Text Summarization in SpaCy and Python

In this tutorial on Natural language processing we will be learning about Text/Document Summarization in Spacy.
How to summarized a text or document with spacy and python in a simple way.

Code For this Video:

Udemy Course: Awesome Tools For NLP

===Written Tuts==
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J-Secur1ty JCharisTech

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[manojthanu]

how to apply text summary for a entire data frame (multiple rows and columns

[pankajsaini]

hey, i got a syntex error in word frequency cell.Please would u like to help me.i also found you have to change your variables that hold string , just pass them in unicode function.
doc =unicode("your string")

[samutsari]

which is better in text summary -- spacy or NLTK? thanks

[AnAN-bnol]

what summarization method is that? using word frequency I reckon: ignore stopwords, determine top word, select top words, select top sentences

[MuhammadAli-ieps]

def text_summarizer(raw_docx):
raw_text = raw_docx
raw_docx = nlp(raw_text)
stopwords = list(STOP_WORDS)

i have error, on raw_text and raw_docx, please solve this problem?

[manjulasrihari]

Hai bro i have text data so i want print author name, sur name, book title, edition, year i want print so how can i add new entity s

[MuhammadAli-ieps]

can you please upload python code here? i have facing some bugs in .py.

[NAChannelOK]

Does it work for summaries in Spanish?
Should something be modified?

[notapixiegal]

Can you please explain the line if len(sent.text.split(' '))<30:

[charurawat]

where did you write the code? jyupter/spyder??

[rabiashah]

I am having an error saying that "spacy_summarizer" module not found

[MuhammadAli-ieps]

getting this error on nlp = spacy.load('en')

OSError Traceback (most recent call last)
in <module>
----> 1 nlp = spacy.load('en')

in load(name, **overrides)
28 if depr_path not in (True, False, None):
29 warnings.warn(Warnings.W001.format(path=depr_path), DeprecationWarning)
---> 30 return util.load_model(name, **overrides)
31
32

in load_model(name, **overrides)
173 elif hasattr(name, "exists"): # Path or Path-like to model data
174 return load_model_from_path(name, **overrides)
--> 175 raise
176
177

OSError: [E050] Can't find model 'en'. It doesn't seem to be a shortcut link, a Python package or a valid path to a data directory.

[opalkabert]

J-Secur1ty
how is spacy Text Summarization performance compare with sumy package?