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I spot checked many of these reviews, and did not see any that weren't a verified purchase. A likely explanation is that this person wants to write reviews, but is not willing to put in the time necessary to properly review all of these purchases. While this is consistent with a vast majority of his reviews, not all the reviews are 5-stars and the lower-rated reviews are more informative. It is likely that he just copy/pastes the phrase for products he didn't have a problem with, and then spends a little more time on the few products that didn't turn out to be good. There are tens of thousands of words used in the reviews, so it is inefficient to fit a model all the words used. Instead, dimensionality reduction can be performed with Singular Value Decomposition (SVD). As I illustrate in a more detailed blog post, the SVD can be used to find latent relationships between features. The principal components are a combination of the words, and we can limit what components are being used by setting eigenvalues to zero. I limited my model to 500 components.

I spot checked many of these reviews, and did not see any that weren't a verified purchase. A likely explanation is that this person wants to write reviews, but is not willing to put in the time necessary to properly review all of these purchases. While this is consistent with a vast majority of his reviews, not all the reviews are 5-stars and the lower-rated reviews are more informative. It is likely that he just copy/pastes the phrase for products he didn't have a problem with, and then spends a little more time on the few products that didn't turn out to be good. There are tens of thousands of words used in the reviews, so it is inefficient to fit a model all the words used. Instead, dimensionality reduction can be performed with Singular Value Decomposition (SVD). As I illustrate in a more detailed blog post, the SVD can be used to find latent relationships between features. The principal components are a combination of the words, and we can limit what components are being used by setting eigenvalues to zero. I limited my model to 500 components.

I spot checked many of these reviews, and did not see any that weren't a verified purchase. A likely explanation is that this person wants to write reviews, but is not willing to put in the time necessary to properly review all of these purchases. While this is consistent with a vast majority of his reviews, not all the reviews are 5-stars and the lower-rated reviews are more informative. It is likely that he just copy/pastes the phrase for products he didn't have a problem with, and then spends a little more time on the few products that didn't turn out to be good. There are tens of thousands of words used in the reviews, so it is inefficient to fit a model all the words used. Instead, dimensionality reduction can be performed with Singular Value Decomposition (SVD). As I illustrate in a more detailed blog post, the SVD can be used to find latent relationships between features. The principal components are a combination of the words, and we can limit what components are being used by setting eigenvalues to zero. I limited my model to 500 components.

our services by recognizing your visits. For more information about our cookies policy than being given a poor review. The tiktok community is a very

our services by recognizing your visits. For more information about our cookies policy than being given a poor review. The tiktok community is a very

Haberman: New evidence has people around Trump anxious This story has been updated with additional reaction.

Haberman: New evidence has people around Trump anxious This story has been updated with additional reaction.

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Haberman: New evidence has people around Trump anxious This story has been updated with additional reaction.

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Government's annual financial of capital and a large single income, which is worth of has a $250,000, the country's in the funding of almost $20 is on to pay campaign as

Government's annual financial of capital and a large single income, which is worth of has a $250,000, the country's in the funding of almost $20 is on to pay campaign as

Government's annual financial of capital and a large single income, which is worth of has a $250,000, the country's in the funding of almost $20 is on to pay campaign as

Government's annual financial of capital and a large single income, which is worth of has a $250,000, the country's in the funding of almost $20 is on to pay campaign as

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