Observed in this example
14 supporting histories, 9 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
14 reviewers connect back to
Emery Palmer.
We examined other reviewers’ histories and found five-star reviews of the same products, posted close in time to this reviewer’s own five-star reviews. The pattern appears across 9 shared products in this generated case.
9products with supporting overlap
0–14 daysbetween the paired five-star reviews
The search examined 20 reviewer histories and found 91 reviewers through their neighborhoods. The records below explain this reviewer’s result. Names and product descriptions are fictional labels for the generated records.
Start with this reviewer’s history 11 generated reviews across 10 products
These are all of this reviewer’s records in the generated panel. The 9 products with supporting overlap are a subset of this 10-product history.
| 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
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 14 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 3. 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 3, 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 3 are set aside for this choice. Their evidence still counts, and their reported corroboration can keep growing beyond 3. 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 14 days apart, including exactly 14 days.
SHARED PRODUCTAdjustable desk lamp8 supporting histories0–14 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer1 day apartRowan Hayeshistory examined
Emery Palmer gave five stars on 2019-04-10, 2019-04-18. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.
| 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 |
| 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 |
| Quinn Foster | 2019-04-225 stars | 2019-04-105 stars | 12 days before | Quinn Foster: not 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 |
| Quinn Foster | 2019-04-225 stars | 2019-04-185 stars | 4 days before | Quinn Foster: 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.
SHARED PRODUCTCompact phone stand2 supporting histories3–11 days apartView all paired recordsOne example pair · both reviews give five starsJamie Palmerhistory examined3 days apartEmery Palmerthis reviewer
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 |
|---|---|---|---|---|
| Jamie Palmer | 2019-06-085 stars | 2019-06-115 stars | 3 days after | Jamie Palmer: 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.
SHARED PRODUCTFelt desk organizer3 supporting histories5–9 days apartView all paired recordsOne example pair · both reviews give five starsElliot Palmerhistory examined9 days apartEmery Palmerthis reviewer
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 |
|---|---|---|---|---|
| Elliot Palmer | 2019-05-315 stars | 2019-06-095 stars | 9 days after | Elliot Palmer: markedEmery Palmer: marked |
| Riley Shaw | 2019-05-315 stars | 2019-06-095 stars | 9 days after | Riley Shaw: markedEmery Palmer: marked |
| Jamie Palmer | 2019-06-145 stars | 2019-06-095 stars | 5 days before | Jamie Palmer: markedEmery Palmer: marked |
“Before” and “after” describe Emery Palmer’s review relative to the paired reviewer’s review. Purchase marks are generated fields, as are the dates and identifiers.
SHARED PRODUCTMetal bookends4 supporting histories1–12 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer12 days apartCameron Reedhistory examined
Emery Palmer gave five stars on 2019-01-20. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.
| 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 |
| Jamie Palmer | 2019-01-255 stars | 2019-01-205 stars | 5 days before | Jamie 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.
SHARED PRODUCTBamboo drawer divider4 supporting histories8–14 days apartView all paired recordsOne example pair · both reviews give five starsElliot Palmerhistory examined14 days apartEmery Palmerthis reviewer
Emery Palmer gave five stars on 2019-03-02. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Elliot Palmer | 2019-02-165 stars | 2019-03-025 stars | 14 days after | Elliot Palmer: markedEmery Palmer: marked |
| Harper Shaw | 2019-02-165 stars | 2019-03-025 stars | 14 days after | Harper Shaw: markedEmery Palmer: marked |
| Jamie Palmer | 2019-02-175 stars | 2019-03-025 stars | 13 days after | Jamie Palmer: markedEmery Palmer: marked |
| Reese Palmer | 2019-02-225 stars | 2019-03-025 stars | 8 days after | Reese Palmer: markedEmery Palmer: marked |
“Before” and “after” describe Emery Palmer’s review relative to the paired reviewer’s review. Purchase marks are generated fields, as are the dates and identifiers.
SHARED PRODUCTFabric pencil case4 supporting histories1–11 days apartView all paired recordsOne example pair · both reviews give five starsElliot Palmerhistory examined7 days apartEmery Palmerthis reviewer
Emery Palmer gave five stars on 2019-03-09. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Riley Shaw | 2019-02-265 stars | 2019-03-095 stars | 11 days after | Riley Shaw: 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 |
| Jamie Palmer | 2019-03-105 stars | 2019-03-095 stars | 1 day before | Jamie Palmer: markedEmery Palmer: marked |
“Before” and “after” describe Emery Palmer’s review relative to the paired reviewer’s review. Purchase marks are generated fields, as are the dates and identifiers.
SHARED PRODUCTClip-on reading light1 supporting history2–2 days apartView all paired recordsOne example pair · both reviews give five starsEmery Palmerthis reviewer2 days apartJamie Palmerhistory examined
Emery Palmer gave five stars on 2019-03-20. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Jamie Palmer | 2019-03-225 stars | 2019-03-205 stars | 2 days before | Jamie Palmer: markedEmery Palmer: marked |
“Before” and “after” describe Emery Palmer’s review relative to the paired reviewer’s review. Purchase marks are generated fields, as are the dates and identifiers.
SHARED PRODUCTStainless tea infuser2 supporting histories1–4 days apartView all paired recordsOne example pair · both reviews give five starsElliot Palmerhistory examined1 day apartEmery Palmerthis reviewer
Emery Palmer gave five stars on 2019-03-07. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Jamie Palmer | 2019-03-035 stars | 2019-03-075 stars | 4 days after | Jamie Palmer: markedEmery Palmer: marked |
| Elliot Palmer | 2019-03-065 stars | 2019-03-075 stars | 1 day after | 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.
SHARED PRODUCTCotton oven mitts4 supporting histories1–9 days apartView all paired recordsOne example pair · both reviews give five starsCameron Reedhistory examined9 days apartEmery Palmerthis reviewer
Emery Palmer gave five stars on 2019-04-19. Each row below pairs one of those reviews with another reviewer’s five-star review of this product. We examined each of those reviewers’ histories during the search.
| Reviewer whose history we examined | Their review date | Emery Palmer’s date | Emery Palmer’s timing | Verified purchase marks |
|---|---|---|---|---|
| Cameron Reed | 2019-04-105 stars | 2019-04-195 stars | 9 days after | Cameron Reed: markedEmery Palmer: marked |
| Jamie Palmer | 2019-04-125 stars | 2019-04-195 stars | 7 days after | Jamie Palmer: markedEmery Palmer: marked |
| Kendall Shaw | 2019-04-205 stars | 2019-04-195 stars | 1 day before | Kendall 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.
Account for all 14 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 ±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 |
| Harper Foster | 2 | Adjustable desk lamp | +1 ego |
| Reese Palmer | 3 | Adjustable desk lamp, Bamboo drawer divider, Fabric pencil case | +1 ego |
| Quinn Foster | 2 | Adjustable desk lamp | +1 ego |
| Jamie Palmer | 9 | Compact phone stand, Felt desk organizer, Metal bookends, Bamboo drawer divider, Fabric pencil case, Clip-on reading light, Stainless tea infuser, Cotton oven mitts | +1 ego |
| Jamie Shaw | 2 | Metal bookends | +1 ego |
| Quinn Bennett | 2 | Adjustable desk lamp | +1 ego |
| Jamie Bennett | 2 | Compact phone stand | +1 ego |
| Kendall Shaw | 2 | Cotton oven mitts | +1 ego |
| Harper Shaw | 5 | Bamboo drawer divider | +1 ego |
| Riley Shaw | 2 | Felt desk organizer, Fabric pencil case | +1 ego |
| Distinct supporting histories | 14 | ||
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 |
| 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
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 3 · ±14 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 windows18seed egos
Highest corroboration14distinct 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.
Emery Palmer9 products14 egos
Generated record ID: demo-161
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 |
| 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 |
| 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 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 104 |
| Jamie Palmer | Compact phone stand | 160 |
| Jamie Palmer | Felt desk organizer | 153 |
| Jamie Palmer | Metal bookends | 13 |
| Jamie Palmer | Bamboo drawer divider | 55 |
| Jamie Palmer | Fabric pencil case | 62 |
| Jamie Palmer | Clip-on reading light | 76 |
| Jamie Palmer | Stainless tea infuser | 62 |
| Jamie Palmer | Cotton oven mitts | 104 |
| Jamie Shaw | Metal bookends | 13 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Jamie Bennett | Compact phone stand | 160 |
| Kendall Shaw | Cotton oven mitts | 104 |
| Harper Shaw | Bamboo drawer divider | 55 |
| Riley Shaw | Felt desk organizer | 153 |
| Riley Shaw | Fabric pencil case | 62 |
Harper Palmer5 products13 egos
Generated record ID: demo-162
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 |
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Jamie Palmer | Compact phone stand | 160 |
| Jamie Palmer | Felt desk organizer | 146 |
| Jamie Palmer | Metal bookends | 20 |
| Jamie Shaw | Metal bookends | 20 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Jamie Bennett | Compact phone stand | 160 |
| Harper Shaw | Portable picnic blanket | 160 |
| Riley Shaw | Felt desk organizer | 146 |
Elliot Palmer8 products11 egos
Generated record ID: demo-160
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 |
| Cameron Reed | Adjustable desk lamp | 90 |
| Cameron Reed | Metal bookends | 13 |
| Riley Ellis | Adjustable desk lamp | 90 |
| Harper Foster | Adjustable desk lamp | 90 |
| Reese Palmer | Bamboo drawer divider | 41 |
| Reese Palmer | Fabric pencil case | 55 |
| Jamie Palmer | Felt desk organizer | 146 |
| Jamie Palmer | Metal bookends | 13 |
| Jamie Palmer | Bamboo drawer divider | 41 |
| Jamie Palmer | Fabric pencil case | 55 |
| Jamie Palmer | Stainless tea infuser | 62 |
| Jamie Shaw | Metal bookends | 13 |
| Jamie Shaw | Stainless tea infuser | 62 |
| Quinn Bennett | Adjustable desk lamp | 90 |
| Kendall Shaw | Cotton oven mitts | 111 |
| Harper Shaw | Bamboo drawer divider | 41 |
| Harper Shaw | Portable picnic blanket | 160 |
| Riley Shaw | Felt desk organizer | 146 |
| Riley Shaw | Fabric pencil case | 55 |
Parker Palmer3 products11 egos
Generated record ID: demo-169
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 |
| 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 |
| Harper Foster | Adjustable desk lamp | 90 |
| Harper Foster | Adjustable desk lamp | 104 |
| Reese Palmer | Adjustable desk lamp | 90 |
| Reese Palmer | Adjustable desk lamp | 104 |
| Quinn Foster | Adjustable desk lamp | 104 |
| Jamie Palmer | Metal bookends | 13 |
| Jamie Shaw | Metal bookends | 13 |
| Quinn Bennett | Adjustable desk lamp | 90 |
| Harper Shaw | Portable picnic blanket | 160 |
Sage Shaw4 products11 egos
Generated record ID: demo-218
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 |
| 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 |
| Harper Foster | Adjustable desk lamp | 90 |
| Reese Palmer | Adjustable desk lamp | 90 |
| Reese Palmer | Fabric pencil case | 55 |
| Jamie Palmer | Fabric pencil case | 55 |
| Jamie Palmer | Stainless tea infuser | 41 |
| Jamie Palmer | Cotton oven mitts | 111 |
| Jamie Shaw | Stainless tea infuser | 41 |
| Quinn Bennett | Adjustable desk lamp | 90 |
| Kendall Shaw | Cotton oven mitts | 111 |
| Riley Shaw | Fabric pencil case | 55 |
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) |
|---|---|---|
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Jamie Palmer | Compact phone stand | 153 |
| Jamie Palmer | Reusable water bottle | 27 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Riley Shaw | Felt desk organizer | 146 |
Sage Palmer4 products10 egos
Generated record ID: demo-174
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 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Reese Palmer | Fabric pencil case | 62 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Jamie Palmer | Metal bookends | 13 |
| Jamie Palmer | Fabric pencil case | 62 |
| Jamie Shaw | Metal bookends | 13 |
| Riley Shaw | Felt desk organizer | 139 |
| Riley Shaw | Fabric pencil case | 62 |
Rowan Hayes2 products9 egos
Generated record ID: demo-129
9 distinct product-window-complete seed egos; 9 observed seed egos.
Observed count, including incomplete coverage: 9
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
Drew Reed2 products9 egos
Generated record ID: demo-181
9 distinct product-window-complete seed egos; 9 observed seed egos.
Observed count, including incomplete coverage: 9
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Quinn Bennett | Adjustable desk lamp | 97 |
| Harper Shaw | Portable picnic blanket | 174 |
Taylor Reed2 products9 egos
Generated record ID: demo-197
9 distinct product-window-complete seed egos; 9 observed seed egos.
Observed count, including incomplete coverage: 9
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Jamie Palmer | Compact phone stand | 160 |
| Jamie Bennett | Compact phone stand | 160 |
Reese Shaw2 products9 egos
Generated record ID: demo-215
9 distinct product-window-complete seed egos; 9 observed seed egos.
Observed count, including incomplete coverage: 9
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Rowan Hayes | Adjustable desk lamp | 90 |
| Cameron Reed | Adjustable desk lamp | 90 |
| Elliot Palmer | Adjustable desk lamp | 90 |
| Elliot Palmer | Fabric pencil case | 48 |
| Riley Ellis | Adjustable desk lamp | 90 |
| Harper Foster | Adjustable desk lamp | 90 |
| Reese Palmer | Adjustable desk lamp | 90 |
| Reese Palmer | Fabric pencil case | 48 |
| Jamie Palmer | Fabric pencil case | 48 |
| Quinn Bennett | Adjustable desk lamp | 90 |
| Riley Shaw | Fabric pencil case | 48 |
Drew Hayes1 products8 egos
Generated record ID: demo-115
8 distinct product-window-complete seed egos; 8 observed seed egos.
Observed count, including incomplete coverage: 8
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Jamie Bennett | Adjustable desk lamp | 62 |
Riley Lane1 products8 egos
Generated record ID: demo-150
8 distinct product-window-complete seed egos; 8 observed seed egos.
Observed count, including incomplete coverage: 8
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Quinn Bennett | Adjustable desk lamp | 97 |
Jamie Palmer7 products8 egos
Generated record ID: demo-163
8 distinct product-window-complete seed egos; 8 observed seed egos.
Observed count, including incomplete coverage: 8
| 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 Palmer | Bamboo drawer divider | 41 |
| Reese Palmer | Fabric pencil case | 62 |
| Jamie Shaw | Metal bookends | 20 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Jamie Bennett | Compact phone stand | 153 |
| Kendall Shaw | Cotton oven mitts | 97 |
| Harper Shaw | Bamboo drawer divider | 41 |
| Riley Shaw | Felt desk organizer | 160 |
| Riley Shaw | Fabric pencil case | 62 |
Riley Palmer3 products8 egos
Generated record ID: demo-172
8 distinct product-window-complete seed egos; 8 observed seed egos.
Observed count, including incomplete coverage: 8
| 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 |
| Harper Foster | Adjustable desk lamp | 104 |
| Reese Palmer | Adjustable desk lamp | 104 |
| Quinn Foster | Adjustable desk lamp | 104 |
| Jamie Palmer | Stainless tea infuser | 48 |
| Jamie Shaw | Stainless tea infuser | 48 |
| Riley Shaw | Felt desk organizer | 146 |
Avery Reed2 products8 egos
Generated record ID: demo-177
8 distinct product-window-complete seed egos; 8 observed seed egos.
Observed count, including incomplete coverage: 8
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Harper Shaw | Portable picnic blanket | 167 |
Cameron Reed3 products8 egos
Generated record ID: demo-179
8 distinct product-window-complete seed egos; 8 observed seed egos.
Observed count, including incomplete coverage: 8
| 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 |
| Jamie Palmer | Metal bookends | 27 |
| Jamie Palmer | Cotton oven mitts | 97 |
| Jamie Shaw | Metal bookends | 27 |
| Quinn Bennett | Adjustable desk lamp | 83 |
| Jamie Bennett | Adjustable desk lamp | 83 |
| Kendall Shaw | Cotton oven mitts | 97 |
Casey Brooks1 products8 egos
Generated record ID: demo-24
8 distinct product-window-complete seed egos; 8 observed seed egos.
Observed count, including incomplete coverage: 8
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
| Quinn Bennett | Adjustable desk lamp | 97 |
Elliot Hayes1 products7 egos
Generated record ID: demo-116
7 distinct product-window-complete seed egos; 7 observed seed egos.
Observed count, including incomplete coverage: 7
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
Quinn Hayes1 products7 egos
Generated record ID: demo-126
7 distinct product-window-complete seed egos; 7 observed seed egos.
Observed count, including incomplete coverage: 7
| 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 |
| Harper Foster | Adjustable desk lamp | 90 |
| Reese Palmer | Adjustable desk lamp | 90 |
| Quinn Bennett | Adjustable desk lamp | 90 |
Lee Palmer4 products7 egos
Generated record ID: demo-167
7 distinct product-window-complete seed egos; 7 observed seed egos.
Observed count, including incomplete coverage: 7
| 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 |
| Reese Palmer | Bamboo drawer divider | 55 |
| Jamie Palmer | Compact phone stand | 160 |
| Jamie Palmer | Bamboo drawer divider | 55 |
| Jamie Palmer | Stainless tea infuser | 48 |
| Jamie Palmer | Cotton oven mitts | 104 |
| Jamie Shaw | Stainless tea infuser | 48 |
| Jamie Bennett | Compact phone stand | 160 |
| Kendall Shaw | Cotton oven mitts | 104 |
Reese Palmer3 products7 egos
Generated record ID: demo-171
7 distinct product-window-complete seed egos; 7 observed seed egos.
Observed count, including incomplete coverage: 7
| 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 |
| Harper Foster | Adjustable desk lamp | 104 |
| Quinn Foster | Adjustable desk lamp | 104 |
| Jamie Palmer | Bamboo drawer divider | 48 |
| Jamie Palmer | Fabric pencil case | 55 |
| Harper Shaw | Bamboo drawer divider | 48 |
| Riley Shaw | Fabric pencil case | 55 |
Alex Shaw1 products7 egos
Generated record ID: demo-198
7 distinct product-window-complete seed egos; 7 observed seed egos.
Observed count, including incomplete coverage: 7
| 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 |
| Harper Foster | Adjustable desk lamp | 97 |
| Reese Palmer | Adjustable desk lamp | 97 |
| Quinn Foster | Adjustable desk lamp | 97 |
Jesse Palmer2 products6 egos
Generated record ID: demo-164
6 distinct product-window-complete seed egos; 6 observed seed egos.
Observed count, including incomplete coverage: 6
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Cameron Reed | Metal bookends | 27 |
| Elliot Palmer | Metal bookends | 27 |
| Elliot Palmer | Fabric pencil case | 62 |
| Reese Palmer | Fabric pencil case | 62 |
| Jamie Palmer | Metal bookends | 27 |
| Jamie Palmer | Fabric pencil case | 62 |
| Jamie Shaw | Metal bookends | 27 |
| Riley Shaw | Fabric pencil case | 62 |
Kendall Palmer4 products6 egos
Generated record ID: demo-166
6 distinct product-window-complete seed egos; 6 observed seed egos.
Observed count, including incomplete coverage: 6
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Elliot Palmer | Fabric pencil case | 55 |
| Elliot Palmer | Stainless tea infuser | 55 |
| Reese Palmer | Fabric pencil case | 55 |
| Jamie Palmer | Compact phone stand | 160 |
| Jamie Palmer | Reusable water bottle | 27 |
| Jamie Palmer | Fabric pencil case | 55 |
| Jamie Palmer | Stainless tea infuser | 55 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Jamie Bennett | Compact phone stand | 160 |
| Riley Shaw | Fabric pencil case | 55 |
Casey Reed4 products6 egos
Generated record ID: demo-178
6 distinct product-window-complete seed egos; 6 observed seed egos.
Observed count, including incomplete coverage: 6
| 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 |
| Reese Palmer | Bamboo drawer divider | 48 |
| Jamie Palmer | Reusable water bottle | 20 |
| Jamie Palmer | Felt desk organizer | 160 |
| Jamie Palmer | Bamboo drawer divider | 48 |
| Jamie Palmer | Stainless tea infuser | 55 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Harper Shaw | Bamboo drawer divider | 48 |
| Riley Shaw | Felt desk organizer | 160 |
Jordan Reed3 products6 egos
Generated record ID: demo-187
6 distinct product-window-complete seed egos; 6 observed seed egos.
Observed count, including incomplete coverage: 6
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Cameron Reed | Metal bookends | 27 |
| Elliot Palmer | Metal bookends | 27 |
| Elliot Palmer | Bamboo drawer divider | 55 |
| Reese Palmer | Bamboo drawer divider | 55 |
| Jamie Palmer | Metal bookends | 27 |
| Jamie Palmer | Bamboo drawer divider | 55 |
| Jamie Palmer | Clip-on reading light | 69 |
| Jamie Shaw | Metal bookends | 27 |
| Harper Shaw | Bamboo drawer divider | 55 |
Dana Shaw1 products6 egos
Generated record ID: demo-202
6 distinct product-window-complete seed egos; 6 observed seed egos.
Observed count, including incomplete coverage: 6
| 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 |
| Harper Foster | Adjustable desk lamp | 90 |
| Quinn Bennett | Adjustable desk lamp | 90 |
Taylor Palmer2 products5 egos
Generated record ID: demo-175
5 distinct product-window-complete seed egos; 5 observed seed egos.
Observed count, including incomplete coverage: 5
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Elliot Palmer | Fabric pencil case | 62 |
| Elliot Palmer | Portable picnic blanket | 167 |
| Reese Palmer | Fabric pencil case | 62 |
| Jamie Palmer | Fabric pencil case | 62 |
| Harper Shaw | Portable picnic blanket | 167 |
| Riley Shaw | Fabric pencil case | 62 |
Rowan Reed2 products5 egos
Generated record ID: demo-195
5 distinct product-window-complete seed egos; 5 observed seed egos.
Observed count, including incomplete coverage: 5
| Reviewer whose history we examined (seed) | Product | Week (day index) |
|---|---|---|
| Cameron Reed | Cotton oven mitts | 111 |
| Elliot Palmer | Stainless tea infuser | 55 |
| Elliot Palmer | Cotton oven mitts | 111 |
| Jamie Palmer | Stainless tea infuser | 55 |
| Jamie Palmer | Cotton oven mitts | 111 |
| Jamie Shaw | Stainless tea infuser | 55 |
| Kendall Shaw | Cotton oven mitts | 111 |
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 | 16 | 16 | 14 days | 139 |
| Adjustable desk lamp | 14 | 14 | 14 days | 111 |
| Fabric pencil case | 14 | 14 | 14 days | 102 |
| Compact phone stand | 15 | 15 | 11 days | 89 |
| Metal bookends | 11 | 11 | 14 days | 88 |
| Stainless tea infuser | 13 | 13 | 14 days | 74 |
| Felt desk organizer | 10 | 10 | 9 days | 68 |
| Portable picnic blanket | 9 | 9 | 13 days | 67 |
| Bamboo drawer divider | 8 | 8 | 14 days | 59 |
| Cotton oven mitts | 7 | 7 | 13 days | 56 |
| Silicone spatula set | 7 | 7 | 11 days | 51 |
| Clip-on reading light | 6 | 6 | 8 days | 38 |
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. 18 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 | 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 | Harper Foster | 25 | 72 |
| 11 | Reese Palmer | 36 | 72 |
| 12 | Quinn Foster | 21 | 74 |
| 13 | Jamie Palmer | 44 | 79 |
| 14 | Alex Reed | 0 | 79 |
| 15 | Jamie Shaw | 21 | 79 |
| 16 | Quinn Bennett | 19 | 81 |
| 17 | Jamie Bennett | 23 | 85 |
| 18 | Kendall Shaw | 8 | 85 |
| 19 | Harper Shaw | 21 | 91 |
| 20 | Riley Shaw | 23 | 91 |
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 →