hedgehog | Bayesian networks in Python | Predictive Analytics library

 by   MaxHalford Python Version: Current License: MIT

kandi X-RAY | hedgehog Summary

kandi X-RAY | hedgehog Summary

hedgehog is a Python library typically used in Analytics, Predictive Analytics applications. hedgehog has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. However hedgehog has 2 bugs. You can download it from GitHub.

Bayesian networks in Python
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            kandi-support Support

              hedgehog has a low active ecosystem.
              It has 114 star(s) with 19 fork(s). There are 6 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 0 open issues and 20 have been closed. On average issues are closed in 39 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of hedgehog is current.

            kandi-Quality Quality

              hedgehog has 2 bugs (0 blocker, 0 critical, 2 major, 0 minor) and 11 code smells.

            kandi-Security Security

              hedgehog has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              hedgehog code analysis shows 0 unresolved vulnerabilities.
              There are 1 security hotspots that need review.

            kandi-License License

              hedgehog is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              hedgehog releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              hedgehog saves you 289 person hours of effort in developing the same functionality from scratch.
              It has 755 lines of code, 55 functions and 7 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed hedgehog and discovered the below as its top functions. This is intended to give you an instant insight into hedgehog implemented functionality, and help decide if they suit your requirements.
            • Pointwise multiplication between two Series .
            • Bayes network .
            • Creates a Pandas DataFrame containing a BayesNet .
            • Perform a query on the model .
            • Bayes network .
            • Build a Bayesian Network .
            • Compute the mutual information of the covariance matrix .
            • Calculate the kruskal neighbors .
            • Compute the mutual info of the mutual info .
            • Perform orientations on a tree .
            Get all kandi verified functions for this library.

            hedgehog Key Features

            No Key Features are available at this moment for hedgehog.

            hedgehog Examples and Code Snippets

            No Code Snippets are available at this moment for hedgehog.

            Community Discussions

            QUESTION

            How to return all objects in an array of objects?
            Asked 2022-Feb-25 at 01:01

            I am trying to get all objects in an array of objects. I've tried searching online for a solution and got some helpful tips. However, it only returns one of the objects and not all of the objects in the array. I can't seem to figure out why?

            Array of objects:

            ...

            ANSWER

            Answered 2022-Feb-25 at 01:01

            If you're trying to transform an array of objects into a single object, then there should be a way to identify each array item with a unique key in the output object.

            Assumption: every array item has an id property and each items id is unique. If the ids aren't unique, the data might be overwritten.

            Source https://stackoverflow.com/questions/71259812

            QUESTION

            How to initialize a list in Dart from type List>?
            Asked 2021-Dec-21 at 12:16

            I have some data in this form as below located at the start of the file

            ...

            ANSWER

            Answered 2021-Dec-21 at 10:54

            You need a model class to handle this(easy approach), and in some cases you don't have answer filed, for that I'm using default value 0,

            Model Class

            Source https://stackoverflow.com/questions/70433922

            QUESTION

            How to output only relevant changes while scraping for new discounts?
            Asked 2021-Dec-13 at 21:32

            In a previous question I got the answer from Hedgehog! (How to check for new discounts and send to telegram if changes detected?)

            But another question is, how can I get only the new (products) items in the output and not all the text what is changed. My feeling is that the output I got is literally anything what is changed on the website and not only the new added discount.

            Here is the code, and see the attachment what the output is. Thanks again for all the effort.

            ...

            ANSWER

            Answered 2021-Dec-13 at 10:14
            What happens?

            As discussed, your assumptions are going in the right direction, all the changes identified by the difflib will be displayed.

            It may be possible to adjust the content of difflib but I am sure that difflib is not absolutely necessary for this task.

            How to fix?

            First step is to upgrade get_discounts(soup) to not only check if discount is in range but also get information of the item itself, if you like to display or operate on later:

            Source https://stackoverflow.com/questions/70316762

            QUESTION

            Iterating through an html dictionary to scrape content(td and adjacent element) from each html contaimed
            Asked 2021-Dec-09 at 14:12

            I need to iterate through every html in the given data dictionary to scrape for the td element containing "Ένδικα Μέσα" and the content of its adjacent cell. Thank you.

            This is the code that I am working on :

            ...

            ANSWER

            Answered 2021-Dec-08 at 22:03

            Okay, now I get a light clue, what you try to do - You wont need the dict if you just want to scrape some information from the cases. You can generate all information in the flow of your process.

            Example

            Source https://stackoverflow.com/questions/70278260

            QUESTION

            Created list from BeautifulSoup contains multiplicate entries -- need a unique link list
            Asked 2021-Dec-07 at 14:15

            I am trying to create a list containing all unique year links from a website (see below).

            When I execute the append function it gives me a huge list containing dupli-multiplicate entries.

            I need to get a list containing only the unique year links.

            The website : https://www.epant.gr/apofaseis-gnomodotiseis/itemlist/category/78-2021.html

            Code written so far :

            ...

            ANSWER

            Answered 2021-Dec-06 at 08:49

            Use a set as the intermediate storage for the HREFs then convert to a list later.

            Source https://stackoverflow.com/questions/70242802

            QUESTION

            Reading list of URLs from .csv for scraping with Python, BeautifulSoup, Pandas
            Asked 2021-Nov-27 at 22:49

            This was part of another question (Reading URLs from .csv and appending scrape results below previous with Python, BeautifulSoup, Pandas ) which was generously answered by @HedgeHog and contributed to by @QHarr. Now posting this part as a separate question.

            In the code below, I'm pasting 3 example source URLs into the code and it works. But I have a long list of URLs (1000+) to scrape and they are stored in a single first column of a .csv file (let's call it 'urls.csv'). I would prefer to read directly from that file.

            I think I know the basic structure of 'with open' (e.g. the way @bguest answered it below), but I'm having problems how to link that to the rest of the code, so that the rest continues to work. How can I replace the list of URLs with iterative reading of .csv, so that I'm passing the URLs correctly into the code?

            ...

            ANSWER

            Answered 2021-Nov-27 at 22:45

            Since you're using pandas, read_csv will do the trick for you: https://pandas.pydata.org/docs/reference/api/pandas.read_csv.html

            If you want to write it on your own, you could use the built in csv library

            Source https://stackoverflow.com/questions/70139037

            QUESTION

            Importing img instead of SVG
            Asked 2021-Nov-27 at 10:30

            I recently went through a tutorial on building a menu that I wanted to use for a site I'm putting together. The functionality seems to be working but the issue I'm having is with the 'leftIcon' for the 'My Profile' section. I believe the 'leftIcon' is only meant to take a *.svg file and was wondering how I would go about seeing the imported {avatar} .jpg as the left icon.

            I have attached a copy of the files below and really appreciate any input on the matter.

            ...

            ANSWER

            Answered 2021-Nov-27 at 10:30

            Pass it as a component instead of a string:

            Source https://stackoverflow.com/questions/70133073

            QUESTION

            html epg to xml via php
            Asked 2021-Oct-23 at 11:08

            Please help

            I have been finding a code for this but failed

            source: https://www.singtel.com/etc/singtel/public/tv/epg-parsed-data/23102021.json This is a epg html site

            Could you suggest a way to convert this link contents to XML?

            btw the link is based on the day https://www.singtel.com/etc/singtel/public/tv/epg-parsed-data/ddMMyyyy.json

            maybe this will help

            ...

            ANSWER

            Answered 2021-Oct-23 at 10:46

            I am not sure about what you want to do exactly.

            Let say your have a JSON data file accessible by a simple GET request (as it seems to be) and want to convert it into an XML file using PHP.

            First, you can convert your json to array with json_decode. Then, you can SimpleXML extension to generate an XML output.

            As an example:

            Source https://stackoverflow.com/questions/69686634

            QUESTION

            Extracting only specific color from image with scanner artifacts
            Asked 2021-Aug-17 at 16:26

            I have the following problem:

            I want to extract only the color of a blue pen from scanned images that also contain grayscale and black printed areas on a white page background.

            I'm okay with disregarding any kind of grayscale (not colored) pixel values and only keeping the blue parts, there won't be any dominant color other than blue on the images.

            It sounds like a simple task, but the problem is that through the scanning process, the entire image contains colored pixels, including blue ones, even the grayscale or black parts, so I'm not sure how to go about isolating those parts and keeping only the blue ones, here is a closeup to show what I mean:

            Here is what an image would look like for reference:

            I would like the output to be a new image, containing only the parts drawn / written in blue pen, in this case the drawing of the hedgehog / eye.

            So I've tried to isolate an HSV range for blue-ish colors in the image using this code:

            ...

            ANSWER

            Answered 2021-Aug-16 at 16:06

            Maybe try the opposite- search for black parts first and then do some erosion around this black mask and remove all around it before you are searching for the blue. The "main" color in the cloud is still black so you can play around this.

            Source https://stackoverflow.com/questions/68805250

            QUESTION

            How do you delete rows with values that appear in multiple rows and columns in R?
            Asked 2021-Aug-10 at 18:02

            I have a data frame with quite a few columns and rows, many of which repeat. I would like to get ride of any rows containing specific values: Playdoh_Butterfly_Natural.mp4 and Playdoh_Butterfly_Unnatural.mp4. They both appear at least 7 times in the columns filename_right and filename_left. However whenever I try to remove those values, it does not work. I have tried several methods

            ...

            ANSWER

            Answered 2021-Aug-10 at 10:18

            Not sure I entirely understand the question, but if these filenames are only located in these two columns, you can just take these values out after importing:

            Source https://stackoverflow.com/questions/68724821

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

            Vulnerabilities

            No vulnerabilities reported

            Install hedgehog

            You should be able to install and use this library with any Python version above 3.5. Note that under the hood hedgehog uses vose for random sampling, which is written in Cython.

            Support

            Bayesian networks that handle both discrete and continuous are said to be hybrid. There are two approaches to deal with continuous variables. The first approach is to use parametric distributions within nodes that pertain to a continuous variable. This has two disadvantages. First, it is complex because there are different cases to handle: a discrete variable conditioned by a continuous one, a continuous variable conditioned by a discrete one, or combinations of the former with the latter. Secondly, such an approach requires having to pick a parametric distribution for each variable. Although there are methods to automate this choice for you, they are expensive and are far from being foolproof. The second approach is to simply discretize the continuous variables. Although this might seem naive, it is generally a good enough approach and definitely makes things simpler implementation-wise. There are many ways to go about discretising a continuous attribute. For instance, you can apply a quantile-based discretization function. You could also round each number to its closest integer. In some cases you might be able to apply a manual rule. For instance, you can convert a numeric temperature to "cold", "mild", and "hot". To summarize, we prefer to give the user the flexibility to discretize the variables by herself. Indeed, most of the time the best procedure depends on the problem at hand and cannot be automated adequately.
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            https://github.com/MaxHalford/hedgehog.git

          • CLI

            gh repo clone MaxHalford/hedgehog

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            git@github.com:MaxHalford/hedgehog.git

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