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

31 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

0–51 daysbetween the paired five-star reviews

The search examined 100 reviewer histories and found 173 reviewers through their neighborhoods. The records below explain this reviewer’s result. Names and product descriptions are fictional labels for the generated records.

How were these reviewers found? ↓Inspect the supporting products ↓

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
Product	Review date	Rating	Verified purchase
Canvas tote bag	2019-01-15	1 stars	Marked
Reusable water bottle	2019-01-25	5 stars	Marked
Bamboo drawer divider	2019-02-21	5 stars	Marked
Stainless tea infuser	2019-02-28	5 stars	Marked
Adjustable desk lamp	2019-05-15	5 stars	Marked
Felt desk organizer	2019-06-13	5 stars	Marked

HOW THE SEARCH GETS HERE

Each discovery helps choose the next reviewer.

The search follows the connections it uncovers. A reviewer who keeps appearing around histories already examined becomes a stronger lead for the next step. This is an adaptive search: the evidence found so far guides where to look next.

Examine one history
This run starts with Riley Bennett, chosen at random from reviewers with five-star activity. Examining a history means looking through that reviewer’s available review records: products, dates, and ratings.
Find nearby reviewers
For each five-star review, look for other people who gave the same product five stars within 56 days before or after. Together, those reviewers form the history’s neighborhood, or ego.
Update the counts
Each eligible history adds +1 corroboration to every other reviewer in its neighborhood. Several matching products with that same history still add only one. Appearing around another examined history adds another.
Follow the next lead
Among reviewers not yet examined, choose the highest current count within the search cap of 10. Examine that history, find its neighbors, and update the counts again. This run repeats until 100 histories have been examined.

Why examine that person next? Their repeated appearances provide an evidence-based lead. Their history can reveal further connections and add support to reviewers already found.

A simple choice example, and how the cap works

For illustration, suppose two reviewers have not yet been examined: one appears in three neighborhoods found so far and the other in one. With this cap of 10, the search chooses the reviewer with three corroborations first, unless another candidate has a higher count within the cap.

The cap controls which lead to follow: reviewers with a current count above 10 are set aside for this choice. Their evidence still counts, and their reported corroboration can keep growing beyond 10. If no unexamined candidate has a positive count within the cap, the search chooses at random from all remaining unexamined histories, including those above the cap. Ties between candidates are resolved by the order they first appeared in the evidence.

“Stronger lead” means more corroborations under this selection rule. It is not a probability of coordination or fraud. The count used to choose a reviewer is the count at that step; the final count shown in a result may be higher. A history needs at least two five-star reviews to contribute an eligible ego. This is checked after examining it, so a history without an eligible ego still uses one step of the budget.

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 examined2019-04-1134 days apartCasey Reedthis reviewer2019-05-15

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 examined	Their review date	Casey Reed’s date	Casey Reed’s timing	Verified purchase marks
Elliot Palmer	2019-04-015 stars	2019-05-155 stars	44 days after	Elliot Palmer: markedCasey Reed: marked
Reese Shaw	2019-04-045 stars	2019-05-155 stars	41 days after	Reese Shaw: markedCasey Reed: marked
Sage Shaw	2019-04-065 stars	2019-05-155 stars	39 days after	Sage Shaw: markedCasey Reed: marked
Emery Palmer	2019-04-105 stars	2019-05-155 stars	35 days after	Emery Palmer: markedCasey Reed: marked
Harper Palmer	2019-04-105 stars	2019-05-155 stars	35 days after	Harper Palmer: markedCasey Reed: marked
Casey Brooks	2019-04-105 stars	2019-05-155 stars	35 days after	Casey Brooks: markedCasey Reed: marked
Rowan Hayes	2019-04-115 stars	2019-05-155 stars	34 days after	Rowan Hayes: markedCasey Reed: marked
Emery Palmer	2019-04-185 stars	2019-05-155 stars	27 days after	Emery Palmer: markedCasey Reed: marked
Riley Palmer	2019-04-205 stars	2019-05-155 stars	25 days after	Riley Palmer: markedCasey Reed: marked
Cameron Carter	2019-04-255 stars	2019-05-155 stars	20 days after	Cameron Carter: markedCasey Reed: marked
Avery Bennett	2019-05-155 stars	2019-05-155 stars	Same day	Avery Bennett: markedCasey Reed: marked
Emery Lane	2019-06-055 stars	2019-05-155 stars	21 days before	Emery Lane: not markedCasey Reed: marked
Dana Carter	2019-06-075 stars	2019-05-155 stars	23 days before	Dana Carter: markedCasey Reed: marked
Cameron Carter	2019-06-085 stars	2019-05-155 stars	24 days before	Cameron Carter: markedCasey Reed: marked
Dana Palmer	2019-06-175 stars	2019-05-155 stars	33 days before	Dana Palmer: markedCasey Reed: marked
Morgan Lane	2019-06-195 stars	2019-05-155 stars	35 days before	Morgan Lane: markedCasey Reed: marked
Elliot Ellis	2019-06-215 stars	2019-05-155 stars	37 days before	Elliot Ellis: markedCasey Reed: marked
Cameron Bennett	2019-06-285 stars	2019-05-155 stars	44 days before	Cameron Bennett: markedCasey Reed: marked
Cameron Hayes	2019-06-295 stars	2019-05-155 stars	45 days before	Cameron 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 bottle7 supporting histories3–51 days apartView all paired recordsOne example pair · both reviews give five starsQuinn Reedhistory examined2019-01-205 days apartCasey Reedthis reviewer2019-01-25

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 examined	Their review date	Casey Reed’s date	Casey Reed’s timing	Verified purchase marks
Jesse Reed	2019-01-135 stars	2019-01-255 stars	12 days after	Jesse Reed: markedCasey Reed: marked
Quinn Reed	2019-01-205 stars	2019-01-255 stars	5 days after	Quinn Reed: markedCasey Reed: marked
Jordan Palmer	2019-01-285 stars	2019-01-255 stars	3 days before	Jordan Palmer: markedCasey Reed: marked
Jordan Shaw	2019-01-285 stars	2019-01-255 stars	3 days before	Jordan Shaw: markedCasey Reed: marked
Jamie Palmer	2019-01-305 stars	2019-01-255 stars	5 days before	Jamie Palmer: markedCasey Reed: marked
Emery Hayes	2019-03-165 stars	2019-01-255 stars	50 days before	Emery Hayes: markedCasey Reed: marked
Taylor Brooks	2019-03-175 stars	2019-01-255 stars	51 days before	Taylor Brooks: 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 examined2019-06-0211 days apartCasey Reedthis reviewer2019-06-13

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 examined	Their review date	Casey Reed’s date	Casey Reed’s timing	Verified purchase marks
Kendall Reed	2019-05-245 stars	2019-06-135 stars	20 days after	Kendall Reed: markedCasey Reed: marked
Riley Palmer	2019-05-275 stars	2019-06-135 stars	17 days after	Riley Palmer: markedCasey Reed: marked
Elliot Palmer	2019-05-315 stars	2019-06-135 stars	13 days after	Elliot Palmer: markedCasey Reed: marked
Riley Shaw	2019-05-315 stars	2019-06-135 stars	13 days after	Riley Shaw: markedCasey Reed: marked
Harper Palmer	2019-06-025 stars	2019-06-135 stars	11 days after	Harper Palmer: markedCasey Reed: marked
Emery Palmer	2019-06-095 stars	2019-06-135 stars	4 days after	Emery Palmer: markedCasey Reed: marked
Jamie Palmer	2019-06-145 stars	2019-06-135 stars	1 day before	Jamie 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 examined2019-02-165 days apartCasey Reedthis reviewer2019-02-21

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 examined	Their review date	Casey Reed’s date	Casey Reed’s timing	Verified purchase marks
Elliot Palmer	2019-02-165 stars	2019-02-215 stars	5 days after	Elliot Palmer: markedCasey Reed: marked
Harper Shaw	2019-02-165 stars	2019-02-215 stars	5 days after	Harper Shaw: markedCasey Reed: marked
Jamie Palmer	2019-02-175 stars	2019-02-215 stars	4 days after	Jamie Palmer: markedCasey Reed: marked
Jordan Reed	2019-02-275 stars	2019-02-215 stars	6 days before	Jordan Reed: markedCasey Reed: marked
Emery Palmer	2019-03-025 stars	2019-02-215 stars	9 days before	Emery 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 reviewer2019-02-281 day apartQuinn Reedhistory examined2019-03-01

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 examined	Their review date	Casey Reed’s date	Casey Reed’s timing	Verified purchase marks
Sage Shaw	2019-02-175 stars	2019-02-285 stars	11 days after	Sage Shaw: markedCasey Reed: marked
Jamie Shaw	2019-02-205 stars	2019-02-285 stars	8 days after	Jamie Shaw: markedCasey Reed: marked
Riley Palmer	2019-02-235 stars	2019-02-285 stars	5 days after	Riley Palmer: markedCasey Reed: marked
Jordan Palmer	2019-02-245 stars	2019-02-285 stars	4 days after	Jordan Palmer: not markedCasey Reed: marked
Cameron Shaw	2019-02-245 stars	2019-02-285 stars	4 days after	Cameron Shaw: markedCasey Reed: marked
Quinn Reed	2019-03-015 stars	2019-02-285 stars	1 day before	Quinn Reed: markedCasey Reed: marked
Jamie Palmer	2019-03-035 stars	2019-02-285 stars	3 days before	Jamie Palmer: markedCasey Reed: marked
Rowan Reed	2019-03-035 stars	2019-02-285 stars	3 days before	Rowan Reed: markedCasey Reed: marked
Elliot Palmer	2019-03-065 stars	2019-02-285 stars	6 days before	Elliot Palmer: markedCasey Reed: marked
Emery Palmer	2019-03-075 stars	2019-02-285 stars	7 days before	Emery 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 31 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 examined	Five-star reviews in its history	Shared products	Count added
Quinn Reed	4	Reusable water bottle, Stainless tea infuser	+1 ego
Rowan Hayes	5	Adjustable desk lamp	+1 ego
Cameron Hayes	4	Adjustable desk lamp	+1 ego
Cameron Shaw	4	Stainless tea infuser	+1 ego
Harper Palmer	6	Adjustable desk lamp, Felt desk organizer	+1 ego
Cameron Carter	3	Adjustable desk lamp	+1 ego
Avery Bennett	4	Adjustable desk lamp	+1 ego
Sage Shaw	4	Adjustable desk lamp, Stainless tea infuser	+1 ego
Riley Palmer	3	Adjustable desk lamp, Felt desk organizer, Stainless tea infuser	+1 ego
Elliot Palmer	9	Adjustable desk lamp, Felt desk organizer, Bamboo drawer divider, Stainless tea infuser	+1 ego
Emery Palmer	11	Adjustable desk lamp, Felt desk organizer, Bamboo drawer divider, Stainless tea infuser	+1 ego
Reese Shaw	3	Adjustable desk lamp	+1 ego
Casey Brooks	2	Adjustable desk lamp	+1 ego
Jordan Palmer	5	Reusable water bottle, Stainless tea infuser	+1 ego
Jamie Palmer	9	Reusable water bottle, Felt desk organizer, Bamboo drawer divider, Stainless tea infuser	+1 ego
Jamie Shaw	2	Stainless tea infuser	+1 ego
Rowan Reed	2	Stainless tea infuser	+1 ego
Jordan Shaw	3	Reusable water bottle	+1 ego
Riley Shaw	2	Felt desk organizer	+1 ego
Harper Shaw	5	Bamboo drawer divider	+1 ego
Jordan Reed	3	Bamboo drawer divider	+1 ego
Emery Lane	2	Adjustable desk lamp	+1 ego
Kendall Reed	3	Felt desk organizer	+1 ego
Cameron Bennett	3	Adjustable desk lamp	+1 ego
Elliot Ellis	2	Adjustable desk lamp	+1 ego
Dana Carter	2	Adjustable desk lamp	+1 ego
Dana Palmer	3	Adjustable desk lamp	+1 ego
Emery Hayes	4	Reusable water bottle	+1 ego
Morgan Lane	2	Adjustable desk lamp	+1 ego
Taylor Brooks	2	Reusable water bottle	+1 ego
Jesse Reed	3	Reusable water bottle	+1 ego
Distinct supporting histories			31

READ THE RESULT WITH ITS LIMITS

What is observed, and what is missing?

Observed in this example

31 supporting histories, 5 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 name	Generated ID
Alex Bennett	`demo-0`
Avery Bennett	`demo-1`
Jesse Bennett	`demo-10`
Kendall Foster	`demo-100`
Lee Foster	`demo-101`
Morgan Foster	`demo-102`
Parker Foster	`demo-103`
Quinn Foster	`demo-104`
Reese Foster	`demo-105`
Riley Foster	`demo-106`
Rowan Foster	`demo-107`
Sage Foster	`demo-108`
Taylor Foster	`demo-109`
Jordan Bennett	`demo-11`
Alex Hayes	`demo-110`
Avery Hayes	`demo-111`
Casey Hayes	`demo-112`
Cameron Hayes	`demo-113`
Dana Hayes	`demo-114`
Drew Hayes	`demo-115`
Elliot Hayes	`demo-116`
Emery Hayes	`demo-117`
Harper Hayes	`demo-118`
Jamie Hayes	`demo-119`
Kendall Bennett	`demo-12`
Jesse Hayes	`demo-120`
Jordan Hayes	`demo-121`
Kendall Hayes	`demo-122`
Lee Hayes	`demo-123`
Morgan Hayes	`demo-124`
Quinn Hayes	`demo-126`
Reese Hayes	`demo-127`
Riley Hayes	`demo-128`
Rowan Hayes	`demo-129`
Lee Bennett	`demo-13`
Sage Hayes	`demo-130`
Taylor Hayes	`demo-131`
Alex Lane	`demo-132`
Cameron Lane	`demo-135`
Dana Lane	`demo-136`
Drew Lane	`demo-137`
Elliot Lane	`demo-138`
Emery Lane	`demo-139`
Morgan Bennett	`demo-14`
Harper Lane	`demo-140`
Jamie Lane	`demo-141`
Jesse Lane	`demo-142`
Jordan Lane	`demo-143`
Kendall Lane	`demo-144`
Lee Lane	`demo-145`
Morgan Lane	`demo-146`
Parker Lane	`demo-147`
Quinn Lane	`demo-148`
Reese Lane	`demo-149`
Parker Bennett	`demo-15`
Riley Lane	`demo-150`
Rowan Lane	`demo-151`
Sage Lane	`demo-152`
Taylor Lane	`demo-153`
Alex Palmer	`demo-154`
Avery Palmer	`demo-155`
Casey Palmer	`demo-156`
Cameron Palmer	`demo-157`
Dana Palmer	`demo-158`
Drew Palmer	`demo-159`
Quinn Bennett	`demo-16`
Elliot Palmer	`demo-160`
Emery Palmer	`demo-161`
Harper Palmer	`demo-162`
Jamie Palmer	`demo-163`
Jesse Palmer	`demo-164`
Jordan Palmer	`demo-165`
Kendall Palmer	`demo-166`
Lee Palmer	`demo-167`
Morgan Palmer	`demo-168`
Parker Palmer	`demo-169`
Reese Bennett	`demo-17`
Quinn Palmer	`demo-170`
Reese Palmer	`demo-171`
Riley Palmer	`demo-172`
Rowan Palmer	`demo-173`
Sage Palmer	`demo-174`
Taylor Palmer	`demo-175`
Alex Reed	`demo-176`
Avery Reed	`demo-177`
Casey Reed	`demo-178`
Cameron Reed	`demo-179`
Riley Bennett	`demo-18`
Dana Reed	`demo-180`
Drew Reed	`demo-181`
Elliot Reed	`demo-182`
Emery Reed	`demo-183`
Harper Reed	`demo-184`
Jamie Reed	`demo-185`
Jesse Reed	`demo-186`
Jordan Reed	`demo-187`
Kendall Reed	`demo-188`
Lee Reed	`demo-189`
Rowan Bennett	`demo-19`
Morgan Reed	`demo-190`
Parker Reed	`demo-191`
Quinn Reed	`demo-192`
Reese Reed	`demo-193`
Riley Reed	`demo-194`
Rowan Reed	`demo-195`
Sage Reed	`demo-196`
Taylor Reed	`demo-197`
Alex Shaw	`demo-198`
Avery Shaw	`demo-199`
Casey Bennett	`demo-2`
Sage Bennett	`demo-20`
Casey Shaw	`demo-200`
Cameron Shaw	`demo-201`
Dana Shaw	`demo-202`
Drew Shaw	`demo-203`
Elliot Shaw	`demo-204`
Emery Shaw	`demo-205`
Harper Shaw	`demo-206`
Jamie Shaw	`demo-207`
Jesse Shaw	`demo-208`
Jordan Shaw	`demo-209`
Taylor Bennett	`demo-21`
Kendall Shaw	`demo-210`
Lee Shaw	`demo-211`
Morgan Shaw	`demo-212`
Reese Shaw	`demo-215`
Riley Shaw	`demo-216`
Rowan Shaw	`demo-217`
Sage Shaw	`demo-218`
Taylor Shaw	`demo-219`
Alex Brooks	`demo-22`
Avery Brooks	`demo-23`
Casey Brooks	`demo-24`
Cameron Brooks	`demo-25`
Dana Brooks	`demo-26`
Drew Brooks	`demo-27`
Elliot Brooks	`demo-28`
Cameron Bennett	`demo-3`
Harper Brooks	`demo-30`
Jamie Brooks	`demo-31`
Jesse Brooks	`demo-32`
Jordan Brooks	`demo-33`
Kendall Brooks	`demo-34`
Lee Brooks	`demo-35`
Morgan Brooks	`demo-36`
Parker Brooks	`demo-37`
Quinn Brooks	`demo-38`
Reese Brooks	`demo-39`
Riley Brooks	`demo-40`
Rowan Brooks	`demo-41`
Sage Brooks	`demo-42`
Taylor Brooks	`demo-43`
Alex Carter	`demo-44`
Avery Carter	`demo-45`
Casey Carter	`demo-46`
Cameron Carter	`demo-47`
Dana Carter	`demo-48`
Drew Carter	`demo-49`
Drew Bennett	`demo-5`
Emery Carter	`demo-51`
Harper Carter	`demo-52`
Jamie Carter	`demo-53`
Jordan Carter	`demo-55`
Kendall Carter	`demo-56`
Lee Carter	`demo-57`
Morgan Carter	`demo-58`
Parker Carter	`demo-59`
Elliot Bennett	`demo-6`
Reese Carter	`demo-61`
Riley Carter	`demo-62`
Rowan Carter	`demo-63`
Sage Carter	`demo-64`
Taylor Carter	`demo-65`
Alex Ellis	`demo-66`
Avery Ellis	`demo-67`
Casey Ellis	`demo-68`
Cameron Ellis	`demo-69`
Emery Bennett	`demo-7`
Dana Ellis	`demo-70`
Drew Ellis	`demo-71`
Elliot Ellis	`demo-72`
Emery Ellis	`demo-73`
Harper Ellis	`demo-74`
Jamie Ellis	`demo-75`
Jesse Ellis	`demo-76`
Jordan Ellis	`demo-77`
Lee Ellis	`demo-79`
Harper Bennett	`demo-8`
Morgan Ellis	`demo-80`
Parker Ellis	`demo-81`
Quinn Ellis	`demo-82`
Reese Ellis	`demo-83`
Riley Ellis	`demo-84`
Rowan Ellis	`demo-85`
Sage Ellis	`demo-86`
Taylor Ellis	`demo-87`
Alex Foster	`demo-88`
Avery Foster	`demo-89`
Jamie Bennett	`demo-9`
Casey Foster	`demo-90`
Cameron Foster	`demo-91`
Dana Foster	`demo-92`
Drew Foster	`demo-93`
Elliot Foster	`demo-94`
Emery Foster	`demo-95`
Harper Foster	`demo-96`
Jamie Foster	`demo-97`
Jesse Foster	`demo-98`
Jordan Foster	`demo-99`

Products shown in this result
Fictional product	Generated ID
Adjustable desk lamp	`P00000`
Insulated travel mug	`P00001`
Canvas tote bag	`P00002`
Bamboo cutting board	`P00003`
Cotton throw blanket	`P00004`
Glass storage jars	`P00005`
Ceramic planter	`P00006`
Compact phone stand	`P00007`
Linen cushion cover	`P00008`
Stainless mixing bowl	`P00009`
Silicone baking mat	`P00010`
Folding laptop stand	`P00011`
Woven storage basket	`P00012`
Reusable water bottle	`P00014`
Cotton kitchen towels	`P00015`
Ceramic coffee cup	`P00016`
Felt desk organizer	`P00017`
Soft reading pillow	`P00020`
Metal bookends	`P00021`
Bamboo drawer divider	`P00023`
Glass flower vase	`P00024`
Pocket notebook	`P00025`
Fabric pencil case	`P00026`
Silicone spatula set	`P00027`
Wooden serving tray	`P00028`
Clip-on reading light	`P00030`
Stainless tea infuser	`P00033`
Magnetic kitchen timer	`P00035`
Portable picnic blanket	`P00038`
Cushioned mouse pad	`P00041`
Cotton oven mitts	`P00042`
Silicone sink strainer	`P00047`

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 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 examined100

Complete product windows72seed egos

Highest corroboration31distinct seed egos

COLLECTION PROGRESS

Each history adds context.

173 reviewers reached

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 products31 egos

Generated record ID: demo-178

31 distinct product-window-complete seed egos; 31 observed seed egos.

Observed count, including incomplete coverage: 31

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Reusable water bottle	20
Quinn Reed	Stainless tea infuser	55
Rowan Hayes	Adjustable desk lamp	132
Cameron Hayes	Adjustable desk lamp	132
Cameron Shaw	Stainless tea infuser	55
Harper Palmer	Adjustable desk lamp	132
Harper Palmer	Felt desk organizer	160
Cameron Carter	Adjustable desk lamp	132
Avery Bennett	Adjustable desk lamp	132
Sage Shaw	Adjustable desk lamp	132
Sage Shaw	Stainless tea infuser	55
Riley Palmer	Adjustable desk lamp	132
Riley Palmer	Felt desk organizer	160
Riley Palmer	Stainless tea infuser	55
Elliot Palmer	Adjustable desk lamp	132
Elliot Palmer	Felt desk organizer	160
Elliot Palmer	Bamboo drawer divider	48
Elliot Palmer	Stainless tea infuser	55
Emery Palmer	Adjustable desk lamp	132
Emery Palmer	Felt desk organizer	160
Emery Palmer	Bamboo drawer divider	48
Emery Palmer	Stainless tea infuser	55
Reese Shaw	Adjustable desk lamp	132
Casey Brooks	Adjustable desk lamp	132
Jordan Palmer	Reusable water bottle	20
Jordan Palmer	Stainless tea infuser	55
Jamie Palmer	Reusable water bottle	20
Jamie Palmer	Felt desk organizer	160
Jamie Palmer	Bamboo drawer divider	48
Jamie Palmer	Stainless tea infuser	55
Jamie Shaw	Stainless tea infuser	55
Rowan Reed	Stainless tea infuser	55
Jordan Shaw	Reusable water bottle	20
Riley Shaw	Felt desk organizer	160
Harper Shaw	Bamboo drawer divider	48
Jordan Reed	Bamboo drawer divider	48
Emery Lane	Adjustable desk lamp	132
Kendall Reed	Felt desk organizer	160
Cameron Bennett	Adjustable desk lamp	132
Elliot Ellis	Adjustable desk lamp	132
Dana Carter	Adjustable desk lamp	132
Dana Palmer	Adjustable desk lamp	132
Emery Hayes	Reusable water bottle	20
Morgan Lane	Adjustable desk lamp	132
Taylor Brooks	Reusable water bottle	20
Jesse Reed	Reusable water bottle	20

Emery Palmer10 products30 egos

Generated record ID: demo-161

30 distinct product-window-complete seed egos; 30 observed seed egos.

Observed count, including incomplete coverage: 30

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Compact phone stand	160
Quinn Reed	Stainless tea infuser	62
Rowan Hayes	Adjustable desk lamp	97
Rowan Hayes	Adjustable desk lamp	104
Casey Reed	Adjustable desk lamp	97
Casey Reed	Adjustable desk lamp	104
Casey Reed	Felt desk organizer	153
Casey Reed	Bamboo drawer divider	55
Casey Reed	Stainless tea infuser	62
Cameron Shaw	Stainless tea infuser	62
Harper Palmer	Adjustable desk lamp	97
Harper Palmer	Adjustable desk lamp	104
Harper Palmer	Compact phone stand	160
Harper Palmer	Felt desk organizer	153
Harper Palmer	Metal bookends	13
Harper Palmer	Silicone spatula set	125
Cameron Carter	Adjustable desk lamp	97
Cameron Carter	Adjustable desk lamp	104
Avery Bennett	Adjustable desk lamp	97
Avery Bennett	Adjustable desk lamp	104
Sage Shaw	Adjustable desk lamp	97
Sage Shaw	Adjustable desk lamp	104
Sage Shaw	Fabric pencil case	62
Sage Shaw	Stainless tea infuser	62
Sage Shaw	Cotton oven mitts	104
Riley Palmer	Adjustable desk lamp	97
Riley Palmer	Adjustable desk lamp	104
Riley Palmer	Felt desk organizer	153
Riley Palmer	Stainless tea infuser	62
Elliot Palmer	Adjustable desk lamp	97
Elliot Palmer	Adjustable desk lamp	104
Elliot Palmer	Felt desk organizer	153
Elliot Palmer	Metal bookends	13
Elliot Palmer	Bamboo drawer divider	55
Elliot Palmer	Fabric pencil case	62
Elliot Palmer	Clip-on reading light	76
Elliot Palmer	Stainless tea infuser	62
Elliot Palmer	Cotton oven mitts	104
Reese Shaw	Adjustable desk lamp	97
Reese Shaw	Adjustable desk lamp	104
Reese Shaw	Fabric pencil case	62
Casey Brooks	Adjustable desk lamp	97
Casey Brooks	Adjustable desk lamp	104
Jordan Palmer	Metal bookends	13
Jordan Palmer	Clip-on reading light	76
Jordan Palmer	Stainless tea infuser	62
Jamie Palmer	Compact phone stand	160
Jamie Palmer	Felt desk organizer	153
Jamie Palmer	Metal bookends	13
Jamie Palmer	Bamboo drawer divider	55
Jamie Palmer	Fabric pencil case	62
Jamie Palmer	Clip-on reading light	76
Jamie Palmer	Stainless tea infuser	62
Jamie Palmer	Cotton oven mitts	104
Jamie Shaw	Metal bookends	13
Jamie Shaw	Stainless tea infuser	62
Rowan Reed	Stainless tea infuser	62
Rowan Reed	Cotton oven mitts	104
Jordan Shaw	Compact phone stand	160
Jordan Shaw	Fabric pencil case	62
Jesse Palmer	Metal bookends	13
Jesse Palmer	Fabric pencil case	62
Riley Shaw	Felt desk organizer	153
Riley Shaw	Fabric pencil case	62
Taylor Palmer	Fabric pencil case	62
Harper Shaw	Bamboo drawer divider	55
Jordan Reed	Metal bookends	13
Jordan Reed	Bamboo drawer divider	55
Jordan Reed	Clip-on reading light	76
Emery Lane	Adjustable desk lamp	97
Emery Lane	Adjustable desk lamp	104
Kendall Reed	Felt desk organizer	153
Kendall Reed	Clip-on reading light	76
Dana Carter	Adjustable desk lamp	104
Kendall Brooks	Compact phone stand	160
Dana Reed	Compact phone stand	160
Cameron Palmer	Clip-on reading light	76
Morgan Shaw	Compact phone stand	160
Morgan Shaw	Silicone spatula set	125
Kendall Shaw	Cotton oven mitts	104

Cameron Shaw4 products28 egos

Generated record ID: demo-201

28 distinct product-window-complete seed egos; 28 observed seed egos.

Observed count, including incomplete coverage: 28

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Stainless tea infuser	48
Sage Brooks	Adjustable desk lamp	20
Sage Brooks	Canvas tote bag	139
Cameron Hayes	Canvas tote bag	139
Casey Reed	Stainless tea infuser	48
Harper Palmer	Portable picnic blanket	160
Cameron Carter	Adjustable desk lamp	20
Avery Bennett	Adjustable desk lamp	20
Sage Shaw	Stainless tea infuser	48
Riley Palmer	Stainless tea infuser	48
Elliot Palmer	Stainless tea infuser	48
Elliot Palmer	Portable picnic blanket	160
Emery Palmer	Stainless tea infuser	48
Jordan Palmer	Stainless tea infuser	48
Jamie Palmer	Stainless tea infuser	48
Jamie Shaw	Stainless tea infuser	48
Rowan Reed	Stainless tea infuser	48
Taylor Palmer	Portable picnic blanket	160
Harper Shaw	Adjustable desk lamp	20
Harper Shaw	Portable picnic blanket	160
Cameron Bennett	Adjustable desk lamp	20
Elliot Ellis	Adjustable desk lamp	20
Kendall Bennett	Adjustable desk lamp	20
Elliot Foster	Adjustable desk lamp	20
Drew Carter	Adjustable desk lamp	20
Taylor Carter	Adjustable desk lamp	20
Taylor Carter	Canvas tote bag	139
Reese Lane	Canvas tote bag	139
Rowan Carter	Canvas tote bag	139
Jesse Lane	Canvas tote bag	139
Lee Lane	Canvas tote bag	139
Lee Brooks	Canvas tote bag	139

Harper Palmer6 products27 egos

Generated record ID: demo-162

27 distinct product-window-complete seed egos; 27 observed seed egos.

Observed count, including incomplete coverage: 27

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Compact phone stand	160
Rowan Hayes	Adjustable desk lamp	97
Sage Foster	Metal bookends	20
Casey Reed	Adjustable desk lamp	97
Casey Reed	Felt desk organizer	146
Cameron Shaw	Portable picnic blanket	160
Cameron Carter	Adjustable desk lamp	97
Avery Bennett	Adjustable desk lamp	97
Sage Shaw	Adjustable desk lamp	97
Riley Palmer	Adjustable desk lamp	97
Riley Palmer	Felt desk organizer	146
Elliot Palmer	Adjustable desk lamp	97
Elliot Palmer	Felt desk organizer	146
Elliot Palmer	Metal bookends	20
Elliot Palmer	Portable picnic blanket	160
Emery Palmer	Adjustable desk lamp	97
Emery Palmer	Compact phone stand	160
Emery Palmer	Felt desk organizer	146
Emery Palmer	Metal bookends	20
Emery Palmer	Silicone spatula set	132
Reese Shaw	Adjustable desk lamp	97
Casey Brooks	Adjustable desk lamp	97
Jordan Palmer	Metal bookends	20
Jamie Palmer	Compact phone stand	160
Jamie Palmer	Felt desk organizer	146
Jamie Palmer	Metal bookends	20
Jamie Shaw	Metal bookends	20
Jordan Shaw	Compact phone stand	160
Jesse Palmer	Metal bookends	20
Riley Shaw	Felt desk organizer	146
Taylor Palmer	Portable picnic blanket	160
Harper Shaw	Portable picnic blanket	160
Jordan Reed	Metal bookends	20
Emery Lane	Adjustable desk lamp	97
Kendall Reed	Felt desk organizer	146
Kendall Brooks	Compact phone stand	160
Dana Reed	Compact phone stand	160
Morgan Shaw	Compact phone stand	160
Morgan Shaw	Silicone spatula set	132

Jamie Palmer9 products27 egos

Generated record ID: demo-163

27 distinct product-window-complete seed egos; 27 observed seed egos.

Observed count, including incomplete coverage: 27

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Compact phone stand	153
Quinn Reed	Reusable water bottle	27
Quinn Reed	Stainless tea infuser	55
Casey Reed	Reusable water bottle	27
Casey Reed	Felt desk organizer	160
Casey Reed	Bamboo drawer divider	41
Casey Reed	Stainless tea infuser	55
Cameron Shaw	Stainless tea infuser	55
Harper Palmer	Compact phone stand	153
Harper Palmer	Felt desk organizer	160
Harper Palmer	Metal bookends	20
Sage Shaw	Fabric pencil case	62
Sage Shaw	Stainless tea infuser	55
Sage Shaw	Cotton oven mitts	97
Riley Palmer	Felt desk organizer	160
Riley Palmer	Stainless tea infuser	55
Elliot Palmer	Felt desk organizer	160
Elliot Palmer	Metal bookends	20
Elliot Palmer	Bamboo drawer divider	41
Elliot Palmer	Fabric pencil case	62
Elliot Palmer	Clip-on reading light	76
Elliot Palmer	Stainless tea infuser	55
Elliot Palmer	Cotton oven mitts	97
Emery Palmer	Compact phone stand	153
Emery Palmer	Felt desk organizer	160
Emery Palmer	Metal bookends	20
Emery Palmer	Bamboo drawer divider	41
Emery Palmer	Fabric pencil case	62
Emery Palmer	Clip-on reading light	76
Emery Palmer	Stainless tea infuser	55
Emery Palmer	Cotton oven mitts	97
Reese Shaw	Fabric pencil case	62
Jordan Palmer	Reusable water bottle	27
Jordan Palmer	Metal bookends	20
Jordan Palmer	Clip-on reading light	76
Jordan Palmer	Stainless tea infuser	55
Jamie Shaw	Metal bookends	20
Jamie Shaw	Stainless tea infuser	55
Rowan Reed	Stainless tea infuser	55
Rowan Reed	Cotton oven mitts	97
Jordan Shaw	Compact phone stand	153
Jordan Shaw	Reusable water bottle	27
Jordan Shaw	Fabric pencil case	62
Jesse Palmer	Metal bookends	20
Jesse Palmer	Fabric pencil case	62
Riley Shaw	Felt desk organizer	160
Riley Shaw	Fabric pencil case	62
Taylor Palmer	Fabric pencil case	62
Harper Shaw	Bamboo drawer divider	41
Jordan Reed	Metal bookends	20
Jordan Reed	Bamboo drawer divider	41
Jordan Reed	Clip-on reading light	76
Kendall Reed	Felt desk organizer	160
Kendall Reed	Clip-on reading light	76
Emery Hayes	Reusable water bottle	27
Kendall Brooks	Compact phone stand	153
Dana Reed	Compact phone stand	153
Cameron Palmer	Clip-on reading light	76
Taylor Brooks	Reusable water bottle	27
Morgan Shaw	Compact phone stand	153
Jesse Reed	Reusable water bottle	27
Kendall Shaw	Cotton oven mitts	97

Jordan Palmer5 products26 egos

Generated record ID: demo-165

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

Observed count, including incomplete coverage: 26

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Reusable water bottle	27
Quinn Reed	Stainless tea infuser	48
Sage Foster	Metal bookends	20
Casey Reed	Reusable water bottle	27
Casey Reed	Stainless tea infuser	48
Cameron Shaw	Stainless tea infuser	48
Harper Palmer	Metal bookends	20
Sage Shaw	Stainless tea infuser	48
Riley Palmer	Stainless tea infuser	48
Elliot Palmer	Metal bookends	20
Elliot Palmer	Clip-on reading light	69
Elliot Palmer	Stainless tea infuser	48
Emery Palmer	Metal bookends	20
Emery Palmer	Clip-on reading light	69
Emery Palmer	Stainless tea infuser	48
Jamie Palmer	Reusable water bottle	27
Jamie Palmer	Metal bookends	20
Jamie Palmer	Clip-on reading light	69
Jamie Palmer	Stainless tea infuser	48
Jamie Shaw	Metal bookends	20
Jamie Shaw	Stainless tea infuser	48
Rowan Reed	Stainless tea infuser	48
Jordan Shaw	Reusable water bottle	27
Jesse Palmer	Metal bookends	20
Jordan Reed	Metal bookends	20
Jordan Reed	Clip-on reading light	69
Kendall Reed	Clip-on reading light	69
Kendall Bennett	Insulated travel mug	167
Elliot Foster	Insulated travel mug	167
Emery Hayes	Reusable water bottle	27
Harper Carter	Insulated travel mug	167
Alex Foster	Insulated travel mug	167
Harper Hayes	Insulated travel mug	167
Jordan Foster	Insulated travel mug	167
Taylor Brooks	Reusable water bottle	27
Jesse Reed	Reusable water bottle	27
Rowan Foster	Insulated travel mug	167

Casey Shaw4 products26 egos

Generated record ID: demo-200

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

Observed count, including incomplete coverage: 26

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Compact phone stand	153
Rowan Hayes	Adjustable desk lamp	132
Cameron Hayes	Adjustable desk lamp	132
Casey Reed	Adjustable desk lamp	132
Casey Reed	Bamboo drawer divider	55
Harper Palmer	Adjustable desk lamp	132
Harper Palmer	Compact phone stand	153
Harper Palmer	Silicone spatula set	125
Cameron Carter	Adjustable desk lamp	132
Avery Bennett	Adjustable desk lamp	132
Sage Shaw	Adjustable desk lamp	132
Riley Palmer	Adjustable desk lamp	132
Elliot Palmer	Adjustable desk lamp	132
Elliot Palmer	Bamboo drawer divider	55
Emery Palmer	Adjustable desk lamp	132
Emery Palmer	Compact phone stand	153
Emery Palmer	Bamboo drawer divider	55
Emery Palmer	Silicone spatula set	125
Reese Shaw	Adjustable desk lamp	132
Casey Brooks	Adjustable desk lamp	132
Jamie Palmer	Compact phone stand	153
Jamie Palmer	Bamboo drawer divider	55
Jordan Shaw	Compact phone stand	153
Harper Shaw	Bamboo drawer divider	55
Jordan Reed	Bamboo drawer divider	55
Emery Lane	Adjustable desk lamp	132
Cameron Bennett	Adjustable desk lamp	132
Elliot Ellis	Adjustable desk lamp	132
Dana Carter	Adjustable desk lamp	132
Dana Palmer	Adjustable desk lamp	132
Morgan Lane	Adjustable desk lamp	132
Kendall Brooks	Compact phone stand	153
Dana Reed	Compact phone stand	153
Morgan Shaw	Compact phone stand	153
Morgan Shaw	Silicone spatula set	125

Casey Hayes3 products25 egos

Generated record ID: demo-112

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

Observed count, including incomplete coverage: 25

Reviewer whose history we examined (seed)	Product	Week (day index)
Rowan Hayes	Cotton throw blanket	160
Sage Brooks	Adjustable desk lamp	41
Sage Brooks	Canvas tote bag	125
Sage Brooks	Canvas tote bag	132
Sage Brooks	Cotton throw blanket	160
Cameron Hayes	Canvas tote bag	125
Cameron Hayes	Canvas tote bag	132
Cameron Shaw	Adjustable desk lamp	41
Cameron Shaw	Canvas tote bag	125
Cameron Shaw	Canvas tote bag	132
Harper Palmer	Adjustable desk lamp	41
Cameron Carter	Adjustable desk lamp	41
Avery Bennett	Adjustable desk lamp	41
Avery Bennett	Cotton throw blanket	160
Sage Shaw	Adjustable desk lamp	41
Elliot Palmer	Adjustable desk lamp	41
Emery Palmer	Adjustable desk lamp	41
Reese Shaw	Adjustable desk lamp	41
Casey Brooks	Adjustable desk lamp	41
Harper Shaw	Adjustable desk lamp	41
Cameron Bennett	Adjustable desk lamp	41
Elliot Ellis	Adjustable desk lamp	41
Kendall Bennett	Adjustable desk lamp	41
Elliot Foster	Adjustable desk lamp	41
Drew Carter	Adjustable desk lamp	41
Taylor Carter	Adjustable desk lamp	41
Taylor Carter	Canvas tote bag	125
Taylor Carter	Canvas tote bag	132
Reese Lane	Canvas tote bag	125
Reese Lane	Canvas tote bag	132
Rowan Carter	Canvas tote bag	125
Rowan Carter	Canvas tote bag	132
Jesse Lane	Canvas tote bag	125
Jesse Lane	Canvas tote bag	132
Lee Lane	Canvas tote bag	125
Lee Lane	Canvas tote bag	132
Lee Brooks	Canvas tote bag	125
Lee Brooks	Canvas tote bag	132
Reese Hayes	Canvas tote bag	125

Elliot Palmer9 products25 egos

Generated record ID: demo-160

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

Observed count, including incomplete coverage: 25

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Stainless tea infuser	62
Rowan Hayes	Adjustable desk lamp	90
Casey Reed	Adjustable desk lamp	90
Casey Reed	Felt desk organizer	146
Casey Reed	Bamboo drawer divider	41
Casey Reed	Stainless tea infuser	62
Cameron Shaw	Stainless tea infuser	62
Cameron Shaw	Portable picnic blanket	160
Harper Palmer	Adjustable desk lamp	90
Harper Palmer	Felt desk organizer	146
Harper Palmer	Metal bookends	13
Harper Palmer	Portable picnic blanket	160
Cameron Carter	Adjustable desk lamp	90
Avery Bennett	Adjustable desk lamp	90
Sage Shaw	Adjustable desk lamp	90
Sage Shaw	Fabric pencil case	55
Sage Shaw	Stainless tea infuser	62
Sage Shaw	Cotton oven mitts	111
Riley Palmer	Adjustable desk lamp	90
Riley Palmer	Felt desk organizer	146
Riley Palmer	Stainless tea infuser	62
Emery Palmer	Adjustable desk lamp	90
Emery Palmer	Felt desk organizer	146
Emery Palmer	Metal bookends	13
Emery Palmer	Bamboo drawer divider	41
Emery Palmer	Fabric pencil case	55
Emery Palmer	Clip-on reading light	55
Emery Palmer	Stainless tea infuser	62
Emery Palmer	Cotton oven mitts	111
Reese Shaw	Adjustable desk lamp	90
Reese Shaw	Fabric pencil case	55
Casey Brooks	Adjustable desk lamp	90
Jordan Palmer	Metal bookends	13
Jordan Palmer	Clip-on reading light	55
Jordan Palmer	Stainless tea infuser	62
Jamie Palmer	Felt desk organizer	146
Jamie Palmer	Metal bookends	13
Jamie Palmer	Bamboo drawer divider	41
Jamie Palmer	Fabric pencil case	55
Jamie Palmer	Clip-on reading light	55
Jamie Palmer	Stainless tea infuser	62
Jamie Palmer	Cotton oven mitts	111
Jamie Shaw	Metal bookends	13
Jamie Shaw	Stainless tea infuser	62
Rowan Reed	Stainless tea infuser	62
Rowan Reed	Cotton oven mitts	111
Jordan Shaw	Fabric pencil case	55
Jesse Palmer	Metal bookends	13
Jesse Palmer	Fabric pencil case	55
Riley Shaw	Felt desk organizer	146
Riley Shaw	Fabric pencil case	55
Taylor Palmer	Fabric pencil case	55
Taylor Palmer	Portable picnic blanket	160
Harper Shaw	Bamboo drawer divider	41
Harper Shaw	Portable picnic blanket	160
Jordan Reed	Metal bookends	13
Jordan Reed	Bamboo drawer divider	41
Jordan Reed	Clip-on reading light	55
Kendall Reed	Felt desk organizer	146
Kendall Reed	Clip-on reading light	55
Elliot Foster	Adjustable desk lamp	90
Kendall Shaw	Cotton oven mitts	111

Morgan Palmer5 products25 egos

Generated record ID: demo-168

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

Observed count, including incomplete coverage: 25

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Compact phone stand	153
Quinn Reed	Reusable water bottle	27
Rowan Hayes	Adjustable desk lamp	97
Casey Reed	Adjustable desk lamp	97
Casey Reed	Reusable water bottle	27
Casey Reed	Felt desk organizer	146
Harper Palmer	Adjustable desk lamp	97
Harper Palmer	Compact phone stand	153
Harper Palmer	Felt desk organizer	146
Cameron Carter	Adjustable desk lamp	97
Avery Bennett	Adjustable desk lamp	97
Sage Shaw	Adjustable desk lamp	97
Riley Palmer	Adjustable desk lamp	97
Riley Palmer	Felt desk organizer	146
Elliot Palmer	Adjustable desk lamp	97
Elliot Palmer	Felt desk organizer	146
Emery Palmer	Adjustable desk lamp	97
Emery Palmer	Compact phone stand	153
Emery Palmer	Felt desk organizer	146
Reese Shaw	Adjustable desk lamp	97
Casey Brooks	Adjustable desk lamp	97
Jordan Palmer	Reusable water bottle	27
Jamie Palmer	Compact phone stand	153
Jamie Palmer	Reusable water bottle	27
Jamie Palmer	Felt desk organizer	146
Jordan Shaw	Compact phone stand	153
Jordan Shaw	Reusable water bottle	27
Riley Shaw	Felt desk organizer	146
Kendall Reed	Felt desk organizer	146
Drew Carter	Glass storage jars	174
Emery Hayes	Reusable water bottle	27
Kendall Brooks	Compact phone stand	153
Dana Reed	Compact phone stand	153
Taylor Brooks	Reusable water bottle	27
Morgan Shaw	Compact phone stand	153
Jesse Reed	Reusable water bottle	27
Emery Ellis	Glass storage jars	174

Cameron Reed4 products25 egos

Generated record ID: demo-179

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

Observed count, including incomplete coverage: 25

Reviewer whose history we examined (seed)	Product	Week (day index)
Rowan Hayes	Adjustable desk lamp	83
Sage Foster	Metal bookends	27
Sage Brooks	Canvas tote bag	55
Casey Reed	Adjustable desk lamp	83
Harper Palmer	Adjustable desk lamp	83
Harper Palmer	Metal bookends	27
Cameron Carter	Adjustable desk lamp	83
Avery Bennett	Adjustable desk lamp	83
Sage Shaw	Adjustable desk lamp	83
Sage Shaw	Cotton oven mitts	97
Riley Palmer	Adjustable desk lamp	83
Elliot Palmer	Adjustable desk lamp	83
Elliot Palmer	Metal bookends	27
Elliot Palmer	Cotton oven mitts	97
Emery Palmer	Adjustable desk lamp	83
Emery Palmer	Metal bookends	27
Emery Palmer	Cotton oven mitts	97
Reese Shaw	Adjustable desk lamp	83
Casey Brooks	Adjustable desk lamp	83
Jordan Palmer	Metal bookends	27
Jamie Palmer	Metal bookends	27
Jamie Palmer	Cotton oven mitts	97
Jamie Shaw	Metal bookends	27
Rowan Reed	Cotton oven mitts	97
Jesse Palmer	Metal bookends	27
Jordan Reed	Metal bookends	27
Elliot Foster	Adjustable desk lamp	83
Rowan Ellis	Canvas tote bag	55
Jesse Lane	Canvas tote bag	55
Reese Hayes	Canvas tote bag	55
Kendall Shaw	Cotton oven mitts	97
Emery Ellis	Metal bookends	27

Quinn Ellis2 products25 egos

Generated record ID: demo-82

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

Observed count, including incomplete coverage: 25

Reviewer whose history we examined (seed)	Product	Week (day index)
Rowan Hayes	Adjustable desk lamp	83
Sage Brooks	Adjustable desk lamp	83
Casey Reed	Adjustable desk lamp	83
Harper Palmer	Adjustable desk lamp	83
Cameron Carter	Adjustable desk lamp	83
Avery Bennett	Adjustable desk lamp	83
Sage Shaw	Adjustable desk lamp	83
Riley Palmer	Adjustable desk lamp	83
Elliot Palmer	Adjustable desk lamp	83
Emery Palmer	Adjustable desk lamp	83
Reese Shaw	Adjustable desk lamp	83
Casey Brooks	Adjustable desk lamp	83
Casey Brooks	Insulated travel mug	34
Emery Lane	Insulated travel mug	34
Dana Carter	Insulated travel mug	34
Elliot Foster	Adjustable desk lamp	83
Dana Palmer	Insulated travel mug	34
Emery Hayes	Insulated travel mug	34
Kendall Brooks	Insulated travel mug	34
Harper Carter	Insulated travel mug	34
Casey Carter	Insulated travel mug	34
Rowan Ellis	Insulated travel mug	34
Cameron Palmer	Insulated travel mug	34
Reese Foster	Insulated travel mug	34
Jordan Bennett	Insulated travel mug	34
Casey Ellis	Insulated travel mug	34

Emery Lane2 products24 egos

Generated record ID: demo-139

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

Observed count, including incomplete coverage: 24

Reviewer whose history we examined (seed)	Product	Week (day index)
Rowan Hayes	Adjustable desk lamp	153
Cameron Hayes	Adjustable desk lamp	153
Casey Reed	Adjustable desk lamp	153
Harper Palmer	Adjustable desk lamp	153
Cameron Carter	Adjustable desk lamp	153
Avery Bennett	Adjustable desk lamp	153
Riley Palmer	Adjustable desk lamp	153
Emery Palmer	Adjustable desk lamp	153
Casey Brooks	Adjustable desk lamp	153
Cameron Bennett	Adjustable desk lamp	153
Elliot Ellis	Adjustable desk lamp	153
Dana Carter	Adjustable desk lamp	153
Dana Carter	Insulated travel mug	76
Kendall Bennett	Insulated travel mug	76
Dana Palmer	Adjustable desk lamp	153
Dana Palmer	Insulated travel mug	76
Morgan Lane	Adjustable desk lamp	153
Harper Carter	Insulated travel mug	76
Reese Lane	Insulated travel mug	76
Casey Carter	Insulated travel mug	76
Rowan Ellis	Insulated travel mug	76
Reese Foster	Insulated travel mug	76
Jordan Bennett	Insulated travel mug	76
Alex Foster	Insulated travel mug	76
Harper Hayes	Insulated travel mug	76
Jordan Foster	Insulated travel mug	76

Harper Reed3 products24 egos

Generated record ID: demo-184

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

Observed count, including incomplete coverage: 24

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Stainless tea infuser	48
Casey Reed	Stainless tea infuser	48
Cameron Shaw	Stainless tea infuser	48
Harper Palmer	Metal bookends	20
Sage Shaw	Stainless tea infuser	48
Riley Palmer	Stainless tea infuser	48
Elliot Palmer	Metal bookends	20
Elliot Palmer	Stainless tea infuser	48
Emery Palmer	Metal bookends	20
Emery Palmer	Stainless tea infuser	48
Jordan Palmer	Insulated travel mug	125
Jordan Palmer	Metal bookends	20
Jordan Palmer	Stainless tea infuser	48
Jamie Palmer	Metal bookends	20
Jamie Palmer	Stainless tea infuser	48
Jamie Shaw	Metal bookends	20
Jamie Shaw	Stainless tea infuser	48
Rowan Reed	Stainless tea infuser	48
Jesse Palmer	Metal bookends	20
Jordan Reed	Metal bookends	20
Emery Lane	Insulated travel mug	125
Kendall Bennett	Insulated travel mug	125
Elliot Foster	Insulated travel mug	125
Harper Carter	Insulated travel mug	125
Reese Lane	Insulated travel mug	125
Rowan Ellis	Insulated travel mug	125
Alex Foster	Insulated travel mug	125
Harper Hayes	Insulated travel mug	125
Jordan Foster	Insulated travel mug	125
Rowan Foster	Insulated travel mug	125

Quinn Reed4 products24 egos

Generated record ID: demo-192

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

Observed count, including incomplete coverage: 24

Reviewer whose history we examined (seed)	Product	Week (day index)
Riley Bennett	Cotton throw blanket	62
Avery Foster	Cotton throw blanket	62
Rowan Hayes	Cotton throw blanket	62
Sage Foster	Cotton throw blanket	62
Sage Brooks	Cotton throw blanket	62
Cameron Hayes	Cotton throw blanket	62
Casey Reed	Reusable water bottle	13
Casey Reed	Stainless tea infuser	55
Cameron Shaw	Stainless tea infuser	55
Harper Palmer	Compact phone stand	153
Sage Shaw	Stainless tea infuser	55
Riley Palmer	Stainless tea infuser	55
Elliot Palmer	Stainless tea infuser	55
Emery Palmer	Compact phone stand	153
Emery Palmer	Stainless tea infuser	55
Jordan Palmer	Reusable water bottle	13
Jordan Palmer	Stainless tea infuser	55
Jamie Palmer	Compact phone stand	153
Jamie Palmer	Reusable water bottle	13
Jamie Palmer	Stainless tea infuser	55
Jamie Shaw	Stainless tea infuser	55
Rowan Reed	Stainless tea infuser	55
Jordan Shaw	Compact phone stand	153
Jordan Shaw	Reusable water bottle	13
Emery Hayes	Reusable water bottle	13
Kendall Brooks	Compact phone stand	153
Dana Reed	Compact phone stand	153
Taylor Brooks	Reusable water bottle	13
Morgan Shaw	Compact phone stand	153
Jesse Reed	Reusable water bottle	13

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)	Product	Week (day index)
Rowan Hayes	Adjustable desk lamp	48
Rowan Hayes	Adjustable desk lamp	111
Sage Brooks	Adjustable desk lamp	48
Cameron Hayes	Adjustable desk lamp	153
Casey Reed	Adjustable desk lamp	111
Casey Reed	Adjustable desk lamp	153
Cameron Shaw	Adjustable desk lamp	48
Harper Palmer	Adjustable desk lamp	48
Harper Palmer	Adjustable desk lamp	111
Avery Bennett	Adjustable desk lamp	48
Avery Bennett	Adjustable desk lamp	111
Avery Bennett	Adjustable desk lamp	153
Sage Shaw	Adjustable desk lamp	48
Sage Shaw	Adjustable desk lamp	111
Riley Palmer	Adjustable desk lamp	48
Riley Palmer	Adjustable desk lamp	111
Riley Palmer	Adjustable desk lamp	153
Elliot Palmer	Adjustable desk lamp	48
Elliot Palmer	Adjustable desk lamp	111
Emery Palmer	Adjustable desk lamp	48
Emery Palmer	Adjustable desk lamp	111
Emery Palmer	Adjustable desk lamp	153
Reese Shaw	Adjustable desk lamp	48
Reese Shaw	Adjustable desk lamp	111
Casey Brooks	Adjustable desk lamp	48
Casey Brooks	Adjustable desk lamp	111
Harper Shaw	Adjustable desk lamp	48
Emery Lane	Adjustable desk lamp	111
Emery Lane	Adjustable desk lamp	153
Cameron Bennett	Adjustable desk lamp	48
Cameron Bennett	Adjustable desk lamp	153
Elliot Ellis	Adjustable desk lamp	48
Elliot Ellis	Adjustable desk lamp	153
Dana Carter	Adjustable desk lamp	111
Dana Carter	Adjustable desk lamp	153
Kendall Bennett	Adjustable desk lamp	48
Elliot Foster	Adjustable desk lamp	48
Drew Carter	Adjustable desk lamp	48
Taylor Carter	Adjustable desk lamp	48
Dana Palmer	Adjustable desk lamp	111
Dana Palmer	Adjustable desk lamp	153
Morgan Lane	Adjustable desk lamp	111
Morgan Lane	Adjustable desk lamp	153

Dana Carter2 products24 egos

Generated record ID: demo-48

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

Observed count, including incomplete coverage: 24

Reviewer whose history we examined (seed)	Product	Week (day index)
Cameron Hayes	Adjustable desk lamp	153
Casey Reed	Adjustable desk lamp	153
Cameron Carter	Adjustable desk lamp	153
Avery Bennett	Adjustable desk lamp	153
Riley Palmer	Adjustable desk lamp	153
Emery Palmer	Adjustable desk lamp	153
Casey Brooks	Insulated travel mug	62
Emery Lane	Adjustable desk lamp	153
Emery Lane	Insulated travel mug	62
Cameron Bennett	Adjustable desk lamp	153
Elliot Ellis	Adjustable desk lamp	153
Dana Palmer	Adjustable desk lamp	153
Dana Palmer	Insulated travel mug	62
Emery Hayes	Insulated travel mug	62
Morgan Lane	Adjustable desk lamp	153
Kendall Brooks	Insulated travel mug	62
Harper Carter	Insulated travel mug	62
Reese Lane	Insulated travel mug	62
Casey Carter	Insulated travel mug	62
Rowan Ellis	Insulated travel mug	62
Cameron Palmer	Insulated travel mug	62
Reese Foster	Insulated travel mug	62
Jordan Bennett	Insulated travel mug	62
Casey Ellis	Insulated travel mug	62
Alex Foster	Insulated travel mug	62
Harper Hayes	Insulated travel mug	62

Kendall Palmer4 products23 egos

Generated record ID: demo-166

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

Observed count, including incomplete coverage: 23

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Compact phone stand	160
Quinn Reed	Reusable water bottle	27
Quinn Reed	Stainless tea infuser	55
Casey Reed	Reusable water bottle	27
Casey Reed	Stainless tea infuser	55
Cameron Shaw	Stainless tea infuser	55
Harper Palmer	Compact phone stand	160
Sage Shaw	Fabric pencil case	55
Sage Shaw	Stainless tea infuser	55
Riley Palmer	Stainless tea infuser	55
Elliot Palmer	Fabric pencil case	55
Elliot Palmer	Stainless tea infuser	55
Emery Palmer	Compact phone stand	160
Emery Palmer	Fabric pencil case	55
Emery Palmer	Stainless tea infuser	55
Reese Shaw	Fabric pencil case	55
Jordan Palmer	Reusable water bottle	27
Jordan Palmer	Stainless tea infuser	55
Jamie Palmer	Compact phone stand	160
Jamie Palmer	Reusable water bottle	27
Jamie Palmer	Fabric pencil case	55
Jamie Palmer	Stainless tea infuser	55
Jamie Shaw	Stainless tea infuser	55
Rowan Reed	Stainless tea infuser	55
Jordan Shaw	Compact phone stand	160
Jordan Shaw	Reusable water bottle	27
Jordan Shaw	Fabric pencil case	55
Jesse Palmer	Fabric pencil case	55
Riley Shaw	Fabric pencil case	55
Taylor Palmer	Fabric pencil case	55
Emery Hayes	Reusable water bottle	27
Kendall Brooks	Compact phone stand	160
Dana Reed	Compact phone stand	160
Taylor Brooks	Reusable water bottle	27
Morgan Shaw	Compact phone stand	160
Jesse Reed	Reusable water bottle	27

Lee Palmer5 products23 egos

Generated record ID: demo-167

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

Observed count, including incomplete coverage: 23

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Compact phone stand	160
Quinn Reed	Stainless tea infuser	48
Sage Brooks	Canvas tote bag	27
Casey Reed	Bamboo drawer divider	55
Casey Reed	Stainless tea infuser	48
Cameron Shaw	Stainless tea infuser	48
Harper Palmer	Compact phone stand	160
Sage Shaw	Stainless tea infuser	48
Sage Shaw	Cotton oven mitts	104
Riley Palmer	Stainless tea infuser	48
Elliot Palmer	Bamboo drawer divider	55
Elliot Palmer	Stainless tea infuser	48
Elliot Palmer	Cotton oven mitts	104
Emery Palmer	Compact phone stand	160
Emery Palmer	Bamboo drawer divider	55
Emery Palmer	Stainless tea infuser	48
Emery Palmer	Cotton oven mitts	104
Jordan Palmer	Stainless tea infuser	48
Jamie Palmer	Compact phone stand	160
Jamie Palmer	Bamboo drawer divider	55
Jamie Palmer	Stainless tea infuser	48
Jamie Palmer	Cotton oven mitts	104
Jamie Shaw	Stainless tea infuser	48
Rowan Reed	Stainless tea infuser	48
Rowan Reed	Cotton oven mitts	104
Jordan Shaw	Compact phone stand	160
Harper Shaw	Bamboo drawer divider	55
Jordan Reed	Bamboo drawer divider	55
Kendall Brooks	Compact phone stand	160
Dana Reed	Compact phone stand	160
Rowan Ellis	Canvas tote bag	27
Morgan Shaw	Compact phone stand	160
Jesse Lane	Canvas tote bag	27
Reese Hayes	Canvas tote bag	27
Kendall Shaw	Cotton oven mitts	104

Parker Palmer5 products23 egos

Generated record ID: demo-169

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

Observed count, including incomplete coverage: 23

Reviewer whose history we examined (seed)	Product	Week (day index)
Rowan Hayes	Adjustable desk lamp	90
Rowan Hayes	Adjustable desk lamp	104
Casey Reed	Adjustable desk lamp	90
Casey Reed	Adjustable desk lamp	104
Cameron Shaw	Portable picnic blanket	160
Harper Palmer	Adjustable desk lamp	90
Harper Palmer	Adjustable desk lamp	104
Harper Palmer	Metal bookends	13
Harper Palmer	Silicone spatula set	125
Harper Palmer	Portable picnic blanket	160
Cameron Carter	Adjustable desk lamp	90
Cameron Carter	Adjustable desk lamp	104
Avery Bennett	Adjustable desk lamp	90
Avery Bennett	Adjustable desk lamp	104
Sage Shaw	Adjustable desk lamp	90
Sage Shaw	Adjustable desk lamp	104
Riley Palmer	Adjustable desk lamp	90
Riley Palmer	Adjustable desk lamp	104
Elliot Palmer	Adjustable desk lamp	90
Elliot Palmer	Adjustable desk lamp	104
Elliot Palmer	Metal bookends	13
Elliot Palmer	Portable picnic blanket	160
Emery Palmer	Adjustable desk lamp	90
Emery Palmer	Adjustable desk lamp	104
Emery Palmer	Metal bookends	13
Emery Palmer	Silicone spatula set	125
Reese Shaw	Adjustable desk lamp	90
Reese Shaw	Adjustable desk lamp	104
Casey Brooks	Adjustable desk lamp	90
Casey Brooks	Adjustable desk lamp	104
Jordan Palmer	Metal bookends	13
Jamie Palmer	Metal bookends	13
Jamie Shaw	Metal bookends	13
Jesse Palmer	Metal bookends	13
Taylor Palmer	Portable picnic blanket	160
Harper Shaw	Portable picnic blanket	160
Jordan Reed	Metal bookends	13
Emery Lane	Adjustable desk lamp	104
Cameron Bennett	Bamboo cutting board	174
Dana Carter	Adjustable desk lamp	104
Morgan Shaw	Silicone spatula set	125

Sage Brooks3 products23 egos

Generated record ID: demo-42

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

Observed count, including incomplete coverage: 23

Reviewer whose history we examined (seed)	Product	Week (day index)
Riley Bennett	Cotton throw blanket	111
Quinn Reed	Cotton throw blanket	111
Avery Foster	Cotton throw blanket	111
Rowan Hayes	Cotton throw blanket	111
Sage Foster	Cotton throw blanket	111
Cameron Hayes	Canvas tote bag	111
Cameron Shaw	Adjustable desk lamp	27
Cameron Shaw	Canvas tote bag	111
Cameron Carter	Adjustable desk lamp	27
Avery Bennett	Adjustable desk lamp	27
Avery Bennett	Cotton throw blanket	111
Harper Shaw	Adjustable desk lamp	27
Cameron Bennett	Adjustable desk lamp	27
Elliot Ellis	Adjustable desk lamp	27
Kendall Bennett	Adjustable desk lamp	27
Elliot Foster	Adjustable desk lamp	27
Drew Carter	Adjustable desk lamp	27
Taylor Carter	Adjustable desk lamp	27
Taylor Carter	Canvas tote bag	111
Reese Lane	Canvas tote bag	111
Rowan Ellis	Canvas tote bag	-1
Rowan Carter	Canvas tote bag	111
Jesse Lane	Canvas tote bag	111
Lee Lane	Canvas tote bag	111
Lee Brooks	Canvas tote bag	111
Reese Hayes	Canvas tote bag	111

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)	Product	Week (day index)
Rowan Hayes	Adjustable desk lamp	62
Rowan Hayes	Adjustable desk lamp	132
Rowan Hayes	Cotton throw blanket	160
Sage Brooks	Adjustable desk lamp	62
Sage Brooks	Cotton throw blanket	160
Cameron Hayes	Adjustable desk lamp	132
Casey Reed	Adjustable desk lamp	132
Cameron Shaw	Adjustable desk lamp	62
Harper Palmer	Adjustable desk lamp	62
Harper Palmer	Adjustable desk lamp	132
Cameron Carter	Adjustable desk lamp	62
Cameron Carter	Adjustable desk lamp	132
Sage Shaw	Adjustable desk lamp	62
Sage Shaw	Adjustable desk lamp	132
Riley Palmer	Adjustable desk lamp	62
Riley Palmer	Adjustable desk lamp	132
Elliot Palmer	Adjustable desk lamp	62
Elliot Palmer	Adjustable desk lamp	132
Emery Palmer	Adjustable desk lamp	62
Emery Palmer	Adjustable desk lamp	132
Reese Shaw	Adjustable desk lamp	62
Reese Shaw	Adjustable desk lamp	132
Casey Brooks	Adjustable desk lamp	62
Casey Brooks	Adjustable desk lamp	132
Harper Shaw	Adjustable desk lamp	62
Emery Lane	Adjustable desk lamp	132
Cameron Bennett	Adjustable desk lamp	132
Elliot Ellis	Adjustable desk lamp	62
Elliot Ellis	Adjustable desk lamp	132
Dana Carter	Adjustable desk lamp	132
Kendall Bennett	Adjustable desk lamp	62
Elliot Foster	Adjustable desk lamp	62
Dana Palmer	Adjustable desk lamp	132
Morgan Lane	Adjustable desk lamp	132

Avery Brooks3 products22 egos

Generated record ID: demo-23

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

Observed count, including incomplete coverage: 22

Reviewer whose history we examined (seed)	Product	Week (day index)
Rowan Hayes	Adjustable desk lamp	118
Casey Reed	Adjustable desk lamp	118
Harper Palmer	Adjustable desk lamp	118
Cameron Carter	Adjustable desk lamp	118
Avery Bennett	Adjustable desk lamp	118
Sage Shaw	Adjustable desk lamp	118
Riley Palmer	Adjustable desk lamp	118
Elliot Palmer	Adjustable desk lamp	118
Emery Palmer	Adjustable desk lamp	118
Reese Shaw	Adjustable desk lamp	118
Casey Brooks	Adjustable desk lamp	118
Emery Lane	Adjustable desk lamp	118
Cameron Bennett	Adjustable desk lamp	118
Elliot Ellis	Adjustable desk lamp	118
Dana Carter	Adjustable desk lamp	118
Dana Palmer	Adjustable desk lamp	118
Morgan Lane	Adjustable desk lamp	118
Jordan Bennett	Ceramic planter	125
Casey Ellis	Ceramic planter	125
Alex Foster	Ceramic planter	125
Lee Lane	Linen cushion cover	83
Alex Carter	Ceramic planter	125

Cameron Hayes4 products21 egos

Generated record ID: demo-113

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

Observed count, including incomplete coverage: 21

Reviewer whose history we examined (seed)	Product	Week (day index)
Quinn Reed	Cotton throw blanket	34
Avery Foster	Cotton throw blanket	34
Sage Brooks	Canvas tote bag	139
Casey Reed	Adjustable desk lamp	174
Cameron Shaw	Canvas tote bag	139
Cameron Carter	Adjustable desk lamp	174
Avery Bennett	Adjustable desk lamp	174
Emery Lane	Adjustable desk lamp	174
Cameron Bennett	Adjustable desk lamp	174
Elliot Ellis	Adjustable desk lamp	174
Dana Carter	Adjustable desk lamp	174
Drew Carter	Ceramic planter	6
Taylor Carter	Canvas tote bag	139
Dana Palmer	Adjustable desk lamp	174
Morgan Lane	Adjustable desk lamp	174
Dana Reed	Ceramic planter	6
Reese Lane	Canvas tote bag	139
Rowan Carter	Canvas tote bag	139
Lee Lane	Canvas tote bag	139
Lee Brooks	Canvas tote bag	139
Emery Foster	Ceramic planter	6

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)	Product	Week (day index)
Rowan Hayes	Adjustable desk lamp	62
Rowan Hayes	Adjustable desk lamp	97
Sage Brooks	Adjustable desk lamp	62
Casey Reed	Adjustable desk lamp	97
Casey Reed	Bamboo drawer divider	97
Cameron Shaw	Adjustable desk lamp	62
Harper Palmer	Adjustable desk lamp	62
Harper Palmer	Adjustable desk lamp	97
Cameron Carter	Adjustable desk lamp	62
Cameron Carter	Adjustable desk lamp	97
Avery Bennett	Adjustable desk lamp	62
Avery Bennett	Adjustable desk lamp	97
Sage Shaw	Adjustable desk lamp	62
Sage Shaw	Adjustable desk lamp	97
Riley Palmer	Adjustable desk lamp	62
Riley Palmer	Adjustable desk lamp	97
Elliot Palmer	Adjustable desk lamp	62
Elliot Palmer	Adjustable desk lamp	97
Elliot Palmer	Bamboo drawer divider	97
Emery Palmer	Adjustable desk lamp	62
Emery Palmer	Adjustable desk lamp	97
Emery Palmer	Bamboo drawer divider	97
Reese Shaw	Adjustable desk lamp	62
Reese Shaw	Adjustable desk lamp	97
Casey Brooks	Adjustable desk lamp	62
Casey Brooks	Adjustable desk lamp	97
Jamie Palmer	Bamboo drawer divider	97
Harper Shaw	Adjustable desk lamp	62
Harper Shaw	Bamboo drawer divider	97
Jordan Reed	Bamboo drawer divider	97
Emery Lane	Adjustable desk lamp	97
Elliot Ellis	Adjustable desk lamp	62
Dana Carter	Adjustable desk lamp	97
Kendall Bennett	Adjustable desk lamp	62
Elliot Foster	Adjustable desk lamp	62

Rowan Lane2 products21 egos

Generated record ID: demo-151

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

Observed count, including incomplete coverage: 21

Reviewer whose history we examined (seed)	Product	Week (day index)
Rowan Hayes	Adjustable desk lamp	62
Rowan Hayes	Glass storage jars	104
Sage Brooks	Adjustable desk lamp	62
Cameron Shaw	Adjustable desk lamp	62
Harper Palmer	Adjustable desk lamp	62
Cameron Carter	Adjustable desk lamp	62
Avery Bennett	Adjustable desk lamp	62
Sage Shaw	Adjustable desk lamp	62
Riley Palmer	Adjustable desk lamp	62
Elliot Palmer	Adjustable desk lamp	62
Emery Palmer	Adjustable desk lamp	62
Reese Shaw	Adjustable desk lamp	62
Casey Brooks	Adjustable desk lamp	62
Harper Shaw	Adjustable desk lamp	62
Cameron Bennett	Adjustable desk lamp	62
Elliot Ellis	Adjustable desk lamp	62
Kendall Bennett	Adjustable desk lamp	62
Elliot Foster	Adjustable desk lamp	62
Drew Carter	Adjustable desk lamp	62
Drew Carter	Glass storage jars	104
Taylor Carter	Adjustable desk lamp	62
Rowan Carter	Glass storage jars	104
Emery Ellis	Glass storage jars	104

Dana Palmer2 products21 egos

Generated record ID: demo-158

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

Observed count, including incomplete coverage: 21

Reviewer whose history we examined (seed)	Product	Week (day index)
Cameron Hayes	Adjustable desk lamp	167
Casey Reed	Adjustable desk lamp	167
Cameron Carter	Adjustable desk lamp	167
Avery Bennett	Adjustable desk lamp	167
Casey Brooks	Insulated travel mug	62
Emery Lane	Adjustable desk lamp	167
Emery Lane	Insulated travel mug	62
Cameron Bennett	Adjustable desk lamp	167
Elliot Ellis	Adjustable desk lamp	167
Dana Carter	Adjustable desk lamp	167
Dana Carter	Insulated travel mug	62
Emery Hayes	Insulated travel mug	62
Morgan Lane	Adjustable desk lamp	167
Harper Carter	Insulated travel mug	62
Reese Lane	Insulated travel mug	62
Casey Carter	Insulated travel mug	62
Rowan Ellis	Insulated travel mug	62
Cameron Palmer	Insulated travel mug	62
Reese Foster	Insulated travel mug	62
Jordan Bennett	Insulated travel mug	62
Casey Ellis	Insulated travel mug	62
Alex Foster	Insulated travel mug	62
Harper Hayes	Insulated travel mug	62

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)	Product	Week (day index)
Rowan Hayes	Adjustable desk lamp	97
Casey Reed	Adjustable desk lamp	97
Casey Reed	Felt desk organizer	139
Harper Palmer	Adjustable desk lamp	97
Harper Palmer	Felt desk organizer	139
Harper Palmer	Metal bookends	13
Cameron Carter	Adjustable desk lamp	97
Avery Bennett	Adjustable desk lamp	97
Sage Shaw	Adjustable desk lamp	97
Sage Shaw	Fabric pencil case	62
Riley Palmer	Adjustable desk lamp	97
Riley Palmer	Felt desk organizer	139
Elliot Palmer	Adjustable desk lamp	97
Elliot Palmer	Felt desk organizer	139
Elliot Palmer	Metal bookends	13
Elliot Palmer	Fabric pencil case	62
Emery Palmer	Adjustable desk lamp	97
Emery Palmer	Felt desk organizer	139
Emery Palmer	Metal bookends	13
Emery Palmer	Fabric pencil case	62
Reese Shaw	Adjustable desk lamp	97
Reese Shaw	Fabric pencil case	62
Casey Brooks	Adjustable desk lamp	97
Jordan Palmer	Metal bookends	13
Jamie Palmer	Felt desk organizer	139
Jamie Palmer	Metal bookends	13
Jamie Palmer	Fabric pencil case	62
Jamie Shaw	Metal bookends	13
Jordan Shaw	Fabric pencil case	62
Jesse Palmer	Metal bookends	13
Jesse Palmer	Fabric pencil case	62
Riley Shaw	Felt desk organizer	139
Riley Shaw	Fabric pencil case	62
Taylor Palmer	Fabric pencil case	62
Jordan Reed	Metal bookends	13
Emery Lane	Adjustable desk lamp	97
Kendall Reed	Felt desk organizer	139

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)	Product	Week (day index)
Rowan Hayes	Adjustable desk lamp	97
Rowan Hayes	Adjustable desk lamp	153
Cameron Hayes	Adjustable desk lamp	153
Casey Reed	Adjustable desk lamp	97
Casey Reed	Adjustable desk lamp	153
Cameron Shaw	Portable picnic blanket	174
Harper Palmer	Adjustable desk lamp	97
Harper Palmer	Adjustable desk lamp	153
Harper Palmer	Portable picnic blanket	174
Cameron Carter	Adjustable desk lamp	97
Cameron Carter	Adjustable desk lamp	153
Avery Bennett	Adjustable desk lamp	97
Avery Bennett	Adjustable desk lamp	153
Sage Shaw	Adjustable desk lamp	97
Riley Palmer	Adjustable desk lamp	97
Riley Palmer	Adjustable desk lamp	153
Elliot Palmer	Adjustable desk lamp	97
Elliot Palmer	Portable picnic blanket	174
Emery Palmer	Adjustable desk lamp	97
Emery Palmer	Adjustable desk lamp	153
Reese Shaw	Adjustable desk lamp	97
Casey Brooks	Adjustable desk lamp	97
Casey Brooks	Adjustable desk lamp	153
Taylor Palmer	Portable picnic blanket	174
Harper Shaw	Portable picnic blanket	174
Emery Lane	Adjustable desk lamp	153
Cameron Bennett	Adjustable desk lamp	153
Elliot Ellis	Adjustable desk lamp	153
Dana Carter	Adjustable desk lamp	153
Dana Palmer	Adjustable desk lamp	153
Morgan Lane	Adjustable desk lamp	153

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)	Product	Week (day index)
Rowan Hayes	Adjustable desk lamp	132
Cameron Hayes	Adjustable desk lamp	132
Casey Reed	Adjustable desk lamp	132
Casey Reed	Felt desk organizer	146
Harper Palmer	Adjustable desk lamp	132
Harper Palmer	Felt desk organizer	146
Cameron Carter	Adjustable desk lamp	132
Avery Bennett	Adjustable desk lamp	132
Sage Shaw	Adjustable desk lamp	132
Riley Palmer	Adjustable desk lamp	132
Riley Palmer	Felt desk organizer	146
Elliot Palmer	Adjustable desk lamp	132
Elliot Palmer	Felt desk organizer	146
Emery Palmer	Adjustable desk lamp	132
Emery Palmer	Felt desk organizer	146
Reese Shaw	Adjustable desk lamp	132
Casey Brooks	Adjustable desk lamp	132
Jamie Palmer	Felt desk organizer	146
Riley Shaw	Felt desk organizer	146
Emery Lane	Adjustable desk lamp	132
Kendall Reed	Felt desk organizer	146
Cameron Bennett	Adjustable desk lamp	132
Elliot Ellis	Adjustable desk lamp	132
Dana Carter	Adjustable desk lamp	132
Dana Palmer	Adjustable desk lamp	132
Morgan Lane	Adjustable desk lamp	132

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

Product	Reviews	Reviewers	Window span	Corroboration mass
Adjustable desk lamp	39	36	53 days	689
Adjustable desk lamp	20	20	56 days	407
Stainless tea infuser	17	17	20 days	371
Adjustable desk lamp	19	19	56 days	354
Compact phone stand	16	16	17 days	317
Felt desk organizer	15	15	21 days	294
Metal bookends	13	13	18 days	274
Fabric pencil case	14	14	14 days	256
Bamboo drawer divider	11	11	56 days	250
Portable picnic blanket	10	10	50 days	208
Insulated travel mug	12	12	56 days	204
Insulated travel mug	12	12	52 days	189

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

Step	Reviewer whose history we examined	Neighbors	Reviewers reached
1	Riley Bennett	9	10
2	Dana Brooks	0	10
3	Cameron Brooks	4	13
4	Quinn Reed	36	43
5	Avery Foster	7	43
6	Rowan Hayes	61	85
7	Riley Foster	0	85
8	Sage Foster	13	88
9	Sage Brooks	56	114
10	Alex Hayes	0	114
11	Cameron Hayes	38	118
12	Casey Reed	70	122
13	Cameron Shaw	58	123
14	Harper Palmer	79	126
15	Cameron Carter	68	126
16	Avery Bennett	67	126
17	Sage Shaw	69	129
18	Riley Palmer	66	129
19	Elliot Palmer	77	130
20	Emery Palmer	85	131
21	Reese Shaw	61	131
22	Drew Brooks	0	131
23	Dana Shaw	0	131
24	Quinn Hayes	0	131
25	Casey Brooks	64	139
26	Jordan Palmer	40	144
27	Jamie Palmer	52	144
28	Jamie Shaw	23	144
29	Rowan Reed	18	144
30	Jordan Shaw	30	144
31	Jesse Palmer	23	144
32	Riley Shaw	23	144
33	Taylor Palmer	21	144
34	Harper Shaw	36	144
35	Jordan Reed	23	144
36	Emery Lane	55	148
37	Kendall Reed	19	148
38	Morgan Ellis	0	148
39	Emery Reed	0	148
40	Cameron Bennett	44	153
41	Elliot Ellis	43	153
42	Dana Carter	50	153
43	Kendall Bennett	38	153
44	Elliot Foster	36	153
45	Drew Carter	34	156
46	Taylor Carter	32	156
47	Dana Palmer	42	156
48	Emery Hayes	26	158
49	Morgan Lane	23	160
50	Kendall Brooks	26	160
51	Harper Carter	27	160
52	Dana Reed	20	160
53	Reese Lane	34	160
54	Casey Carter	22	160
55	Rowan Ellis	34	160
56	Cameron Palmer	23	161
57	Reese Foster	20	161
58	Jordan Bennett	22	161
59	Casey Ellis	16	161
60	Alex Foster	20	161
61	Harper Hayes	21	164
62	Morgan Brooks	0	164
63	Jordan Foster	16	164
64	Taylor Brooks	11	164
65	Elliot Shaw	0	164
66	Rowan Palmer	0	164
67	Alex Reed	0	164
68	Morgan Shaw	19	164
69	Rowan Shaw	0	164
70	Rowan Carter	22	164
71	Jesse Reed	12	166
72	Drew Foster	0	166
73	Jesse Lane	21	168
74	Lee Lane	23	171
75	Sage Carter	0	171
76	Jamie Lane	0	171
77	Lee Brooks	18	172
78	Jesse Hayes	0	172
79	Cameron Foster	0	172
80	Kendall Hayes	0	172
81	Reese Hayes	17	172
82	Sage Lane	0	172
83	Emery Foster	17	172
84	Riley Carter	0	172
85	Kendall Shaw	8	172
86	Lee Hayes	0	172
87	Rowan Foster	8	172
88	Jesse Ellis	14	172
89	Harper Bennett	14	172
90	Riley Brooks	10	172
91	Jordan Hayes	12	172
92	Drew Bennett	0	172
93	Kendall Foster	10	172
94	Casey Foster	0	172
95	Emery Ellis	11	172
96	Casey Palmer	0	172
97	Alex Carter	7	173
98	Lee Bennett	0	173
99	Drew Shaw	0	173
100	Reese Reed	0	173

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 →

What does repeated overlap look like?

31 reviewers connect back toCasey Reed.

Each discovery helps choose the next reviewer.

Examine one history

Find nearby reviewers

Update the counts

Follow the next lead

Same products. Nearby five-star reviews.

What is observed, and what is missing?

Observed in this example

No live source check

A pattern to investigate

What would you share?

Each history adds context.

Inspect the reasons.

Observed product bursts

Search history

31 reviewers connect back to
Casey Reed.