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Implement hero.describe(s), Closes #166 #168

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Implement hero.describe(s), Closes #166 #168

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henrifroese
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@henrifroese henrifroese commented Aug 26, 2020 •
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Straightforward implementation of description in #166 .

Example:

>>> import texthero as hero
>>> import pandas as pd
>>> df = pd.read_csv("https://raw.githubusercontent.com/jbesomi/texthero/master/dataset/bbcsport.csv")
>>> hero.describe(df["text"], df["topic"])
                                                                                              Value
number of documents                                                                             737
number of unique documents                                                                      727
number of missing documents                                                                       0
most common words                                          [the, to, a, in, and, of, for, ", I, is]
most common words excluding stopwords             [said, first, england, game, one, year, two, w...
average document length                                                                     387.803
length of shortest document                                                                     119
length of longest document                                                                     1855
standard deviation of document lengths                                                      210.728
25th percentile document lengths                                                                241
50th percentile document lengths                                                                340
75th percentile document lengths                                                                494
label distribution                     football                                            0.359566
                                       rugby                                               0.199457
                                       cricket                                              0.16825
                                       athletics                                           0.137042
                                       tennis                                              0.135685

Screenshot of pretty-printed output from Google Colab:

Screenshot from 2020-08-26 15-41-24

Note: only so many lines changed because this builds upon #157

mk2510 and others added 16 commits August 18, 2020 22:06
@mk2510 @henrifroese
added MultiIndex DF support
fa342a9 
suport MultiIndex as function parameter

returns MultiIndex, where Representation was returned

* missing: correct test


Co-authored-by: Henri Froese <hf2000510@gmail.com>
@henrifroese
beginning with tests
59a9f8c
@mk2510 @henrifroese
implemented correct sparse support
19c52de 
*missing: test adopting for new types


Co-authored-by: Henri Froese <hf2000510@gmail.com>
@mk2510
Merge branch 'master_upstream' into change_representation_to_multicolumn
66e566c
@mk2510
added back list() and rm .tolist()
41f55a8
@mk2510
rm .tolist() and added list()
217611a
@mk2510
Adopted the test to the new dataframes
6a3b56d
@mk2510
wrong format
b8ff561
@henrifroese
Address most review comments.
e3af2f9
@henrifroese
Add more unittests for representation
77ad80e
@henrifroese @mk2510
- Update _types.py with DocumentTermDF
f7eb7c3 
- add functionality for decorator @InputSeries to handle several allowed input types
- Add typing decorator/hints to representation.py
- add tests for _types DocumentTermDF

Co-authored-by: Maximilian Krahn <maximilian.krahn@icloud.com>
@henrifroese
Fix DocumentTermDF example DataFrame column names
4937a4f
@henrifroese @mk2510
Implement hero.describe
5fc720c 
Co-authored-by: Maximilian Krahm <maximilian.krahn@icloud.com>
@henrifroese
Change hero.describe to return DataFrame for pretty-printing in Noteb…
55dcd7f 
…ooks
@mk2510
Auto stash before merge of "hero_describe_function" and "origin/hero_…
f3bbc08 
…describe_function"
@mk2510 @henrifroese
Add tests for hero.describe
9e72c85 
Co-authored-by: Henri Froese <henri.froese@yahoo.com>
@henrifroese henrifroese added the enhancement New feature or request label Aug 26, 2020
@henrifroese henrifroese mentioned this pull request Aug 28, 2020
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@mk2510 mk2510 mentioned this pull request Sep 6, 2020
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@jbesomi jbesomi marked this pull request as draft September 14, 2020 16:04
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mk2510 commented Sep 22, 2020

this branch is now based on the master and ready for review/to be merged 🦸 🦸‍♂️ 🦸‍♀️

@mk2510 mk2510 marked this pull request as ready for review September 22, 2020 12:57
@k0pernicus k0pernicus mentioned this pull request Dec 4, 2020
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jbesomi commented Apr 8, 2021

Amazing, will check soon and let you know! 🎉 🎉

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