lime | Lime : Explaining the predictions of any machine learning | Machine Learning library
kandi X-RAY | lime Summary
kandi X-RAY | lime Summary
This project is about explaining what machine learning classifiers (or models) are doing. At the moment, we support explaining individual predictions for text classifiers or classifiers that act on tables (numpy arrays of numerical or categorical data) or images, with a package called lime (short for local interpretable model-agnostic explanations). Lime is based on the work presented in this paper (bibtex here for citation). Here is a link to the promo video:. Our plan is to add more packages that help users understand and interact meaningfully with machine learning. Lime is able to explain any black box classifier, with two or more classes. All we require is that the classifier implements a function that takes in raw text or a numpy array and outputs a probability for each class. Support for scikit-learn classifiers is built-in.
Support
Quality
Security
License
Reuse
Top functions reviewed by kandi - BETA
- Returns the D3 locale time format .
- Returns a clip - side interceptor .
- Debounce a function at a time .
- Draws brush event .
- Compile a template function .
- Cliply clip circle circle .
- Computes a clipping clip of a clip .
- Returns a string representation of locale - number formatting function .
- Standard scale function
- Creates a new prediction probabilities .
lime Key Features
lime Examples and Code Snippets
Lines of Code : 59License : Non-SPDX (BSD 2-Clause "Simplified" License)
Copy# -*- coding: utf-8 -*-
#
# lime documentation build configuration file, created by
# sphinx-quickstart on Fri Mar 18 16:20:40 2016.
#
# This file is execfile()d with the current directory set to its
# containing dir.
#
# Note that not all possible c l=[]
for n in range(0,X_test.shape[0]+1):
exp = explainer.explain_instance(X_test.values[n], clf.predict_proba, num_features=10)
a=exp.as_list()
l.append(a)
df = pd.DataFrame(l)
a = exp.to_list()
a.afrom tkinter import*
def Keys_word(Keys_list):
for i in Keys_list:
editor.tag_remove(i,"1.0",END)
pos = 1.0
while True:
pattern = r"\m{}\M".format(i)
pos = editor.search(pattern,pos,regexwhiskers = alt.Chart(df).mark_rect(color='orange').transform_joinaggregate(
q1='q1(x)',
q3='q3(x)',
).transform_calculate(
iqr='datum.q3 - datum.q1'
).transform_filter(
# VL concatenates these strings so we can split
# explainer.explain_instance(... num_features=5, num_samples=2500)
def f1(col): return [ dfStyle[col.name][i] for i in range(len(dfStyle)) ]
df.style.apply(f1, axis=0)
styleIterator = iter([ row for col in dfStyle for row in dfStyle[col] ] )
def f1(x): return next(styleIterator)def color(row):
dfs = dfStyle.copy()
x = [dfs.iloc[row.name][j] for i,j in zip(row, dfStyle)]
return x
df.style.apply(color, axis=1)
requirements = hostpython3==3.7.8,python3==3.7.8,kivy==1.11.1, certifi,chardet, lxml, docutils, future, idna, Kivy-Garden, Pygments, requests, six, soupsieve, urllib3, deep-translator, arabic-reshaper, python-bidi, openssl, pyopenssl, nump\documentclass[10pt,a4paper]{scrartcl}
\usepackage{xcolor}
\definecolor{main-color}{rgb}{0.6627, 0.7176, 0.7764}
\definecolor{back-color}{rgb}{0.1686, 0.1686, 0.1686}
\definecolor{string-color}{rgb}{0.3333, 0.5254, 0.345}
\definecolor{keclass RecipeWindow(Screen):
def on_leave(self, *args):
self.clear_widgets()
def go_back(self):
# self.clear_canvas() # what should I replace this part with????
wm.current = 'first'
Community Discussions
Trending Discussions on lime
QUESTION
2 questions: I want to disable the snake being able to go in opposite directions (so when it is moving left it cannot go right, if going up cannot go down etc.). How do I do it? Newbie here. Please, as descriptive as possible.
What are all those variables? px, py, gs, tc, ax, ay, yv
Here is the full code:
...ANSWER
Answered 2022-Apr-14 at 13:20px, py, gs, tc, ax, ay, yv are the inital x and y coordinate of snake and the first bullet and the size of the two elements
to disallow move in oposite direction, you can store the previous move inside a variable and allow to move the snake in another direction only if previous move was not the oposite one
QUESTION
I'm trying to make a collapsable table for a project, and so far I'm succeeding pretty well. I'm only encountering one problem that I can't figure how to manage : Actually my collapsable rows (the ones which have children) are collapsing, but if I collapse a child, then the parent, and then I expand the parent, the children is expanded as well. How can I save the state of the children so that they don't expand when we expand the parent?
...ANSWER
Answered 2022-Mar-18 at 16:59If I correctly understood your issue, you want to be able to open a "parent" without opening its children.
But then, why did you write your code to do so ?
See the culprit in the code bellow:
QUESTION
I'm trying to write a program which will find all the lines containing the XML tag properties "name", "top" and "left" and will write value of this properties in console.
This is what I got so far:
...ANSWER
Answered 2022-Feb-23 at 20:12Try changing your for loop to
QUESTION
I'm trying to add new bubble in the chart whenever we click on add button I am able to update the state of data i.e. Chartdata using usestate hook but the chart does not re-render and does not show the chart according to the new updated data.
...ANSWER
Answered 2022-Feb-17 at 06:14From what I can tell you are mutating the data object, which is a reference to the same object you initialized your chartData state to, and then save the mutated data object back into the chartData state.
In React you necessarily need to shallow copy all state that is being update. Create a newChartData object from the current chartData state and shallow copy the root properties, then declare a new datasets array by shallow copying the previous state's datasets array. This is a new array reference that you can push new values into.
QUESTION
Is there a way to adjust the angle of the linear gradient on a background image style of an HTML component using Tailwind CSS? The only thing I can do is choose between the directional options :'t(top)', 'tr(top-right)', etc but I want to set the angle of the gradient to 24 degree for an hr element with a Tailwind class like ".bg-gradient-[160deg]" (and the colors: ".from-lime" ".to-red")
...ANSWER
Answered 2022-Feb-15 at 02:32.repeating-linear {
background: repeating-linear-gradient(-45deg, red, red 5px, blue 5px, blue 10px);
}
QUESTION
I am trying to show only the first two rows of a CSS GRID.
The width of the container is unknown therefore it should be responsive.
Also the content of each box is unknown.
My current hacky solution is to define the following two rules:
- use an automatic height for the first two rows
- set the height of the next 277 rows to 0 height
grid-auto-rows: auto auto 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0;
I tried repeat() like this: grid-auto-rows: auto auto repeat(277, 0px) but unfortunately it didn't set the height to 0.
Is there any clean way to repeat height 0?
...ANSWER
Answered 2022-Feb-07 at 21:16Define a template for the two rows and then use grid-auto-rows with 0
QUESTION
Am working on a binary classification problem with 1000 rows and 15 features.
Currently am using Lime to explain the predictions of each instance.
I use the below code to generate explanations for full test dataframe
...ANSWER
Answered 2022-Feb-04 at 11:21From what the docs show, there isn't currently an option to do batch explain_instance, although there are plans for it. This should help a lot with speed on newer versions later on.
What seems to be the most appropriate change to get better speed is decreasing the number of samples used to learn the linear model.
QUESTION
I'm new, tell me how to implement so that when you hover and click on the mouse button, the text should be made invisible. And when you click on the spacebar, it will be deleted from the page. Can this be done with just HTML and CSS? Or can it be implemented using JavaScript? Tell me how to do it better? Here is the code where I implemented the text change:
...ANSWER
Answered 2022-Jan-19 at 15:16If I understood what you needed done correctly. It can be done using some CSS and JS.
Here's a code snippet
QUESTION
I was trying to use colors such as amber and lime, which are mentioned in the documentation. These colors didn't work. Only colors with names such as the primary color name (eg. red, pink) worked.
Colors which are not working: amber, emerald, lime, rose, fuchsia, slate, zinc, and even orange.
I'm using version 2.26, but I used the Tailwind playground to check the versions between 1.9 and 2.25, and still these colors didn't work. Even in the playground, these color names are not suggested.
Why can't I use these colors?
...ANSWER
Answered 2022-Jan-14 at 10:15This is documentation for Tailwind version 3, it has expanded color palette.
You either need to update to this version or use version 2 documentation https://v2.tailwindcss.com/docs/customizing-colors#extending-the-defaults and expand palette manually, like that:
QUESTION
This is my first stack overflow question, so if I am presenting something wrong, please let me know. I am pretty new to computer programming, so I just have a small webpage where I am just implementing things that I am learning.
I made a little quiz with random trivia multiple choice questions you can take if you press a button. I am using window prompts to ask the questions and get the answers, and I have all of the questions and answers stored as objects with question/prompt and answer pairs. All of those objects are stored in an array in a variable called shortQuizPrompts. I already have the quiz working and everything, aka., It tells you after every question if you got the answer to that question right or wrong, and it gives you a grade afterwards... I also have it set up so that if you enter an answer that is not "a", "b", "c", or "d", it lets you know that it isnt a valid answer. Those sorts of things.
As of right now, you can choose how many questions long you want the quiz to be out of the 24 total questions I have so far. It just asks the questions in the order that they are stored in the array. For example, you will never be asked the last question in the array if you do not choose for the quiz to be the full 24 questions long. However, I want to make the quiz ask the questions in a random order, while also removing those questions from the array as to not ask the same question multiple times.
I have tried increasing the iterator while looping through the array to a random number from 0 to the length of however many questions they chose. Then checking to see if the iterator was larger than the length of the number of questions they chose, it would decrease the iterator until it found a question that is still in the array that it could ask...
If anyone knows how to go about doing that, it would be great. Sorry for the long question btw. I am pretty new to coding, so this is probably a simple answer, but I digress. I'm pretty sure I did everything right. Thx.
...ANSWER
Answered 2022-Jan-12 at 01:03You can shuffle the shortQuizPrompts array before starting the quiz. Array shuffle details can be found in this answer.
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install lime
Support
Reuse Trending Solutions
Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items
Find more librariesStay Updated
Subscribe to our newsletter for trending solutions and developer bootcamps
Share this Page
