sumy | Module for automatic summarization of text documents and HTML pages | Natural Language Processing library

 by   miso-belica Python Version: 0.11.0 License: Apache-2.0

kandi X-RAY | sumy Summary

kandi X-RAY | sumy Summary

sumy is a Python library typically used in Artificial Intelligence, Natural Language Processing applications. sumy has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has medium support. You can install using 'pip install sumy' or download it from GitHub, PyPI.

Simple library and command line utility for extracting summary from HTML pages or plain texts. The package also contains simple evaluation framework for text summaries. Implemented summarization methods are described in the documentation. I also maintain a list of alternative implementations of the summarizers in various programming languages.
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            kandi-support Support

              sumy has a medium active ecosystem.
              It has 3172 star(s) with 508 fork(s). There are 112 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 17 open issues and 96 have been closed. On average issues are closed in 93 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of sumy is 0.11.0

            kandi-Quality Quality

              sumy has 0 bugs and 0 code smells.

            kandi-Security Security

              sumy has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              sumy code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              sumy is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              sumy releases are available to install and integrate.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              sumy saves you 1772 person hours of effort in developing the same functionality from scratch.
              It has 3919 lines of code, 477 functions and 70 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed sumy and discovered the below as its top functions. This is intended to give you an instant insight into sumy implemented functionality, and help decide if they suit your requirements.
            • Stem a word
            • Removes punctuation
            • Helper function for converting a word into a string
            • Remove case characters from a word
            • Handles command line arguments
            • Fetch a given URL
            • Get stop words
            • Build a new summarizer
            • Return the sentence tokenizer for the given language
            • Convert an object to bytes
            • Convert an object to bytes
            • Build a summary summarizer
            • Evaluate the cosine similarity between two documents
            • Build a TextRank summarizer
            • Compute the unit overlap between two documents
            • Build lsa
            • Build a Luhn summarizer
            • Build a lex rank summarizer
            • Build a basic summarizer
            • Rate each sentence in a document
            • Calculates the rating of a chunk
            • The list of words in the paragraph
            • List of significant words
            • Compare two sentences
            • Calculate ROUGE - 1
            • Create a document document from the document
            • Return a paragraph representation of the article
            Get all kandi verified functions for this library.

            sumy Key Features

            No Key Features are available at this moment for sumy.

            sumy Examples and Code Snippets

            Notes
            Pythondot img1Lines of Code : 2dot img1no licencesLicense : No License
            copy iconCopy
            export PATH=/usr/local/cuda/bin:$PATH
            THEANO_FLAGS=mode=FAST_RUN,device=gpu,floatX=float32 python lstm_text_generation.py
              
            Summarization (Sumy)
            Pythondot img2Lines of Code : 1dot img2no licencesLicense : No License
            copy iconCopy
            python summarize.py --url https://en.wikipedia.org/wiki/George_W._Bush --num_sentences 10
              
            Text generation (Keras)
            Pythondot img3Lines of Code : 1dot img3no licencesLicense : No License
            copy iconCopy
            THEANO_FLAGS=mode=FAST_RUN,device=gpu,floatX=float32 python generate.py --name patriotAct --url http://www.genekogan.com/txt/patriotAct.txt --nb_epochs 1 --max_epochs 50 --rnn_size 512 --num_layers 2 
              
            PyMuPDF - Scale a Quad from center in all directions
            Pythondot img4Lines of Code : 12dot img4License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            def getPolygon(quad, scale=1):
                [sumX, sumY] = [0, 0]
                for point in quad:
                    sumX += point[0]
                    sumY += point[1]
                avgX = sumX/4
                avgY = sumY/4
            
                # Scale the rectange using Quad.morph(): https://pymupdf.readthedocs
            Pandas groupby using agg and apply at the same time
            Pythondot img5Lines of Code : 8dot img5License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            s = df.groupby('id').apply(lambda x: pd.Series([x.loc[x['e'], 'year'].min(),x['val'].sum()],index=['myear','sumy']))
            Out[321]: 
               myear   sumy
            id             
            1   2002  600.0
            2   2014  400.0
            3    NaN  300.0
            
            Python ZeroDivisionError in Open Uniform B-Spline Curve
            Pythondot img6Lines of Code : 14dot img6License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            if open:
                knotVector = [x for x in range(len(controlPoints) - degree + 1)]    
                for _ in range(degree):
                    knotVector.insert(0, knotVector[0])
                    knotVector.insert(-1, knotVector[-1])
            
            [0, 0, 0, 1, 2
            Blank areas while drawing Heighway Dragon in Python
            Pythondot img7Lines of Code : 45dot img7License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            import matplotlib.pyplot as plt
            import random
            import sys
            
            x = 1
            y = 1
            sumx = 0
            sumy = 0
            max_x = 0
            max_y = 0
            
            x_values = []
            y_values = []
            
            for i in range(5000):
                rand = random.uniform(0,1)
                if rand <= 0.5:
                    x = ((-0.4 * x) -
            Matplotlib: RGBA values should be within 0-1 range
            Pythondot img8Lines of Code : 3dot img8License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            norm = mpl.colors.Normalize(np.min(ytrain), np.maxn(ytrain))
            plt.scatter(x, y, c=ytrain, norm=norm, cmap='rainbow')
            
            Power increase string for calculator
            Pythondot img9Lines of Code : 12dot img9License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            n = 5
            list_= [0] * n   # [0, 0, 0, 0, 0]
            
            string.join(iterable)
            
            sumX = 2
            sumY = 5
            
            print ('*'.join([str(sumX)] * sumY))
            
            2*2*2*2*2
            
            making a function that translates a point around another point
            Pythondot img10Lines of Code : 7dot img10License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            array1[i][0]= ...
            array1[i][1]= ... array[i][0] ...
            
            x = array1[i][0]
            array1[i][0]=((array[i][0]-centerArray[0])*math.cos(angle)-(array[i][1]-centerArray[1])*math.sin(angle))+centerArray[0] #rotate x cordiate around

            Community Discussions

            QUESTION

            Regex to find a specific pattern in code and replace it with a new pattern
            Asked 2022-Feb-19 at 15:42

            I’m new to regex and I can’t find a way to do what I want. Let me explain. I have some piece of code that looks like this in Notepad++:

            ...

            ANSWER

            Answered 2022-Feb-19 at 15:42

            You can use

            Find What:      (\[expr\s+)((?:(\[(?:[^][]++|(?3))*])|[^][{}])*)(])
            Replace With: $1{$2}$4

            See the regex demo. Details:

            • (\[expr\s+) - Group 1:
            • ((?:(\[(?:[^][]++|(?3))*])|[^][{}])*) - Group 2: zero or more occurrences of
              • (\[(?:[^][]++|(?3))*]) - Group 3: [, then zero or more sequences of any one or more chars other than [ and ] or Group 3 pattern recursed, and then a ] char
              • | - or
              • [^][{}] - a char other than [, ], { and }
            • (]) - Group 4: a ] char.

            Demo screenshot:

            Source https://stackoverflow.com/questions/71185919

            QUESTION

            Average close GPS coordinates
            Asked 2022-Jan-24 at 08:38

            im working on a macro to average all GPS coordinates that fall within a specified distance. I cant think of a way to loop through the list of coordinates to check if any of the other coordinates in the list are within 0.05 then average the coordinate.

            I have played around using if statements and the distance between two coordinates formula

            ...

            ANSWER

            Answered 2022-Jan-10 at 15:57
            Partial answer

            I'm curious where you go with this.

            I made up some similar appearing data and built a matrix on a separate worksheet. Maybe this gives you an idea where to go next, as I am not sure.

            Source https://stackoverflow.com/questions/70629720

            QUESTION

            Dplyr variable names in function R
            Asked 2021-Dec-08 at 14:26

            I'm trying to create a function using some dplyr functions and I think I'm running into issues with NSE. The below functions works when I use the actual name of the variables in the argument but when I try to call to the elements of the vectors that I made, it doesn't.

            I think I need to something about the quoting/unquoting of the arguments but I'm kind of stumped:

            Works:

            ...

            ANSWER

            Answered 2021-Dec-08 at 14:26

            You need to distinguish if you have variable name as symbol (not sure if this is good term) or as string. NSE refers to symbols, i.e. you do not write quotes. In your first example you use symbols, in second - strings. And for string another syntax is necessary. Instead of {{variable}} you need to use .data[[variable]]:

            Source https://stackoverflow.com/questions/70276475

            QUESTION

            Trying to convert from Version 4 to 5 , so I can combine with script I wrote in V5, but no joy
            Asked 2021-Nov-01 at 21:16

            sorry for the long code, I know you are not here to write code but answer questions, but could someone please point me in the right direction with this error before I pull out the little bit of hair I have left:

            The error I'm getting is : Conversion failed, reason: line 19: line 69: Function hma already defined.

            Thank you in advance

            ...

            ANSWER

            Answered 2021-Nov-01 at 21:16

            hma is a built-in function. Just remove line 69 from your original code and try to convert again.

            Line 69:

            Source https://stackoverflow.com/questions/69802299

            QUESTION

            Why doesn't `conda env export` list all pip packages?
            Asked 2021-Mar-28 at 09:18

            To list all of the packages in my active environment in a format that resembles pip freeze:

            ...

            ANSWER

            Answered 2021-Mar-28 at 09:05
            • conda only keeps track of the packages it installed
            • pip freeze will give you the packages that were either installed using pip package manager or they used setuptools in their setup.py so conda build generated the egg information.

            conda vs pip

            Downgrading the pip may fix this issue, you can check this out: conda issues

            Source https://stackoverflow.com/questions/66839700

            QUESTION

            Having problems with my function in C trying to calculate a Regression slope using lesser block method. Can anyone help me figure out my mistake?
            Asked 2021-Mar-09 at 13:24

            This is C, can't use anything but C.

            So I was given the equation here:

            I am trying to calculate the 'b' in the formulae. The formula is Regression slope done via Lease Squares Formulae

            My code takes in a list of numbers called 'arr[]' and the amount of elements in that list being 's'. I go through the calculations and I get the wrong number. If anyone can help me out that would be awesome and if I'm not allowed to ask this here, please point me in the direction to where I can ask this.

            calcMean is a function that calculates the mean. An Example of what I need: With a list of numbers being: 1 1 1 2 2 3 3 3 4 5 5 6 7 I need to get a: 0.429 My code currently gives me an answer that is quite off.

            My code:

            ...

            ANSWER

            Answered 2021-Mar-08 at 10:22

            Since, you have not given the implementation of the calcMean(arr, s) function, I am assuming that you are able to implement it without any logical errors.

            The problem I sense here is that the summation in the least squares formula is from i = 1 till i = n. But you have looped from i = 0 till i=n-1.

            Here you just need to run the loop from i = 1 till i = s and access arr elements through as arr[i-1].

            Try this code with the change implemented and let me know if the error still persists.

            Source https://stackoverflow.com/questions/66524137

            QUESTION

            Dependency to numpy cannot be resolved when installing requirements.txt in Azure Functions
            Asked 2021-Feb-01 at 03:35

            My azure function is using python module pywavelets which requires dependency to numpy. Here is my requirements.txt

            ...

            ANSWER

            Answered 2021-Feb-01 at 03:35

            I test in my side with same modules as yours in my requirements.txt and run the function with Ctrl + F5. It shows same error message as you mentioned.

            It seems there are some conflicts of the two modules(in the versions which you specified in your requirements.txt). To solve this problem, just remove the version of the two modules in requirements.txt. Below is my requirements.txt:

            If we do not specify the version, it will install the latest version automatically. In my function app, it intalls numpy 1.20.0 and PyWavelets 1.1.1, and the function runs success when I use Ctrl + F5.

            Source https://stackoverflow.com/questions/65964789

            QUESTION

            flask mysql SUM() Decimal in Dictionary from cursor.fetchone()
            Asked 2020-Dec-27 at 12:13

            I'am connecting my flask-app to a MySQL-Database like this:

            ...

            ANSWER

            Answered 2020-Dec-25 at 00:17

            Decimal is the python way of representing fixed decimal values. The SQL is returning a decimal probably because the sumy is decimal. Its likely all implementation will handle this the same way.

            Leaving the python application to handle it as a Decimal is probably the best way to maintain the database being responsible for retrieval and the application for presentation.

            Source https://stackoverflow.com/questions/65443949

            QUESTION

            Python ZeroDivisionError in Open Uniform B-Spline Curve
            Asked 2020-Jul-05 at 09:07

            So I was working with implementing B-spline curves in python (and I am aware there are existing libraries, but I wanted to do it myself) and it worked well for non-open uniform B-spline curves as shown here:

            The graph on the right showing the Basis Function (Cox de Boor's recursion formula) calculations correspond really well with what is shown in this video with the only difference being the number of control points. (https://www.youtube.com/watch?v=qhQrRCJ-mVg&t=2136):

            As soon as I try to make this an open uniform B-Spline curve. I expect a graph like this (https://www.youtube.com/watch?v=qhQrRCJ-mVg&t=2501):

            But instead, I get a ZeroDivisionError:

            ...

            ANSWER

            Answered 2020-Jul-05 at 08:53

            There are two errors in your code:

            The knot vector for uniform closed B-Splines is supposed to count up to the number of segments, not the number of control points. The number of segments is the number of control points minus the degree. I.e., if you have three points for a degree-2 spline (i.e., a simple Bezier curve), you get a single segment. For each additional point, you get one more segment. Hence, the knot vector has to be:

            Source https://stackoverflow.com/questions/62738195

            QUESTION

            Why is the simple calculation result differs in python and c++?
            Asked 2020-May-06 at 09:21

            I am using a simple dataset to calculate the linear regression between x and y values. I wrote the code both in python and c++. However the output differs a lot due to rounding(I believe) during the operations. The minimum runnable products:

            cpp code:

            ...

            ANSWER

            Answered 2020-May-06 at 08:47

            You have an integer overflow issue in the code: 60'300 * 60'300 = 3'636'090'000 while usually an int are 4-bytes long and can hold only values in range [-2^31, 2^31-1] = [-2'147'483'648, 2'147'483'647].

            Python's integer does not overflow.

            Source https://stackoverflow.com/questions/61630837

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install sumy

            Make sure you have Python 3.5+ and pip (Windows, Linux) installed. Run simply (preferred way):.

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            pip install sumy

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            gh repo clone miso-belica/sumy

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