responsibly | Mitigating Bias and Fairness of Machine Learning | Artificial Intelligence library
kandi X-RAY | responsibly Summary
kandi X-RAY | responsibly Summary
Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰
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- 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
responsibly Key Features
responsibly Examples and Code Snippets
Community Discussions
Trending Discussions on responsibly
QUESTION
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 12:48Thanks 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.
QUESTION
My crawler structure is as follows:
...ANSWER
Answered 2021-Feb-26 at 06:20Because 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.
QUESTION
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 00:28Even 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:
QUESTION
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 10:04It 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.
QUESTION
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 07:08It 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
findAll
method.
QUESTION
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 15:31Are 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
QUESTION
ANSWER
Answered 2020-Apr-30 at 06:04Bootstrap 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.
QUESTION
I'm trying to get an if
statement for users who put incorrect data.
Here's my code:
...ANSWER
Answered 2020-Mar-15 at 05:56When the input is invalid, the call to
QUESTION
Here is my initial code that works flawlessly.
...ANSWER
Answered 2020-Jan-30 at 01:53Your 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()
:
QUESTION
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 22:31Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
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Install responsibly
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.
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