo-128
Rowan Hayesdemo-129
Lee Bennettdemo-13
Sage Hayesdemo-130
Taylor Hayesdemo-131
Alex Lanedemo-132
Cameron Lanedemo-135
Dana Lanedemo-136
Drew Lanedemo-137
Elliot Lanedemo-138
Emery Lanedemo-139
Morgan Bennettdemo-14
Harper Lanedemo-140
Jamie Lanedemo-141
Jesse Lanedemo-142
Jordan Lanedemo-143
Kendall Lanedemo-144
Lee Lanedemo-145
Morgan Lanedemo-146
Parker Lanedemo-147
Quinn Lanedemo-148
Reese Lanedemo-149
Parker Bennettdemo-15
Riley Lanedemo-150
Rowan Lanedemo-151
Sage Lanedemo-152
Taylor Lanedemo-153
Alex Palmerdemo-154
Avery Palmerdemo-155
Casey Palmerdemo-156
Cameron Palmerdemo-157
Dana Palmerdemo-158
Drew Palmerdemo-159
Quinn Bennettdemo-16
Elliot Palmerdemo-160
Emery Palmerdemo-161
Harper Palmerdemo-162
Jamie Palmerdemo-163
Jesse Palmerdemo-164
Jordan Palmerdemo-165
Kendall Palmerdemo-166
Lee Palmerdemo-167
Morgan Palmerdemo-168
Parker Palmerdemo-169
Reese Bennettdemo-17
Quinn Palmerdemo-170
Reese Palmerdemo-171
Riley Palmerdemo-172
Rowan Palmerdemo-173
Sage Palmerdemo-174
Taylor Palmerdemo-175
Alex Reeddemo-176
Avery Reeddemo-177
Casey Reeddemo-178
Cameron Reeddemo-179
Riley Bennettdemo-18
Dana Reeddemo-180
Drew Reeddemo-181
Elliot Reeddemo-182
Emery Reeddemo-183
Harper Reeddemo-184
Jamie Reeddemo-185
Jesse Reeddemo-186
Jordan Reeddemo-187
Kendall Reeddemo-188
Lee Reeddemo-189
Rowan Bennettdemo-19
Morgan Reeddemo-190
Parker Reeddemo-191
Quinn Reeddemo-192
Reese Reeddemo-193
Riley Reeddemo-194
Rowan Reeddemo-195
Sage Reeddemo-196
Taylor Reeddemo-197
Alex Shawdemo-198
Avery Shawdemo-199
Casey Bennettdemo-2
Sage Bennettdemo-20
Casey Shawdemo-200
Cameron Shawdemo-201
Dana Shawdemo-202
Drew Shawdemo-203
Elliot Shawdemo-204
Emery Shawdemo-205
Harper Shawdemo-206
Jamie Shawdemo-207
Jesse Shawdemo-208
Jordan Shawdemo-209
Taylor Bennettdemo-21
Kendall Shawdemo-210
Lee Shawdemo-211
Morgan Shawdemo-212
Reese Shawdemo-215
Riley Shawdemo-216
Rowan Shawdemo-217
Sage Shawdemo-218
Taylor Shawdemo-219
Alex Brooksdemo-22
Avery Brooksdemo-23
Casey Brooksdemo-24
Cameron Brooksdemo-25
Dana Brooksdemo-26
Drew Brooksdemo-27
Elliot Brooksdemo-28
Cameron Bennettdemo-3
Harper Brooksdemo-30
Jamie Brooksdemo-31
Jesse Brooksdemo-32
Jordan Brooksdemo-33
Kendall Brooksdemo-34
Lee Brooksdemo-35
Morgan Brooksdemo-36
Parker Brooksdemo-37
Quinn Brooksdemo-38
Reese Brooksdemo-39
Riley Brooksdemo-40
Rowan Brooksdemo-41
Sage Brooksdemo-42
Taylor Brooksdemo-43
Alex Carterdemo-44
Avery Carterdemo-45
Casey Carterdemo-46
Cameron Carterdemo-47
Dana Carterdemo-48
Drew Carterdemo-49
Drew Bennettdemo-5
Emery Carterdemo-51
Harper Carterdemo-52
Jamie Carterdemo-53
Jordan Carterdemo-55
Kendall Carterdemo-56
Lee Carterdemo-57
Morgan Carterdemo-58
Parker Carterdemo-59
Elliot Bennettdemo-6
Reese Carterdemo-61
Riley Carterdemo-62
Rowan Carterdemo-63
Sage Carterdemo-64
Taylor Carterdemo-65
Alex Ellisdemo-66
Avery Ellisdemo-67
Casey Ellisdemo-68
Cameron Ellisdemo-69
Emery Bennettdemo-7
Dana Ellisdemo-70
Drew Ellisdemo-71
Elliot Ellisdemo-72
Emery Ellisdemo-73
Harper Ellisdemo-74
Jamie Ellisdemo-75
Jesse Ellisdemo-76
Jordan Ellisdemo-77
Lee Ellisdemo-79
Harper Bennettdemo-8
Morgan Ellisdemo-80
Parker Ellisdemo-81
Quinn Ellisdemo-82
Reese Ellisdemo-83
Riley Ellisdemo-84
Rowan Ellisdemo-85
Sage Ellisdemo-86
Taylor Ellisdemo-87
Alex Fosterdemo-88
Avery Fosterdemo-89
Jamie Bennettdemo-9
Casey Fosterdemo-90
Cameron Fosterdemo-91
Dana Fosterdemo-92
Drew Fosterdemo-93
Elliot Fosterdemo-94
Emery Fosterdemo-95
Harper Fosterdemo-96
Jamie Fosterdemo-97
Jesse Fosterdemo-98
Jordan Fosterdemo-99
Products shown in this result
Fictional productGenerated ID
Adjustable desk lampP00000
Insulated travel mugP00001
Canvas tote bagP00002
Bamboo cutting boardP00003
Cotton throw blanketP00004
Glass storage jarsP00005
Ceramic planterP00006
Compact phone standP00007
Linen cushion coverP00008
Stainless mixing bowlP00009
Silicone baking matP00010
Folding laptop standP00011
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
Wooden serving trayP00028
Clip-on reading lightP00030
Stainless tea infuserP00033
Magnetic kitchen timerP00035
Portable picnic blanketP00038
Cotton oven mittsP00042

FROM A RESULT TO A CONTRIBUTION

What would you share?

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

View an example contribution →
Change the search settings 50 histories · cap 10 · ±56 days

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

Inspect the full result Counts, supporting egos, product bursts, and search history
Reviews in the example610Full generated panel; the search examines selected histories.
Histories examined50
Complete product windows42seed egos
Highest corroboration29distinct seed egos

COLLECTION PROGRESS

Each history adds context.

160 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.

Casey Reed5 products29 egos

Generated record ID: demo-178

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)
Quinn ReedReusable water bottle20
Quinn ReedStainless tea infuser55
Rowan HayesAdjustable desk lamp132
Cameron HayesAdjustable desk lamp132
Cameron ShawStainless tea infuser55
Harper PalmerAdjustable desk lamp132
Harper PalmerFelt desk organizer160
Cameron CarterAdjustable desk lamp132
Avery BennettAdjustable desk lamp132
Sage ShawAdjustable desk lamp132
Sage ShawStainless tea infuser55
Riley PalmerAdjustable desk lamp132
Riley PalmerFelt desk organizer160
Riley PalmerStainless tea infuser55
Elliot PalmerAdjustable desk lamp132
Elliot PalmerFelt desk organizer160
Elliot PalmerBamboo drawer divider48
Elliot PalmerStainless tea infuser55
Emery PalmerAdjustable desk lamp132
Emery PalmerFelt desk organizer160
Emery PalmerBamboo drawer divider48
Emery PalmerStainless tea infuser55
Reese ShawAdjustable desk lamp132
Casey BrooksAdjustable desk lamp132
Jordan PalmerReusable water bottle20
Jordan PalmerStainless tea infuser55
Jamie PalmerReusable water bottle20
Jamie PalmerFelt desk organizer160
Jamie PalmerBamboo drawer divider48
Jamie PalmerStainless tea infuser55
Jamie ShawStainless tea infuser55
Rowan ReedStainless tea infuser55
Jordan ShawReusable water bottle20
Riley ShawFelt desk organizer160
Harper ShawBamboo drawer divider48
Jordan ReedBamboo drawer divider48
Emery LaneAdjustable desk lamp132
Kendall ReedFelt desk organizer160
Cameron BennettAdjustable desk lamp132
Elliot EllisAdjustable desk lamp132
Dana CarterAdjustable desk lamp132
Dana PalmerAdjustable desk lamp132
Emery HayesReusable water bottle20
Morgan LaneAdjustable desk lamp132
Emery Palmer10 products26 egos

Generated record ID: demo-161

26 distinct product-window-complete seed egos; 26 observed seed egos.

Observed count, including incomplete coverage: 26

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand160
Quinn ReedStainless tea infuser62
Rowan HayesAdjustable desk lamp97
Rowan HayesAdjustable desk lamp104
Casey ReedAdjustable desk lamp97
Casey ReedAdjustable desk lamp104
Casey ReedFelt desk organizer153
Casey ReedBamboo drawer divider55
Casey ReedStainless tea infuser62
Cameron ShawStainless tea infuser62
Harper PalmerAdjustable desk lamp97
Harper PalmerAdjustable desk lamp104
Harper PalmerCompact phone stand160
Harper PalmerFelt desk organizer153
Harper PalmerMetal bookends13
Harper PalmerSilicone spatula set125
Cameron CarterAdjustable desk lamp97
Cameron CarterAdjustable desk lamp104
Avery BennettAdjustable desk lamp97
Avery BennettAdjustable desk lamp104
Sage ShawAdjustable desk lamp97
Sage ShawAdjustable desk lamp104
Sage ShawFabric pencil case62
Sage ShawStainless tea infuser62
Sage ShawCotton oven mitts104
Riley PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp104
Riley PalmerFelt desk organizer153
Riley PalmerStainless tea infuser62
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
Casey BrooksAdjustable desk lamp97
Casey BrooksAdjustable desk lamp104
Jordan PalmerMetal bookends13
Jordan PalmerClip-on reading light76
Jordan PalmerStainless tea infuser62
Jamie PalmerCompact phone stand160
Jamie PalmerFelt desk organizer153
Jamie PalmerMetal bookends13
Jamie PalmerBamboo drawer divider55
Jamie PalmerFabric pencil case62
Jamie PalmerClip-on reading light76
Jamie PalmerStainless tea infuser62
Jamie PalmerCotton oven mitts104
Jamie ShawMetal bookends13
Jamie ShawStainless tea infuser62
Rowan ReedStainless tea infuser62
Rowan ReedCotton oven mitts104
Jordan ShawCompact phone stand160
Jordan ShawFabric pencil case62
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case62
Riley ShawFelt desk organizer153
Riley ShawFabric pencil case62
Taylor PalmerFabric pencil case62
Harper ShawBamboo drawer divider55
Jordan ReedMetal bookends13
Jordan ReedBamboo drawer divider55
Jordan ReedClip-on reading light76
Emery LaneAdjustable desk lamp97
Emery LaneAdjustable desk lamp104
Kendall ReedFelt desk organizer153
Kendall ReedClip-on reading light76
Dana CarterAdjustable desk lamp104
Kendall BrooksCompact phone stand160
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)
Quinn ReedCompact phone stand160
Rowan HayesAdjustable desk lamp97
Sage FosterMetal bookends20
Casey ReedAdjustable desk lamp97
Casey ReedFelt desk organizer146
Cameron ShawPortable picnic blanket160
Cameron CarterAdjustable desk lamp97
Avery BennettAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Riley PalmerFelt desk organizer146
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer146
Elliot PalmerMetal bookends20
Elliot PalmerPortable picnic blanket160
Emery PalmerAdjustable desk lamp97
Emery PalmerCompact phone stand160
Emery PalmerFelt desk organizer146
Emery PalmerMetal bookends20
Emery PalmerSilicone spatula set132
Reese ShawAdjustable desk lamp97
Casey BrooksAdjustable desk lamp97
Jordan PalmerMetal bookends20
Jamie PalmerCompact phone stand160
Jamie PalmerFelt desk organizer146
Jamie PalmerMetal bookends20
Jamie ShawMetal bookends20
Jordan ShawCompact phone stand160
Jesse PalmerMetal bookends20
Riley ShawFelt desk organizer146
Taylor PalmerPortable picnic blanket160
Harper ShawPortable picnic blanket160
Jordan ReedMetal bookends20
Emery LaneAdjustable desk lamp97
Kendall ReedFelt desk organizer146
Kendall BrooksCompact phone stand160
Elliot Palmer9 products24 egos

Generated record ID: demo-160

24 distinct product-window-complete seed egos; 24 observed seed egos.

Observed count, including incomplete coverage: 24

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedStainless tea infuser62
Rowan HayesAdjustable desk lamp90
Casey ReedAdjustable desk lamp90
Casey ReedFelt desk organizer146
Casey ReedBamboo drawer divider41
Casey ReedStainless tea infuser62
Cameron ShawStainless tea infuser62
Cameron ShawPortable picnic blanket160
Harper PalmerAdjustable desk lamp90
Harper PalmerFelt desk organizer146
Harper PalmerMetal bookends13
Harper PalmerPortable picnic blanket160
Cameron CarterAdjustable desk lamp90
Avery BennettAdjustable desk lamp90
Sage ShawAdjustable desk lamp90
Sage ShawFabric pencil case55
Sage ShawStainless tea infuser62
Sage ShawCotton oven mitts111
Riley PalmerAdjustable desk lamp90
Riley PalmerFelt desk organizer146
Riley PalmerStainless tea infuser62
Emery PalmerAdjustable desk lamp90
Emery PalmerFelt desk organizer146
Emery PalmerMetal bookends13
Emery PalmerBamboo drawer divider41
Emery PalmerFabric pencil case55
Emery PalmerClip-on reading light55
Emery PalmerStainless tea infuser62
Emery PalmerCotton oven mitts111
Reese ShawAdjustable desk lamp90
Reese ShawFabric pencil case55
Casey BrooksAdjustable desk lamp90
Jordan PalmerMetal bookends13
Jordan PalmerClip-on reading light55
Jordan PalmerStainless tea infuser62
Jamie PalmerFelt desk organizer146
Jamie PalmerMetal bookends13
Jamie PalmerBamboo drawer divider41
Jamie PalmerFabric pencil case55
Jamie PalmerClip-on reading light55
Jamie PalmerStainless tea infuser62
Jamie PalmerCotton oven mitts111
Jamie ShawMetal bookends13
Jamie ShawStainless tea infuser62
Rowan ReedStainless tea infuser62
Rowan ReedCotton oven mitts111
Jordan ShawFabric pencil case55
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case55
Riley ShawFelt desk organizer146
Riley ShawFabric pencil case55
Taylor PalmerFabric pencil case55
Taylor PalmerPortable picnic blanket160
Harper ShawBamboo drawer divider41
Harper ShawPortable picnic blanket160
Jordan ReedMetal bookends13
Jordan ReedBamboo drawer divider41
Jordan ReedClip-on reading light55
Kendall ReedFelt desk organizer146
Kendall ReedClip-on reading light55
Elliot FosterAdjustable desk lamp90
Casey Shaw4 products24 egos

Generated record ID: demo-200

24 distinct product-window-complete seed egos; 24 observed seed egos.

Observed count, including incomplete coverage: 24

Reviewer whose history we examined (seed)ProductWeek (day index)
Quinn ReedCompact phone stand153
Rowan HayesAdjustable desk lamp132
Cameron HayesAdjustable desk lamp132
Casey ReedAdjustable desk lamp132
Casey ReedBamboo drawer divider55
Harper PalmerAdjustable desk lamp132
Harper PalmerCompact phone stand153
Harper PalmerSilicone spatula set125
Cameron CarterAdjustable desk lamp132
Avery BennettAdjustable desk lamp132
Sage ShawAdjustable desk lamp132
Riley PalmerAdjustable desk lamp132
Elliot PalmerAdjustable desk lamp132
Elliot PalmerBamboo drawer divider55
Emery PalmerAdjustable desk lamp132
Emery PalmerCompact phone stand153
Emery PalmerBamboo drawer divider55
Emery PalmerSilicone spatula set125
Reese ShawAdjustable desk lamp132
Casey BrooksAdjustable desk lamp132
Jamie PalmerCompact phone stand153
Jamie PalmerBamboo drawer divider55
Jordan ShawCompact phone stand153
Harper ShawBamboo drawer divider55
Jordan ReedBamboo drawer divider55
Emery LaneAdjustable desk lamp132
Cameron BennettAdjustable desk lamp132
Elliot EllisAdjustable desk lamp132
Dana CarterAdjustable desk lamp132
Dana PalmerAdjustable desk lamp132
Morgan LaneAdjustable desk lamp132
Kendall BrooksCompact phone stand153
Cameron Carter1 products24 egos

Generated record ID: demo-47

24 distinct product-window-complete seed egos; 24 observed seed egos.

Observed count, including incomplete coverage: 24

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp48
Rowan HayesAdjustable desk lamp111
Sage BrooksAdjustable desk lamp48
Cameron HayesAdjustable desk lamp153
Casey ReedAdjustable desk lamp111
Casey ReedAdjustable desk lamp153
Cameron ShawAdjustable desk lamp48
Harper PalmerAdjustable desk lamp48
Harper PalmerAdjustable desk lamp111
Avery BennettAdjustable desk lamp48
Avery BennettAdjustable desk lamp111
Avery BennettAdjustable desk lamp153
Sage ShawAdjustable desk lamp48
Sage ShawAdjustable desk lamp111
Riley PalmerAdjustable desk lamp48
Riley PalmerAdjustable desk lamp111
Riley PalmerAdjustable desk lamp153
Elliot PalmerAdjustable desk lamp48
Elliot PalmerAdjustable desk lamp111
Emery PalmerAdjustable desk lamp48
Emery PalmerAdjustable desk lamp111
Emery PalmerAdjustable desk lamp153
Reese ShawAdjustable desk lamp48
Reese ShawAdjustable desk lamp111
Casey BrooksAdjustable desk lamp48
Casey BrooksAdjustable desk lamp111
Harper ShawAdjustable desk lamp48
Emery LaneAdjustable desk lamp111
Emery LaneAdjustable desk lamp153
Cameron BennettAdjustable desk lamp48
Cameron BennettAdjustable desk lamp153
Elliot EllisAdjustable desk lamp48
Elliot EllisAdjustable desk lamp153
Dana CarterAdjustable desk lamp111
Dana CarterAdjustable desk lamp153
Kendall BennettAdjustable desk lamp48
Elliot FosterAdjustable desk lamp48
Drew CarterAdjustable desk lamp48
Taylor CarterAdjustable desk lamp48
Dana PalmerAdjustable desk lamp111
Dana PalmerAdjustable desk lamp153
Morgan LaneAdjustable desk lamp111
Morgan LaneAdjustable desk lamp153
Cameron Shaw4 products23 egos

Generated record ID: demo-201

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)
Quinn ReedStainless tea infuser48
Sage BrooksAdjustable desk lamp20
Sage BrooksCanvas tote bag139
Cameron HayesCanvas tote bag139
Casey ReedStainless tea infuser48
Harper PalmerPortable picnic blanket160
Cameron CarterAdjustable desk lamp20
Avery BennettAdjustable desk lamp20
Sage ShawStainless tea infuser48
Riley PalmerStainless tea infuser48
Elliot PalmerStainless tea infuser48
Elliot PalmerPortable picnic blanket160
Emery PalmerStainless tea infuser48
Jordan PalmerStainless tea infuser48
Jamie PalmerStainless tea infuser48
Jamie ShawStainless tea infuser48
Rowan ReedStainless tea infuser48
Taylor PalmerPortable picnic blanket160
Harper ShawAdjustable desk lamp20
Harper ShawPortable picnic blanket160
Cameron BennettAdjustable desk lamp20
Elliot EllisAdjustable desk lamp20
Kendall BennettAdjustable desk lamp20
Elliot FosterAdjustable desk lamp20
Drew CarterAdjustable desk lamp20
Taylor CarterAdjustable desk lamp20
Taylor CarterCanvas tote bag139
Avery Bennett2 products22 egos

Generated record ID: demo-1

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 lamp62
Rowan HayesAdjustable desk lamp132
Rowan HayesCotton throw blanket160
Sage BrooksAdjustable desk lamp62
Sage BrooksCotton throw blanket160
Cameron HayesAdjustable desk lamp132
Casey ReedAdjustable desk lamp132
Cameron ShawAdjustable desk lamp62
Harper PalmerAdjustable desk lamp62
Harper PalmerAdjustable desk lamp132
Cameron CarterAdjustable desk lamp62
Cameron CarterAdjustable desk lamp132
Sage ShawAdjustable desk lamp62
Sage ShawAdjustable desk lamp132
Riley PalmerAdjustable desk lamp62
Riley PalmerAdjustable desk lamp132
Elliot PalmerAdjustable desk lamp62
Elliot PalmerAdjustable desk lamp132
Emery PalmerAdjustable desk lamp62
Emery PalmerAdjustable desk lamp132
Reese ShawAdjustable desk lamp62
Reese ShawAdjustable desk lamp132
Casey BrooksAdjustable desk lamp62
Casey BrooksAdjustable desk lamp132
Harper ShawAdjustable desk lamp62
Emery LaneAdjustable desk lamp132
Cameron BennettAdjustable desk lamp132
Elliot EllisAdjustable desk lamp62
Elliot EllisAdjustable desk lamp132
Dana CarterAdjustable desk lamp132
Kendall BennettAdjustable desk lamp62
Elliot FosterAdjustable desk lamp62
Dana PalmerAdjustable desk lamp132
Morgan LaneAdjustable desk lamp132
Parker Palmer5 products22 egos

Generated record ID: demo-169

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 lamp90
Rowan HayesAdjustable desk lamp104
Casey ReedAdjustable desk lamp90
Casey ReedAdjustable desk lamp104
Cameron ShawPortable picnic blanket160
Harper PalmerAdjustable desk lamp90
Harper PalmerAdjustable desk lamp104
Harper PalmerMetal bookends13
Harper PalmerSilicone spatula set125
Harper PalmerPortable picnic blanket160
Cameron CarterAdjustable desk lamp90
Cameron CarterAdjustable desk lamp104
Avery BennettAdjustable desk lamp90
Avery BennettAdjustable desk lamp104
Sage ShawAdjustable desk lamp90
Sage ShawAdjustable desk lamp104
Riley PalmerAdjustable desk lamp90
Riley PalmerAdjustable desk lamp104
Elliot PalmerAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp104
Elliot PalmerMetal bookends13
Elliot PalmerPortable picnic blanket160
Emery PalmerAdjustable desk lamp90
Emery PalmerAdjustable desk lamp104
Emery PalmerMetal bookends13
Emery PalmerSilicone spatula set125
Reese ShawAdjustable desk lamp90
Reese ShawAdjustable desk lamp104
Casey BrooksAdjustable desk lamp90
Casey BrooksAdjustable desk lamp104
Jordan PalmerMetal bookends13
Jamie PalmerMetal bookends13
Jamie ShawMetal bookends13
Jesse PalmerMetal bookends13
Taylor PalmerPortable picnic blanket160
Harper ShawPortable picnic blanket160
Jordan ReedMetal bookends13
Emery LaneAdjustable desk lamp104
Cameron BennettBamboo cutting board174
Dana CarterAdjustable desk lamp104
Drew Hayes2 products21 egos

Generated record ID: demo-115

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 lamp62
Rowan HayesAdjustable desk lamp97
Sage BrooksAdjustable desk lamp62
Casey ReedAdjustable desk lamp97
Casey ReedBamboo drawer divider97
Cameron ShawAdjustable desk lamp62
Harper PalmerAdjustable desk lamp62
Harper PalmerAdjustable desk lamp97
Cameron CarterAdjustable desk lamp62
Cameron CarterAdjustable desk lamp97
Avery BennettAdjustable desk lamp62
Avery BennettAdjustable desk lamp97
Sage ShawAdjustable desk lamp62
Sage ShawAdjustable desk lamp97
Riley PalmerAdjustable desk lamp62
Riley PalmerAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp62
Elliot PalmerAdjustable desk lamp97
Elliot PalmerBamboo drawer divider97
Emery PalmerAdjustable desk lamp62
Emery PalmerAdjustable desk lamp97
Emery PalmerBamboo drawer divider97
Reese ShawAdjustable desk lamp62
Reese ShawAdjustable desk lamp97
Casey BrooksAdjustable desk lamp62
Casey BrooksAdjustable desk lamp97
Jamie PalmerBamboo drawer divider97
Harper ShawAdjustable desk lamp62
Harper ShawBamboo drawer divider97
Jordan ReedBamboo drawer divider97
Emery LaneAdjustable desk lamp97
Elliot EllisAdjustable desk lamp62
Dana CarterAdjustable desk lamp97
Kendall BennettAdjustable desk lamp62
Elliot FosterAdjustable desk lamp62
Jamie Palmer9 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)
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser55
Casey ReedReusable water bottle27
Casey ReedFelt desk organizer160
Casey ReedBamboo drawer divider41
Casey ReedStainless tea infuser55
Cameron ShawStainless tea infuser55
Harper PalmerCompact phone stand153
Harper PalmerFelt desk organizer160
Harper PalmerMetal bookends20
Sage ShawFabric pencil case62
Sage ShawStainless tea infuser55
Sage ShawCotton oven mitts97
Riley PalmerFelt desk organizer160
Riley PalmerStainless tea infuser55
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
Emery PalmerCompact phone stand153
Emery PalmerFelt desk organizer160
Emery PalmerMetal bookends20
Emery PalmerBamboo drawer divider41
Emery PalmerFabric pencil case62
Emery PalmerClip-on reading light76
Emery PalmerStainless tea infuser55
Emery PalmerCotton oven mitts97
Reese ShawFabric pencil case62
Jordan PalmerReusable water bottle27
Jordan PalmerMetal bookends20
Jordan PalmerClip-on reading light76
Jordan PalmerStainless tea infuser55
Jamie ShawMetal bookends20
Jamie ShawStainless tea infuser55
Rowan ReedStainless tea infuser55
Rowan ReedCotton oven mitts97
Jordan ShawCompact phone stand153
Jordan ShawReusable water bottle27
Jordan ShawFabric pencil case62
Jesse PalmerMetal bookends20
Jesse PalmerFabric pencil case62
Riley ShawFelt desk organizer160
Riley ShawFabric pencil case62
Taylor PalmerFabric pencil case62
Harper ShawBamboo drawer divider41
Jordan ReedMetal bookends20
Jordan ReedBamboo drawer divider41
Jordan ReedClip-on reading light76
Kendall ReedFelt desk organizer160
Kendall ReedClip-on reading light76
Emery HayesReusable water bottle27
Kendall BrooksCompact phone stand153
Sage Palmer4 products21 egos

Generated record ID: demo-174

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
Casey ReedAdjustable desk lamp97
Casey ReedFelt desk organizer139
Harper PalmerAdjustable desk lamp97
Harper PalmerFelt desk organizer139
Harper PalmerMetal bookends13
Cameron CarterAdjustable desk lamp97
Avery BennettAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Sage ShawFabric pencil case62
Riley PalmerAdjustable desk lamp97
Riley PalmerFelt desk organizer139
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer139
Elliot PalmerMetal bookends13
Elliot PalmerFabric pencil case62
Emery PalmerAdjustable desk lamp97
Emery PalmerFelt desk organizer139
Emery PalmerMetal bookends13
Emery PalmerFabric pencil case62
Reese ShawAdjustable desk lamp97
Reese ShawFabric pencil case62
Casey BrooksAdjustable desk lamp97
Jordan PalmerMetal bookends13
Jamie PalmerFelt desk organizer139
Jamie PalmerMetal bookends13
Jamie PalmerFabric pencil case62
Jamie ShawMetal bookends13
Jordan ShawFabric pencil case62
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case62
Riley ShawFelt desk organizer139
Riley ShawFabric pencil case62
Taylor PalmerFabric pencil case62
Jordan ReedMetal bookends13
Emery LaneAdjustable desk lamp97
Kendall ReedFelt desk organizer139
Drew Reed2 products21 egos

Generated record ID: demo-181

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
Rowan HayesAdjustable desk lamp153
Cameron HayesAdjustable desk lamp153
Casey ReedAdjustable desk lamp97
Casey ReedAdjustable desk lamp153
Cameron ShawPortable picnic blanket174
Harper PalmerAdjustable desk lamp97
Harper PalmerAdjustable desk lamp153
Harper PalmerPortable picnic blanket174
Cameron CarterAdjustable desk lamp97
Cameron CarterAdjustable desk lamp153
Avery BennettAdjustable desk lamp97
Avery BennettAdjustable desk lamp153
Sage ShawAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Riley PalmerAdjustable desk lamp153
Elliot PalmerAdjustable desk lamp97
Elliot PalmerPortable picnic blanket174
Emery PalmerAdjustable desk lamp97
Emery PalmerAdjustable desk lamp153
Reese ShawAdjustable desk lamp97
Casey BrooksAdjustable desk lamp97
Casey BrooksAdjustable desk lamp153
Taylor PalmerPortable picnic blanket174
Harper ShawPortable picnic blanket174
Emery LaneAdjustable desk lamp153
Cameron BennettAdjustable desk lamp153
Elliot EllisAdjustable desk lamp153
Dana CarterAdjustable desk lamp153
Dana PalmerAdjustable desk lamp153
Morgan LaneAdjustable desk lamp153
Riley Reed2 products21 egos

Generated record ID: demo-194

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 lamp132
Cameron HayesAdjustable desk lamp132
Casey ReedAdjustable desk lamp132
Casey ReedFelt desk organizer146
Harper PalmerAdjustable desk lamp132
Harper PalmerFelt desk organizer146
Cameron CarterAdjustable desk lamp132
Avery BennettAdjustable desk lamp132
Sage ShawAdjustable desk lamp132
Riley PalmerAdjustable desk lamp132
Riley PalmerFelt desk organizer146
Elliot PalmerAdjustable desk lamp132
Elliot PalmerFelt desk organizer146
Emery PalmerAdjustable desk lamp132
Emery PalmerFelt desk organizer146
Reese ShawAdjustable desk lamp132
Casey BrooksAdjustable desk lamp132
Jamie PalmerFelt desk organizer146
Riley ShawFelt desk organizer146
Emery LaneAdjustable desk lamp132
Kendall ReedFelt desk organizer146
Cameron BennettAdjustable desk lamp132
Elliot EllisAdjustable desk lamp132
Dana CarterAdjustable desk lamp132
Dana PalmerAdjustable desk lamp132
Morgan LaneAdjustable desk lamp132
Morgan Palmer5 products20 egos

Generated record ID: demo-168

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)
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Rowan HayesAdjustable desk lamp97
Casey ReedAdjustable desk lamp97
Casey ReedReusable water bottle27
Casey ReedFelt desk organizer146
Harper PalmerAdjustable desk lamp97
Harper PalmerCompact phone stand153
Harper PalmerFelt desk organizer146
Cameron CarterAdjustable desk lamp97
Avery BennettAdjustable desk lamp97
Sage ShawAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Riley PalmerFelt desk organizer146
Elliot PalmerAdjustable desk lamp97
Elliot PalmerFelt desk organizer146
Emery PalmerAdjustable desk lamp97
Emery PalmerCompact phone stand153
Emery PalmerFelt desk organizer146
Reese ShawAdjustable desk lamp97
Casey BrooksAdjustable desk lamp97
Jordan PalmerReusable water bottle27
Jamie PalmerCompact phone stand153
Jamie PalmerReusable water bottle27
Jamie PalmerFelt desk organizer146
Jordan ShawCompact phone stand153
Jordan ShawReusable water bottle27
Riley ShawFelt desk organizer146
Kendall ReedFelt desk organizer146
Drew CarterGlass storage jars174
Emery HayesReusable water bottle27
Kendall BrooksCompact phone stand153
Reese Palmer3 products20 egos

Generated record ID: demo-171

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 lamp104
Casey ReedAdjustable desk lamp104
Casey ReedBamboo drawer divider48
Harper PalmerAdjustable desk lamp104
Cameron CarterAdjustable desk lamp104
Avery BennettAdjustable desk lamp104
Sage ShawAdjustable desk lamp104
Sage ShawFabric pencil case55
Riley PalmerAdjustable desk lamp104
Elliot PalmerAdjustable desk lamp104
Elliot PalmerBamboo drawer divider48
Elliot PalmerFabric pencil case55
Emery PalmerAdjustable desk lamp104
Emery PalmerBamboo drawer divider48
Emery PalmerFabric pencil case55
Reese ShawAdjustable desk lamp104
Reese ShawFabric pencil case55
Casey BrooksAdjustable desk lamp104
Jamie PalmerBamboo drawer divider48
Jamie PalmerFabric pencil case55
Jordan ShawFabric pencil case55
Jesse PalmerFabric pencil case55
Riley ShawFabric pencil case55
Taylor PalmerFabric pencil case55
Harper ShawBamboo drawer divider48
Jordan ReedBamboo drawer divider48
Emery LaneAdjustable desk lamp104
Dana CarterAdjustable desk lamp104
Riley Palmer3 products20 egos

Generated record ID: demo-172

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)
Quinn ReedStainless tea infuser48
Rowan HayesAdjustable desk lamp104
Casey ReedAdjustable desk lamp104
Casey ReedFelt desk organizer146
Casey ReedStainless tea infuser48
Cameron ShawStainless tea infuser48
Harper PalmerAdjustable desk lamp104
Harper PalmerFelt desk organizer146
Cameron CarterAdjustable desk lamp104
Avery BennettAdjustable desk lamp104
Sage ShawAdjustable desk lamp104
Sage ShawStainless tea infuser48
Elliot PalmerAdjustable desk lamp104
Elliot PalmerFelt desk organizer146
Elliot PalmerStainless tea infuser48
Emery PalmerAdjustable desk lamp104
Emery PalmerFelt desk organizer146
Emery PalmerStainless tea infuser48
Reese ShawAdjustable desk lamp104
Casey BrooksAdjustable desk lamp104
Jordan PalmerStainless tea infuser48
Jamie PalmerFelt desk organizer146
Jamie PalmerStainless tea infuser48
Jamie ShawStainless tea infuser48
Rowan ReedStainless tea infuser48
Riley ShawFelt desk organizer146
Emery LaneAdjustable desk lamp104
Kendall ReedFelt desk organizer146
Dana CarterAdjustable desk lamp104
Cameron Reed4 products20 egos

Generated record ID: demo-179

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 lamp83
Sage FosterMetal bookends27
Sage BrooksCanvas tote bag55
Casey ReedAdjustable desk lamp83
Harper PalmerAdjustable desk lamp83
Harper PalmerMetal bookends27
Cameron CarterAdjustable desk lamp83
Avery BennettAdjustable desk lamp83
Sage ShawAdjustable desk lamp83
Sage ShawCotton oven mitts97
Riley PalmerAdjustable desk lamp83
Elliot PalmerAdjustable desk lamp83
Elliot PalmerMetal bookends27
Elliot PalmerCotton oven mitts97
Emery PalmerAdjustable desk lamp83
Emery PalmerMetal bookends27
Emery PalmerCotton oven mitts97
Reese ShawAdjustable desk lamp83
Casey BrooksAdjustable desk lamp83
Jordan PalmerMetal bookends27
Jamie PalmerMetal bookends27
Jamie PalmerCotton oven mitts97
Jamie ShawMetal bookends27
Rowan ReedCotton oven mitts97
Jesse PalmerMetal bookends27
Jordan ReedMetal bookends27
Elliot FosterAdjustable desk lamp83
Quinn Reed4 products20 egos

Generated record ID: demo-192

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)
Riley BennettCotton throw blanket62
Avery FosterCotton throw blanket62
Rowan HayesCotton throw blanket62
Sage FosterCotton throw blanket62
Sage BrooksCotton throw blanket62
Cameron HayesCotton throw blanket62
Casey ReedReusable water bottle13
Casey ReedStainless tea infuser55
Cameron ShawStainless tea infuser55
Harper PalmerCompact phone stand153
Sage ShawStainless tea infuser55
Riley PalmerStainless tea infuser55
Elliot PalmerStainless tea infuser55
Emery PalmerCompact phone stand153
Emery PalmerStainless tea infuser55
Jordan PalmerReusable water bottle13
Jordan PalmerStainless tea infuser55
Jamie PalmerCompact phone stand153
Jamie PalmerReusable water bottle13
Jamie PalmerStainless tea infuser55
Jamie ShawStainless tea infuser55
Rowan ReedStainless tea infuser55
Jordan ShawCompact phone stand153
Jordan ShawReusable water bottle13
Emery HayesReusable water bottle13
Kendall BrooksCompact phone stand153
Sage Shaw4 products20 egos

Generated record ID: demo-218

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)
Quinn ReedStainless tea infuser41
Rowan HayesAdjustable desk lamp90
Casey ReedAdjustable desk lamp90
Casey ReedStainless tea infuser41
Cameron ShawStainless tea infuser41
Harper PalmerAdjustable desk lamp90
Cameron CarterAdjustable desk lamp90
Avery BennettAdjustable desk lamp90
Riley PalmerAdjustable desk lamp90
Riley PalmerStainless tea infuser41
Elliot PalmerAdjustable desk lamp90
Elliot PalmerFabric pencil case55
Elliot PalmerStainless tea infuser41
Elliot PalmerCotton oven mitts111
Emery PalmerAdjustable desk lamp90
Emery PalmerFabric pencil case55
Emery PalmerStainless tea infuser41
Emery PalmerCotton oven mitts111
Reese ShawAdjustable desk lamp90
Reese ShawFabric pencil case55
Casey BrooksAdjustable desk lamp90
Jordan PalmerStainless tea infuser41
Jamie PalmerFabric pencil case55
Jamie PalmerStainless tea infuser41
Jamie PalmerCotton oven mitts111
Jamie ShawStainless tea infuser41
Rowan ReedStainless tea infuser41
Rowan ReedCotton oven mitts111
Jordan ShawFabric pencil case55
Jesse PalmerFabric pencil case55
Riley ShawFabric pencil case55
Taylor PalmerFabric pencil case55
Riley Ellis1 products20 egos

Generated record ID: demo-84

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
Sage BrooksAdjustable desk lamp34
Casey ReedAdjustable desk lamp90
Cameron ShawAdjustable desk lamp34
Harper PalmerAdjustable desk lamp90
Cameron CarterAdjustable desk lamp34
Cameron CarterAdjustable desk lamp90
Avery BennettAdjustable desk lamp34
Avery BennettAdjustable desk lamp90
Sage ShawAdjustable desk lamp34
Sage ShawAdjustable desk lamp90
Riley PalmerAdjustable desk lamp90
Elliot PalmerAdjustable desk lamp34
Elliot PalmerAdjustable desk lamp90
Emery PalmerAdjustable desk lamp90
Reese ShawAdjustable desk lamp34
Reese ShawAdjustable desk lamp90
Casey BrooksAdjustable desk lamp90
Harper ShawAdjustable desk lamp34
Cameron BennettAdjustable desk lamp34
Elliot EllisAdjustable desk lamp34
Kendall BennettAdjustable desk lamp34
Elliot FosterAdjustable desk lamp34
Drew CarterAdjustable desk lamp34
Taylor CarterAdjustable desk lamp34
Casey Hayes3 products19 egos

Generated record ID: demo-112

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 HayesCotton throw blanket160
Sage BrooksAdjustable desk lamp41
Sage BrooksCanvas tote bag125
Sage BrooksCanvas tote bag132
Sage BrooksCotton throw blanket160
Cameron HayesCanvas tote bag125
Cameron HayesCanvas tote bag132
Cameron ShawAdjustable desk lamp41
Cameron ShawCanvas tote bag125
Cameron ShawCanvas tote bag132
Harper PalmerAdjustable desk lamp41
Cameron CarterAdjustable desk lamp41
Avery BennettAdjustable desk lamp41
Avery BennettCotton throw blanket160
Sage ShawAdjustable desk lamp41
Elliot PalmerAdjustable desk lamp41
Emery PalmerAdjustable desk lamp41
Reese ShawAdjustable desk lamp41
Casey BrooksAdjustable desk lamp41
Harper ShawAdjustable desk lamp41
Cameron BennettAdjustable desk lamp41
Elliot EllisAdjustable desk lamp41
Kendall BennettAdjustable desk lamp41
Elliot FosterAdjustable desk lamp41
Drew CarterAdjustable desk lamp41
Taylor CarterAdjustable desk lamp41
Taylor CarterCanvas tote bag125
Taylor CarterCanvas tote bag132
Rowan Lane2 products19 egos

Generated record ID: demo-151

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 lamp62
Rowan HayesGlass storage jars104
Sage BrooksAdjustable desk lamp62
Cameron ShawAdjustable desk lamp62
Harper PalmerAdjustable desk lamp62
Cameron CarterAdjustable desk lamp62
Avery BennettAdjustable desk lamp62
Sage ShawAdjustable desk lamp62
Riley PalmerAdjustable desk lamp62
Elliot PalmerAdjustable desk lamp62
Emery PalmerAdjustable desk lamp62
Reese ShawAdjustable desk lamp62
Casey BrooksAdjustable desk lamp62
Harper ShawAdjustable desk lamp62
Cameron BennettAdjustable desk lamp62
Elliot EllisAdjustable desk lamp62
Kendall BennettAdjustable desk lamp62
Elliot FosterAdjustable desk lamp62
Drew CarterAdjustable desk lamp62
Drew CarterGlass storage jars104
Taylor CarterAdjustable desk lamp62
Jordan Palmer5 products19 egos

Generated record ID: demo-165

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)
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser48
Sage FosterMetal bookends20
Casey ReedReusable water bottle27
Casey ReedStainless tea infuser48
Cameron ShawStainless tea infuser48
Harper PalmerMetal bookends20
Sage ShawStainless tea infuser48
Riley PalmerStainless tea infuser48
Elliot PalmerMetal bookends20
Elliot PalmerClip-on reading light69
Elliot PalmerStainless tea infuser48
Emery PalmerMetal bookends20
Emery PalmerClip-on reading light69
Emery PalmerStainless tea infuser48
Jamie PalmerReusable water bottle27
Jamie PalmerMetal bookends20
Jamie PalmerClip-on reading light69
Jamie PalmerStainless tea infuser48
Jamie ShawMetal bookends20
Jamie ShawStainless tea infuser48
Rowan ReedStainless tea infuser48
Jordan ShawReusable water bottle27
Jesse PalmerMetal bookends20
Jordan ReedMetal bookends20
Jordan ReedClip-on reading light69
Kendall ReedClip-on reading light69
Kendall BennettInsulated travel mug167
Elliot FosterInsulated travel mug167
Emery HayesReusable water bottle27
Kendall Palmer4 products19 egos

Generated record ID: demo-166

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)
Quinn ReedCompact phone stand160
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser55
Casey ReedReusable water bottle27
Casey ReedStainless tea infuser55
Cameron ShawStainless tea infuser55
Harper PalmerCompact phone stand160
Sage ShawFabric pencil case55
Sage ShawStainless tea infuser55
Riley PalmerStainless tea infuser55
Elliot PalmerFabric pencil case55
Elliot PalmerStainless tea infuser55
Emery PalmerCompact phone stand160
Emery PalmerFabric pencil case55
Emery PalmerStainless tea infuser55
Reese ShawFabric pencil case55
Jordan PalmerReusable water bottle27
Jordan PalmerStainless tea infuser55
Jamie PalmerCompact phone stand160
Jamie PalmerReusable water bottle27
Jamie PalmerFabric pencil case55
Jamie PalmerStainless tea infuser55
Jamie ShawStainless tea infuser55
Rowan ReedStainless tea infuser55
Jordan ShawCompact phone stand160
Jordan ShawReusable water bottle27
Jordan ShawFabric pencil case55
Jesse PalmerFabric pencil case55
Riley ShawFabric pencil case55
Taylor PalmerFabric pencil case55
Emery HayesReusable water bottle27
Kendall BrooksCompact phone stand160
Lee Reed3 products19 egos

Generated record ID: demo-189

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 lamp69
Sage BrooksAdjustable desk lamp69
Casey ReedBamboo drawer divider62
Cameron ShawAdjustable desk lamp69
Cameron ShawPortable picnic blanket160
Harper PalmerAdjustable desk lamp69
Harper PalmerPortable picnic blanket160
Cameron CarterAdjustable desk lamp69
Avery BennettAdjustable desk lamp69
Sage ShawAdjustable desk lamp69
Riley PalmerAdjustable desk lamp69
Elliot PalmerAdjustable desk lamp69
Elliot PalmerBamboo drawer divider62
Elliot PalmerPortable picnic blanket160
Emery PalmerAdjustable desk lamp69
Emery PalmerBamboo drawer divider62
Reese ShawAdjustable desk lamp69
Casey BrooksAdjustable desk lamp69
Jamie PalmerBamboo drawer divider62
Taylor PalmerPortable picnic blanket160
Harper ShawBamboo drawer divider62
Harper ShawPortable picnic blanket160
Jordan ReedBamboo drawer divider62
Elliot EllisAdjustable desk lamp69
Elliot FosterAdjustable desk lamp69
Elliot Bennett1 products19 egos

Generated record ID: demo-6

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 lamp55
Sage BrooksAdjustable desk lamp55
Cameron ShawAdjustable desk lamp55
Harper PalmerAdjustable desk lamp55
Cameron CarterAdjustable desk lamp55
Avery BennettAdjustable desk lamp55
Sage ShawAdjustable desk lamp55
Riley PalmerAdjustable desk lamp55
Elliot PalmerAdjustable desk lamp55
Emery PalmerAdjustable desk lamp55
Reese ShawAdjustable desk lamp55
Casey BrooksAdjustable desk lamp55
Harper ShawAdjustable desk lamp55
Cameron BennettAdjustable desk lamp55
Elliot EllisAdjustable desk lamp55
Kendall BennettAdjustable desk lamp55
Elliot FosterAdjustable desk lamp55
Drew CarterAdjustable desk lamp55
Taylor CarterAdjustable desk lamp55
Rowan Hayes4 products18 egos

Generated record ID: demo-129

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)
Riley BennettCotton throw blanket90
Quinn ReedCotton throw blanket90
Avery FosterCotton throw blanket90
Sage FosterCotton throw blanket90
Sage BrooksCotton throw blanket90
Casey ReedAdjustable desk lamp97
Harper PalmerAdjustable desk lamp97
Cameron CarterAdjustable desk lamp97
Avery BennettAdjustable desk lamp97
Avery BennettCotton throw blanket174
Sage ShawAdjustable desk lamp97
Riley PalmerAdjustable desk lamp97
Elliot PalmerAdjustable desk lamp97
Emery PalmerAdjustable desk lamp97
Reese ShawAdjustable desk lamp97
Casey BrooksAdjustable desk lamp97
Emery LaneAdjustable desk lamp97
Drew CarterGlass storage jars83
Emery HayesMagnetic kitchen timer167
Quinn Lane1 products18 egos

Generated record ID: demo-148

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 lamp139
Cameron HayesAdjustable desk lamp139
Casey ReedAdjustable desk lamp139
Harper PalmerAdjustable desk lamp139
Cameron CarterAdjustable desk lamp139
Avery BennettAdjustable desk lamp139
Sage ShawAdjustable desk lamp139
Riley PalmerAdjustable desk lamp139
Elliot PalmerAdjustable desk lamp139
Emery PalmerAdjustable desk lamp139
Reese ShawAdjustable desk lamp139
Casey BrooksAdjustable desk lamp139
Emery LaneAdjustable desk lamp139
Cameron BennettAdjustable desk lamp139
Elliot EllisAdjustable desk lamp139
Dana CarterAdjustable desk lamp139
Dana PalmerAdjustable desk lamp139
Morgan LaneAdjustable desk lamp139
Drew Palmer1 products18 egos

Generated record ID: demo-159

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 lamp132
Cameron HayesAdjustable desk lamp132
Casey ReedAdjustable desk lamp132
Harper PalmerAdjustable desk lamp132
Cameron CarterAdjustable desk lamp132
Avery BennettAdjustable desk lamp132
Sage ShawAdjustable desk lamp132
Riley PalmerAdjustable desk lamp132
Elliot PalmerAdjustable desk lamp132
Emery PalmerAdjustable desk lamp132
Reese ShawAdjustable desk lamp132
Casey BrooksAdjustable desk lamp132
Emery LaneAdjustable desk lamp132
Cameron BennettAdjustable desk lamp132
Elliot EllisAdjustable desk lamp132
Dana CarterAdjustable desk lamp132
Dana PalmerAdjustable desk lamp132
Morgan LaneAdjustable desk lamp132

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

PRODUCT-TIME STRUCTURE

Observed product bursts

ProductReviewsReviewersWindow spanCorroboration mass
Adjustable desk lamp393653 days644
Adjustable desk lamp202056 days364
Stainless tea infuser171720 days320
Adjustable desk lamp191956 days298
Felt desk organizer151521 days272
Compact phone stand161617 days261
Metal bookends131318 days240
Fabric pencil case141414 days235
Bamboo drawer divider111156 days229
Portable picnic blanket101050 days195
Reusable water bottle8820 days147
Cotton oven mitts8817 days143

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. 42 of the 50 examined histories produced eligible egos with complete product-window coverage in this generated example.

StepReviewer whose history we examinedNeighborsReviewers reached
1Riley Bennett910
2Dana Brooks010
3Cameron Brooks413
4Quinn Reed3643
5Avery Foster743
6Rowan Hayes6185
7Riley Foster085
8Sage Foster1388
9Sage Brooks56114
10Alex Hayes0114
11Cameron Hayes38118
12Casey Reed70122
13Cameron Shaw58123
14Harper Palmer79126
15Cameron Carter68126
16Avery Bennett67126
17Sage Shaw69129
18Riley Palmer66129
19Elliot Palmer77130
20Emery Palmer85131
21Reese Shaw61131
22Drew Brooks0131
23Dana Shaw0131
24Quinn Hayes0131
25Casey Brooks64139
26Jordan Palmer40144
27Jamie Palmer52144
28Jamie Shaw23144
29Rowan Reed18144
30Jordan Shaw30144
31Jesse Palmer23144
32Riley Shaw23144
33Taylor Palmer21144
34Harper Shaw36144
35Jordan Reed23144
36Emery Lane55148
37Kendall Reed19148
38Morgan Ellis0148
39Emery Reed0148
40Cameron Bennett44153
41Elliot Ellis43153
42Dana Carter50153
43Kendall Bennett38153
44Elliot Foster36153
45Drew Carter34156
46Taylor Carter32156
47Dana Palmer42156
48Emery Hayes26158
49Morgan Lane23160
50Kendall Brooks26160

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 →