responsibly | Mitigating Bias and Fairness of Machine Learning | Artificial Intelligence library

 by   ResponsiblyAI Python Version: v0.1.3 License: MIT

kandi X-RAY | responsibly Summary

kandi X-RAY | responsibly Summary

responsibly is a Python library typically used in Institutions, Learning, Education, Artificial Intelligence applications. responsibly has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can download it from GitHub.

Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰
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            kandi-support Support

              responsibly has a low active ecosystem.
              It has 63 star(s) with 13 fork(s). There are 5 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 3 open issues and 2 have been closed. On average issues are closed in 27 days. There are 3 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of responsibly is v0.1.3

            kandi-Quality Quality

              responsibly has 0 bugs and 23 code smells.

            kandi-Security Security

              responsibly has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              responsibly code analysis shows 0 unresolved vulnerabilities.
              There are 4 security hotspots that need review.

            kandi-License License

              responsibly 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

              responsibly releases are available to install and integrate.
              Build file is available. You can build the component from source.
              responsibly saves you 1531 person hours of effort in developing the same functionality from scratch.
              It has 3409 lines of code, 220 functions and 39 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed responsibly and discovered the below as its top functions. This is intended to give you an instant insight into responsibly implemented functionality, and help decide if they suit your requirements.
            • Plot the most probable words clustering
            • Plots classification as classification as classification
            • Plots the clustering as classification
            • Computes the seed vector based on the given seed
            • Calculates the thresholds for the objective function
            • Group by y_sens
            • Returns True if all elements are equal
            • Calculates the ROC curve for each sensitivity value
            • Calculate statistics for binary classification
            • Plot the factorial property
            • Calculate separation score
            • Compute the sufficiency score
            • Calculate projection data for given words
            • Calculate the direct bias term
            • Evaluate the word embedding
            • Run targets
            • Plot cost by threshold strategy
            • Plot thresholds by strategy
            • Learns the model
            • Identify the direction of the group
            • Plot bias across word embedding
            • Binary embedding
            • Plots FPR - TPR curve
            • Plot ROC curves by threshold
            • Plot the projections of the given words
            • Calculate the index of the closest word to the given neutral word
            Get all kandi verified functions for this library.

            responsibly Key Features

            No Key Features are available at this moment for responsibly.

            responsibly Examples and Code Snippets

            No Code Snippets are available at this moment for responsibly.

            Community Discussions

            QUESTION

            Scrapyd corrupting response?
            Asked 2021-May-12 at 12:48

            I'm trying to scrape a specific website. The code I'm using to scrape it is the same as that being used to scrape many other sites successfully.

            However, the resulting response.body looks completely corrupt (segment below):

            ...

            ANSWER

            Answered 2021-May-12 at 12:48

            Thanks to Serhii's suggestion, I found that the issue was due to "accept-encoding": "gzip, deflate, br": I accepted compressed sites but did not handle them in scrapy.

            Adding scrapy.downloadermiddlewares.httpcompression or simply removing the accept-encoding line fixes the issue.

            Source https://stackoverflow.com/questions/67434926

            QUESTION

            ImportError: No module named counselor.settings when using scrapy
            Asked 2021-Feb-26 at 06:20

            My crawler structure is as follows:

            ...

            ANSWER

            Answered 2021-Feb-26 at 06:20

            Because scrapy DOES import it, based on the project name in your config. All you need to do is turn your "counselor" folder into a module by adding a __init__.py. It doesn't need any content; you can just add a line with # for convenience.

            Source https://stackoverflow.com/questions/66380505

            QUESTION

            NanoHTTPD - write to a socket instead of copy a string to deliver pages
            Asked 2021-Feb-12 at 00:28

            This question is not about how NanoHTTPD can deliver streaming content, or how it can leave the HTTP socket connection open after serving a page.

            I generate HTML very responsibly, with HTML.java, by passing in a Writer that assembles all the content into a String.

            Then my code copies that string and drops it into newFixedLengthResponse() which sends the HTML to a client.

            This means, the entire time my HTML generator writes into the Writer stringStream, a real stream - the socket to the web browser - is open and doing nothing. While my stringStream does too much - buffering more and more memory...

            Can't I just find that socket itself, and drop it into my HTML generator? That way when I evaluate html.div(), the "

            I am aware that most web servers don't do this, and they all buffer huge strings in memory instead of efficiently streaming them out the wire...

            for my next magical trick I will get HTTPS working C-;

            ...

            ANSWER

            Answered 2021-Feb-12 at 00:28

            Even in the age of virtual memory and terabyte RAM, streams are more efficient than strings. When I originally posted this question I accidentally didn't notice the HTTPSession object already had a outputStream member. So the first step is to escalate it. Add this to IHTTPSession:

            Source https://stackoverflow.com/questions/65811489

            QUESTION

            How can I use scrapy middlewares to call a mail function?
            Asked 2020-Nov-26 at 10:04

            I have 15 spiders and every spider has its own content to send mail. My spiders also have their own spider_closed method which starts the mail sender but all of them same. At some point, the spider count will be 100 and I don't want to use the same functions again and again. Because of that, I try to use middlewares. I have been trying to use the spider_closed method in middlewares but it doesn't work.

            middlewares.py

            ...

            ANSWER

            Answered 2020-Nov-26 at 10:04

            It is important to run spider from scrapy crawl command so it will see whole project configuration correctly. Also, you need to make sure that custom middleware is listed in SPIDER_MIDDLEWARES dict and assigned order number. Main entry point for middleware is from_crawler method, which should receive crawler instance. Then you can write your middleware processing logic here by following rules mentioned here.

            Source https://stackoverflow.com/questions/65017281

            QUESTION

            Cannot get text in every p element using BeautifulSoup in Python
            Asked 2020-Aug-07 at 07:08

            My code tries to get only the article text from each URLs, however it fails to get every p in the article for every URL. What makes it fails to crawl them?

            ...

            ANSWER

            Answered 2020-Aug-07 at 07:08

            It doesn't find all of them because youi haven't requested him to do so. find will only return the first occurence. If you want to scrape all the

            tags in the

            tag you must use the findAll method.

            Source https://stackoverflow.com/questions/63293401

            QUESTION

            Scrapy CSV file is in the incorrect format
            Asked 2020-Jul-09 at 15:31

            Basicallly I am putting this data I extracted into a csv file but there some problems with the format.

            -First only the parts get displayed nothing else is displayed fg. Quantity and Price -Secondly the column headers seem to repeating down rows.

            I would like for the parts, prices, quantity to be displayed down different columns and the headers would be the names. If anyone could just tell me where I can learn to do this that would help a lot!

            ...

            ANSWER

            Answered 2020-Jul-09 at 15:31

            Are you getting the correct data when you test in Scrapy shell ? It's worth trying out your selectors in scrapy shell before commiting them to a script.

            I've not looked in detail into your CSS selectors but there's a lot of for loops for essentially all you need to do is loop over the tr's. So finding a CSS selector that gets you all the rows instead of looping over the whole table and work your way down is probably more efficient.

            Update:

            Since you asked about the for loop

            Source https://stackoverflow.com/questions/62816350

            QUESTION

            responsive bootstrap 4 cols for all devices
            Asked 2020-Apr-30 at 06:04

            I'm working on a responsive profile page for all devices so I used the bootstrap 4 grid system to divide the page for my needs I wanted the page to look like this:- in desktops and like this:-

            so what I have tried is col-sm to work responsibly with small screens code snippet

            ...

            ANSWER

            Answered 2020-Apr-30 at 06:04

            Bootstrap gives you some built in media queries by which you can define your layout.

            • Extra small devices (portrait phones, less than 576px) No media query since this is the default in Bootstrap
            • Small devices (landscape phones, 576px and up) @media (min-width: 576px) { ... }
            • Medium devices (tablets, 768px and up) @media (min-width: 768px) { ... }
            • Large devices (desktops, 992px and up) @media (min-width: 992px) { ... }
            • Extra large devices (large desktops, 1200px and up) @media (min-width: 1200px) { ... }

            You can use mobile first approach to design your layout. Starting from 0px to 575px will be stated first than as you move higher in the resolution you can use media queries to handle your layout. The class col-sm-6 gives you ability to use 6 cols in a row. If you want that col to shrink at large desktop design to 4, you can add col-lg-4 besides col-sm-6. In this way your design will become responsive.

            As far as the tab panel is consider, it depends upon your design. You can also apply nested technique or media list approach to handle your design on different resolution. Please consider bootstrap documentation for complete guidance. You can change col-sm-auto to col-sm-6 as well.

            Source https://stackoverflow.com/questions/61512632

            QUESTION

            How can I solve undefined method `[]' on Ruby?
            Asked 2020-Mar-16 at 05:48

            I'm trying to get an if statement for users who put incorrect data.

            Here's my code:

            ...

            ANSWER

            Answered 2020-Mar-15 at 05:56

            When the input is invalid, the call to

            Source https://stackoverflow.com/questions/60689854

            QUESTION

            My element has a value until attach the method .toLowerCase to it
            Asked 2020-Jan-30 at 02:33

            Here is my initial code that works flawlessly.

            ...

            ANSWER

            Answered 2020-Jan-30 at 01:53

            Your first object does not have the property title, trying to toLowerCase() that is throwing the error.

            You can check if the property in object exists or not before using toLowerCase():

            Source https://stackoverflow.com/questions/59978023

            QUESTION

            Empty lists as outputs while scrapping with scrapy the html elements
            Asked 2019-Nov-29 at 22:31

            Am trying to get data from this website , but am getting empty lists with scrapy. I used selector gadget ,to get the class names of the elements. So I checked the robots.txt file of the website and the link am accessing was prohibited.

            Then, I used User-Agent to bypass the restrictions, but still am wondering why am getting empty lists when I extract the elements.

            Below is my Spider class :

            ...

            ANSWER

            Answered 2019-Nov-29 at 22:31

            You wanna crawl this instead of this because it loads data from that one so you get empty lists because the data you want does not exists in that page.

            Source https://stackoverflow.com/questions/59096883

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

            Vulnerabilities

            No vulnerabilities reported

            Install responsibly

            You can download it from GitHub.
            You can use responsibly like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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            gh repo clone ResponsiblyAI/responsibly

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