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ATTITUDE Hypoallergenic Window & Mirror Cleaner, Citrus Zest, 27.1 Fluid Ounce
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This report was last updated 1/8/2023.
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Report Info:
Note: We only analyze "reviews" and ignore one-tap "ratings".

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Report Card
Pass Overall Grade
FAIL
Unverified Purchases

FAIL
Suspicious Reviewers

FAIL
Word Count Comparison

PASS
Rating Trend

PASS
Phrase Repetition

PASS
Overlapping Review History

PASS
Reviewer Ease

PASS
Brand Repeats

PASS
Incentivized Reviews

PASS
Deleted Reviews

N/A
Reviewer Participation

Most Trusted Reviews
Excellent! No streaks (and not tested on animals) [Go to full review]
Mar 13, 2017
100%
TRUST
TRUST
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Verified Purchaser
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Take-Back Reviewer (3 deleted Reviews; avg. rating: 5.0)
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Overlapping Review History: reviewed 2 of 9 top products
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Easy Grader (avg. rating: 4.8)
Least Trusted Reviews
I also found this product to leave my mirrors a ... [Go to full review]
Sep 7, 2019
0%
TRUST
TRUST
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Unverified Purchaser
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Overrepresented word count (35 words)
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Critical Reviewer (avg. rating: 2.4)
Analysis Details
Fail
Unverified Purchases

2 of the 671 total reviews for this product are unverified purchases. The unverified purchasers have rated this product an average of 1.5 while the verified purchasers have rated this product an average of 4.4. Based on our statistical modeling, the discrepancy in average rating between these two groups is significant enough to believe that the difference is not due to random chance, and may indicate that there are unnatural reviews.
Unverified purchases may be the result of Kindle Unlimited readers, buyers who didn't pay full price, or reviewers who did not purchase the product at Amazon. Read more about our Unverified Purchases test.
Fail
Suspicious Reviewers

Take-Back Reviewers
Approximately 45% of reviewers have had at least one of their past reviews for another product deleted. The Take-Back Reviewers have rated this product an average of 4.7 while the reviewers who don't have any deleted reviews in their history have rated this product an average of 3.6. Based on our statistical modeling, the discrepancy in average rating between these two groups is significant enough to believe that the difference is not due to random chance, and may indicate that there are unnatural reviews.
Fail
Word Count Comparison

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- ~45%
- Have an overrepresented word count
In the graph above, we can see the distribution of review word counts for this product and the expected distribution for this category. We see the following 1 group with a statistically significant greater concentration than what we'd expect to see:In total, we found that approximately 45% are within an overrepresented word count group. These reviews have rated this product an average of 3.3, while all other reviews have rated this product an average of 4.7. Based on our statistical modeling, the discrepancy in average rating between these two groups is significant enough to believe that the difference is not due to random chance, and may indicate that there are unnatural reviews.
Pass
Rating Trend

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- <10%
- Created on high-volume days
We didn't notice any signals that would indicate reviews were created unevenly over time.
Read more about our Rating Trend test.
Read more about our Rating Trend test.
Pass
Phrase Repetition

Reviews that contain one of these phrases are NOT necessarily devalued; read more about how this test works here.
Common Phrases in Reviews:
~10% of reviews
(5.0/5)
(5.0/5)
Common Phrases in Titles:
~10% of reviews
(3.5/5)
(3.5/5)
Less than approximately 10% of reviews use substantial repetitive phrases between them. This is within an acceptable range and it does not appear to be significantly affecting the overall rating for this product.
Pass
Overlapping Review History

Reviewers of this product have ALSO reviewed the following products:
<10% also reviewed:
OXO Good Grips Microfiber Delicate Duster by OXO
<10% also reviewed:
Pogi’s Poop Bags - 10 Rolls (150 Dog Poop Bags)... by Pogi's Pet Supplies
<10% also reviewed:
Puracy Natural Laundry Stain Remover,... by Puracy
<10% also reviewed:
CANDLE WARMERS ETC Pluggable Fragrance Warmer-... by CANDLE WARMERS ETC
<10% also reviewed:
Manu Home Potpourri | Potpourri Bags | Citrus,... by Manu Home
Does not include products
from the same brand
from the same brand
Approximately 25% of reviewers have substantial overlapping product review history. This is within an acceptable range and it does not appear to be significantly affecting the overall rating for this product.
Pass
Reviewer Ease

The ease score is the average rating for all reviews that a given reviewer submits. The average ease score for reviewers of this product is 4.2, while the average ease score for reviewers in this category is 4.3.
4.2 Product's Average Ease Score
4.3 Category's Average Ease Score
Read more about our Reviewer Ease test.
Pass
Brand Repeats

Brand Repeaters
Approximately 20% of reviewers have reviewed other products for this brand. This is within an acceptable range and it does not appear to be significantly affecting the overall rating for this product.
Pass
Incentivized Reviews

On Oct 3, 2016, Amazon prohibited incentivized reviews, however we still test for them since there are still millions in our dataset.
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- <10%
- Admitted to receiving an incentive
We didn't detect any reviews that used language indicating they were incentivized.
Read more about our Incentivized Reviews test. Check out our study showing that Incentivized Reviewers are much more likely to leave a positive review.
Read more about our Incentivized Reviews test. Check out our study showing that Incentivized Reviewers are much more likely to leave a positive review.
Pass
Deleted Reviews

- 0
- Reviews have been deleted
We have not discovered any deleted reviews for this product.
There are a few limitations to keep in mind regarding the Deleted Reviews test:
There are a few limitations to keep in mind regarding the Deleted Reviews test:
- We don't have a magic ability to collect every single deleted review; we can only identify reviews as deleted if we collect them on one date and then notice they are no longer visible on a subsequent date.
- We have no information on reviews that were never published in the first place.
- We also don't know why these reviews were removed. It could be action from the platform, personal decision by the review author, part of an entire account closure, even some data error on our part, etc.