sweetviz | compare datasets , target values | Data Visualization library
kandi X-RAY | sweetviz Summary
kandi X-RAY | sweetviz Summary
Sweetviz is an open-source Python library that generates beautiful, high-density visualizations to kickstart EDA (Exploratory Data Analysis) with just two lines of code. Output is a fully self-contained HTML application. The system is built around quickly visualizing target values and comparing datasets. Its goal is to help quick analysis of target characteristics, training vs testing data, and other such data characterization tasks.
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Top functions reviewed by kandi - BETA
- Analyze a feature to a dictionary
- Add base stats to a dictionary
- Fill out missing counts in the counts dict
- Get counts of unique values
- Plot correlation data
- Set the font style
- Plot a heatmap
- Wrap a custom separator
- Display a notebook
- Log HTML content
- End the experiment
- Generate the html report
- Calculate the correlation ratio
- Replace NaN values with value
- Remove incomplete samples
- Convert data to a Pandas DataFrame
- Generates a html summary for a feature summary
- Format a number
- Creates the numeric group data for each score
- Compute the ILSU U
- Compute conditional entropy
- Show report
- Generate HTML for a feature summary target
- Recursively generate HTML detail
- Analyze a feature
- Generate HTML report
sweetviz Key Features
sweetviz Examples and Code Snippets
Lines of Code : 3License : Strong Copyleft (CC BY-SA 4.0)
Copyfeature_config = sweetviz.FeatureConfig(force_cat = ["Web Desktop Interaction"])
report = sweetviz.compare(pdf, pdf_2, None, feature_config)
if(len(X_all.columns.values)>50):
advert_report = sv.analyze(X_all,pairwise_analysis="off",target_feat=col)
else:
print("here")
advert_report = sv.analyze(X_all,pairwise_analysis="on",target_feat=col)
Community Discussions
Trending Discussions on sweetviz
QUESTION
If I analyze these two datasets individually, I don't get any error and the I also get the viz of all the integer columns. But when I try to compare these dataframe, I get the below error.
Cannot convert series 'Web Visit' in COMPARED from its TYPE_CATEGORICAL to the desired type TYPE_BOOL.
I also tried the FeatureConfig to skip it, but no avail.
pid_compare = sweetviz.compare([pdf,"234_7551009"],[pdf_2,"215_220941058"])
ANSWER
Answered 2021-May-27 at 17:51Maintainer of the lib here; this question was asked in the git also, but it will be useful to detail the answer here.
After looking at your data provided in the link above, it looks like the first dataframe (pdf) only contains 0 & 1, so it is classified as boolean so it cannot be compared against the second one which is categorical (that one has 0,1,2,3 as you probably know!).
The system will be able to handle it if you use FeatureConfig to force the first dataframe to be considered CATEGORICAL.
I just tried the following and it seems to work, let me know if it helps!
QUESTION
I'm working on my portfolio using a Github Page: https://diegoguisasola.github.io/
I have the following problem:
This is a link to my README.md: https://github.com/DiegoGuisasola/DiegoGuisasola.github.io/blob/main/README.md
As you can see, in the section called Data Science I have 2 projects. I'm enumerating them as follows:
1- [EDA y algoritmos de ML para la predicción de precios de propiedades inmobiliarias (Spanish)]
But when I go the my portfolio page, it is shown as follows:
1- [EDA y algoritmos de ML para la predicción de precios de propiedades inmobiliarias (Spanish)]
This is my html code:
...ANSWER
Answered 2021-Apr-05 at 22:57Indent the child block of your list items.
You can not have any non-list item blocks between list items. However, you can have child blocks of a list item. All child blocks must be indented at least one level.
QUESTION
So I am writing an interface that will do some steps Data Analysis automatically. The code involves multiple screens that will be used for different functions. The first one I wrote is the EDA (exploratory data analysis) screen. The code works but will generate the report and then just close the Tk window.
In specific, when I generate the report, the code will generate the reports and then shut down. I haven't put the code generation in there because that doesn't use Tkinter. Also left out the other screens because they aren't problematic and I didn't want to dump the whole project here.
...ANSWER
Answered 2020-Aug-31 at 01:37I did experience some problems right after an initial, partial generation of the report, but the Tk window, in my case, did not shutdown.
The error had to do with the following lines in your HTMLCreator file:
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