Observed in this example
29 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 116 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 5. 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 5, 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 5 are set aside for this choice. Their evidence still counts, and their reported corroboration can keep growing beyond 5. 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 |
| 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 |
| 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 |
| 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 |
| 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 |
|---|---|---|---|---|
| Casey Shaw | 2019-06-055 stars | 2019-06-115 stars | 6 days after | Casey Shaw: markedEmery Palmer: marked |
| Morgan Reed | 2019-06-095 stars | 2019-06-115 stars | 2 days after | Morgan Reed: markedEmery Palmer: marked |
| Morgan Shaw | 2019-06-155 stars | 2019-06-115 stars | 4 days before | Morgan Shaw: 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 |
| Elliot Palmer | 2019-05-315 stars | 2019-06-095 stars | 9 days after | Elliot Palmer: markedEmery Palmer: marked |
| Sage Reed | 2019-05-315 stars | 2019-06-095 stars | 9 days after | Sage Reed: 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 |
“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 |
|---|---|---|---|---|
| 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 |
| 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 |
| 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 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 |
| 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 |
| Taylor Palmer | 2019-03-065 stars | 2019-03-095 stars | 3 days after | Taylor 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 |
| 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 Reed | 2019-03-175 stars | 2019-03-205 stars | 3 days after | Jordan 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 2019-03-07. 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 |
|---|---|---|---|---|
| Riley Palmer | 2019-02-235 stars | 2019-03-075 stars | 12 days after | Riley Palmer: markedEmery Palmer: marked |
| Sage Reed | 2019-02-255 stars | 2019-03-075 stars | 10 days after | Sage Reed: 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 |
| Morgan Reed | 2019-03-095 stars | 2019-03-075 stars | 2 days before | Morgan 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 |
| Kendall Shaw | 2019-04-205 stars | 2019-04-195 stars | 1 day before | Kendall Shaw: 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 |
| 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 |
| Cameron Carter | 3 | Adjustable desk lamp | +1 ego |
| Quinn Foster | 2 | Adjustable desk lamp | +1 ego |
| Jesse Palmer | 2 | Metal bookends, Fabric pencil case | +1 ego |
| Jamie Shaw | 2 | Metal bookends | +1 ego |
| Jordan Reed | 3 | Metal bookends, Bamboo drawer divider, Clip-on reading light | +1 ego |
| Quinn Bennett | 2 | Adjustable desk lamp | +1 ego |
| Rowan Reed | 2 | Stainless tea infuser, Cotton oven mitts | +1 ego |
| Taylor Palmer | 2 | Fabric pencil case | +1 ego |
| Sage Reed | 3 | Felt desk organizer, Stainless tea infuser | +1 ego |
| Kendall Shaw | 2 | Cotton oven mitts | +1 ego |
| Lee Foster | 2 | Adjustable desk lamp | +1 ego |
| Harper Shaw | 5 | Bamboo drawer divider | +1 ego |
| Casey Shaw | 4 | Compact phone stand, Bamboo drawer divider, Silicone spatula set | +1 ego |
| Morgan Reed | 2 | Compact phone stand, Stainless tea infuser | +1 ego |
| Jamie Reed | 2 | Felt desk organizer, Stainless tea infuser | +1 ego |
| Riley Reed | 2 | Felt desk organizer | +1 ego |
| Kendall Reed | 3 | Clip-on reading light | +1 ego |
| Lee Reed | 3 | Bamboo drawer divider | +1 ego |
| Jamie Bennett | 2 | Compact phone stand | +1 ego |
| Morgan Shaw | 2 | Compact phone stand, Silicone spatula set | +1 ego |
| Distinct supporting histories | 29 | ||
READ THE RESULT WITH ITS LIMITS
29 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 |
| Compact phone stand | P00007 |
| Stainless mixing bowl | P00009 |
| Folding laptop stand | P00011 |
| 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 |
| Cushioned mouse pad | P00041 |
| 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
29 distinct product-window-complete seed egos; 29 observed seed egos.
Observed count, including incomplete coverage: 29
| 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 |
| 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 |
| Cameron Carter | Adjustable desk lamp | 104 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 104 |
| Jesse Palmer | Metal bookends | 13 |
| Jesse Palmer | Fabric pencil case | 62 |
| Jamie Shaw | Metal bookends | 13 |
| Jordan Reed | Metal bookends | 13 |
| Jordan Reed | Bamboo drawer divider | 55 |
| Jordan Reed | Clip-on reading light | 76 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Rowan Reed | Stainless tea infuser | 62 |
| Rowan Reed | Cotton oven mitts | 104 |
| Taylor Palmer | Fabric pencil case | 62 |
| Sage Reed | Felt desk organizer | 153 |
| Sage Reed | Stainless tea infuser | 62 |
| Kendall Shaw | Cotton oven mitts | 104 |
| Lee Foster | Adjustable desk lamp | 104 |
| Harper Shaw | Bamboo drawer divider | 55 |
| Casey Shaw | Compact phone stand | 160 |
| Casey Shaw | Bamboo drawer divider | 55 |
| Casey Shaw | Silicone spatula set | 125 |
| Morgan Reed | Compact phone stand | 160 |
| Morgan Reed | Stainless tea infuser | 62 |
| Jamie Reed | Felt desk organizer | 153 |
| Jamie Reed | Stainless tea infuser | 62 |
| Riley Reed | Felt desk organizer | 153 |
| Kendall Reed | Clip-on reading light | 76 |
| Lee Reed | Bamboo drawer divider | 55 |
| Jamie Bennett | Compact phone stand | 160 |
| Morgan Shaw | Compact phone stand | 160 |
| Morgan Shaw | Silicone spatula set | 125 |
Generated record ID: demo-162
25 distinct product-window-complete seed egos; 25 observed seed egos.
Observed count, including incomplete coverage: 25
| Reviewer whose history we examined (seed) | 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 |
| 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 Foster | Adjustable desk lamp | 97 |
| Jesse Palmer | Metal bookends | 20 |
| Jamie Shaw | Metal bookends | 20 |
| Jordan Reed | Metal bookends | 20 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Taylor Palmer | Portable picnic blanket | 160 |
| Sage Reed | Felt desk organizer | 146 |
| Harper Shaw | Portable picnic blanket | 160 |
| Casey Shaw | Compact phone stand | 160 |
| Casey Shaw | Silicone spatula set | 132 |
| Morgan Reed | Compact phone stand | 160 |
| Jamie Reed | Felt desk organizer | 146 |
| Riley Reed | Felt desk organizer | 146 |
| Kendall Reed | Felt desk organizer | 146 |
| Lee Reed | Portable picnic blanket | 160 |
| Jamie Bennett | Compact phone stand | 160 |
| Morgan Shaw | Compact phone stand | 160 |
| Morgan Shaw | Silicone spatula set | 132 |
Generated record ID: demo-160
23 distinct product-window-complete seed egos; 23 observed seed egos.
Observed count, including incomplete coverage: 23
| Reviewer whose history we examined (seed) | 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 |
| 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 |
| Jesse Palmer | Metal bookends | 13 |
| Jesse Palmer | Fabric pencil case | 55 |
| Jamie Shaw | Metal bookends | 13 |
| Jamie Shaw | Stainless tea infuser | 62 |
| Jordan Reed | Metal bookends | 13 |
| Jordan Reed | Bamboo drawer divider | 41 |
| Quinn Bennett | Adjustable desk lamp | 90 |
| Rowan Reed | Stainless tea infuser | 62 |
| Rowan Reed | Cotton oven mitts | 111 |
| Taylor Palmer | Fabric pencil case | 55 |
| Taylor Palmer | Portable picnic blanket | 160 |
| Sage Reed | Felt desk organizer | 146 |
| Sage Reed | Stainless tea infuser | 62 |
| Kendall Shaw | Cotton oven mitts | 111 |
| Harper Shaw | Bamboo drawer divider | 41 |
| Harper Shaw | Portable picnic blanket | 160 |
| Casey Shaw | Bamboo drawer divider | 41 |
| Morgan Reed | Stainless tea infuser | 62 |
| Jamie Reed | Felt desk organizer | 146 |
| Jamie Reed | Stainless tea infuser | 62 |
| Riley Reed | Felt desk organizer | 146 |
| Kendall Reed | Felt desk organizer | 146 |
| Lee Reed | Portable picnic blanket | 160 |
Generated record ID: demo-163
21 distinct product-window-complete seed egos; 21 observed seed egos.
Observed count, including incomplete coverage: 21
| Reviewer whose history we examined (seed) | 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 |
| Reese Palmer | Bamboo drawer divider | 41 |
| Reese Palmer | Fabric pencil case | 62 |
| Riley Palmer | Stainless tea infuser | 55 |
| Jesse Palmer | Metal bookends | 20 |
| Jesse Palmer | Fabric pencil case | 62 |
| Jamie Shaw | Metal bookends | 20 |
| Jamie Shaw | Stainless tea infuser | 55 |
| 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 |
| Taylor Palmer | Fabric pencil case | 62 |
| Sage Reed | Felt desk organizer | 160 |
| Sage Reed | Stainless tea infuser | 55 |
| Kendall Shaw | Cotton oven mitts | 97 |
| Harper Shaw | Bamboo drawer divider | 41 |
| Casey Shaw | Compact phone stand | 153 |
| Casey Shaw | Bamboo drawer divider | 41 |
| Morgan Reed | Compact phone stand | 153 |
| Morgan Reed | Stainless tea infuser | 55 |
| Jamie Reed | Felt desk organizer | 160 |
| Jamie Reed | Stainless tea infuser | 55 |
| Riley Reed | Felt desk organizer | 160 |
| Kendall Reed | Clip-on reading light | 76 |
| Jamie Bennett | Compact phone stand | 153 |
| Morgan Shaw | Compact phone stand | 153 |
Generated record ID: demo-169
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 | 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 |
| 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 |
| Cameron Carter | Adjustable desk lamp | 104 |
| Quinn Foster | Adjustable desk lamp | 104 |
| Jamie Shaw | Metal bookends | 13 |
| Jordan Reed | Metal bookends | 13 |
| Quinn Bennett | Adjustable desk lamp | 90 |
| Taylor Palmer | Portable picnic blanket | 160 |
| Lee Foster | Adjustable desk lamp | 104 |
| Harper Shaw | Portable picnic blanket | 160 |
| Casey Shaw | Silicone spatula set | 125 |
| Lee Reed | Portable picnic blanket | 160 |
| Morgan Shaw | Silicone spatula set | 125 |
Generated record ID: demo-168
18 distinct product-window-complete seed egos; 18 observed seed egos.
Observed count, including incomplete coverage: 18
| Reviewer whose history we examined (seed) | 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 |
| 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 Foster | Adjustable desk lamp | 97 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Sage Reed | Felt desk organizer | 146 |
| Casey Shaw | Compact phone stand | 153 |
| Morgan Reed | Compact phone stand | 153 |
| Jamie Reed | Felt desk organizer | 146 |
| Riley Reed | Felt desk organizer | 146 |
| Kendall Reed | Felt desk organizer | 146 |
| Morgan Shaw | Compact phone stand | 153 |
Generated record ID: demo-174
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 |
| 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 |
| 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 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Jesse Palmer | Metal bookends | 13 |
| Jesse Palmer | Fabric pencil case | 62 |
| Jamie Shaw | Metal bookends | 13 |
| Jordan Reed | Metal bookends | 13 |
| Taylor Palmer | Fabric pencil case | 62 |
| Sage Reed | Felt desk organizer | 139 |
| Riley Reed | Felt desk organizer | 139 |
| Kendall Reed | Felt desk organizer | 139 |
Generated record ID: demo-115
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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 62 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Lee Reed | Adjustable desk lamp | 62 |
| Avery Bennett | Adjustable desk lamp | 62 |
| Jamie Bennett | Adjustable desk lamp | 62 |
| Rowan Lane | Adjustable desk lamp | 62 |
| Jordan Brooks | Adjustable desk lamp | 62 |
Generated record ID: demo-167
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) |
|---|---|---|
| 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 |
| Reese Palmer | Bamboo drawer divider | 55 |
| Riley Palmer | Stainless tea infuser | 48 |
| Jamie Shaw | Stainless tea infuser | 48 |
| Jordan Reed | Bamboo drawer divider | 55 |
| Rowan Reed | Stainless tea infuser | 48 |
| Rowan Reed | Cotton oven mitts | 104 |
| Sage Reed | Stainless tea infuser | 48 |
| Kendall Shaw | Cotton oven mitts | 104 |
| Casey Shaw | Compact phone stand | 160 |
| Casey Shaw | Bamboo drawer divider | 55 |
| Morgan Reed | Compact phone stand | 160 |
| Morgan Reed | Stainless tea infuser | 48 |
| Jamie Reed | Stainless tea infuser | 48 |
| Lee Reed | Bamboo drawer divider | 55 |
| Jamie Bennett | Compact phone stand | 160 |
| Morgan Shaw | Compact phone stand | 160 |
Generated record ID: demo-129
15 distinct product-window-complete seed egos; 15 observed seed egos.
Observed count, including incomplete coverage: 15
| Reviewer whose history we examined (seed) | 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Avery Bennett | Cotton throw blanket | 174 |
| Casey Hayes | Cotton throw blanket | 174 |
Generated record ID: demo-166
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 | 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 |
| Reese Palmer | Fabric pencil case | 55 |
| Riley Palmer | Stainless tea infuser | 55 |
| Jesse Palmer | Fabric pencil case | 55 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Rowan Reed | Stainless tea infuser | 55 |
| Taylor Palmer | Fabric pencil case | 55 |
| Sage Reed | Stainless tea infuser | 55 |
| Casey Shaw | Compact phone stand | 160 |
| Morgan Reed | Compact phone stand | 160 |
| Morgan Reed | Stainless tea infuser | 55 |
| Jamie Reed | Stainless tea infuser | 55 |
| Jamie Bennett | Compact phone stand | 160 |
| Morgan Shaw | Compact phone stand | 160 |
Generated record ID: demo-172
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 | 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 |
| Harper Foster | Adjustable desk lamp | 104 |
| Reese Palmer | Adjustable desk lamp | 104 |
| Cameron Carter | Adjustable desk lamp | 104 |
| Quinn Foster | Adjustable desk lamp | 104 |
| Jamie Shaw | Stainless tea infuser | 48 |
| Rowan Reed | Stainless tea infuser | 48 |
| Sage Reed | Felt desk organizer | 146 |
| Sage Reed | Stainless tea infuser | 48 |
| Lee Foster | Adjustable desk lamp | 104 |
| Morgan Reed | Stainless tea infuser | 48 |
| Jamie Reed | Stainless tea infuser | 48 |
| Riley Reed | Felt desk organizer | 146 |
| Kendall Reed | Felt desk organizer | 146 |
Generated record ID: demo-181
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 |
| Elliot Palmer | Portable picnic blanket | 174 |
| Riley Ellis | Adjustable desk lamp | 97 |
| Reese Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 153 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Taylor Palmer | Portable picnic blanket | 174 |
| Harper Shaw | Portable picnic blanket | 174 |
| Lee Reed | Portable picnic blanket | 174 |
Generated record ID: demo-197
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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Casey Shaw | Compact phone stand | 160 |
| Morgan Reed | Compact phone stand | 160 |
| Jamie Bennett | Compact phone stand | 160 |
| Morgan Shaw | Compact phone stand | 160 |
Generated record ID: demo-218
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 |
| 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 |
| 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 |
| Jesse Palmer | Fabric pencil case | 55 |
| Jamie Shaw | Stainless tea infuser | 41 |
| Quinn Bennett | Adjustable desk lamp | 90 |
| Rowan Reed | Stainless tea infuser | 41 |
| Rowan Reed | Cotton oven mitts | 111 |
| Taylor Palmer | Fabric pencil case | 55 |
| Sage Reed | Stainless tea infuser | 41 |
| Kendall Shaw | Cotton oven mitts | 111 |
Generated record ID: demo-171
14 distinct product-window-complete seed egos; 14 observed seed egos.
Observed count, including incomplete coverage: 14
| 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 |
| Harper Foster | Adjustable desk lamp | 104 |
| Riley Palmer | Adjustable desk lamp | 104 |
| Cameron Carter | Adjustable desk lamp | 104 |
| Quinn Foster | Adjustable desk lamp | 104 |
| Jesse Palmer | Fabric pencil case | 55 |
| Jordan Reed | Bamboo drawer divider | 48 |
| Taylor Palmer | Fabric pencil case | 55 |
| Lee Foster | Adjustable desk lamp | 104 |
| Harper Shaw | Bamboo drawer divider | 48 |
| Casey Shaw | Bamboo drawer divider | 48 |
Generated record ID: demo-177
14 distinct product-window-complete seed egos; 14 observed seed egos.
Observed count, including incomplete coverage: 14
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Taylor Palmer | Portable picnic blanket | 167 |
| Harper Shaw | Portable picnic blanket | 167 |
| Lee Reed | Portable picnic blanket | 167 |
Generated record ID: demo-178
14 distinct product-window-complete seed egos; 14 observed seed egos.
Observed count, including incomplete coverage: 14
| 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 |
| Reese Palmer | Bamboo drawer divider | 48 |
| Riley Palmer | Stainless tea infuser | 55 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Jordan Reed | Bamboo drawer divider | 48 |
| Rowan Reed | Stainless tea infuser | 55 |
| Sage Reed | Felt desk organizer | 160 |
| Sage Reed | Stainless tea infuser | 55 |
| Harper Shaw | Bamboo drawer divider | 48 |
| Casey Shaw | Adjustable desk lamp | 132 |
| Casey Shaw | Bamboo drawer divider | 48 |
| Morgan Reed | Stainless tea infuser | 55 |
| Jamie Reed | Felt desk organizer | 160 |
| Jamie Reed | Stainless tea infuser | 55 |
| Riley Reed | Adjustable desk lamp | 132 |
| Riley Reed | Felt desk organizer | 160 |
| Avery Bennett | Adjustable desk lamp | 132 |
Generated record ID: demo-198
13 distinct product-window-complete seed egos; 13 observed seed egos.
Observed count, including incomplete coverage: 13
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Casey Shaw | Silicone spatula set | 132 |
| Morgan Shaw | Silicone spatula set | 132 |
Generated record ID: demo-165
12 distinct product-window-complete seed egos; 12 observed seed egos.
Observed count, including incomplete coverage: 12
| 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 |
| Riley Palmer | Stainless tea infuser | 48 |
| Jesse Palmer | Metal bookends | 20 |
| Jamie Shaw | Metal bookends | 20 |
| Jamie Shaw | Stainless tea infuser | 48 |
| Jordan Reed | Metal bookends | 20 |
| Jordan Reed | Clip-on reading light | 69 |
| Rowan Reed | Stainless tea infuser | 48 |
| Sage Reed | Stainless tea infuser | 48 |
| Morgan Reed | Stainless tea infuser | 48 |
| Jamie Reed | Stainless tea infuser | 48 |
| Kendall Reed | Clip-on reading light | 69 |
Generated record ID: demo-179
12 distinct product-window-complete seed egos; 12 observed seed egos.
Observed count, including incomplete coverage: 12
| 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 |
| Jesse Palmer | Metal bookends | 27 |
| Jamie Shaw | Metal bookends | 27 |
| Jordan Reed | Metal bookends | 27 |
| Quinn Bennett | Adjustable desk lamp | 83 |
| Rowan Reed | Cotton oven mitts | 97 |
| Kendall Shaw | Cotton oven mitts | 97 |
| Jamie Bennett | Adjustable desk lamp | 83 |
Generated record ID: demo-201
12 distinct product-window-complete seed egos; 12 observed seed egos.
Observed count, including incomplete coverage: 12
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Elliot Palmer | Stainless tea infuser | 48 |
| Elliot Palmer | Portable picnic blanket | 160 |
| Sage Shaw | Stainless tea infuser | 48 |
| Riley Palmer | Stainless tea infuser | 48 |
| Jamie Shaw | Stainless tea infuser | 48 |
| Rowan Reed | Stainless tea infuser | 48 |
| Taylor Palmer | Portable picnic blanket | 160 |
| Sage Reed | Stainless tea infuser | 48 |
| Harper Shaw | Portable picnic blanket | 160 |
| Morgan Reed | Stainless tea infuser | 48 |
| Jamie Reed | Stainless tea infuser | 48 |
| Lee Reed | Portable picnic blanket | 160 |
| Casey Hayes | Canvas tote bag | 139 |
Generated record ID: demo-116
11 distinct product-window-complete seed egos; 11 observed seed egos.
Observed count, including incomplete coverage: 11
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
Generated record ID: demo-150
11 distinct product-window-complete seed egos; 11 observed seed egos.
Observed count, including incomplete coverage: 11
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Quinn Bennett | Adjustable desk lamp | 97 |
Generated record ID: demo-184
11 distinct product-window-complete seed egos; 11 observed seed egos.
Observed count, including incomplete coverage: 11
| 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 |
| Riley Palmer | Stainless tea infuser | 48 |
| Jesse Palmer | Metal bookends | 20 |
| Jamie Shaw | Metal bookends | 20 |
| Jamie Shaw | Stainless tea infuser | 48 |
| Jordan Reed | Metal bookends | 20 |
| Rowan Reed | Stainless tea infuser | 48 |
| Sage Reed | Stainless tea infuser | 48 |
| Morgan Reed | Stainless tea infuser | 48 |
| Jamie Reed | Stainless tea infuser | 48 |
Generated record ID: demo-216
11 distinct product-window-complete seed egos; 11 observed seed egos.
Observed count, including incomplete coverage: 11
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Elliot Palmer | Felt desk organizer | 146 |
| Elliot Palmer | Fabric pencil case | 55 |
| Reese Shaw | Fabric pencil case | 55 |
| Sage Shaw | Fabric pencil case | 55 |
| Reese Palmer | Fabric pencil case | 55 |
| Riley Palmer | Felt desk organizer | 146 |
| Jesse Palmer | Fabric pencil case | 55 |
| Taylor Palmer | Fabric pencil case | 55 |
| Sage Reed | Felt desk organizer | 146 |
| Jamie Reed | Felt desk organizer | 146 |
| Riley Reed | Felt desk organizer | 146 |
| Kendall Reed | Felt desk organizer | 146 |
Generated record ID: demo-24
11 distinct product-window-complete seed egos; 11 observed seed egos.
Observed count, including incomplete coverage: 11
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Quinn Bennett | Adjustable desk lamp | 97 |
Generated record ID: demo-126
10 distinct product-window-complete seed egos; 10 observed seed egos.
Observed count, including incomplete coverage: 10
| 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 |
| 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-192
10 distinct product-window-complete seed egos; 10 observed seed egos.
Observed count, including incomplete coverage: 10
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Elliot Palmer | Stainless tea infuser | 55 |
| Sage Shaw | Stainless tea infuser | 55 |
| Riley Palmer | Stainless tea infuser | 55 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Rowan Reed | Stainless tea infuser | 55 |
| Sage Reed | Stainless tea infuser | 55 |
| Casey Shaw | Compact phone stand | 153 |
| Morgan Reed | Compact phone stand | 153 |
| Morgan Reed | Stainless tea infuser | 55 |
| Jamie Reed | Stainless tea infuser | 55 |
| Morgan Shaw | Compact phone stand | 153 |
Generated record ID: demo-196
10 distinct product-window-complete seed egos; 10 observed seed egos.
Observed count, including incomplete coverage: 10
| 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 |
| Riley Palmer | Felt desk organizer | 146 |
| Riley Palmer | Stainless tea infuser | 55 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Rowan Reed | Stainless tea infuser | 55 |
| Kendall Shaw | Cushioned mouse pad | 104 |
| Morgan Reed | Stainless tea infuser | 55 |
| Jamie Reed | Felt desk organizer | 146 |
| Jamie Reed | Stainless tea infuser | 55 |
| Riley Reed | Felt desk organizer | 146 |
| Kendall 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 | 231 |
| Adjustable desk lamp | 14 | 14 | 14 days | 206 |
| Fabric pencil case | 14 | 14 | 14 days | 192 |
| Compact phone stand | 15 | 15 | 11 days | 191 |
| Metal bookends | 11 | 11 | 14 days | 181 |
| Stainless tea infuser | 13 | 13 | 14 days | 168 |
| Felt desk organizer | 10 | 10 | 9 days | 137 |
| Portable picnic blanket | 9 | 9 | 13 days | 131 |
| Bamboo drawer divider | 8 | 8 | 14 days | 126 |
| Cotton oven mitts | 7 | 7 | 13 days | 107 |
| Silicone spatula set | 7 | 7 | 11 days | 102 |
| Clip-on reading light | 6 | 6 | 8 days | 84 |
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. 37 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 | Harper Foster | 25 | 74 |
| 15 | Reese Palmer | 36 | 74 |
| 16 | Riley Palmer | 41 | 75 |
| 17 | Cameron Carter | 31 | 86 |
| 18 | Quinn Foster | 21 | 87 |
| 19 | Jesse Palmer | 20 | 87 |
| 20 | Jamie Shaw | 21 | 87 |
| 21 | Jordan Reed | 20 | 88 |
| 22 | Alex Reed | 0 | 88 |
| 23 | Quinn Bennett | 19 | 90 |
| 24 | Rowan Reed | 18 | 90 |
| 25 | Taylor Palmer | 20 | 90 |
| 26 | Sage Reed | 25 | 90 |
| 27 | Kendall Shaw | 8 | 90 |
| 28 | Lee Foster | 10 | 90 |
| 29 | Harper Shaw | 21 | 95 |
| 30 | Casey Shaw | 34 | 105 |
| 31 | Morgan Reed | 24 | 105 |
| 32 | Jamie Reed | 19 | 105 |
| 33 | Riley Reed | 24 | 105 |
| 34 | Kendall Reed | 14 | 105 |
| 35 | Elliot Shaw | 0 | 105 |
| 36 | Rowan Palmer | 0 | 105 |
| 37 | Lee Reed | 21 | 106 |
| 38 | Avery Bennett | 23 | 106 |
| 39 | Jamie Bennett | 23 | 106 |
| 40 | Reese Bennett | 0 | 106 |
| 41 | Casey Hayes | 18 | 114 |
| 42 | Elliot Bennett | 0 | 114 |
| 43 | Rowan Lane | 11 | 114 |
| 44 | Alex Bennett | 0 | 114 |
| 45 | Jordan Brooks | 13 | 116 |
| 46 | Kendall Carter | 0 | 116 |
| 47 | Elliot Brooks | 0 | 116 |
| 48 | Drew Brooks | 0 | 116 |
| 49 | Jesse Bennett | 0 | 116 |
| 50 | Morgan Shaw | 19 | 116 |
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 →