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

24 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 9 shared products in this generated case.

9products with supporting overlap
0–28 daysbetween the paired five-star reviews

The search examined 100 reviewer histories and found 164 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 9 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 histories0–28 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
Jordan Brooks2019-03-145 stars2019-04-105 stars27 days afterJordan Brooks: markedEmery Palmer: marked
Jamie Bennett2019-03-175 stars2019-04-105 stars24 days afterJamie Bennett: markedEmery Palmer: marked
Riley Ellis2019-04-025 stars2019-04-105 stars8 days afterRiley Ellis: markedEmery Palmer: marked
Rowan Hayes2019-04-115 stars2019-04-105 stars1 day beforeRowan Hayes: markedEmery Palmer: marked
Avery Reed2019-04-115 stars2019-04-105 stars1 day beforeAvery Reed: markedEmery Palmer: marked
Harper Foster2019-04-155 stars2019-04-105 stars5 days beforeHarper Foster: markedEmery Palmer: marked
Reese Palmer2019-04-185 stars2019-04-105 stars8 days beforeReese Palmer: markedEmery Palmer: marked
Cameron Carter2019-04-255 stars2019-04-105 stars15 days beforeCameron Carter: markedEmery Palmer: marked
Avery Brooks2019-05-035 stars2019-04-105 stars23 days beforeAvery Brooks: markedEmery Palmer: marked
Riley Ellis2019-04-025 stars2019-04-185 stars16 days afterRiley Ellis: markedEmery Palmer: marked
Rowan Hayes2019-04-115 stars2019-04-185 stars7 days afterRowan Hayes: markedEmery Palmer: marked
Avery Reed2019-04-115 stars2019-04-185 stars7 days afterAvery Reed: markedEmery Palmer: marked
Harper Foster2019-04-155 stars2019-04-185 stars3 days afterHarper Foster: markedEmery Palmer: marked
Reese Palmer2019-04-185 stars2019-04-185 starsSame dayReese Palmer: markedEmery Palmer: marked
Cameron Carter2019-04-255 stars2019-04-185 stars7 days beforeCameron Carter: 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
Riley Reed2019-05-165 stars2019-04-185 stars28 days beforeRiley 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 stand6 supporting histories1–11 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer11 days apartJamie Bennetthistory examined

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
Morgan Reed2019-06-095 stars2019-06-115 stars2 days afterMorgan Reed: 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 organizer5 supporting histories4–16 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer4 days apartCasey Reedhistory examined

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
Kendall Reed2019-05-245 stars2019-06-095 stars16 days afterKendall Reed: markedEmery Palmer: marked
Riley Shaw2019-05-315 stars2019-06-095 stars9 days afterRiley Shaw: markedEmery Palmer: marked
Riley Reed2019-06-015 stars2019-06-095 stars8 days afterRiley Reed: 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 bookends3 supporting histories5–11 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer5 days apartJamie Palmerhistory examined

Emery Palmer gave five stars on 2019-01-20. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.

All five-star review pairs supporting Emery Palmer on Metal bookends
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Jamie Palmer2019-01-255 stars2019-01-205 stars5 days beforeJamie Palmer: 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 divider6 supporting histories1–14 days apartView all paired recordsOne example pair · both reviews give five starsReese Palmerhistory examined8 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
Harper Shaw2019-02-165 stars2019-03-025 stars14 days afterHarper Shaw: markedEmery Palmer: marked
Jamie Palmer2019-02-175 stars2019-03-025 stars13 days afterJamie Palmer: markedEmery Palmer: marked
Casey Reed2019-02-215 stars2019-03-025 stars9 days afterCasey Reed: markedEmery Palmer: marked
Reese Palmer2019-02-225 stars2019-03-025 stars8 days afterReese Palmer: markedEmery Palmer: marked
Jordan Reed2019-02-275 stars2019-03-025 stars3 days afterJordan Reed: markedEmery Palmer: marked
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 case5 supporting histories1–11 days apartView all paired recordsOne example pair · both reviews give five starsReese Palmerhistory examined9 days apartEmery Palmerthis reviewer

Emery Palmer gave five stars on 2019-03-09. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.

All five-star review pairs supporting Emery Palmer on Fabric pencil case
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Riley Shaw2019-02-265 stars2019-03-095 stars11 days afterRiley Shaw: markedEmery Palmer: marked
Reese Palmer2019-02-285 stars2019-03-095 stars9 days afterReese Palmer: markedEmery Palmer: marked
Jesse Palmer2019-03-045 stars2019-03-095 stars5 days afterJesse Palmer: markedEmery Palmer: marked
Taylor Palmer2019-03-065 stars2019-03-095 stars3 days afterTaylor Palmer: markedEmery Palmer: marked
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 PRODUCTClip-on reading light3 supporting histories2–6 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer2 days apartJamie Palmerhistory examined

Emery Palmer gave five stars on 2019-03-20. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.

All five-star review pairs supporting Emery Palmer on Clip-on reading light
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
Kendall Reed2019-03-145 stars2019-03-205 stars6 days afterKendall Reed: markedEmery Palmer: marked
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 histories2–12 days apartView all paired recordsOne example pair · both reviews give five starsLee Palmerhistory examined12 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
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
Rowan Reed2019-03-035 stars2019-03-075 stars4 days afterRowan Reed: markedEmery Palmer: marked
Morgan Reed2019-03-095 stars2019-03-075 stars2 days beforeMorgan Reed: markedEmery Palmer: marked

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

SHARED PRODUCTCotton oven mitts4 supporting histories0–7 days apartView all paired recordsOne example pair · both reviews give five starsLee Palmerhistory examinedSame dayEmery Palmerthis reviewer

Emery Palmer gave five stars on 2019-04-19. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.

All five-star review pairs supporting Emery Palmer on Cotton oven mitts
Reviewer whose history we examinedTheir review dateEmery Palmer’s dateEmery Palmer’s timingVerified purchase marks
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
Rowan Reed2019-04-225 stars2019-04-195 stars3 days beforeRowan 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.

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 24 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
Riley Ellis2Adjustable desk lamp+1 ego
Avery Reed3Adjustable desk lamp+1 ego
Cameron Carter3Adjustable desk lamp+1 ego
Jordan Brooks3Adjustable desk lamp+1 ego
Jamie Bennett2Adjustable desk lamp, Compact phone stand+1 ego
Harper Foster2Adjustable desk lamp+1 ego
Reese Palmer3Adjustable desk lamp, Bamboo drawer divider, Fabric pencil case+1 ego
Avery Brooks3Adjustable desk lamp+1 ego
Harper Shaw5Bamboo drawer divider+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
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 Reed4Compact phone stand, Stainless tea infuser+1 ego
Riley Reed2Adjustable desk lamp, Felt desk organizer+1 ego
Morgan Reed2Compact phone stand, Stainless tea infuser+1 ego
Dana Reed2Compact phone stand+1 ego
Jordan Reed3Metal bookends, Bamboo drawer divider, Clip-on reading light+1 ego
Rowan Reed2Stainless tea infuser, Cotton oven mitts+1 ego
Taylor Palmer2Fabric pencil case+1 ego
Riley Shaw2Felt desk organizer, Fabric pencil case+1 ego
Jesse Palmer2Metal bookends, Fabric pencil case+1 ego
Kendall Reed3Felt desk organizer, Clip-on reading light+1 ego
Kendall Shaw2Cotton oven mitts+1 ego
Distinct supporting histories24

READ THE RESULT WITH ITS LIMITS

What is observed, and what is missing?

Observed in this example

24 supporting histories, 9 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
Ceramic coffee cupP00016
Felt desk organizerP00017
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 5 · ±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 windows67seed egos
Highest corroboration24distinct seed egos

COLLECTION PROGRESS

Each history adds context.

164 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 Palmer9 products24 egos

Generated record ID: demo-161

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 lamp97
Rowan HayesAdjustable desk lamp104
Riley EllisAdjustable desk lamp97
Riley EllisAdjustable desk lamp104
Avery ReedAdjustable desk lamp97
Avery ReedAdjustable desk lamp104
Cameron CarterAdjustable desk lamp97
Cameron CarterAdjustable desk lamp104
Jordan BrooksAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Jamie BennettCompact phone stand160
Harper FosterAdjustable desk lamp97
Harper FosterAdjustable desk lamp104
Reese PalmerAdjustable desk lamp97
Reese PalmerAdjustable desk lamp104
Reese PalmerBamboo drawer divider55
Reese PalmerFabric pencil case62
Avery BrooksAdjustable desk lamp97
Avery BrooksAdjustable desk lamp104
Harper ShawBamboo drawer divider55
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
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 ReedCompact phone stand160
Quinn ReedStainless tea infuser62
Riley ReedAdjustable desk lamp104
Riley ReedFelt desk organizer153
Morgan ReedCompact phone stand160
Morgan ReedStainless tea infuser62
Dana ReedCompact phone stand160
Jordan ReedMetal bookends13
Jordan ReedBamboo drawer divider55
Jordan ReedClip-on reading light76
Rowan ReedStainless tea infuser62
Rowan ReedCotton oven mitts104
Taylor PalmerFabric pencil case62
Riley ShawFelt desk organizer153
Riley ShawFabric pencil case62
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case62
Kendall ReedFelt desk organizer153
Kendall ReedClip-on reading light76
Kendall ShawCotton oven mitts104
Elliot Palmer9 products23 egos

Generated record ID: demo-160

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

Observed count, including incomplete coverage: 23

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp90
Riley EllisAdjustable desk lamp90
Avery ReedAdjustable desk lamp90
Avery ReedPortable picnic blanket160
Cameron CarterAdjustable desk lamp90
Jordan BrooksAdjustable desk lamp90
Jamie BennettAdjustable desk lamp90
Rowan LaneAdjustable desk lamp90
Harper FosterAdjustable desk lamp90
Reese PalmerAdjustable desk lamp90
Reese PalmerBamboo drawer divider41
Reese PalmerFabric pencil case55
Harper ShawBamboo drawer divider41
Harper ShawPortable picnic blanket160
Lee PalmerBamboo drawer divider41
Lee PalmerStainless tea infuser62
Lee PalmerCotton oven mitts111
Casey ReedFelt desk organizer146
Casey ReedBamboo drawer divider41
Casey 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 ReedStainless tea infuser62
Riley ReedFelt desk organizer146
Morgan ReedStainless tea infuser62
Jordan ReedMetal bookends13
Jordan ReedBamboo drawer divider41
Jordan ReedClip-on reading light55
Rowan ReedStainless tea infuser62
Rowan ReedCotton oven mitts111
Taylor PalmerFabric pencil case55
Taylor PalmerPortable picnic blanket160
Riley ShawFelt desk organizer146
Riley ShawFabric pencil case55
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case55
Kendall ReedFelt desk organizer146
Kendall ReedClip-on reading light55
Kendall ShawCotton oven mitts111
Harper Palmer5 products22 egos

Generated record ID: demo-162

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
Riley EllisAdjustable desk lamp97
Avery ReedAdjustable desk lamp97
Avery ReedPortable picnic blanket160
Cameron CarterAdjustable desk lamp97
Jordan BrooksAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Jamie BennettCompact phone stand160
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Avery BrooksAdjustable desk lamp97
Harper ShawPortable picnic blanket160
Lee PalmerCompact phone stand160
Casey ReedFelt desk organizer146
Jamie PalmerCompact phone stand160
Jamie PalmerFelt desk organizer146
Jamie PalmerMetal bookends20
Quinn ReedCompact phone stand160
Riley ReedFelt desk organizer146
Morgan ReedCompact phone stand160
Dana ReedCompact phone stand160
Jordan ReedMetal bookends20
Taylor PalmerPortable picnic blanket160
Riley ShawFelt desk organizer146
Jesse PalmerMetal bookends20
Kendall ReedFelt desk organizer146
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)
Rowan HayesAdjustable desk lamp97
Riley EllisAdjustable desk lamp97
Avery ReedAdjustable desk lamp97
Cameron CarterAdjustable desk lamp97
Jordan BrooksAdjustable desk lamp97
Jordan BrooksGlass storage jars174
Jamie BennettAdjustable desk lamp97
Jamie BennettCompact phone stand153
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Avery BrooksAdjustable desk lamp97
Lee PalmerCompact phone stand153
Casey ReedReusable water bottle27
Casey ReedFelt desk organizer146
Jamie PalmerCompact phone stand153
Jamie PalmerReusable water bottle27
Jamie PalmerFelt desk organizer146
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Riley ReedFelt desk organizer146
Morgan ReedCompact phone stand153
Dana ReedCompact phone stand153
Riley ShawFelt desk organizer146
Kendall ReedFelt desk organizer146
Taylor HayesGlass storage jars174
Jesse ReedReusable water bottle27
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
Sage BrooksAdjustable desk lamp48
Riley EllisAdjustable desk lamp48
Riley EllisAdjustable desk lamp111
Avery ReedAdjustable desk lamp111
Jordan BrooksAdjustable desk lamp48
Jamie BennettAdjustable desk lamp48
Rowan LaneAdjustable desk lamp48
Casey HayesAdjustable desk lamp48
Elliot FosterAdjustable desk lamp48
Elliot EllisAdjustable desk lamp153
Harper FosterAdjustable desk lamp111
Reese PalmerAdjustable desk lamp111
Avery BrooksAdjustable desk lamp111
Cameron BennettAdjustable desk lamp153
Casey ReedAdjustable desk lamp111
Casey ReedAdjustable desk lamp153
Riley ReedAdjustable desk lamp111
Riley ReedAdjustable desk lamp153
Harper EllisAdjustable desk lamp153
Drew PalmerAdjustable desk lamp111
Drew PalmerAdjustable desk lamp153
Cameron HayesAdjustable desk lamp153
Dana PalmerAdjustable desk lamp153
Drew Reed2 products19 egos

Generated record ID: demo-181

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 lamp97
Riley EllisAdjustable desk lamp97
Avery ReedAdjustable desk lamp97
Avery ReedPortable picnic blanket174
Cameron CarterAdjustable desk lamp97
Cameron CarterAdjustable desk lamp153
Jordan BrooksAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Elliot EllisAdjustable desk lamp153
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Avery BrooksAdjustable desk lamp97
Harper ShawPortable picnic blanket174
Cameron BennettAdjustable desk lamp153
Casey ReedAdjustable desk lamp153
Riley ReedAdjustable desk lamp153
Harper EllisAdjustable desk lamp153
Drew PalmerAdjustable desk lamp153
Cameron HayesAdjustable desk lamp153
Dana PalmerAdjustable desk lamp153
Taylor PalmerPortable picnic blanket174
Cameron Shaw4 products19 egos

Generated record ID: demo-201

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)
Sage BrooksAdjustable desk lamp20
Sage BrooksCanvas tote bag139
Riley EllisAdjustable desk lamp20
Avery ReedPortable picnic blanket160
Casey HayesAdjustable desk lamp20
Casey HayesCanvas tote bag139
Elliot FosterAdjustable desk lamp20
Elliot EllisAdjustable desk lamp20
Harper ShawAdjustable desk lamp20
Harper ShawPortable picnic blanket160
Cameron BennettAdjustable desk lamp20
Lee PalmerStainless tea infuser48
Casey ReedStainless tea infuser48
Jamie PalmerStainless tea infuser48
Quinn ReedStainless tea infuser48
Cameron HayesCanvas tote bag139
Morgan ReedStainless tea infuser48
Rowan ReedStainless tea infuser48
Lee LaneCanvas tote bag139
Rowan CarterCanvas tote bag139
Reese LaneCanvas tote bag139
Taylor PalmerPortable picnic blanket160
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
Riley EllisAdjustable desk lamp90
Avery ReedAdjustable desk lamp90
Cameron CarterAdjustable desk lamp90
Jordan BrooksAdjustable desk lamp90
Jamie BennettAdjustable desk lamp90
Harper FosterAdjustable desk lamp90
Reese PalmerAdjustable desk lamp90
Reese PalmerFabric pencil case55
Avery BrooksAdjustable desk lamp90
Lee PalmerStainless tea infuser41
Lee PalmerCotton oven mitts111
Casey ReedStainless tea infuser41
Jamie PalmerFabric pencil case55
Jamie PalmerStainless tea infuser41
Jamie PalmerCotton oven mitts111
Quinn ReedStainless tea infuser41
Morgan ReedStainless tea infuser41
Rowan ReedStainless tea infuser41
Rowan ReedCotton oven mitts111
Taylor PalmerFabric pencil case55
Riley ShawFabric pencil case55
Jesse PalmerFabric pencil case55
Kendall ShawCotton oven mitts111
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)
Jamie BennettCompact phone stand153
Reese PalmerBamboo drawer divider41
Reese PalmerFabric pencil case62
Harper ShawBamboo drawer divider41
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
Quinn ReedCompact phone stand153
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser55
Riley ReedFelt desk organizer160
Morgan ReedCompact phone stand153
Morgan ReedStainless tea infuser55
Dana ReedCompact phone stand153
Jordan ReedMetal bookends20
Jordan ReedBamboo drawer divider41
Jordan ReedClip-on reading light76
Rowan ReedStainless tea infuser55
Rowan ReedCotton oven mitts97
Taylor PalmerFabric pencil case62
Riley ShawFelt desk organizer160
Riley ShawFabric pencil case62
Jesse PalmerMetal bookends20
Jesse PalmerFabric pencil case62
Kendall ReedFelt desk organizer160
Kendall ReedClip-on reading light76
Kendall ShawCotton oven mitts97
Jesse ReedReusable water bottle27
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
Riley EllisAdjustable desk lamp104
Avery ReedAdjustable desk lamp104
Cameron CarterAdjustable desk lamp104
Harper FosterAdjustable desk lamp104
Reese PalmerAdjustable desk lamp104
Avery BrooksAdjustable desk lamp104
Lee PalmerStainless tea infuser48
Casey ReedAdjustable desk lamp104
Casey ReedFelt desk organizer146
Casey ReedStainless tea infuser48
Jamie PalmerFelt desk organizer146
Jamie PalmerStainless tea infuser48
Quinn ReedStainless tea infuser48
Riley ReedAdjustable desk lamp104
Riley ReedFelt desk organizer146
Drew PalmerAdjustable desk lamp104
Morgan ReedStainless tea infuser48
Rowan ReedStainless tea infuser48
Riley ShawFelt desk organizer146
Kendall ReedFelt 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
Riley EllisAdjustable desk lamp97
Avery ReedAdjustable desk lamp97
Cameron CarterAdjustable desk lamp97
Jordan BrooksAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Reese PalmerFabric pencil case62
Avery BrooksAdjustable desk lamp97
Casey ReedFelt desk organizer139
Jamie PalmerFelt desk organizer139
Jamie PalmerMetal bookends13
Jamie PalmerFabric pencil case62
Riley ReedFelt desk organizer139
Jordan ReedMetal bookends13
Taylor PalmerFabric pencil case62
Riley ShawFelt desk organizer139
Riley ShawFabric pencil case62
Jesse PalmerMetal bookends13
Jesse PalmerFabric pencil case62
Kendall ReedFelt desk organizer139
Parker Palmer4 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
Riley EllisAdjustable desk lamp90
Riley EllisAdjustable desk lamp104
Avery ReedAdjustable desk lamp90
Avery ReedAdjustable desk lamp104
Avery ReedPortable picnic blanket160
Cameron CarterAdjustable desk lamp90
Cameron CarterAdjustable desk lamp104
Jordan BrooksAdjustable desk lamp90
Jamie BennettAdjustable desk lamp90
Harper FosterAdjustable desk lamp90
Harper FosterAdjustable desk lamp104
Reese PalmerAdjustable desk lamp90
Reese PalmerAdjustable desk lamp104
Avery BrooksAdjustable desk lamp90
Avery BrooksAdjustable desk lamp104
Harper ShawPortable picnic blanket160
Cameron BennettBamboo cutting board174
Casey ReedAdjustable desk lamp104
Jamie PalmerMetal bookends13
Jordan ReedMetal bookends13
Taylor PalmerPortable picnic blanket160
Jesse PalmerMetal bookends13
Casey Reed5 products16 egos

Generated record ID: demo-178

16 distinct product-window-complete seed egos; 16 observed seed egos.

Observed count, including incomplete coverage: 16

Reviewer whose history we examined (seed)ProductWeek (day index)
Cameron CarterAdjustable desk lamp132
Reese PalmerAdjustable desk lamp132
Reese PalmerBamboo drawer divider48
Avery BrooksAdjustable desk lamp132
Harper ShawBamboo drawer divider48
Lee PalmerBamboo drawer divider48
Lee PalmerStainless tea infuser55
Jamie PalmerReusable water bottle20
Jamie PalmerFelt desk organizer160
Jamie PalmerBamboo drawer divider48
Jamie PalmerStainless tea infuser55
Quinn ReedReusable water bottle20
Quinn ReedStainless tea infuser55
Riley ReedAdjustable desk lamp132
Riley ReedFelt desk organizer160
Harper EllisAdjustable desk lamp132
Drew PalmerAdjustable desk lamp132
Morgan ReedStainless tea infuser55
Jordan ReedBamboo drawer divider48
Rowan ReedStainless tea infuser55
Riley ShawFelt desk organizer160
Kendall ReedFelt desk organizer160
Jesse ReedReusable water bottle20
Cameron Reed4 products16 egos

Generated record ID: demo-179

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 lamp83
Riley EllisAdjustable desk lamp83
Avery ReedAdjustable desk lamp83
Cameron CarterAdjustable desk lamp83
Jordan BrooksAdjustable desk lamp83
Jamie BennettAdjustable desk lamp83
Rowan LaneAdjustable desk lamp83
Harper FosterAdjustable desk lamp83
Reese PalmerAdjustable desk lamp83
Lee PalmerCanvas tote bag55
Lee PalmerCotton oven mitts97
Jamie PalmerMetal bookends27
Jamie PalmerCotton oven mitts97
Jordan ReedMetal bookends27
Rowan ReedCotton oven mitts97
Jesse PalmerMetal bookends27
Rowan EllisCanvas tote bag55
Kendall ShawCotton oven mitts97
Casey Shaw3 products16 egos

Generated record ID: demo-200

16 distinct product-window-complete seed egos; 16 observed seed egos.

Observed count, including incomplete coverage: 16

Reviewer whose history we examined (seed)ProductWeek (day index)
Cameron CarterAdjustable desk lamp132
Jamie BennettCompact phone stand153
Harper FosterAdjustable desk lamp132
Reese PalmerAdjustable desk lamp132
Reese PalmerBamboo drawer divider55
Avery BrooksAdjustable desk lamp132
Harper ShawBamboo drawer divider55
Lee PalmerCompact phone stand153
Lee PalmerBamboo drawer divider55
Casey ReedAdjustable desk lamp132
Casey ReedBamboo drawer divider55
Jamie PalmerCompact phone stand153
Jamie PalmerBamboo drawer divider55
Quinn ReedCompact phone stand153
Riley ReedAdjustable desk lamp132
Harper EllisAdjustable desk lamp132
Drew PalmerAdjustable desk lamp132
Morgan ReedCompact phone stand153
Dana ReedCompact phone stand153
Jordan ReedBamboo drawer divider55
Sage Brooks3 products16 egos

Generated record ID: demo-42

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)
Riley BennettCotton throw blanket111
Avery FosterCotton throw blanket111
Rowan HayesCotton throw blanket111
Sage FosterCotton throw blanket111
Riley EllisAdjustable desk lamp27
Avery ReedCanvas tote bag-1
Cameron CarterAdjustable desk lamp27
Casey HayesAdjustable desk lamp27
Casey HayesCanvas tote bag111
Elliot FosterAdjustable desk lamp27
Elliot EllisAdjustable desk lamp27
Harper ShawAdjustable desk lamp27
Cameron BennettAdjustable desk lamp27
Lee LaneCanvas tote bag111
Rowan CarterCanvas tote bag111
Reese LaneCanvas tote bag111
Jesse LaneCanvas tote bag111
Quinn Ellis2 products16 egos

Generated record ID: demo-82

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 lamp83
Riley EllisAdjustable desk lamp83
Avery ReedAdjustable desk lamp83
Jordan BrooksAdjustable desk lamp83
Jamie BennettAdjustable desk lamp83
Rowan LaneAdjustable desk lamp83
Harper FosterAdjustable desk lamp83
Reese PalmerAdjustable desk lamp83
Dana PalmerInsulated travel mug34
Harper CarterInsulated travel mug34
Jordan BennettInsulated travel mug34
Casey EllisInsulated travel mug34
Avery CarterInsulated travel mug34
Emery HayesInsulated travel mug34
Casey CarterInsulated travel mug34
Reese FosterInsulated travel mug34
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
Sage BrooksCotton throw blanket90
Riley EllisAdjustable desk lamp97
Avery ReedAdjustable desk lamp97
Cameron CarterAdjustable desk lamp97
Jordan BrooksAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Rowan LaneGlass storage jars83
Casey HayesCotton throw blanket174
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Avery BrooksAdjustable desk lamp97
Emery HayesMagnetic kitchen timer167
Reese Palmer3 products15 egos

Generated record ID: demo-171

15 distinct product-window-complete seed egos; 15 observed seed egos.

Observed count, including incomplete coverage: 15

Reviewer whose history we examined (seed)ProductWeek (day index)
Rowan HayesAdjustable desk lamp104
Riley EllisAdjustable desk lamp104
Avery ReedAdjustable desk lamp104
Cameron CarterAdjustable desk lamp104
Harper FosterAdjustable desk lamp104
Avery BrooksAdjustable desk lamp104
Harper ShawBamboo drawer divider48
Lee PalmerBamboo drawer divider48
Casey ReedAdjustable desk lamp104
Casey ReedBamboo drawer divider48
Jamie PalmerBamboo drawer divider48
Jamie PalmerFabric pencil case55
Riley ReedAdjustable desk lamp104
Jordan ReedBamboo drawer divider48
Taylor PalmerFabric pencil case55
Riley ShawFabric pencil case55
Jesse PalmerFabric pencil case55
Parker Foster2 products14 egos

Generated record ID: demo-103

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)
Sage BrooksAdjustable desk lamp34
Sage BrooksCanvas tote bag125
Riley EllisAdjustable desk lamp34
Cameron CarterAdjustable desk lamp34
Rowan LaneAdjustable desk lamp34
Casey HayesAdjustable desk lamp34
Casey HayesCanvas tote bag125
Elliot FosterAdjustable desk lamp34
Elliot EllisAdjustable desk lamp34
Harper ShawAdjustable desk lamp34
Cameron BennettAdjustable desk lamp34
Cameron HayesCanvas tote bag125
Lee LaneCanvas tote bag125
Rowan CarterCanvas tote bag125
Reese LaneCanvas tote bag125
Jesse LaneCanvas tote bag76
Jordan Palmer5 products14 egos

Generated record ID: demo-165

14 distinct product-window-complete seed egos; 14 observed seed egos.

Observed count, including incomplete coverage: 14

Reviewer whose history we examined (seed)ProductWeek (day index)
Elliot FosterInsulated travel mug167
Lee PalmerStainless tea infuser48
Casey ReedReusable water bottle27
Casey ReedStainless tea infuser48
Jamie PalmerReusable water bottle27
Jamie PalmerMetal bookends20
Jamie PalmerClip-on reading light69
Jamie PalmerStainless tea infuser48
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser48
Morgan ReedStainless tea infuser48
Jordan ReedMetal bookends20
Jordan ReedClip-on reading light69
Rowan ReedStainless tea infuser48
Jesse PalmerMetal bookends20
Kendall ReedClip-on reading light69
Jordan FosterInsulated travel mug167
Harper CarterInsulated travel mug167
Rowan FosterInsulated travel mug167
Jesse ReedReusable water bottle27
Lee Reed3 products14 egos

Generated record ID: demo-189

14 distinct product-window-complete seed egos; 14 observed seed egos.

Observed count, including incomplete coverage: 14

Reviewer whose history we examined (seed)ProductWeek (day index)
Riley EllisAdjustable desk lamp69
Avery ReedPortable picnic blanket160
Cameron CarterAdjustable desk lamp69
Jordan BrooksAdjustable desk lamp69
Jamie BennettAdjustable desk lamp69
Rowan LaneAdjustable desk lamp69
Casey HayesAdjustable desk lamp69
Reese PalmerBamboo drawer divider62
Harper ShawBamboo drawer divider62
Harper ShawPortable picnic blanket160
Lee PalmerBamboo drawer divider62
Casey ReedBamboo drawer divider62
Jamie PalmerBamboo drawer divider62
Jordan ReedBamboo drawer divider62
Taylor PalmerPortable picnic blanket160
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
Riley EllisAdjustable desk lamp97
Avery ReedAdjustable desk lamp97
Cameron CarterAdjustable desk lamp97
Jordan BrooksAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Jamie BennettCompact phone stand160
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Avery BrooksAdjustable desk lamp97
Lee PalmerCompact phone stand160
Jamie PalmerCompact phone stand160
Quinn ReedCompact phone stand160
Morgan ReedCompact phone stand160
Dana ReedCompact phone stand160
Avery Brooks3 products14 egos

Generated record ID: demo-23

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 lamp118
Avery ReedAdjustable desk lamp118
Cameron CarterAdjustable desk lamp118
Harper FosterAdjustable desk lamp118
Reese PalmerAdjustable desk lamp118
Casey ReedAdjustable desk lamp118
Riley ReedAdjustable desk lamp118
Harper EllisAdjustable desk lamp118
Drew PalmerAdjustable desk lamp118
Lee LaneLinen cushion cover83
Alex FosterCeramic planter125
Jordan BennettCeramic planter125
Casey EllisCeramic planter125
Harper LaneLinen cushion cover83
Casey Brooks2 products14 egos

Generated record ID: demo-24

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
Riley EllisAdjustable desk lamp97
Avery ReedAdjustable desk lamp97
Cameron CarterAdjustable desk lamp97
Jordan BrooksAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Avery BrooksAdjustable desk lamp97
Casey EllisInsulated travel mug13
Avery CarterInsulated travel mug13
Emery HayesInsulated travel mug13
Reese FosterInsulated travel mug13
Cameron PalmerInsulated travel mug13
Avery Bennett2 products13 egos

Generated record ID: demo-1

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 HayesCotton throw blanket160
Riley EllisAdjustable desk lamp62
Cameron CarterAdjustable desk lamp62
Cameron CarterAdjustable desk lamp132
Jordan BrooksAdjustable desk lamp62
Jamie BennettAdjustable desk lamp62
Rowan LaneAdjustable desk lamp62
Casey HayesAdjustable desk lamp62
Casey HayesCotton throw blanket160
Reese PalmerAdjustable desk lamp132
Avery BrooksAdjustable desk lamp132
Casey ReedAdjustable desk lamp132
Riley ReedAdjustable desk lamp132
Harper EllisAdjustable desk lamp132
Drew PalmerAdjustable desk lamp132
Emery Lane2 products13 egos

Generated record ID: demo-139

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

Observed count, including incomplete coverage: 13

Reviewer whose history we examined (seed)ProductWeek (day index)
Cameron CarterAdjustable desk lamp153
Elliot EllisAdjustable desk lamp153
Cameron BennettAdjustable desk lamp153
Casey ReedAdjustable desk lamp153
Riley ReedAdjustable desk lamp153
Harper EllisAdjustable desk lamp153
Drew PalmerAdjustable desk lamp153
Cameron HayesAdjustable desk lamp153
Dana PalmerAdjustable desk lamp153
Dana PalmerInsulated travel mug76
Reese LaneInsulated travel mug76
Rowan EllisInsulated travel mug76
Taylor HayesInsulated travel mug76
Jordan BennettInsulated travel mug76
Kendall Palmer4 products13 egos

Generated record ID: demo-166

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)
Jamie BennettCompact phone stand160
Reese PalmerFabric pencil case55
Lee PalmerCompact phone stand160
Lee PalmerStainless tea infuser55
Casey ReedReusable water bottle27
Casey ReedStainless tea infuser55
Jamie PalmerCompact phone stand160
Jamie PalmerReusable water bottle27
Jamie PalmerFabric pencil case55
Jamie PalmerStainless tea infuser55
Quinn ReedCompact phone stand160
Quinn ReedReusable water bottle27
Quinn ReedStainless tea infuser55
Morgan ReedCompact phone stand160
Morgan ReedStainless tea infuser55
Dana ReedCompact phone stand160
Rowan ReedStainless tea infuser55
Taylor PalmerFabric pencil case55
Riley ShawFabric pencil case55
Jesse PalmerFabric pencil case55
Jesse ReedReusable water bottle27
Lee Palmer5 products13 egos

Generated record ID: demo-167

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)
Avery ReedCanvas tote bag27
Jamie BennettCompact phone stand160
Reese PalmerBamboo drawer divider55
Harper ShawBamboo drawer divider55
Casey ReedBamboo drawer divider55
Casey ReedStainless tea infuser48
Jamie PalmerCompact phone stand160
Jamie PalmerBamboo drawer divider55
Jamie PalmerStainless tea infuser48
Jamie PalmerCotton oven mitts104
Quinn ReedCompact phone stand160
Quinn ReedStainless tea infuser48
Morgan ReedCompact phone stand160
Morgan ReedStainless tea infuser48
Dana ReedCompact phone stand160
Jordan ReedBamboo drawer divider55
Rowan ReedStainless tea infuser48
Rowan ReedCotton oven mitts104
Rowan EllisCanvas tote bag27
Kendall ShawCotton oven mitts104
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
Sage BrooksCanvas tote bag20
Riley EllisAdjustable desk lamp97
Cameron CarterAdjustable desk lamp97
Jordan BrooksAdjustable desk lamp97
Jamie BennettAdjustable desk lamp97
Harper FosterAdjustable desk lamp97
Reese PalmerAdjustable desk lamp97
Avery BrooksAdjustable desk lamp97
Harper ShawPortable picnic blanket167
Lee PalmerCanvas tote bag20
Taylor PalmerPortable picnic blanket167
Rowan EllisCanvas tote bag20

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 days276
Stainless tea infuser171720 days238
Adjustable desk lamp171728 days226
Compact phone stand161617 days208
Felt desk organizer151521 days206
Metal bookends131318 days185
Fabric pencil case141414 days180
Adjustable desk lamp141426 days161
Bamboo drawer divider101021 days156
Portable picnic blanket9913 days143
Adjustable desk lamp131328 days138
Cotton oven mitts8817 days121

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. 67 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
7Sage Brooks3369
8Riley Ellis4774
9Avery Reed4277
10Cameron Carter5891
11Jordan Brooks3593
12Jamie Bennett43101
13Rowan Lane22101
14Elliot Hayes0101
15Casey Hayes29102
16Elliot Foster23107
17Elliot Ellis25107
18Jamie Carter0107
19Drew Lane0107
20Harper Foster31107
21Reese Palmer46112
22Avery Brooks38116
23Harper Shaw26116
24Cameron Bennett23118
25Lee Carter0118
26Lee Palmer37124
27Casey Reed47128
28Jamie Palmer47129
29Quinn Reed29129
30Riley Reed31129
31Harper Ellis19129
32Drew Palmer19130
33Cameron Hayes23131
34Dana Palmer21136
35Morgan Reed26136
36Dana Reed17138
37Jordan Reed20138
38Rowan Reed18138
39Lee Lane14139
40Rowan Carter14139
41Reese Lane21141
42Taylor Palmer20141
43Riley Shaw23141
44Jesse Palmer21141
45Morgan Ellis0141
46Emery Reed0141
47Kendall Reed17141
48Elliot Shaw0141
49Rowan Palmer0141
50Cameron Ellis0141
51Parker Lane0141
52Lee Bennett0141
53Rowan Ellis14141
54Taylor Hayes18142
55Alex Foster11142
56Jordan Carter0142
57Kendall Lane0142
58Morgan Brooks0142
59Harper Hayes10144
60Jordan Foster10144
61Emery Ellis6145
62Sage Bennett0145
63Harper Carter16147
64Jordan Bennett13147
65Casey Ellis12148
66Avery Carter14149
67Taylor Bennett0149
68Emery Hayes12151
69Casey Carter9151
70Lee Shaw0151
71Reese Foster10151
72Lee Hayes0151
73Rowan Foster5151
74Kendall Shaw8151
75Jesse Reed9152
76Alex Reed0152
77Cameron Palmer13155
78Drew Bennett0155
79Casey Palmer0155
80Emery Foster9155
81Jesse Ellis9156
82Jordan Hayes9156
83Riley Brooks7156
84Casey Foster0156
85Harper Bennett10157
86Kendall Foster8158
87Alex Carter2158
88Jordan Ellis0158
89Jamie Ellis0158
90Jesse Lane8164
91Alex Hayes0164
92Harper Lane2164
93Reese Carter0164
94Parker Ellis0164
95Cameron Foster0164
96Alex Palmer0164
97Taylor Brooks2164
98Avery Hayes0164
99Morgan Bennett0164
100Jamie Hayes0164

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 →