Observed in this example
39 supporting histories, 10 shared products, and the paired five-star dates shown above. The method has all 610 generated records available; 50 histories were selected for the search.
A WORKED INVESTIGATION
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.
ONE REVIEWER, FOLLOWED THROUGH THE RECORDS
We examined other reviewers’ histories and found five-star reviews of the same products, posted close in time to this reviewer’s own five-star reviews. The pattern appears across 10 shared products in this generated case.
The search examined 50 reviewer histories and found 120 reviewers through their neighborhoods. The records below explain this reviewer’s result. Names and product descriptions are fictional labels for the generated records.
These are all of this reviewer’s records in the generated panel. The 10 products with supporting overlap are a subset of this 10-product history.
| Product | Review date | Rating | Verified purchase |
|---|---|---|---|
| Metal bookends | 2019-01-20 | 5 stars | Marked |
| Bamboo drawer divider | 2019-03-02 | 5 stars | Marked |
| Stainless tea infuser | 2019-03-07 | 5 stars | Marked |
| Fabric pencil case | 2019-03-09 | 5 stars | Marked |
| Clip-on reading light | 2019-03-20 | 5 stars | Marked |
| Adjustable desk lamp | 2019-04-10 | 5 stars | Marked |
| Adjustable desk lamp | 2019-04-18 | 5 stars | Marked |
| Cotton oven mitts | 2019-04-19 | 5 stars | Marked |
| Silicone spatula set | 2019-05-09 | 5 stars | Marked |
| Felt desk organizer | 2019-06-09 | 5 stars | Marked |
| Compact phone stand | 2019-06-11 | 5 stars | Marked |
HOW THE SEARCH GETS HERE
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.
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.
For each five-star review, look for other people who gave the same product five stars within 14 days before or after. Together, those reviewers form the history’s neighborhood, or ego.
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.
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 50 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.
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
Open a product to compare the dates and records. A pair qualifies when both reviews give five stars and their dates are no more than 14 days apart, including exactly 14 days.
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.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Quinn Bennett | 2019-03-275 stars | 2019-04-105 stars | 14 days after | Quinn Bennett: markedEmery Palmer: marked |
| Cameron Reed | 2019-03-305 stars | 2019-04-105 stars | 11 days after | Cameron Reed: markedEmery Palmer: marked |
| Elliot Palmer | 2019-04-015 stars | 2019-04-105 stars | 9 days after | Elliot Palmer: markedEmery Palmer: marked |
| Riley Ellis | 2019-04-025 stars | 2019-04-105 stars | 8 days after | Riley Ellis: markedEmery Palmer: marked |
| Reese Shaw | 2019-04-045 stars | 2019-04-105 stars | 6 days after | Reese Shaw: markedEmery Palmer: marked |
| Sage Shaw | 2019-04-065 stars | 2019-04-105 stars | 4 days after | Sage Shaw: markedEmery Palmer: marked |
| Parker Palmer | 2019-04-075 stars | 2019-04-105 stars | 3 days after | Parker Palmer: markedEmery Palmer: marked |
| Morgan Palmer | 2019-04-085 stars | 2019-04-105 stars | 2 days after | Morgan Palmer: markedEmery Palmer: marked |
| Drew Reed | 2019-04-085 stars | 2019-04-105 stars | 2 days after | Drew Reed: markedEmery Palmer: marked |
| Riley Lane | 2019-04-105 stars | 2019-04-105 stars | Same day | Riley Lane: markedEmery Palmer: marked |
| Casey Brooks | 2019-04-105 stars | 2019-04-105 stars | Same day | Casey Brooks: markedEmery Palmer: marked |
| Rowan Hayes | 2019-04-115 stars | 2019-04-105 stars | 1 day before | Rowan Hayes: markedEmery Palmer: marked |
| Harper Foster | 2019-04-155 stars | 2019-04-105 stars | 5 days before | Harper Foster: markedEmery Palmer: marked |
| Parker Palmer | 2019-04-175 stars | 2019-04-105 stars | 7 days before | Parker Palmer: markedEmery Palmer: marked |
| Reese Palmer | 2019-04-185 stars | 2019-04-105 stars | 8 days before | Reese Palmer: markedEmery Palmer: marked |
| Riley Palmer | 2019-04-205 stars | 2019-04-105 stars | 10 days before | Riley Palmer: markedEmery Palmer: marked |
| Quinn Foster | 2019-04-225 stars | 2019-04-105 stars | 12 days before | Quinn Foster: not markedEmery Palmer: marked |
| Reese Shaw | 2019-04-045 stars | 2019-04-185 stars | 14 days after | Reese Shaw: markedEmery Palmer: marked |
| Sage Shaw | 2019-04-065 stars | 2019-04-185 stars | 12 days after | Sage Shaw: markedEmery Palmer: marked |
| Parker Palmer | 2019-04-075 stars | 2019-04-185 stars | 11 days after | Parker Palmer: markedEmery Palmer: marked |
| Morgan Palmer | 2019-04-085 stars | 2019-04-185 stars | 10 days after | Morgan Palmer: markedEmery Palmer: marked |
| Drew Reed | 2019-04-085 stars | 2019-04-185 stars | 10 days after | Drew Reed: markedEmery Palmer: marked |
| Riley Lane | 2019-04-105 stars | 2019-04-185 stars | 8 days after | Riley Lane: markedEmery Palmer: marked |
| Casey Brooks | 2019-04-105 stars | 2019-04-185 stars | 8 days after | Casey Brooks: markedEmery Palmer: marked |
| Rowan Hayes | 2019-04-115 stars | 2019-04-185 stars | 7 days after | Rowan Hayes: markedEmery Palmer: marked |
| Harper Foster | 2019-04-155 stars | 2019-04-185 stars | 3 days after | Harper Foster: markedEmery Palmer: marked |
| Parker Palmer | 2019-04-175 stars | 2019-04-185 stars | 1 day after | Parker Palmer: markedEmery Palmer: marked |
| Reese Palmer | 2019-04-185 stars | 2019-04-185 stars | Same day | Reese Palmer: markedEmery Palmer: marked |
| Riley Palmer | 2019-04-205 stars | 2019-04-185 stars | 2 days before | Riley Palmer: markedEmery Palmer: marked |
| Quinn Foster | 2019-04-225 stars | 2019-04-185 stars | 4 days before | Quinn Foster: not markedEmery Palmer: marked |
| Cameron Carter | 2019-04-255 stars | 2019-04-185 stars | 7 days before | Cameron Carter: markedEmery Palmer: marked |
| Lee Foster | 2019-04-295 stars | 2019-04-185 stars | 11 days before | Lee Foster: markedEmery Palmer: marked |
“Before” and “after” describe Emery Palmer’s review relative to the paired reviewer’s review. Purchase marks are generated fields, as are the dates and identifiers.
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.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Morgan Palmer | 2019-06-055 stars | 2019-06-115 stars | 6 days after | Morgan Palmer: markedEmery Palmer: marked |
| Casey Shaw | 2019-06-055 stars | 2019-06-115 stars | 6 days after | Casey Shaw: markedEmery Palmer: marked |
| Jordan Shaw | 2019-06-065 stars | 2019-06-115 stars | 5 days after | Jordan Shaw: markedEmery Palmer: marked |
| Jamie Palmer | 2019-06-085 stars | 2019-06-115 stars | 3 days after | Jamie Palmer: markedEmery Palmer: marked |
| Kendall Palmer | 2019-06-105 stars | 2019-06-115 stars | 1 day after | Kendall Palmer: markedEmery Palmer: marked |
| Lee Palmer | 2019-06-125 stars | 2019-06-115 stars | 1 day before | Lee Palmer: markedEmery Palmer: marked |
| Dana Reed | 2019-06-125 stars | 2019-06-115 stars | 1 day before | Dana Reed: markedEmery Palmer: marked |
| Morgan Shaw | 2019-06-155 stars | 2019-06-115 stars | 4 days before | Morgan Shaw: markedEmery Palmer: marked |
| Kendall Brooks | 2019-06-155 stars | 2019-06-115 stars | 4 days before | Kendall Brooks: markedEmery Palmer: marked |
| Jamie Bennett | 2019-06-225 stars | 2019-06-115 stars | 11 days before | Jamie 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.
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.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Riley Palmer | 2019-05-275 stars | 2019-06-095 stars | 13 days after | Riley Palmer: markedEmery Palmer: marked |
| Morgan Palmer | 2019-05-285 stars | 2019-06-095 stars | 12 days after | Morgan Palmer: markedEmery Palmer: marked |
| Elliot Palmer | 2019-05-315 stars | 2019-06-095 stars | 9 days after | Elliot Palmer: markedEmery Palmer: marked |
| Riley Shaw | 2019-05-315 stars | 2019-06-095 stars | 9 days after | Riley Shaw: markedEmery Palmer: marked |
| Riley Reed | 2019-06-015 stars | 2019-06-095 stars | 8 days after | Riley Reed: markedEmery Palmer: marked |
| Jamie Reed | 2019-06-115 stars | 2019-06-095 stars | 2 days before | Jamie Reed: not markedEmery Palmer: marked |
| Jamie Palmer | 2019-06-145 stars | 2019-06-095 stars | 5 days before | Jamie 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.
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.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Parker Palmer | 2019-01-145 stars | 2019-01-205 stars | 6 days after | Parker Palmer: markedEmery Palmer: marked |
| Elliot Palmer | 2019-01-195 stars | 2019-01-205 stars | 1 day after | Elliot Palmer: markedEmery Palmer: marked |
| Jamie Shaw | 2019-01-245 stars | 2019-01-205 stars | 4 days before | Jamie Shaw: markedEmery Palmer: marked |
| Jamie Palmer | 2019-01-255 stars | 2019-01-205 stars | 5 days before | Jamie Palmer: markedEmery Palmer: marked |
| Harper Reed | 2019-01-255 stars | 2019-01-205 stars | 5 days before | Harper Reed: markedEmery Palmer: marked |
| Jordan Palmer | 2019-01-275 stars | 2019-01-205 stars | 7 days before | Jordan Palmer: markedEmery Palmer: marked |
| Jordan Reed | 2019-01-285 stars | 2019-01-205 stars | 8 days before | Jordan Reed: markedEmery Palmer: marked |
| Jesse Palmer | 2019-01-315 stars | 2019-01-205 stars | 11 days before | Jesse Palmer: markedEmery Palmer: marked |
| Cameron Reed | 2019-02-015 stars | 2019-01-205 stars | 12 days before | Cameron 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.
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.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Elliot Palmer | 2019-02-165 stars | 2019-03-025 stars | 14 days after | Elliot Palmer: markedEmery Palmer: marked |
| Harper Shaw | 2019-02-165 stars | 2019-03-025 stars | 14 days after | Harper Shaw: markedEmery Palmer: marked |
| Jamie Palmer | 2019-02-175 stars | 2019-03-025 stars | 13 days after | Jamie Palmer: markedEmery Palmer: marked |
| Reese Palmer | 2019-02-225 stars | 2019-03-025 stars | 8 days after | Reese Palmer: markedEmery Palmer: marked |
| Jordan Reed | 2019-02-275 stars | 2019-03-025 stars | 3 days after | Jordan Reed: markedEmery Palmer: marked |
| Casey Shaw | 2019-02-275 stars | 2019-03-025 stars | 3 days after | Casey Shaw: markedEmery Palmer: marked |
| Lee Palmer | 2019-03-035 stars | 2019-03-025 stars | 1 day before | Lee Palmer: markedEmery Palmer: marked |
| Lee Reed | 2019-03-095 stars | 2019-03-025 stars | 7 days before | Lee 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.
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.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Reese Shaw | 2019-02-245 stars | 2019-03-095 stars | 13 days after | Reese Shaw: markedEmery Palmer: marked |
| Riley Shaw | 2019-02-265 stars | 2019-03-095 stars | 11 days after | Riley Shaw: markedEmery Palmer: marked |
| Kendall Palmer | 2019-02-275 stars | 2019-03-095 stars | 10 days after | Kendall Palmer: markedEmery Palmer: marked |
| Sage Shaw | 2019-02-275 stars | 2019-03-095 stars | 10 days after | Sage Shaw: not markedEmery Palmer: marked |
| Reese Palmer | 2019-02-285 stars | 2019-03-095 stars | 9 days after | Reese Palmer: markedEmery Palmer: marked |
| Elliot Palmer | 2019-03-025 stars | 2019-03-095 stars | 7 days after | Elliot Palmer: not markedEmery Palmer: marked |
| Jesse Palmer | 2019-03-045 stars | 2019-03-095 stars | 5 days after | Jesse Palmer: markedEmery Palmer: marked |
| Jordan Shaw | 2019-03-095 stars | 2019-03-095 stars | Same day | Jordan Shaw: markedEmery Palmer: marked |
| Jamie Palmer | 2019-03-105 stars | 2019-03-095 stars | 1 day before | Jamie 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.
Emery Palmer gave five stars on 2019-05-09. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Casey Shaw | 2019-05-105 stars | 2019-05-095 stars | 1 day before | Casey Shaw: markedEmery Palmer: marked |
| Parker Palmer | 2019-05-115 stars | 2019-05-095 stars | 2 days before | Parker Palmer: markedEmery Palmer: marked |
| Morgan Shaw | 2019-05-145 stars | 2019-05-095 stars | 5 days before | Morgan Shaw: markedEmery Palmer: marked |
“Before” and “after” describe Emery Palmer’s review relative to the paired reviewer’s review. Purchase marks are generated fields, as are the dates and identifiers.
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.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Kendall Reed | 2019-03-145 stars | 2019-03-205 stars | 6 days after | Kendall Reed: markedEmery Palmer: marked |
| Jordan Palmer | 2019-03-155 stars | 2019-03-205 stars | 5 days after | Jordan Palmer: markedEmery Palmer: marked |
| Jordan Reed | 2019-03-175 stars | 2019-03-205 stars | 3 days after | Jordan Reed: markedEmery Palmer: marked |
| Jamie Palmer | 2019-03-225 stars | 2019-03-205 stars | 2 days before | Jamie 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.
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.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Lee Palmer | 2019-02-235 stars | 2019-03-075 stars | 12 days after | Lee Palmer: markedEmery Palmer: marked |
| Riley Palmer | 2019-02-235 stars | 2019-03-075 stars | 12 days after | Riley Palmer: markedEmery Palmer: marked |
| Jordan Palmer | 2019-02-245 stars | 2019-03-075 stars | 11 days after | Jordan Palmer: not markedEmery Palmer: marked |
| Harper Reed | 2019-02-245 stars | 2019-03-075 stars | 11 days after | Harper Reed: markedEmery Palmer: marked |
| Kendall Palmer | 2019-02-265 stars | 2019-03-075 stars | 9 days after | Kendall Palmer: markedEmery Palmer: marked |
| Jamie Palmer | 2019-03-035 stars | 2019-03-075 stars | 4 days after | Jamie Palmer: markedEmery Palmer: marked |
| Rowan Reed | 2019-03-035 stars | 2019-03-075 stars | 4 days after | Rowan Reed: markedEmery Palmer: marked |
| Elliot Palmer | 2019-03-065 stars | 2019-03-075 stars | 1 day after | Elliot Palmer: markedEmery Palmer: marked |
| Jamie Reed | 2019-03-085 stars | 2019-03-075 stars | 1 day before | Jamie 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.
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.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Cameron Reed | 2019-04-105 stars | 2019-04-195 stars | 9 days after | Cameron Reed: markedEmery Palmer: marked |
| Jamie Palmer | 2019-04-125 stars | 2019-04-195 stars | 7 days after | Jamie Palmer: markedEmery Palmer: marked |
| Lee Palmer | 2019-04-195 stars | 2019-04-195 stars | Same day | Lee Palmer: markedEmery Palmer: marked |
| Rowan Reed | 2019-04-225 stars | 2019-04-195 stars | 3 days before | Rowan Reed: markedEmery Palmer: marked |
| Sage Shaw | 2019-04-235 stars | 2019-04-195 stars | 4 days before | Sage Shaw: markedEmery Palmer: marked |
| Elliot Palmer | 2019-04-275 stars | 2019-04-195 stars | 8 days before | Elliot Palmer: markedEmery Palmer: marked |
“Before” and “after” describe Emery Palmer’s review relative to the paired reviewer’s review. Purchase marks are generated fields, as are the dates and identifiers.
The same reviewer’s history can support more than one product. Count each supporting history once across all products; adding the product totals can count a history twice.
An ego is the neighborhood around one reviewer whose history we examined: other reviewers giving five stars to the same products within ±14 days. Each history below has at least two five-star reviews and contributes one ego to this reviewer’s count. The date pairs above show why.
| Reviewer whose history we examined | Five-star reviews in its history | Shared products | Count added |
|---|---|---|---|
| Rowan Hayes | 5 | Adjustable desk lamp | +1 ego |
| Cameron Reed | 4 | Adjustable desk lamp, Metal bookends, Cotton oven mitts | +1 ego |
| Elliot Palmer | 9 | Adjustable desk lamp, Felt desk organizer, Metal bookends, Bamboo drawer divider, Fabric pencil case, Stainless tea infuser, Cotton oven mitts | +1 ego |
| Riley Ellis | 2 | Adjustable desk lamp | +1 ego |
| Reese Shaw | 3 | Adjustable desk lamp, Fabric pencil case | +1 ego |
| Sage Shaw | 4 | Adjustable desk lamp, Fabric pencil case, Cotton oven mitts | +1 ego |
| Parker Palmer | 7 | Adjustable desk lamp, Metal bookends, Silicone spatula set | +1 ego |
| Morgan Palmer | 5 | Adjustable desk lamp, Compact phone stand, Felt desk organizer | +1 ego |
| Drew Reed | 3 | Adjustable desk lamp | +1 ego |
| Casey Brooks | 2 | Adjustable desk lamp | +1 ego |
| Riley Lane | 2 | Adjustable desk lamp | +1 ego |
| Harper Foster | 2 | Adjustable desk lamp | +1 ego |
| Reese Palmer | 3 | Adjustable desk lamp, Bamboo drawer divider, Fabric pencil case | +1 ego |
| Riley Palmer | 3 | Adjustable desk lamp, Felt desk organizer, Stainless tea infuser | +1 ego |
| Quinn Bennett | 2 | Adjustable desk lamp | +1 ego |
| Quinn Foster | 2 | Adjustable desk lamp | +1 ego |
| Cameron Carter | 3 | Adjustable desk lamp | +1 ego |
| Jamie Palmer | 9 | Compact 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 |
| Jordan Palmer | 5 | Metal bookends, Clip-on reading light, Stainless tea infuser | +1 ego |
| Lee Palmer | 5 | Compact phone stand, Bamboo drawer divider, Stainless tea infuser, Cotton oven mitts | +1 ego |
| Kendall Palmer | 4 | Compact phone stand, Fabric pencil case, Stainless tea infuser | +1 ego |
| Jamie Shaw | 2 | Metal bookends | +1 ego |
| Harper Reed | 3 | Metal bookends, Stainless tea infuser | +1 ego |
| Jesse Palmer | 2 | Metal bookends, Fabric pencil case | +1 ego |
| Jordan Reed | 3 | Metal bookends, Bamboo drawer divider, Clip-on reading light | +1 ego |
| Rowan Reed | 2 | Stainless tea infuser, Cotton oven mitts | +1 ego |
| Jordan Shaw | 3 | Compact phone stand, Fabric pencil case | +1 ego |
| Riley Shaw | 2 | Felt desk organizer, Fabric pencil case | +1 ego |
| Jamie Reed | 2 | Felt desk organizer, Stainless tea infuser | +1 ego |
| Casey Shaw | 4 | Compact phone stand, Bamboo drawer divider, Silicone spatula set | +1 ego |
| Harper Shaw | 5 | Bamboo drawer divider | +1 ego |
| Kendall Reed | 3 | Clip-on reading light | +1 ego |
| Riley Reed | 2 | Felt desk organizer | +1 ego |
| Lee Reed | 3 | Bamboo drawer divider | +1 ego |
| Lee Foster | 2 | Adjustable desk lamp | +1 ego |
| Morgan Shaw | 2 | Compact phone stand, Silicone spatula set | +1 ego |
| Kendall Brooks | 2 | Compact phone stand | +1 ego |
| Jamie Bennett | 2 | Compact phone stand | +1 ego |
| Dana Reed | 2 | Compact phone stand | +1 ego |
| Distinct supporting histories | 39 | ||
READ THE RESULT WITH ITS LIMITS
39 supporting histories, 10 shared products, and the paired five-star dates shown above. The method has all 610 generated records available; 50 histories were selected for the search.
No 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.
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.
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.
| 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 |
| 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 |
| Stainless mixing bowl | P00009 |
| Folding laptop stand | P00011 |
| Woven storage basket | P00012 |
| Reusable water bottle | P00014 |
| Cotton kitchen towels | P00015 |
| Felt desk organizer | P00017 |
| Soft reading pillow | P00020 |
| Metal bookends | P00021 |
| Bamboo drawer divider | P00023 |
| Pocket notebook | P00025 |
| Fabric pencil case | P00026 |
| Silicone spatula set | P00027 |
| Clip-on reading light | P00030 |
| Stainless tea infuser | P00033 |
| Magnetic kitchen timer | P00035 |
| Portable picnic blanket | P00038 |
| Cotton oven mitts | P00042 |
FROM A RESULT TO A CONTRIBUTION
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.
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.
COLLECTION PROGRESS
CORROBORATION LEDGER
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.
Generated record ID: demo-161
39 distinct product-window-complete seed egos; 39 observed seed egos.
Observed count, including incomplete coverage: 39
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 97 |
| Rowan Hayes | Adjustable desk lamp | 104 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Cameron Reed | Metal bookends | 13 |
| Cameron Reed | Cotton oven mitts | 104 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| 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 | Stainless tea infuser | 62 |
| Elliot Palmer | Cotton oven mitts | 104 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 104 |
| Reese Shaw | Fabric pencil case | 62 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 104 |
| Sage Shaw | Fabric pencil case | 62 |
| Sage Shaw | Cotton oven mitts | 104 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Parker Palmer | Adjustable desk lamp | 104 |
| Parker Palmer | Metal bookends | 13 |
| Parker Palmer | Silicone spatula set | 125 |
| Morgan Palmer | Adjustable desk lamp | 97 |
| Morgan Palmer | Adjustable desk lamp | 104 |
| Morgan Palmer | Compact phone stand | 160 |
| Morgan Palmer | Felt desk organizer | 153 |
| Drew Reed | Adjustable desk lamp | 97 |
| Drew Reed | Adjustable desk lamp | 104 |
| Casey Brooks | Adjustable desk lamp | 97 |
| Casey Brooks | Adjustable desk lamp | 104 |
| Riley Lane | Adjustable desk lamp | 97 |
| Riley Lane | Adjustable desk lamp | 104 |
| Harper Foster | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 104 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 104 |
| Reese Palmer | Bamboo drawer divider | 55 |
| Reese Palmer | Fabric pencil case | 62 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 104 |
| Riley Palmer | Felt desk organizer | 153 |
| Riley Palmer | Stainless tea infuser | 62 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 104 |
| Cameron Carter | Adjustable desk lamp | 104 |
| 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 |
| Jordan Palmer | Metal bookends | 13 |
| Jordan Palmer | Clip-on reading light | 76 |
| Jordan Palmer | Stainless tea infuser | 62 |
| Lee Palmer | Compact phone stand | 160 |
| Lee Palmer | Bamboo drawer divider | 55 |
| Lee Palmer | Stainless tea infuser | 62 |
| Lee Palmer | Cotton oven mitts | 104 |
| Kendall Palmer | Compact phone stand | 160 |
| Kendall Palmer | Fabric pencil case | 62 |
| Kendall Palmer | Stainless tea infuser | 62 |
| Jamie Shaw | Metal bookends | 13 |
| Harper Reed | Metal bookends | 13 |
| Harper Reed | Stainless tea infuser | 62 |
| Jesse Palmer | Metal bookends | 13 |
| Jesse Palmer | Fabric pencil case | 62 |
| Jordan Reed | Metal bookends | 13 |
| Jordan Reed | Bamboo drawer divider | 55 |
| Jordan Reed | Clip-on reading light | 76 |
| Rowan Reed | Stainless tea infuser | 62 |
| Rowan Reed | Cotton oven mitts | 104 |
| Jordan Shaw | Compact phone stand | 160 |
| Jordan Shaw | Fabric pencil case | 62 |
| Riley Shaw | Felt desk organizer | 153 |
| Riley Shaw | Fabric pencil case | 62 |
| Jamie Reed | Felt desk organizer | 153 |
| Jamie Reed | Stainless tea infuser | 62 |
| Casey Shaw | Compact phone stand | 160 |
| Casey Shaw | Bamboo drawer divider | 55 |
| Casey Shaw | Silicone spatula set | 125 |
| Harper Shaw | Bamboo drawer divider | 55 |
| Kendall Reed | Clip-on reading light | 76 |
| Riley Reed | Felt desk organizer | 153 |
| Lee Reed | Bamboo drawer divider | 55 |
| Lee Foster | Adjustable desk lamp | 104 |
| Morgan Shaw | Compact phone stand | 160 |
| Morgan Shaw | Silicone spatula set | 125 |
| Kendall Brooks | Compact phone stand | 160 |
| Jamie Bennett | Compact phone stand | 160 |
| Dana Reed | Compact phone stand | 160 |
Generated record ID: demo-162
36 distinct product-window-complete seed egos; 36 observed seed egos.
Observed count, including incomplete coverage: 36
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 97 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Cameron Reed | Metal bookends | 20 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Felt desk organizer | 146 |
| Elliot Palmer | Metal bookends | 20 |
| Elliot Palmer | Portable picnic blanket | 160 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Parker Palmer | Metal bookends | 20 |
| Parker Palmer | Silicone spatula set | 132 |
| Parker Palmer | Portable picnic blanket | 160 |
| Morgan Palmer | Adjustable desk lamp | 97 |
| Morgan Palmer | Compact phone stand | 160 |
| Morgan Palmer | Felt desk organizer | 146 |
| Drew Reed | Adjustable desk lamp | 97 |
| Drew Reed | Portable picnic blanket | 160 |
| Casey Brooks | Adjustable desk lamp | 97 |
| Riley Lane | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Felt desk organizer | 146 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Jamie Palmer | Compact phone stand | 160 |
| Jamie Palmer | Felt desk organizer | 146 |
| Jamie Palmer | Metal bookends | 20 |
| Jordan Palmer | Metal bookends | 20 |
| Lee Palmer | Compact phone stand | 160 |
| Kendall Palmer | Compact phone stand | 160 |
| Jamie Shaw | Metal bookends | 20 |
| Harper Reed | Metal bookends | 20 |
| Jesse Palmer | Metal bookends | 20 |
| Jordan Reed | Metal bookends | 20 |
| Jordan Shaw | Compact phone stand | 160 |
| Riley Shaw | Felt desk organizer | 146 |
| Jamie Reed | Felt desk organizer | 146 |
| Casey Shaw | Compact phone stand | 160 |
| Casey Shaw | Silicone spatula set | 132 |
| Harper Shaw | Portable picnic blanket | 160 |
| Kendall Reed | Felt desk organizer | 146 |
| Riley Reed | Felt desk organizer | 146 |
| Lee Reed | Portable picnic blanket | 160 |
| Morgan Shaw | Compact phone stand | 160 |
| Morgan Shaw | Silicone spatula set | 132 |
| Kendall Brooks | Compact phone stand | 160 |
| Jamie Bennett | Compact phone stand | 160 |
| Dana Reed | Compact phone stand | 160 |
Generated record ID: demo-160
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) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 90 |
| Cameron Reed | Adjustable desk lamp | 90 |
| Cameron Reed | Metal bookends | 13 |
| Riley Ellis | Adjustable desk lamp | 90 |
| Reese Shaw | Adjustable desk lamp | 90 |
| Reese Shaw | Fabric pencil case | 55 |
| Sage Shaw | Adjustable desk lamp | 90 |
| Sage Shaw | Fabric pencil case | 55 |
| Sage Shaw | Cotton oven mitts | 111 |
| Parker Palmer | Adjustable desk lamp | 90 |
| Parker Palmer | Metal bookends | 13 |
| Parker Palmer | Portable picnic blanket | 160 |
| Morgan Palmer | Adjustable desk lamp | 90 |
| Morgan Palmer | Felt desk organizer | 146 |
| Drew Reed | Adjustable desk lamp | 90 |
| Drew Reed | Portable picnic blanket | 160 |
| Casey Brooks | Adjustable desk lamp | 90 |
| Riley Lane | Adjustable desk lamp | 90 |
| Harper Foster | Adjustable desk lamp | 90 |
| Reese Palmer | Bamboo drawer divider | 41 |
| Reese Palmer | Fabric pencil case | 55 |
| Riley Palmer | Felt desk organizer | 146 |
| Riley Palmer | Stainless tea infuser | 62 |
| Quinn Bennett | Adjustable desk lamp | 90 |
| 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 | Stainless tea infuser | 62 |
| Jordan Palmer | Metal bookends | 13 |
| Jordan Palmer | Stainless tea infuser | 62 |
| Lee Palmer | Stainless tea infuser | 62 |
| Lee Palmer | Cotton oven mitts | 111 |
| Kendall Palmer | Fabric pencil case | 55 |
| Kendall Palmer | Stainless tea infuser | 62 |
| Jamie Shaw | Metal bookends | 13 |
| Jamie Shaw | Stainless tea infuser | 62 |
| Harper Reed | Metal bookends | 13 |
| Harper Reed | Stainless tea infuser | 62 |
| Jesse Palmer | Metal bookends | 13 |
| Jesse Palmer | Fabric pencil case | 55 |
| Jordan Reed | Metal bookends | 13 |
| Jordan Reed | Bamboo drawer divider | 41 |
| Rowan Reed | Stainless tea infuser | 62 |
| Rowan Reed | Cotton oven mitts | 111 |
| Jordan Shaw | Fabric pencil case | 55 |
| Riley Shaw | Felt desk organizer | 146 |
| Riley Shaw | Fabric pencil case | 55 |
| Jamie Reed | Felt desk organizer | 146 |
| Jamie Reed | Stainless tea infuser | 62 |
| Casey Shaw | Bamboo drawer divider | 41 |
| Harper Shaw | Bamboo drawer divider | 41 |
| Harper Shaw | Portable picnic blanket | 160 |
| Kendall Reed | Felt desk organizer | 146 |
| Riley Reed | Felt desk organizer | 146 |
| Lee Reed | Portable picnic blanket | 160 |
Generated record ID: demo-168
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) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 97 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Felt desk organizer | 146 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Drew Reed | Adjustable desk lamp | 97 |
| Casey Brooks | Adjustable desk lamp | 97 |
| Riley Lane | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Felt desk organizer | 146 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Jamie Palmer | Compact phone stand | 153 |
| Jamie Palmer | Reusable water bottle | 27 |
| Jordan Palmer | Reusable water bottle | 27 |
| Lee Palmer | Compact phone stand | 153 |
| Kendall Palmer | Compact phone stand | 153 |
| Kendall Palmer | Reusable water bottle | 27 |
| Jordan Shaw | Compact phone stand | 153 |
| Jordan Shaw | Reusable water bottle | 27 |
| Riley Shaw | Felt desk organizer | 146 |
| Jamie Reed | Felt desk organizer | 146 |
| Casey Shaw | Compact phone stand | 153 |
| Kendall Reed | Felt desk organizer | 146 |
| Riley Reed | Felt desk organizer | 146 |
| Morgan Shaw | Compact phone stand | 153 |
| Kendall Brooks | Compact phone stand | 153 |
| Dana Reed | Compact phone stand | 153 |
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) |
|---|---|---|
| Cameron Reed | Metal bookends | 20 |
| Cameron Reed | Cotton oven mitts | 97 |
| 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 | Stainless tea infuser | 55 |
| Reese Shaw | Fabric pencil case | 62 |
| Sage Shaw | Fabric pencil case | 62 |
| Sage Shaw | Stainless tea infuser | 55 |
| Sage Shaw | Cotton oven mitts | 97 |
| Parker Palmer | Metal bookends | 20 |
| Morgan Palmer | Compact phone stand | 153 |
| Morgan Palmer | Reusable water bottle | 27 |
| Reese Palmer | Bamboo drawer divider | 41 |
| Reese Palmer | Fabric pencil case | 62 |
| Riley Palmer | Stainless tea infuser | 55 |
| Jordan Palmer | Reusable water bottle | 27 |
| Jordan Palmer | Metal bookends | 20 |
| Jordan Palmer | Clip-on reading light | 76 |
| Jordan Palmer | Stainless tea infuser | 55 |
| Lee Palmer | Compact phone stand | 153 |
| Lee Palmer | Bamboo drawer divider | 41 |
| Lee Palmer | Stainless tea infuser | 55 |
| Lee Palmer | Cotton oven mitts | 97 |
| Kendall Palmer | Compact phone stand | 153 |
| Kendall Palmer | Reusable water bottle | 27 |
| Kendall Palmer | Fabric pencil case | 62 |
| Kendall Palmer | Stainless tea infuser | 55 |
| Jamie Shaw | Metal bookends | 20 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Harper Reed | Metal bookends | 20 |
| Harper Reed | Stainless tea infuser | 55 |
| Jesse Palmer | Metal bookends | 20 |
| Jesse Palmer | Fabric pencil case | 62 |
| Jordan Reed | Metal bookends | 20 |
| Jordan Reed | Bamboo drawer divider | 41 |
| Jordan Reed | Clip-on reading light | 76 |
| 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 |
| Riley Shaw | Felt desk organizer | 160 |
| Riley Shaw | Fabric pencil case | 62 |
| Jamie Reed | Felt desk organizer | 160 |
| Jamie Reed | Stainless tea infuser | 55 |
| Casey Shaw | Compact phone stand | 153 |
| Casey Shaw | Bamboo drawer divider | 41 |
| Harper Shaw | Bamboo drawer divider | 41 |
| Kendall Reed | Clip-on reading light | 76 |
| Riley Reed | Felt desk organizer | 160 |
| Morgan Shaw | Compact phone stand | 153 |
| Kendall Brooks | Compact phone stand | 153 |
| Jamie Bennett | Compact phone stand | 153 |
| Dana Reed | Compact phone stand | 153 |
Generated record ID: demo-174
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) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 97 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Cameron Reed | Metal bookends | 13 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Felt desk organizer | 139 |
| Elliot Palmer | Metal bookends | 13 |
| Elliot Palmer | Fabric pencil case | 62 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Reese Shaw | Fabric pencil case | 62 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Fabric pencil case | 62 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Parker Palmer | Metal bookends | 13 |
| Morgan Palmer | Adjustable desk lamp | 97 |
| Morgan Palmer | Felt desk organizer | 139 |
| Drew Reed | Adjustable desk lamp | 97 |
| Casey Brooks | Adjustable desk lamp | 97 |
| Riley Lane | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Reese Palmer | Fabric pencil case | 62 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Felt desk organizer | 139 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Jamie Palmer | Metal bookends | 13 |
| Jamie Palmer | Fabric pencil case | 62 |
| Jordan Palmer | Metal bookends | 13 |
| Kendall Palmer | Fabric pencil case | 62 |
| Jamie Shaw | Metal bookends | 13 |
| Harper Reed | Metal bookends | 13 |
| Jesse Palmer | Metal bookends | 13 |
| Jesse Palmer | Fabric pencil case | 62 |
| Jordan Reed | Metal bookends | 13 |
| Jordan Shaw | Fabric pencil case | 62 |
| Riley Shaw | Felt desk organizer | 139 |
| Riley Shaw | Fabric pencil case | 62 |
| Kendall Reed | Felt desk organizer | 139 |
| Riley Reed | Felt desk organizer | 139 |
Generated record ID: demo-169
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) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 90 |
| Rowan Hayes | Adjustable desk lamp | 104 |
| Cameron Reed | Adjustable desk lamp | 90 |
| Elliot Palmer | Adjustable desk lamp | 90 |
| Elliot Palmer | Metal bookends | 13 |
| Elliot Palmer | Portable picnic blanket | 160 |
| Riley Ellis | Adjustable desk lamp | 90 |
| Reese Shaw | Adjustable desk lamp | 90 |
| Reese Shaw | Adjustable desk lamp | 104 |
| Sage Shaw | Adjustable desk lamp | 90 |
| Sage Shaw | Adjustable desk lamp | 104 |
| Morgan Palmer | Adjustable desk lamp | 90 |
| Morgan Palmer | Adjustable desk lamp | 104 |
| Drew Reed | Adjustable desk lamp | 90 |
| Drew Reed | Adjustable desk lamp | 104 |
| Drew Reed | Portable picnic blanket | 160 |
| Casey Brooks | Adjustable desk lamp | 90 |
| Casey Brooks | Adjustable desk lamp | 104 |
| Riley Lane | Adjustable desk lamp | 90 |
| Riley Lane | Adjustable desk lamp | 104 |
| Harper Foster | Adjustable desk lamp | 90 |
| Harper Foster | Adjustable desk lamp | 104 |
| Reese Palmer | Adjustable desk lamp | 90 |
| Reese Palmer | Adjustable desk lamp | 104 |
| Riley Palmer | Adjustable desk lamp | 90 |
| Riley Palmer | Adjustable desk lamp | 104 |
| Quinn Bennett | Adjustable desk lamp | 90 |
| Quinn Foster | Adjustable desk lamp | 104 |
| Cameron Carter | Adjustable desk lamp | 104 |
| Jamie Palmer | Metal bookends | 13 |
| Jordan Palmer | Metal bookends | 13 |
| Jamie Shaw | Metal bookends | 13 |
| Harper Reed | Metal bookends | 13 |
| Jordan Reed | Metal bookends | 13 |
| Casey Shaw | Silicone spatula set | 125 |
| Harper Shaw | Portable picnic blanket | 160 |
| Lee Reed | Portable picnic blanket | 160 |
| Lee Foster | Adjustable desk lamp | 104 |
| Morgan Shaw | Silicone spatula set | 125 |
Generated record ID: demo-197
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 | 97 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Morgan Palmer | Adjustable desk lamp | 97 |
| Morgan Palmer | Compact phone stand | 160 |
| Drew Reed | Adjustable desk lamp | 97 |
| Casey Brooks | Adjustable desk lamp | 97 |
| Riley Lane | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Jamie Palmer | Compact phone stand | 160 |
| Lee Palmer | Compact phone stand | 160 |
| Kendall Palmer | Compact phone stand | 160 |
| Jordan Shaw | Compact phone stand | 160 |
| Casey Shaw | Compact phone stand | 160 |
| Morgan Shaw | Compact phone stand | 160 |
| Kendall Brooks | Compact phone stand | 160 |
| Jamie Bennett | Compact phone stand | 160 |
| Dana Reed | Compact phone stand | 160 |
Generated record ID: demo-172
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 | 104 |
| Elliot Palmer | Felt desk organizer | 146 |
| Elliot Palmer | Stainless tea infuser | 48 |
| Sage Shaw | Adjustable desk lamp | 104 |
| Sage Shaw | Stainless tea infuser | 48 |
| Parker Palmer | Adjustable desk lamp | 104 |
| Morgan Palmer | Adjustable desk lamp | 104 |
| Morgan Palmer | Felt desk organizer | 146 |
| Drew Reed | Adjustable desk lamp | 104 |
| Casey Brooks | Adjustable desk lamp | 104 |
| Riley Lane | Adjustable desk lamp | 104 |
| Harper Foster | Adjustable desk lamp | 104 |
| Reese Palmer | Adjustable desk lamp | 104 |
| Quinn Foster | Adjustable desk lamp | 104 |
| Cameron Carter | Adjustable desk lamp | 104 |
| Jamie Palmer | Stainless tea infuser | 48 |
| Jordan Palmer | Stainless tea infuser | 48 |
| Lee Palmer | Stainless tea infuser | 48 |
| Kendall Palmer | Stainless tea infuser | 48 |
| Jamie Shaw | Stainless tea infuser | 48 |
| Harper Reed | Stainless tea infuser | 48 |
| Rowan Reed | Stainless tea infuser | 48 |
| Riley Shaw | Felt desk organizer | 146 |
| Jamie Reed | Stainless tea infuser | 48 |
| Kendall Reed | Felt desk organizer | 146 |
| Riley Reed | Felt desk organizer | 146 |
| Lee Foster | Adjustable desk lamp | 104 |
Generated record ID: demo-218
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 | 90 |
| Cameron Reed | Adjustable desk lamp | 90 |
| Cameron Reed | Cotton oven mitts | 111 |
| Elliot Palmer | Adjustable desk lamp | 90 |
| Elliot Palmer | Fabric pencil case | 55 |
| Elliot Palmer | Cotton oven mitts | 111 |
| Riley Ellis | Adjustable desk lamp | 90 |
| Reese Shaw | Adjustable desk lamp | 90 |
| Reese Shaw | Fabric pencil case | 55 |
| Parker Palmer | Adjustable desk lamp | 90 |
| Morgan Palmer | Adjustable desk lamp | 90 |
| Drew Reed | Adjustable desk lamp | 90 |
| Casey Brooks | Adjustable desk lamp | 90 |
| Riley Lane | Adjustable desk lamp | 90 |
| Harper Foster | Adjustable desk lamp | 90 |
| Reese Palmer | Adjustable desk lamp | 90 |
| Reese Palmer | Fabric pencil case | 55 |
| Riley Palmer | Adjustable desk lamp | 90 |
| Riley Palmer | Stainless tea infuser | 41 |
| Quinn Bennett | Adjustable desk lamp | 90 |
| Jamie Palmer | Fabric pencil case | 55 |
| Jamie Palmer | Stainless tea infuser | 41 |
| Jamie Palmer | Cotton oven mitts | 111 |
| Jordan Palmer | Stainless tea infuser | 41 |
| Lee Palmer | Stainless tea infuser | 41 |
| Lee Palmer | Cotton oven mitts | 111 |
| Kendall Palmer | Fabric pencil case | 55 |
| Kendall Palmer | Stainless tea infuser | 41 |
| Jamie Shaw | Stainless tea infuser | 41 |
| Harper Reed | Stainless tea infuser | 41 |
| Jesse Palmer | Fabric pencil case | 55 |
| Rowan Reed | Stainless tea infuser | 41 |
| Rowan Reed | Cotton oven mitts | 111 |
| Jordan Shaw | Fabric pencil case | 55 |
| Riley Shaw | Fabric pencil case | 55 |
Generated record ID: demo-171
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 | 104 |
| Elliot Palmer | Bamboo drawer divider | 48 |
| Elliot Palmer | Fabric pencil case | 55 |
| Reese Shaw | Adjustable desk lamp | 104 |
| Reese Shaw | Fabric pencil case | 55 |
| Sage Shaw | Adjustable desk lamp | 104 |
| Sage Shaw | Fabric pencil case | 55 |
| Parker Palmer | Adjustable desk lamp | 104 |
| Morgan Palmer | Adjustable desk lamp | 104 |
| Drew Reed | Adjustable desk lamp | 104 |
| Casey Brooks | Adjustable desk lamp | 104 |
| Riley Lane | Adjustable desk lamp | 104 |
| Harper Foster | Adjustable desk lamp | 104 |
| Riley Palmer | Adjustable desk lamp | 104 |
| Quinn Foster | Adjustable desk lamp | 104 |
| Cameron Carter | Adjustable desk lamp | 104 |
| Jamie Palmer | Bamboo drawer divider | 48 |
| Jamie Palmer | Fabric pencil case | 55 |
| Lee Palmer | Bamboo drawer divider | 48 |
| Kendall Palmer | Fabric pencil case | 55 |
| Jesse Palmer | Fabric pencil case | 55 |
| Jordan Reed | Bamboo drawer divider | 48 |
| Jordan Shaw | Fabric pencil case | 55 |
| Riley Shaw | Fabric pencil case | 55 |
| Casey Shaw | Bamboo drawer divider | 48 |
| Harper Shaw | Bamboo drawer divider | 48 |
| Lee Foster | Adjustable desk lamp | 104 |
Generated record ID: demo-166
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) |
|---|---|---|
| Elliot Palmer | Fabric pencil case | 55 |
| Elliot Palmer | Stainless tea infuser | 55 |
| Reese Shaw | Fabric pencil case | 55 |
| Sage Shaw | Fabric pencil case | 55 |
| Sage Shaw | Stainless tea infuser | 55 |
| Morgan Palmer | Compact phone stand | 160 |
| Morgan Palmer | Reusable water bottle | 27 |
| Reese Palmer | Fabric pencil case | 55 |
| Riley 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 |
| Jordan Palmer | Reusable water bottle | 27 |
| Jordan Palmer | Stainless tea infuser | 55 |
| Lee Palmer | Compact phone stand | 160 |
| Lee Palmer | Stainless tea infuser | 55 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Harper Reed | Stainless tea infuser | 55 |
| Jesse Palmer | Fabric pencil case | 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 |
| Riley Shaw | Fabric pencil case | 55 |
| Jamie Reed | Stainless tea infuser | 55 |
| Casey Shaw | Compact phone stand | 160 |
| Morgan Shaw | Compact phone stand | 160 |
| Kendall Brooks | Compact phone stand | 160 |
| Jamie Bennett | Compact phone stand | 160 |
| Dana Reed | Compact phone stand | 160 |
Generated record ID: demo-167
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 Reed | Cotton oven mitts | 104 |
| Elliot Palmer | Stainless tea infuser | 48 |
| Elliot Palmer | Cotton oven mitts | 104 |
| Sage Shaw | Stainless tea infuser | 48 |
| Sage Shaw | Cotton oven mitts | 104 |
| Morgan Palmer | Compact phone stand | 160 |
| Reese Palmer | Bamboo drawer divider | 55 |
| Riley 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 |
| Jordan Palmer | Stainless tea infuser | 48 |
| Kendall Palmer | Compact phone stand | 160 |
| Kendall Palmer | Stainless tea infuser | 48 |
| Jamie Shaw | Stainless tea infuser | 48 |
| Harper Reed | Stainless tea infuser | 48 |
| Jordan Reed | Bamboo drawer divider | 55 |
| Rowan Reed | Stainless tea infuser | 48 |
| Rowan Reed | Cotton oven mitts | 104 |
| Jordan Shaw | Compact phone stand | 160 |
| Jamie Reed | Stainless tea infuser | 48 |
| Casey Shaw | Compact phone stand | 160 |
| Casey Shaw | Bamboo drawer divider | 55 |
| Lee Reed | Bamboo drawer divider | 55 |
| Morgan Shaw | Compact phone stand | 160 |
| Kendall Brooks | Compact phone stand | 160 |
| Jamie Bennett | Compact phone stand | 160 |
| Dana Reed | Compact phone stand | 160 |
Generated record ID: demo-179
20 distinct product-window-complete seed egos; 20 observed seed egos.
Observed count, including incomplete coverage: 20
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 83 |
| Elliot Palmer | Adjustable desk lamp | 83 |
| Elliot Palmer | Metal bookends | 27 |
| Riley Ellis | Adjustable desk lamp | 83 |
| Reese Shaw | Adjustable desk lamp | 83 |
| Sage Shaw | Adjustable desk lamp | 83 |
| Sage Shaw | Cotton oven mitts | 97 |
| Parker Palmer | Adjustable desk lamp | 83 |
| Morgan Palmer | Adjustable desk lamp | 83 |
| Drew Reed | Adjustable desk lamp | 83 |
| Casey Brooks | Adjustable desk lamp | 83 |
| Riley Lane | Adjustable desk lamp | 83 |
| Quinn Bennett | Adjustable desk lamp | 83 |
| Jamie Palmer | Metal bookends | 27 |
| Jamie Palmer | Cotton oven mitts | 97 |
| Jordan Palmer | Metal bookends | 27 |
| Lee Palmer | Cotton oven mitts | 97 |
| Jamie Shaw | Metal bookends | 27 |
| Harper Reed | Metal bookends | 27 |
| Jesse Palmer | Metal bookends | 27 |
| Jordan Reed | Metal bookends | 27 |
| Rowan Reed | Cotton oven mitts | 97 |
| Jamie Bennett | Adjustable desk lamp | 83 |
Generated record ID: demo-177
19 distinct product-window-complete seed egos; 19 observed seed egos.
Observed count, including incomplete coverage: 19
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 97 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Portable picnic blanket | 167 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Parker Palmer | Portable picnic blanket | 167 |
| Morgan Palmer | Adjustable desk lamp | 97 |
| Drew Reed | Adjustable desk lamp | 97 |
| Drew Reed | Portable picnic blanket | 167 |
| Casey Brooks | Adjustable desk lamp | 97 |
| Riley Lane | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Lee Palmer | Canvas tote bag | 20 |
| Harper Shaw | Portable picnic blanket | 167 |
| Lee Reed | Portable picnic blanket | 167 |
Generated record ID: demo-178
19 distinct product-window-complete seed egos; 19 observed seed egos.
Observed count, including incomplete coverage: 19
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Elliot Palmer | Felt desk organizer | 160 |
| Elliot Palmer | Bamboo drawer divider | 48 |
| Elliot Palmer | Stainless tea infuser | 55 |
| Sage Shaw | Stainless tea infuser | 55 |
| Morgan Palmer | Reusable water bottle | 20 |
| Reese Palmer | Bamboo drawer divider | 48 |
| Riley 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 |
| Jordan Palmer | Reusable water bottle | 20 |
| Jordan Palmer | Stainless tea infuser | 55 |
| Lee Palmer | Bamboo drawer divider | 48 |
| Lee Palmer | Stainless tea infuser | 55 |
| Kendall Palmer | Reusable water bottle | 20 |
| Kendall Palmer | Stainless tea infuser | 55 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Harper Reed | Stainless tea infuser | 55 |
| Jordan Reed | Bamboo drawer divider | 48 |
| Rowan Reed | Stainless tea infuser | 55 |
| Jordan Shaw | Reusable water bottle | 20 |
| Riley Shaw | Felt desk organizer | 160 |
| Jamie Reed | Felt desk organizer | 160 |
| Jamie Reed | Stainless tea infuser | 55 |
| Casey Shaw | Adjustable desk lamp | 132 |
| Casey Shaw | Bamboo drawer divider | 48 |
| Harper Shaw | Bamboo drawer divider | 48 |
| Riley Reed | Adjustable desk lamp | 132 |
| Riley Reed | Felt desk organizer | 160 |
Generated record ID: demo-115
18 distinct product-window-complete seed egos; 18 observed seed egos.
Observed count, including incomplete coverage: 18
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 97 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Morgan Palmer | Adjustable desk lamp | 97 |
| Drew Reed | Adjustable desk lamp | 97 |
| Casey Brooks | Adjustable desk lamp | 97 |
| Riley Lane | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 62 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Lee Reed | Adjustable desk lamp | 62 |
| Jamie Bennett | Adjustable desk lamp | 62 |
Generated record ID: demo-129
18 distinct product-window-complete seed egos; 18 observed seed egos.
Observed count, including incomplete coverage: 18
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Riley Bennett | Cotton throw blanket | 90 |
| Avery Foster | Cotton throw blanket | 90 |
| Sage Foster | Cotton throw blanket | 90 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Morgan Palmer | Adjustable desk lamp | 97 |
| Drew Reed | Adjustable desk lamp | 97 |
| Casey Brooks | Adjustable desk lamp | 97 |
| Riley Lane | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 97 |
Generated record ID: demo-181
18 distinct product-window-complete seed egos; 18 observed seed egos.
Observed count, including incomplete coverage: 18
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 97 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Portable picnic blanket | 174 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Parker Palmer | Portable picnic blanket | 174 |
| Morgan Palmer | Adjustable desk lamp | 97 |
| Casey Brooks | Adjustable desk lamp | 97 |
| Riley Lane | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 153 |
| Harper Shaw | Portable picnic blanket | 174 |
| Lee Reed | Portable picnic blanket | 174 |
Generated record ID: demo-198
18 distinct product-window-complete seed egos; 18 observed seed egos.
Observed count, including incomplete coverage: 18
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 97 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Parker Palmer | Silicone spatula set | 132 |
| Morgan Palmer | Adjustable desk lamp | 97 |
| Drew Reed | Adjustable desk lamp | 97 |
| Casey Brooks | Adjustable desk lamp | 97 |
| Riley Lane | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Casey Shaw | Silicone spatula set | 132 |
| Morgan Shaw | Silicone spatula set | 132 |
Generated record ID: demo-215
18 distinct product-window-complete seed egos; 18 observed seed egos.
Observed count, including incomplete coverage: 18
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 90 |
| Cameron Reed | Adjustable desk lamp | 90 |
| Elliot Palmer | Adjustable desk lamp | 90 |
| Elliot Palmer | Fabric pencil case | 48 |
| Riley Ellis | Adjustable desk lamp | 90 |
| Sage Shaw | Adjustable desk lamp | 90 |
| Sage Shaw | Fabric pencil case | 48 |
| Parker Palmer | Adjustable desk lamp | 90 |
| Morgan Palmer | Adjustable desk lamp | 90 |
| Drew Reed | Adjustable desk lamp | 90 |
| Casey Brooks | Adjustable desk lamp | 90 |
| Riley Lane | Adjustable desk lamp | 90 |
| Harper Foster | Adjustable desk lamp | 90 |
| Reese Palmer | Adjustable desk lamp | 90 |
| Reese Palmer | Fabric pencil case | 48 |
| Quinn Bennett | Adjustable desk lamp | 90 |
| Jamie Palmer | Fabric pencil case | 48 |
| Kendall Palmer | Fabric pencil case | 48 |
| Jesse Palmer | Fabric pencil case | 48 |
| Jordan Shaw | Fabric pencil case | 48 |
| Riley Shaw | Fabric pencil case | 48 |
Generated record ID: demo-165
17 distinct product-window-complete seed egos; 17 observed seed egos.
Observed count, including incomplete coverage: 17
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Cameron Reed | Metal bookends | 20 |
| Elliot Palmer | Metal bookends | 20 |
| Elliot Palmer | Stainless tea infuser | 48 |
| Sage Shaw | Stainless tea infuser | 48 |
| Parker Palmer | Metal bookends | 20 |
| Morgan Palmer | Reusable water bottle | 27 |
| Riley 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 |
| Lee Palmer | Stainless tea infuser | 48 |
| Kendall Palmer | Reusable water bottle | 27 |
| Kendall Palmer | Stainless tea infuser | 48 |
| Jamie Shaw | Metal bookends | 20 |
| Jamie Shaw | Stainless tea infuser | 48 |
| Harper Reed | Metal bookends | 20 |
| Harper Reed | Stainless tea infuser | 48 |
| Jesse Palmer | Metal bookends | 20 |
| Jordan Reed | Metal bookends | 20 |
| Jordan Reed | Clip-on reading light | 69 |
| Rowan Reed | Stainless tea infuser | 48 |
| Jordan Shaw | Reusable water bottle | 27 |
| Jamie Reed | Stainless tea infuser | 48 |
| Kendall Reed | Clip-on reading light | 69 |
Generated record ID: demo-192
17 distinct product-window-complete seed egos; 17 observed seed egos.
Observed count, including incomplete coverage: 17
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Elliot Palmer | Stainless tea infuser | 55 |
| Sage Shaw | Stainless tea infuser | 55 |
| Morgan Palmer | Compact phone stand | 153 |
| Morgan Palmer | Reusable water bottle | 13 |
| Riley Palmer | Stainless tea infuser | 55 |
| Jamie Palmer | Compact phone stand | 153 |
| Jamie Palmer | Reusable water bottle | 13 |
| Jamie Palmer | Stainless tea infuser | 55 |
| Jordan Palmer | Reusable water bottle | 13 |
| Jordan Palmer | Stainless tea infuser | 55 |
| Lee Palmer | Compact phone stand | 153 |
| Lee Palmer | Stainless tea infuser | 55 |
| Kendall Palmer | Compact phone stand | 153 |
| Kendall Palmer | Reusable water bottle | 13 |
| Kendall Palmer | Stainless tea infuser | 55 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Harper Reed | Stainless tea infuser | 55 |
| Rowan Reed | Stainless tea infuser | 55 |
| Jordan Shaw | Compact phone stand | 153 |
| Jordan Shaw | Reusable water bottle | 13 |
| Jamie Reed | Stainless tea infuser | 55 |
| Casey Shaw | Compact phone stand | 153 |
| Morgan Shaw | Compact phone stand | 153 |
| Kendall Brooks | Compact phone stand | 153 |
| Dana Reed | Compact phone stand | 153 |
Generated record ID: demo-116
16 distinct product-window-complete seed egos; 16 observed seed egos.
Observed count, including incomplete coverage: 16
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 97 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Morgan Palmer | Adjustable desk lamp | 97 |
| Drew Reed | Adjustable desk lamp | 97 |
| Casey Brooks | Adjustable desk lamp | 97 |
| Riley Lane | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 97 |
Generated record ID: demo-190
16 distinct product-window-complete seed egos; 16 observed seed egos.
Observed count, including incomplete coverage: 16
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Elliot Palmer | Stainless tea infuser | 62 |
| Morgan Palmer | Compact phone stand | 153 |
| Riley Palmer | Stainless tea infuser | 62 |
| Jamie Palmer | Compact phone stand | 153 |
| Jamie Palmer | Stainless tea infuser | 62 |
| Jordan Palmer | Stainless tea infuser | 62 |
| Lee Palmer | Compact phone stand | 153 |
| Lee Palmer | Stainless tea infuser | 62 |
| Kendall Palmer | Compact phone stand | 153 |
| Kendall Palmer | Stainless tea infuser | 62 |
| Harper Reed | Stainless tea infuser | 62 |
| Rowan Reed | Stainless tea infuser | 62 |
| Jordan Shaw | Compact phone stand | 153 |
| Jamie Reed | Stainless tea infuser | 62 |
| Casey Shaw | Compact phone stand | 153 |
| Morgan Shaw | Compact phone stand | 153 |
| Kendall Brooks | Compact phone stand | 153 |
| Jamie Bennett | Compact phone stand | 153 |
| Dana Reed | Compact phone stand | 153 |
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) | Product | Week (day index) |
|---|---|---|
| Elliot Palmer | Bamboo drawer divider | 55 |
| Parker Palmer | Silicone spatula set | 125 |
| Morgan Palmer | Compact phone stand | 153 |
| Reese Palmer | Bamboo drawer divider | 55 |
| Jamie Palmer | Compact phone stand | 153 |
| Jamie Palmer | Bamboo drawer divider | 55 |
| Lee Palmer | Compact phone stand | 153 |
| Lee Palmer | Bamboo drawer divider | 55 |
| Kendall Palmer | Compact phone stand | 153 |
| Jordan Reed | Bamboo drawer divider | 55 |
| Jordan Shaw | Compact phone stand | 153 |
| Harper Shaw | Bamboo drawer divider | 55 |
| Riley Reed | Adjustable desk lamp | 132 |
| Lee Reed | Bamboo drawer divider | 55 |
| Lee Foster | Adjustable desk lamp | 132 |
| Morgan Shaw | Compact phone stand | 153 |
| Morgan Shaw | Silicone spatula set | 125 |
| Kendall Brooks | Compact phone stand | 153 |
| Dana Reed | Compact phone stand | 153 |
Generated record ID: demo-24
16 distinct product-window-complete seed egos; 16 observed seed egos.
Observed count, including incomplete coverage: 16
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 97 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Morgan Palmer | Adjustable desk lamp | 97 |
| Drew Reed | Adjustable desk lamp | 97 |
| Riley Lane | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Kendall Brooks | Insulated travel mug | 13 |
Generated record ID: demo-126
15 distinct product-window-complete seed egos; 15 observed seed egos.
Observed count, including incomplete coverage: 15
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 90 |
| Cameron Reed | Adjustable desk lamp | 90 |
| Elliot Palmer | Adjustable desk lamp | 90 |
| Riley Ellis | Adjustable desk lamp | 90 |
| Reese Shaw | Adjustable desk lamp | 90 |
| Sage Shaw | Adjustable desk lamp | 90 |
| Parker Palmer | Adjustable desk lamp | 90 |
| Morgan Palmer | Adjustable desk lamp | 90 |
| Drew Reed | Adjustable desk lamp | 90 |
| Casey Brooks | Adjustable desk lamp | 90 |
| Riley Lane | Adjustable desk lamp | 90 |
| Harper Foster | Adjustable desk lamp | 90 |
| Reese Palmer | Adjustable desk lamp | 90 |
| Riley Palmer | Adjustable desk lamp | 90 |
| Quinn Bennett | Adjustable desk lamp | 90 |
Generated record ID: demo-150
15 distinct product-window-complete seed egos; 15 observed seed egos.
Observed count, including incomplete coverage: 15
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 97 |
| Cameron Reed | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Parker Palmer | Adjustable desk lamp | 97 |
| Morgan Palmer | Adjustable desk lamp | 97 |
| Drew Reed | Adjustable desk lamp | 97 |
| Casey Brooks | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
Generated record ID: demo-196
15 distinct product-window-complete seed egos; 15 observed seed egos.
Observed count, including incomplete coverage: 15
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Elliot Palmer | Felt desk organizer | 146 |
| Elliot Palmer | Stainless tea infuser | 55 |
| Sage Shaw | Stainless tea infuser | 55 |
| Morgan Palmer | Felt desk organizer | 146 |
| Riley Palmer | Felt desk organizer | 146 |
| Riley Palmer | Stainless tea infuser | 55 |
| Jamie Palmer | Felt desk organizer | 146 |
| Jamie Palmer | Stainless tea infuser | 55 |
| Jordan Palmer | Stainless tea infuser | 55 |
| Lee Palmer | Stainless tea infuser | 55 |
| Kendall Palmer | Stainless tea infuser | 55 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Harper Reed | Stainless tea infuser | 55 |
| Rowan Reed | Stainless tea infuser | 55 |
| Riley Shaw | Felt desk organizer | 146 |
| Jamie Reed | Felt desk organizer | 146 |
| Jamie Reed | Stainless tea infuser | 55 |
| Kendall Reed | Felt desk organizer | 146 |
| Riley Reed | Felt desk organizer | 146 |
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
| Product | Reviews | Reviewers | Window span | Corroboration mass |
|---|---|---|---|---|
| Adjustable desk lamp | 16 | 16 | 14 days | 335 |
| Compact phone stand | 15 | 15 | 11 days | 300 |
| Adjustable desk lamp | 14 | 14 | 14 days | 288 |
| Fabric pencil case | 14 | 14 | 14 days | 282 |
| Metal bookends | 11 | 11 | 14 days | 253 |
| Stainless tea infuser | 13 | 13 | 14 days | 238 |
| Felt desk organizer | 10 | 10 | 9 days | 196 |
| Bamboo drawer divider | 8 | 8 | 14 days | 177 |
| Portable picnic blanket | 9 | 9 | 13 days | 174 |
| Silicone spatula set | 7 | 7 | 11 days | 148 |
| Cotton oven mitts | 7 | 7 | 13 days | 148 |
| Clip-on reading light | 6 | 6 | 8 days | 112 |
Mass sums corroboration counts within an observed cluster. It is not a probability.
A reviewer’s history can be examined without producing an eligible ego. 43 of the 50 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 | 5 | 6 |
| 2 | Cameron Brooks | 1 | 6 |
| 3 | Avery Foster | 4 | 6 |
| 4 | Rowan Hayes | 32 | 34 |
| 5 | Riley Foster | 0 | 34 |
| 6 | Sage Foster | 5 | 35 |
| 7 | Cameron Reed | 33 | 48 |
| 8 | Elliot Palmer | 54 | 67 |
| 9 | Riley Ellis | 29 | 71 |
| 10 | Dana Shaw | 0 | 71 |
| 11 | Reese Shaw | 34 | 73 |
| 12 | Quinn Hayes | 0 | 73 |
| 13 | Sage Shaw | 43 | 73 |
| 14 | Parker Palmer | 43 | 78 |
| 15 | Morgan Palmer | 47 | 82 |
| 16 | Drew Reed | 39 | 90 |
| 17 | Casey Brooks | 31 | 93 |
| 18 | Riley Lane | 26 | 93 |
| 19 | Harper Foster | 25 | 93 |
| 20 | Reese Palmer | 36 | 93 |
| 21 | Riley Palmer | 41 | 94 |
| 22 | Quinn Bennett | 19 | 97 |
| 23 | Quinn Foster | 21 | 98 |
| 24 | Cameron Carter | 31 | 104 |
| 25 | Jamie Palmer | 44 | 104 |
| 26 | Jordan Palmer | 32 | 108 |
| 27 | Lee Palmer | 34 | 110 |
| 28 | Kendall Palmer | 34 | 110 |
| 29 | Jamie Shaw | 21 | 110 |
| 30 | Harper Reed | 27 | 112 |
| 31 | Jesse Palmer | 20 | 112 |
| 32 | Jordan Reed | 20 | 112 |
| 33 | Rowan Reed | 18 | 112 |
| 34 | Jordan Shaw | 26 | 112 |
| 35 | Riley Shaw | 23 | 112 |
| 36 | Jamie Reed | 19 | 112 |
| 37 | Alex Reed | 0 | 112 |
| 38 | Casey Shaw | 34 | 113 |
| 39 | Morgan Ellis | 0 | 113 |
| 40 | Emery Reed | 0 | 113 |
| 41 | Harper Shaw | 21 | 118 |
| 42 | Kendall Reed | 14 | 118 |
| 43 | Riley Reed | 24 | 118 |
| 44 | Rowan Palmer | 0 | 118 |
| 45 | Lee Reed | 21 | 119 |
| 46 | Lee Foster | 10 | 119 |
| 47 | Morgan Shaw | 19 | 119 |
| 48 | Kendall Brooks | 19 | 119 |
| 49 | Jamie Bennett | 23 | 119 |
| 50 | Dana Reed | 16 | 120 |
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 →