GitHub user maximerihouey opened a pull request:
https://github.com/apache/spark/pull/15503
Fix example of tf_idf with minDocFreq
## What changes were proposed in this pull request?
The python example for tf_idf with the parameter "minDocFreq" is not
properly set up because the same variable is used to transform the document for
both with and without the "minDocFreq" parameter.
The IDF(minDocFreq=2) is stored in the variable "idfIgnore" but then it is
the original variable "idf" used to transform the "tf" instead of the
"idfIgnore".
## How was this patch tested?
Before the results for "tfidf" and "tfidfIgnore" were the same:
tfidf:
(1048576,[1046921],[3.75828890549])
(1048576,[1046920],[3.75828890549])
(1048576,[1046923],[3.75828890549])
(1048576,[892732],[3.75828890549])
(1048576,[892733],[3.75828890549])
(1048576,[892734],[3.75828890549])
tfidfIgnore:
(1048576,[1046921],[3.75828890549])
(1048576,[1046920],[3.75828890549])
(1048576,[1046923],[3.75828890549])
(1048576,[892732],[3.75828890549])
(1048576,[892733],[3.75828890549])
(1048576,[892734],[3.75828890549])
After the fix those are how they should be:
tfidf:
(1048576,[1046921],[3.75828890549])
(1048576,[1046920],[3.75828890549])
(1048576,[1046923],[3.75828890549])
(1048576,[892732],[3.75828890549])
(1048576,[892733],[3.75828890549])
(1048576,[892734],[3.75828890549])
tfidfIgnore:
(1048576,[1046921],[0.0])
(1048576,[1046920],[0.0])
(1048576,[1046923],[0.0])
(1048576,[892732],[0.0])
(1048576,[892733],[0.0])
(1048576,[892734],[0.0])
You can merge this pull request into a Git repository by running:
$ git pull https://github.com/maximerihouey/spark patch-1
Alternatively you can review and apply these changes as the patch at:
https://github.com/apache/spark/pull/15503.patch
To close this pull request, make a commit to your master/trunk branch
with (at least) the following in the commit message:
This closes #15503
----
commit d8f3ce53851b04303cf0639fb8de3261b0b56dad
Author: Maxime Rihouey <[email protected]>
Date: 2016-10-15T22:13:41Z
Fix example of tf_idf with minDocFreq
The IDF(minDocFreq=2) is stored in the variable "idfIgnore" but then it is
the original variable "idf" used to transform the "tf" instead of the
"idfIgnore".
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