Observed in this example
13 supporting histories, 2 shared products, and the paired five-star dates shown above. The method has all 610 generated records available; 20 histories were selected for the search.
A WORKED INVESTIGATION
What does repeated overlap look like?
Start with one reviewer’s history. Follow nearby five-star reviews of the same products. Use the connections you find to choose whose history to examine next.
ONE REVIEWER, FOLLOWED THROUGH THE RECORDS
13 reviewers connect back to
Rowan Hayes.
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 2 shared products in this generated case.
2products with supporting overlap
1–46 daysbetween the paired five-star reviews
The search examined 20 reviewer histories and found 131 reviewers through their neighborhoods. The records below explain this reviewer’s result. Names and product descriptions are fictional labels for the generated records.
Start with this reviewer’s history 5 generated reviews across 4 products
These are all of this reviewer’s records in the generated panel. The 2 products with supporting overlap are a subset of this 4-product history.
| Product | Review date | Rating | Verified purchase |
|---|---|---|---|
| Glass storage jars | 2019-03-26 | 5 stars | Marked |
| Cotton throw blanket | 2019-04-03 | 5 stars | Marked |
| Adjustable desk lamp | 2019-04-11 | 5 stars | Marked |
| Magnetic kitchen timer | 2019-06-23 | 5 stars | Not marked |
| Cotton throw blanket | 2019-06-24 | 5 stars | Marked |
HOW THE SEARCH GETS HERE
Each discovery helps choose the next reviewer.
The search follows the connections it uncovers. A reviewer who keeps appearing around histories already examined becomes a stronger lead for the next step. This is an adaptive search: the evidence found so far guides where to look next.
Examine one history
This run starts with Riley Bennett, chosen at random from reviewers with five-star activity. Examining a history means looking through that reviewer’s available review records: products, dates, and ratings.
Find nearby reviewers
For each five-star review, look for other people who gave the same product five stars within 56 days before or after. Together, those reviewers form the history’s neighborhood, or ego.
Update the counts
Each eligible history adds +1 corroboration to every other reviewer in its neighborhood. Several matching products with that same history still add only one. Appearing around another examined history adds another.
Follow the next lead
Among reviewers not yet examined, choose the highest current count within the search cap of 10. Examine that history, find its neighbors, and update the counts again. This run repeats until 20 histories have been examined.
Why examine that person next? Their repeated appearances provide an evidence-based lead. Their history can reveal further connections and add support to reviewers already found.
A simple choice example, and how the cap works
For illustration, suppose two reviewers have not yet been examined: one appears in three neighborhoods found so far and the other in one. With this cap of 10, the search chooses the reviewer with three corroborations first, unless another candidate has a higher count within the cap.
The cap controls which lead to follow: reviewers with a current count above 10 are set aside for this choice. Their evidence still counts, and their reported corroboration can keep growing beyond 10. If no unexamined candidate has a positive count within the cap, the search chooses at random from all remaining unexamined histories, including those above the cap. Ties between candidates are resolved by the order they first appeared in the evidence.
“Stronger lead” means more corroborations under this selection rule. It is not a probability of coordination or fraud. The count used to choose a reviewer is the count at that step; the final count shown in a result may be higher. A history needs at least two five-star reviews to contribute an eligible ego. This is checked after examining it, so a history without an eligible ego still uses one step of the budget.
FOLLOW THE EVIDENCE
Same products. Nearby five-star reviews.
Open a product to compare the dates and records. A pair qualifies when both reviews give five stars and their dates are no more than 56 days apart, including exactly 56 days.
SHARED PRODUCTAdjustable desk lamp8 supporting histories1–46 days apartView all paired recordsOne example pair · both reviews give five starsRowan Hayesthis reviewer34 days apartCasey Reedhistory examined
Rowan Hayes gave five stars on 2019-04-11. 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 | Rowan Hayes’s date | Rowan Hayes’s timing | Verified purchase marks |
|---|---|---|---|---|
| Cameron Carter | 2019-02-245 stars | 2019-04-115 stars | 46 days after | Cameron Carter: markedRowan Hayes: marked |
| Avery Bennett | 2019-03-075 stars | 2019-04-115 stars | 35 days after | Avery Bennett: markedRowan Hayes: marked |
| Elliot Palmer | 2019-04-015 stars | 2019-04-115 stars | 10 days after | Elliot Palmer: markedRowan Hayes: marked |
| Sage Shaw | 2019-04-065 stars | 2019-04-115 stars | 5 days after | Sage Shaw: markedRowan Hayes: marked |
| Emery Palmer | 2019-04-105 stars | 2019-04-115 stars | 1 day after | Emery Palmer: markedRowan Hayes: marked |
| Harper Palmer | 2019-04-105 stars | 2019-04-115 stars | 1 day after | Harper Palmer: markedRowan Hayes: marked |
| Emery Palmer | 2019-04-185 stars | 2019-04-115 stars | 7 days before | Emery Palmer: markedRowan Hayes: marked |
| Riley Palmer | 2019-04-205 stars | 2019-04-115 stars | 9 days before | Riley Palmer: markedRowan Hayes: marked |
| Cameron Carter | 2019-04-255 stars | 2019-04-115 stars | 14 days before | Cameron Carter: markedRowan Hayes: marked |
| Avery Bennett | 2019-05-155 stars | 2019-04-115 stars | 34 days before | Avery Bennett: markedRowan Hayes: marked |
| Casey Reed | 2019-05-155 stars | 2019-04-115 stars | 34 days before | Casey Reed: markedRowan Hayes: marked |
“Before” and “after” describe Rowan Hayes’s review relative to the paired reviewer’s review. Purchase marks are generated fields, as are the dates and identifiers.
SHARED PRODUCTCotton throw blanket6 supporting histories3–30 days apartView all paired recordsOne example pair · both reviews give five starsRowan Hayesthis reviewer4 days apartRiley Bennetthistory examined
Rowan Hayes gave five stars on 2019-04-03, 2019-06-24. 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 | Rowan Hayes’s date | Rowan Hayes’s timing | Verified purchase marks |
|---|---|---|---|---|
| Quinn Reed | 2019-03-045 stars | 2019-04-035 stars | 30 days after | Quinn Reed: markedRowan Hayes: marked |
| Avery Foster | 2019-03-275 stars | 2019-04-035 stars | 7 days after | Avery Foster: markedRowan Hayes: marked |
| Sage Foster | 2019-04-065 stars | 2019-04-035 stars | 3 days before | Sage Foster: not markedRowan Hayes: marked |
| Riley Bennett | 2019-04-075 stars | 2019-04-035 stars | 4 days before | Riley Bennett: markedRowan Hayes: marked |
| Sage Brooks | 2019-04-245 stars | 2019-04-035 stars | 21 days before | Sage Brooks: not markedRowan Hayes: marked |
| Avery Bennett | 2019-06-165 stars | 2019-06-245 stars | 8 days after | Avery Bennett: markedRowan Hayes: marked |
“Before” and “after” describe Rowan Hayes’s review relative to the paired reviewer’s review. Purchase marks are generated fields, as are the dates and identifiers.
The same reviewer’s history can support more than one product. Count each supporting history once across all products; adding the product totals can count a history twice.
Account for all 13 corroborations Every supporting history and its shared products
An ego is the neighborhood around one reviewer whose history we examined: other reviewers giving five stars to the same products within ±56 days. Each history below has at least two five-star reviews and contributes one ego to this reviewer’s count. The date pairs above show why.
| Reviewer whose history we examined | Five-star reviews in its history | Shared products | Count added |
|---|---|---|---|
| Riley Bennett | 3 | Cotton throw blanket | +1 ego |
| Quinn Reed | 4 | Cotton throw blanket | +1 ego |
| Avery Foster | 2 | Cotton throw blanket | +1 ego |
| Sage Foster | 2 | Cotton throw blanket | +1 ego |
| Sage Brooks | 5 | Cotton throw blanket | +1 ego |
| Casey Reed | 5 | Adjustable desk lamp | +1 ego |
| Harper Palmer | 6 | Adjustable desk lamp | +1 ego |
| Cameron Carter | 3 | Adjustable desk lamp | +1 ego |
| Avery Bennett | 4 | Adjustable desk lamp, Cotton throw blanket | +1 ego |
| Sage Shaw | 4 | Adjustable desk lamp | +1 ego |
| Riley Palmer | 3 | Adjustable desk lamp | +1 ego |
| Elliot Palmer | 9 | Adjustable desk lamp | +1 ego |
| Emery Palmer | 11 | Adjustable desk lamp | +1 ego |
| Distinct supporting histories | 13 | ||
READ THE RESULT WITH ITS LIMITS
What is observed, and what is missing?
No live source check
No marketplace page was captured. These fictional records come from Paper’s synthetic generator · seed 42. This example cannot show whether a real profile is truncated or a live product window is missing pages.
A pattern to investigate
The count records repeated overlap. It does not establish payment, coordination, or fraud. A live investigation needs source checks and an explicit record of inaccessible pages and incomplete coverage.
View the underlying identifiers Match the fictional names to the generated records
Names and product descriptions are display labels only. The method uses the original reviewer and product identifiers, which stay the same across settings. These labels do not identify real people or products.
| 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 |
| Linen cushion cover | P00008 |
| Stainless mixing bowl | P00009 |
| Silicone baking mat | P00010 |
| Folding laptop stand | P00011 |
| Reusable water bottle | P00014 |
| Ceramic coffee cup | P00016 |
| Felt desk organizer | P00017 |
| Soft reading pillow | P00020 |
| Metal bookends | P00021 |
| Bamboo drawer divider | P00023 |
| Glass flower vase | P00024 |
| Pocket notebook | P00025 |
| Fabric pencil case | P00026 |
| Silicone spatula set | P00027 |
| Wooden serving tray | P00028 |
| Clip-on reading light | P00030 |
| Stainless tea infuser | P00033 |
| Magnetic kitchen timer | P00035 |
| Portable picnic blanket | P00038 |
| Cotton oven mitts | P00042 |
FROM A RESULT TO A CONTRIBUTION
What would you share?
An investigation records what was observed and where it came from. See a small excerpt from this same example and how future reviewed contributions would work.
Change the search settings 20 histories · cap 10 · ±56 days
The budget limits histories examined. The cap guides which reviewer is examined next; it does not cap the count reported for that reviewer. The time window defines nearby activity.
Inspect the full result Counts, supporting egos, product bursts, and search history
Reviews in the example610Full generated panel; the search examines selected histories.
Histories examined20
Complete product windows17seed egos
Highest corroboration13distinct seed egos
COLLECTION PROGRESS
Each history adds context.
CORROBORATION LEDGER
Inspect the reasons.
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.
Rowan Hayes2 products13 egos
Generated record ID: demo-129
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) |
|---|---|---|
| Riley Bennett | Cotton throw blanket | 90 |
| Quinn Reed | Cotton throw blanket | 90 |
| Avery Foster | Cotton throw blanket | 90 |
| Sage Foster | Cotton throw blanket | 90 |
| Sage Brooks | Cotton throw blanket | 90 |
| Casey Reed | Adjustable desk lamp | 97 |
| Harper Palmer | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Avery Bennett | Adjustable desk lamp | 97 |
| Avery Bennett | Cotton throw blanket | 174 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Emery Palmer | Adjustable desk lamp | 97 |
Quinn Reed4 products13 egos
Generated record ID: demo-192
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) |
|---|---|---|
| Riley Bennett | Cotton throw blanket | 62 |
| Avery Foster | Cotton throw blanket | 62 |
| Rowan Hayes | Cotton throw blanket | 62 |
| Sage Foster | Cotton throw blanket | 62 |
| Sage Brooks | Cotton throw blanket | 62 |
| Cameron Hayes | Cotton throw blanket | 62 |
| Casey Reed | Reusable water bottle | 13 |
| Casey Reed | Stainless tea infuser | 55 |
| Cameron Shaw | Stainless tea infuser | 55 |
| Harper Palmer | Compact phone stand | 153 |
| Sage Shaw | Stainless tea infuser | 55 |
| Riley Palmer | Stainless tea infuser | 55 |
| Elliot Palmer | Stainless tea infuser | 55 |
| Emery Palmer | Compact phone stand | 153 |
| Emery Palmer | Stainless tea infuser | 55 |
Avery Bennett2 products11 egos
Generated record ID: demo-1
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 | 62 |
| Rowan Hayes | Adjustable desk lamp | 132 |
| Rowan Hayes | Cotton throw blanket | 160 |
| Sage Brooks | Adjustable desk lamp | 62 |
| Sage Brooks | Cotton throw blanket | 160 |
| Cameron Hayes | Adjustable desk lamp | 132 |
| Casey Reed | Adjustable desk lamp | 132 |
| Cameron Shaw | Adjustable desk lamp | 62 |
| Harper Palmer | Adjustable desk lamp | 62 |
| Harper Palmer | Adjustable desk lamp | 132 |
| Cameron Carter | Adjustable desk lamp | 62 |
| Cameron Carter | Adjustable desk lamp | 132 |
| Sage Shaw | Adjustable desk lamp | 62 |
| Sage Shaw | Adjustable desk lamp | 132 |
| Riley Palmer | Adjustable desk lamp | 62 |
| Riley Palmer | Adjustable desk lamp | 132 |
| Elliot Palmer | Adjustable desk lamp | 62 |
| Elliot Palmer | Adjustable desk lamp | 132 |
| Emery Palmer | Adjustable desk lamp | 62 |
| Emery Palmer | Adjustable desk lamp | 132 |
Drew Hayes2 products11 egos
Generated record ID: demo-115
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 | 62 |
| Rowan Hayes | Adjustable desk lamp | 97 |
| Sage Brooks | Adjustable desk lamp | 62 |
| Casey Reed | Adjustable desk lamp | 97 |
| Casey Reed | Bamboo drawer divider | 97 |
| Cameron Shaw | Adjustable desk lamp | 62 |
| Harper Palmer | Adjustable desk lamp | 62 |
| Harper Palmer | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 62 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Avery Bennett | Adjustable desk lamp | 62 |
| Avery Bennett | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 62 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 62 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 62 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Bamboo drawer divider | 97 |
| Emery Palmer | Adjustable desk lamp | 62 |
| Emery Palmer | Adjustable desk lamp | 97 |
| Emery Palmer | Bamboo drawer divider | 97 |
Harper Palmer6 products11 egos
Generated record ID: demo-162
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) |
|---|---|---|
| Quinn Reed | Compact phone stand | 160 |
| Rowan Hayes | Adjustable desk lamp | 97 |
| Sage Foster | Metal bookends | 20 |
| Casey Reed | Adjustable desk lamp | 97 |
| Casey Reed | Felt desk organizer | 146 |
| Cameron Shaw | Portable picnic blanket | 160 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Avery Bennett | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Felt desk organizer | 146 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Felt desk organizer | 146 |
| Elliot Palmer | Metal bookends | 20 |
| Elliot Palmer | Portable picnic blanket | 160 |
| Emery Palmer | Adjustable desk lamp | 97 |
| Emery Palmer | Compact phone stand | 160 |
| Emery Palmer | Felt desk organizer | 146 |
| Emery Palmer | Metal bookends | 20 |
| Emery Palmer | Silicone spatula set | 132 |
Avery Reed3 products11 egos
Generated record ID: demo-177
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 |
| Sage Brooks | Canvas tote bag | 20 |
| Casey Reed | Adjustable desk lamp | 97 |
| Cameron Shaw | Portable picnic blanket | 167 |
| Harper Palmer | Adjustable desk lamp | 97 |
| Harper Palmer | Portable picnic blanket | 167 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Avery Bennett | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Portable picnic blanket | 167 |
| Emery Palmer | Adjustable desk lamp | 97 |
Casey Reed5 products11 egos
Generated record ID: demo-178
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) |
|---|---|---|
| Quinn Reed | Reusable water bottle | 20 |
| Quinn Reed | Stainless tea infuser | 55 |
| Rowan Hayes | Adjustable desk lamp | 132 |
| Cameron Hayes | Adjustable desk lamp | 132 |
| Cameron Shaw | Stainless tea infuser | 55 |
| Harper Palmer | Adjustable desk lamp | 132 |
| Harper Palmer | Felt desk organizer | 160 |
| Cameron Carter | Adjustable desk lamp | 132 |
| Avery Bennett | Adjustable desk lamp | 132 |
| Sage Shaw | Adjustable desk lamp | 132 |
| Sage Shaw | Stainless tea infuser | 55 |
| Riley Palmer | Adjustable desk lamp | 132 |
| Riley Palmer | Felt desk organizer | 160 |
| Riley Palmer | Stainless tea infuser | 55 |
| Elliot Palmer | Adjustable desk lamp | 132 |
| Elliot Palmer | Felt desk organizer | 160 |
| Elliot Palmer | Bamboo drawer divider | 48 |
| Elliot Palmer | Stainless tea infuser | 55 |
| Emery Palmer | Adjustable desk lamp | 132 |
| Emery Palmer | Felt desk organizer | 160 |
| Emery Palmer | Bamboo drawer divider | 48 |
| Emery Palmer | Stainless tea infuser | 55 |
Cameron Reed4 products11 egos
Generated record ID: demo-179
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 | 83 |
| Sage Foster | Metal bookends | 27 |
| Sage Brooks | Canvas tote bag | 55 |
| Casey Reed | Adjustable desk lamp | 83 |
| Harper Palmer | Adjustable desk lamp | 83 |
| Harper Palmer | Metal bookends | 27 |
| Cameron Carter | Adjustable desk lamp | 83 |
| Avery Bennett | Adjustable desk lamp | 83 |
| Sage Shaw | Adjustable desk lamp | 83 |
| Sage Shaw | Cotton oven mitts | 97 |
| Riley Palmer | Adjustable desk lamp | 83 |
| Elliot Palmer | Adjustable desk lamp | 83 |
| Elliot Palmer | Metal bookends | 27 |
| Elliot Palmer | Cotton oven mitts | 97 |
| Emery Palmer | Adjustable desk lamp | 83 |
| Emery Palmer | Metal bookends | 27 |
| Emery Palmer | Cotton oven mitts | 97 |
Drew Reed2 products11 egos
Generated record ID: demo-181
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 |
| Rowan Hayes | Adjustable desk lamp | 153 |
| Cameron Hayes | Adjustable desk lamp | 153 |
| Casey Reed | Adjustable desk lamp | 97 |
| Casey Reed | Adjustable desk lamp | 153 |
| Cameron Shaw | Portable picnic blanket | 174 |
| Harper Palmer | Adjustable desk lamp | 97 |
| Harper Palmer | Adjustable desk lamp | 153 |
| Harper Palmer | Portable picnic blanket | 174 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 153 |
| Avery Bennett | Adjustable desk lamp | 97 |
| Avery Bennett | Adjustable desk lamp | 153 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 153 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Portable picnic blanket | 174 |
| Emery Palmer | Adjustable desk lamp | 97 |
| Emery Palmer | Adjustable desk lamp | 153 |
Lee Reed3 products11 egos
Generated record ID: demo-189
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 | 69 |
| Sage Brooks | Adjustable desk lamp | 69 |
| Casey Reed | Bamboo drawer divider | 62 |
| Cameron Shaw | Adjustable desk lamp | 69 |
| Cameron Shaw | Portable picnic blanket | 160 |
| Harper Palmer | Adjustable desk lamp | 69 |
| Harper Palmer | Portable picnic blanket | 160 |
| Cameron Carter | Adjustable desk lamp | 69 |
| Avery Bennett | Adjustable desk lamp | 69 |
| Sage Shaw | Adjustable desk lamp | 69 |
| Riley Palmer | Adjustable desk lamp | 69 |
| Elliot Palmer | Adjustable desk lamp | 69 |
| Elliot Palmer | Bamboo drawer divider | 62 |
| Elliot Palmer | Portable picnic blanket | 160 |
| Emery Palmer | Adjustable desk lamp | 69 |
| Emery Palmer | Bamboo drawer divider | 62 |
Casey Shaw4 products11 egos
Generated record ID: demo-200
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) |
|---|---|---|
| Quinn Reed | Compact phone stand | 153 |
| Rowan Hayes | Adjustable desk lamp | 132 |
| Cameron Hayes | Adjustable desk lamp | 132 |
| Casey Reed | Adjustable desk lamp | 132 |
| Casey Reed | Bamboo drawer divider | 55 |
| Harper Palmer | Adjustable desk lamp | 132 |
| Harper Palmer | Compact phone stand | 153 |
| Harper Palmer | Silicone spatula set | 125 |
| Cameron Carter | Adjustable desk lamp | 132 |
| Avery Bennett | Adjustable desk lamp | 132 |
| Sage Shaw | Adjustable desk lamp | 132 |
| Riley Palmer | Adjustable desk lamp | 132 |
| Elliot Palmer | Adjustable desk lamp | 132 |
| Elliot Palmer | Bamboo drawer divider | 55 |
| Emery Palmer | Adjustable desk lamp | 132 |
| Emery Palmer | Compact phone stand | 153 |
| Emery Palmer | Bamboo drawer divider | 55 |
| Emery Palmer | Silicone spatula set | 125 |
Cameron Shaw4 products11 egos
Generated record ID: demo-201
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) |
|---|---|---|
| Quinn Reed | Stainless tea infuser | 48 |
| Sage Brooks | Adjustable desk lamp | 20 |
| Sage Brooks | Canvas tote bag | 139 |
| Cameron Hayes | Canvas tote bag | 139 |
| Casey Reed | Stainless tea infuser | 48 |
| Harper Palmer | Portable picnic blanket | 160 |
| Cameron Carter | Adjustable desk lamp | 20 |
| Avery Bennett | Adjustable desk lamp | 20 |
| Sage Shaw | Stainless tea infuser | 48 |
| Riley Palmer | Stainless tea infuser | 48 |
| Elliot Palmer | Stainless tea infuser | 48 |
| Elliot Palmer | Portable picnic blanket | 160 |
| Emery Palmer | Stainless tea infuser | 48 |
Cameron Carter1 products11 egos
Generated record ID: demo-47
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 | 48 |
| Rowan Hayes | Adjustable desk lamp | 111 |
| Sage Brooks | Adjustable desk lamp | 48 |
| Cameron Hayes | Adjustable desk lamp | 153 |
| Casey Reed | Adjustable desk lamp | 111 |
| Casey Reed | Adjustable desk lamp | 153 |
| Cameron Shaw | Adjustable desk lamp | 48 |
| Harper Palmer | Adjustable desk lamp | 48 |
| Harper Palmer | Adjustable desk lamp | 111 |
| Avery Bennett | Adjustable desk lamp | 48 |
| Avery Bennett | Adjustable desk lamp | 111 |
| Avery Bennett | Adjustable desk lamp | 153 |
| Sage Shaw | Adjustable desk lamp | 48 |
| Sage Shaw | Adjustable desk lamp | 111 |
| Riley Palmer | Adjustable desk lamp | 48 |
| Riley Palmer | Adjustable desk lamp | 111 |
| Riley Palmer | Adjustable desk lamp | 153 |
| Elliot Palmer | Adjustable desk lamp | 48 |
| Elliot Palmer | Adjustable desk lamp | 111 |
| Emery Palmer | Adjustable desk lamp | 48 |
| Emery Palmer | Adjustable desk lamp | 111 |
| Emery Palmer | Adjustable desk lamp | 153 |
Riley Ellis1 products11 egos
Generated record ID: demo-84
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 | 90 |
| Sage Brooks | Adjustable desk lamp | 34 |
| Casey Reed | Adjustable desk lamp | 90 |
| Cameron Shaw | Adjustable desk lamp | 34 |
| Harper Palmer | Adjustable desk lamp | 90 |
| Cameron Carter | Adjustable desk lamp | 34 |
| Cameron Carter | Adjustable desk lamp | 90 |
| Avery Bennett | Adjustable desk lamp | 34 |
| Avery Bennett | Adjustable desk lamp | 90 |
| Sage Shaw | Adjustable desk lamp | 34 |
| Sage Shaw | Adjustable desk lamp | 90 |
| Riley Palmer | Adjustable desk lamp | 90 |
| Elliot Palmer | Adjustable desk lamp | 34 |
| Elliot Palmer | Adjustable desk lamp | 90 |
| Emery Palmer | Adjustable desk lamp | 90 |
Jamie Bennett2 products11 egos
Generated record ID: demo-9
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) |
|---|---|---|
| Quinn Reed | Compact phone stand | 167 |
| Rowan Hayes | Adjustable desk lamp | 69 |
| Sage Brooks | Adjustable desk lamp | 69 |
| Cameron Shaw | Adjustable desk lamp | 69 |
| Harper Palmer | Adjustable desk lamp | 69 |
| Harper Palmer | Compact phone stand | 167 |
| Cameron Carter | Adjustable desk lamp | 69 |
| Avery Bennett | Adjustable desk lamp | 69 |
| Sage Shaw | Adjustable desk lamp | 69 |
| Riley Palmer | Adjustable desk lamp | 69 |
| Elliot Palmer | Adjustable desk lamp | 69 |
| Emery Palmer | Adjustable desk lamp | 69 |
| Emery Palmer | Compact phone stand | 167 |
Alex Bennett1 products10 egos
Generated record ID: demo-0
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 | 62 |
| Sage Brooks | Adjustable desk lamp | 62 |
| Cameron Shaw | Adjustable desk lamp | 62 |
| Harper Palmer | Adjustable desk lamp | 62 |
| Cameron Carter | Adjustable desk lamp | 62 |
| Avery Bennett | Adjustable desk lamp | 62 |
| Sage Shaw | Adjustable desk lamp | 62 |
| Riley Palmer | Adjustable desk lamp | 62 |
| Elliot Palmer | Adjustable desk lamp | 62 |
| Emery Palmer | Adjustable desk lamp | 62 |
Casey Hayes3 products10 egos
Generated record ID: demo-112
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 | Cotton throw blanket | 160 |
| Sage Brooks | Adjustable desk lamp | 41 |
| Sage Brooks | Canvas tote bag | 125 |
| Sage Brooks | Canvas tote bag | 132 |
| Sage Brooks | Cotton throw blanket | 160 |
| Cameron Hayes | Canvas tote bag | 125 |
| Cameron Hayes | Canvas tote bag | 132 |
| Cameron Shaw | Adjustable desk lamp | 41 |
| Cameron Shaw | Canvas tote bag | 125 |
| Cameron Shaw | Canvas tote bag | 132 |
| Harper Palmer | Adjustable desk lamp | 41 |
| Cameron Carter | Adjustable desk lamp | 41 |
| Avery Bennett | Adjustable desk lamp | 41 |
| Avery Bennett | Cotton throw blanket | 160 |
| Sage Shaw | Adjustable desk lamp | 41 |
| Elliot Palmer | Adjustable desk lamp | 41 |
| Emery Palmer | Adjustable desk lamp | 41 |
Quinn Lane1 products10 egos
Generated record ID: demo-148
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 | 139 |
| Cameron Hayes | Adjustable desk lamp | 139 |
| Casey Reed | Adjustable desk lamp | 139 |
| Harper Palmer | Adjustable desk lamp | 139 |
| Cameron Carter | Adjustable desk lamp | 139 |
| Avery Bennett | Adjustable desk lamp | 139 |
| Sage Shaw | Adjustable desk lamp | 139 |
| Riley Palmer | Adjustable desk lamp | 139 |
| Elliot Palmer | Adjustable desk lamp | 139 |
| Emery Palmer | Adjustable desk lamp | 139 |
Rowan Lane2 products10 egos
Generated record ID: demo-151
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 | 62 |
| Rowan Hayes | Glass storage jars | 104 |
| Sage Brooks | Adjustable desk lamp | 62 |
| Cameron Shaw | Adjustable desk lamp | 62 |
| Harper Palmer | Adjustable desk lamp | 62 |
| Cameron Carter | Adjustable desk lamp | 62 |
| Avery Bennett | Adjustable desk lamp | 62 |
| Sage Shaw | Adjustable desk lamp | 62 |
| Riley Palmer | Adjustable desk lamp | 62 |
| Elliot Palmer | Adjustable desk lamp | 62 |
| Emery Palmer | Adjustable desk lamp | 62 |
Drew Palmer1 products10 egos
Generated record ID: demo-159
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 | 132 |
| Cameron Hayes | Adjustable desk lamp | 132 |
| Casey Reed | Adjustable desk lamp | 132 |
| Harper Palmer | Adjustable desk lamp | 132 |
| Cameron Carter | Adjustable desk lamp | 132 |
| Avery Bennett | Adjustable desk lamp | 132 |
| Sage Shaw | Adjustable desk lamp | 132 |
| Riley Palmer | Adjustable desk lamp | 132 |
| Elliot Palmer | Adjustable desk lamp | 132 |
| Emery Palmer | Adjustable desk lamp | 132 |
Quinn Bennett1 products10 egos
Generated record ID: demo-16
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 | 83 |
| Sage Brooks | Adjustable desk lamp | 83 |
| Casey Reed | Adjustable desk lamp | 83 |
| Harper Palmer | Adjustable desk lamp | 83 |
| Cameron Carter | Adjustable desk lamp | 83 |
| Avery Bennett | Adjustable desk lamp | 83 |
| Sage Shaw | Adjustable desk lamp | 83 |
| Riley Palmer | Adjustable desk lamp | 83 |
| Elliot Palmer | Adjustable desk lamp | 83 |
| Emery Palmer | Adjustable desk lamp | 83 |
Elliot Palmer9 products10 egos
Generated record ID: demo-160
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) |
|---|---|---|
| Quinn Reed | Stainless tea infuser | 62 |
| Rowan Hayes | Adjustable desk lamp | 90 |
| Casey Reed | Adjustable desk lamp | 90 |
| Casey Reed | Felt desk organizer | 146 |
| Casey Reed | Bamboo drawer divider | 41 |
| Casey Reed | Stainless tea infuser | 62 |
| Cameron Shaw | Stainless tea infuser | 62 |
| Cameron Shaw | Portable picnic blanket | 160 |
| Harper Palmer | Adjustable desk lamp | 90 |
| Harper Palmer | Felt desk organizer | 146 |
| Harper Palmer | Metal bookends | 13 |
| Harper Palmer | Portable picnic blanket | 160 |
| Cameron Carter | Adjustable desk lamp | 90 |
| Avery Bennett | Adjustable desk lamp | 90 |
| Sage Shaw | Adjustable desk lamp | 90 |
| Sage Shaw | Fabric pencil case | 55 |
| Sage Shaw | Stainless tea infuser | 62 |
| Sage Shaw | Cotton oven mitts | 111 |
| Riley Palmer | Adjustable desk lamp | 90 |
| Riley Palmer | Felt desk organizer | 146 |
| Riley Palmer | Stainless tea infuser | 62 |
| Emery Palmer | Adjustable desk lamp | 90 |
| Emery Palmer | Felt desk organizer | 146 |
| Emery Palmer | Metal bookends | 13 |
| Emery Palmer | Bamboo drawer divider | 41 |
| Emery Palmer | Fabric pencil case | 55 |
| Emery Palmer | Clip-on reading light | 55 |
| Emery Palmer | Stainless tea infuser | 62 |
| Emery Palmer | Cotton oven mitts | 111 |
Emery Palmer10 products10 egos
Generated record ID: demo-161
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) |
|---|---|---|
| Quinn Reed | Compact phone stand | 160 |
| Quinn Reed | Stainless tea infuser | 62 |
| Rowan Hayes | Adjustable desk lamp | 97 |
| Rowan Hayes | Adjustable desk lamp | 104 |
| Casey Reed | Adjustable desk lamp | 97 |
| Casey Reed | Adjustable desk lamp | 104 |
| Casey Reed | Felt desk organizer | 153 |
| Casey Reed | Bamboo drawer divider | 55 |
| Casey Reed | Stainless tea infuser | 62 |
| Cameron Shaw | Stainless tea infuser | 62 |
| Harper Palmer | Adjustable desk lamp | 97 |
| Harper Palmer | Adjustable desk lamp | 104 |
| Harper Palmer | Compact phone stand | 160 |
| Harper Palmer | Felt desk organizer | 153 |
| Harper Palmer | Metal bookends | 13 |
| Harper Palmer | Silicone spatula set | 125 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Cameron Carter | Adjustable desk lamp | 104 |
| Avery Bennett | Adjustable desk lamp | 97 |
| Avery Bennett | Adjustable desk lamp | 104 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 104 |
| Sage Shaw | Fabric pencil case | 62 |
| Sage Shaw | Stainless tea infuser | 62 |
| Sage Shaw | Cotton oven mitts | 104 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 104 |
| Riley Palmer | Felt desk organizer | 153 |
| Riley Palmer | Stainless tea infuser | 62 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 104 |
| Elliot Palmer | Felt desk organizer | 153 |
| Elliot Palmer | Metal bookends | 13 |
| Elliot Palmer | Bamboo drawer divider | 55 |
| Elliot Palmer | Fabric pencil case | 62 |
| Elliot Palmer | Clip-on reading light | 76 |
| Elliot Palmer | Stainless tea infuser | 62 |
| Elliot Palmer | Cotton oven mitts | 104 |
Morgan Palmer4 products10 egos
Generated record ID: demo-168
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) |
|---|---|---|
| Quinn Reed | Compact phone stand | 153 |
| Quinn Reed | Reusable water bottle | 27 |
| Rowan Hayes | Adjustable desk lamp | 97 |
| Casey Reed | Adjustable desk lamp | 97 |
| Casey Reed | Reusable water bottle | 27 |
| Casey Reed | Felt desk organizer | 146 |
| Harper Palmer | Adjustable desk lamp | 97 |
| Harper Palmer | Compact phone stand | 153 |
| Harper Palmer | Felt desk organizer | 146 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Avery Bennett | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Riley Palmer | Felt desk organizer | 146 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Felt desk organizer | 146 |
| Emery Palmer | Adjustable desk lamp | 97 |
| Emery Palmer | Compact phone stand | 153 |
| Emery Palmer | Felt desk organizer | 146 |
Parker Palmer4 products10 egos
Generated record ID: demo-169
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 |
| Rowan Hayes | Adjustable desk lamp | 104 |
| Casey Reed | Adjustable desk lamp | 90 |
| Casey Reed | Adjustable desk lamp | 104 |
| Cameron Shaw | Portable picnic blanket | 160 |
| Harper Palmer | Adjustable desk lamp | 90 |
| Harper Palmer | Adjustable desk lamp | 104 |
| Harper Palmer | Metal bookends | 13 |
| Harper Palmer | Silicone spatula set | 125 |
| Harper Palmer | Portable picnic blanket | 160 |
| Cameron Carter | Adjustable desk lamp | 90 |
| Cameron Carter | Adjustable desk lamp | 104 |
| Avery Bennett | Adjustable desk lamp | 90 |
| Avery Bennett | Adjustable desk lamp | 104 |
| Sage Shaw | Adjustable desk lamp | 90 |
| Sage Shaw | Adjustable desk lamp | 104 |
| Riley Palmer | Adjustable desk lamp | 90 |
| Riley Palmer | Adjustable desk lamp | 104 |
| Elliot Palmer | Adjustable desk lamp | 90 |
| Elliot Palmer | Adjustable desk lamp | 104 |
| Elliot Palmer | Metal bookends | 13 |
| Elliot Palmer | Portable picnic blanket | 160 |
| Emery Palmer | Adjustable desk lamp | 90 |
| Emery Palmer | Adjustable desk lamp | 104 |
| Emery Palmer | Metal bookends | 13 |
| Emery Palmer | Silicone spatula set | 125 |
Reese Bennett1 products10 egos
Generated record ID: demo-17
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 | 125 |
| Cameron Hayes | Adjustable desk lamp | 125 |
| Casey Reed | Adjustable desk lamp | 125 |
| Harper Palmer | Adjustable desk lamp | 125 |
| Cameron Carter | Adjustable desk lamp | 125 |
| Avery Bennett | Adjustable desk lamp | 125 |
| Sage Shaw | Adjustable desk lamp | 125 |
| Riley Palmer | Adjustable desk lamp | 125 |
| Elliot Palmer | Adjustable desk lamp | 125 |
| Emery Palmer | Adjustable desk lamp | 125 |
Riley Palmer3 products10 egos
Generated record ID: demo-172
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) |
|---|---|---|
| Quinn Reed | Stainless tea infuser | 48 |
| Rowan Hayes | Adjustable desk lamp | 104 |
| Casey Reed | Adjustable desk lamp | 104 |
| Casey Reed | Felt desk organizer | 146 |
| Casey Reed | Stainless tea infuser | 48 |
| Cameron Shaw | Stainless tea infuser | 48 |
| Harper Palmer | Adjustable desk lamp | 104 |
| Harper Palmer | Felt desk organizer | 146 |
| Cameron Carter | Adjustable desk lamp | 104 |
| Avery Bennett | Adjustable desk lamp | 104 |
| Sage Shaw | Adjustable desk lamp | 104 |
| Sage Shaw | Stainless tea infuser | 48 |
| Elliot Palmer | Adjustable desk lamp | 104 |
| Elliot Palmer | Felt desk organizer | 146 |
| Elliot Palmer | Stainless tea infuser | 48 |
| Emery Palmer | Adjustable desk lamp | 104 |
| Emery Palmer | Felt desk organizer | 146 |
| Emery Palmer | Stainless tea infuser | 48 |
Riley Reed2 products10 egos
Generated record ID: demo-194
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 | 132 |
| Cameron Hayes | Adjustable desk lamp | 132 |
| Casey Reed | Adjustable desk lamp | 132 |
| Casey Reed | Felt desk organizer | 146 |
| Harper Palmer | Adjustable desk lamp | 132 |
| Harper Palmer | Felt desk organizer | 146 |
| Cameron Carter | Adjustable desk lamp | 132 |
| Avery Bennett | Adjustable desk lamp | 132 |
| Sage Shaw | Adjustable desk lamp | 132 |
| Riley Palmer | Adjustable desk lamp | 132 |
| Riley Palmer | Felt desk organizer | 146 |
| Elliot Palmer | Adjustable desk lamp | 132 |
| Elliot Palmer | Felt desk organizer | 146 |
| Emery Palmer | Adjustable desk lamp | 132 |
| Emery Palmer | Felt desk organizer | 146 |
Taylor Reed2 products10 egos
Generated record ID: demo-197
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) |
|---|---|---|
| Quinn Reed | Compact phone stand | 160 |
| Rowan Hayes | Adjustable desk lamp | 97 |
| Casey Reed | Adjustable desk lamp | 97 |
| Harper Palmer | Adjustable desk lamp | 97 |
| Harper Palmer | Compact phone stand | 160 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Avery Bennett | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Emery Palmer | Adjustable desk lamp | 97 |
| Emery Palmer | Compact phone stand | 160 |
Alex Shaw3 products10 egos
Generated record ID: demo-198
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 | 97 |
| Cameron Hayes | Ceramic planter | 6 |
| Casey Reed | Adjustable desk lamp | 97 |
| Harper Palmer | Adjustable desk lamp | 97 |
| Harper Palmer | Silicone spatula set | 132 |
| Cameron Carter | Adjustable desk lamp | 97 |
| Avery Bennett | Adjustable desk lamp | 97 |
| Sage Shaw | Adjustable desk lamp | 97 |
| Riley Palmer | Adjustable desk lamp | 97 |
| Elliot Palmer | Adjustable desk lamp | 97 |
| Emery Palmer | Adjustable desk lamp | 97 |
| Emery Palmer | Silicone spatula set | 132 |
Complete means product windows covered for captured five-star seed reviews. Seed histories may be truncated. Counts are public-trace evidence, not fraud probabilities.
PRODUCT-TIME STRUCTURE
Observed product bursts
| Product | Reviews | Reviewers | Window span | Corroboration mass |
|---|---|---|---|---|
| Adjustable desk lamp | 39 | 36 | 53 days | 363 |
| Adjustable desk lamp | 20 | 20 | 56 days | 177 |
| Stainless tea infuser | 17 | 17 | 20 days | 156 |
| Adjustable desk lamp | 19 | 19 | 56 days | 137 |
| Compact phone stand | 16 | 16 | 17 days | 128 |
| Felt desk organizer | 15 | 15 | 21 days | 126 |
| Metal bookends | 13 | 13 | 18 days | 107 |
| Bamboo drawer divider | 11 | 11 | 56 days | 103 |
| Fabric pencil case | 14 | 14 | 14 days | 102 |
| Portable picnic blanket | 10 | 10 | 50 days | 98 |
| Cotton oven mitts | 8 | 8 | 17 days | 68 |
| Reusable water bottle | 8 | 8 | 20 days | 67 |
Mass sums corroboration counts within an observed cluster. It is not a probability.
Search history
A reviewer’s history can be examined without producing an eligible ego. 17 of the 20 examined histories produced eligible egos with complete product-window coverage in this generated example.
| Step | Reviewer whose history we examined | Neighbors | Reviewers reached |
|---|---|---|---|
| 1 | Riley Bennett | 9 | 10 |
| 2 | Dana Brooks | 0 | 10 |
| 3 | Cameron Brooks | 4 | 13 |
| 4 | Quinn Reed | 36 | 43 |
| 5 | Avery Foster | 7 | 43 |
| 6 | Rowan Hayes | 61 | 85 |
| 7 | Riley Foster | 0 | 85 |
| 8 | Sage Foster | 13 | 88 |
| 9 | Sage Brooks | 56 | 114 |
| 10 | Alex Hayes | 0 | 114 |
| 11 | Cameron Hayes | 38 | 118 |
| 12 | Casey Reed | 70 | 122 |
| 13 | Cameron Shaw | 58 | 123 |
| 14 | Harper Palmer | 79 | 126 |
| 15 | Cameron Carter | 68 | 126 |
| 16 | Avery Bennett | 67 | 126 |
| 17 | Sage Shaw | 69 | 129 |
| 18 | Riley Palmer | 66 | 129 |
| 19 | Elliot Palmer | 77 | 130 |
| 20 | Emery Palmer | 85 | 131 |
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 →