data-analysis

I just discover that we have a helper function to validate scalar:
https://scikit-learn.org/stable/modules/generated/sklearn.utils.check_scalar.html

Since this helper could help to get consistent error types and messages, I was wondering if we could make a long-running issue to introduce this helper everywhere possible.

I think this could be a good issue for first contributors and short spr

1. I'm not sure where else in the product is using these unicorns, the purpose of these icons seem unclear to me. and they are not even centered. 🤦🏾‍♀️

https://user-images.githubusercontent.com/67837651/130163663-ae995c1f-1454-49eb-8a33-2db5bc6cdbed.mov

we could consider go straight to implement new design in sip 34, or simply center the icon for now. low priority.

Recent PR noticed a code inconsistency in style.py style_render.py.

Try to find and replace logic like:

if axis in [0, "index"]:
    ...
elif axis in [1, "columns"]:
    ...
else:
    ...

with the standard codebase method get_axis_number(axis). Can also make axis args in methods consistently accept the same input format compatible with this method.

This is

We currently print a warning as shown below when a user sets both a widget default value in the function defining the widget as well as a widget value via the widget's key in st.session_state

While we certainly want to do this by default since doing both is not recommended, we should provide a

Is your feature request related to a problem? Please describe.
When working with a big piece of text, I sometimes scroll down and copy some text into another tab. When switching back to the first tab, both the input and the output pane is back on top. So I don't know where I was working just now.

Describe the solution you'd like
After tab switching, scroll position should be remembere

I have some large projects that require launching where I really need the autosave period to be closer to 60 minutes. I use a few Windows shortcuts on my desktop for some common large OpenRefine projects that I sometimes cross with, etc. The problem is that I cannot easily use the Windows shortcuts to launch these particular large OpenRefine projects because I cannot also save the shortcuts with

Collection of follow-ups to #5827. These can/should be broken out into individual PRs. Many are relatively straightforward and would make a good first PR.

General

• Documentation (none was added in original PR).
• Release notes.
• Example notebook.
• Double-check how sm.tsa.arima.ARIMA works with fix_params (it should fail except when the fit method is statespace

See:
gonum/gonum#845 (comment)

The official instructions say to use joblib for pickling PyOD models.

This fails for AutoEncoders, or any other TensorFlow-backed model as far as I can tell. The error is:

>>> dump(model, 'model.joblib')
...
TypeError: can't pickle _thread.RLock objects

Note that it's not sufficient to save the underlying Keras S

Java and Python provide logging frameworks for recording errors and stack traces. Logging can be configured to format those messages, such as by removing newlines from stack traces, adding timestamps, and putting a log level (INFO, WARN, ERROR) on the message. In the future, it may also include json structured logging. Using the logging framew

Can we have an example of REST API calls in the documentation?
Examples with CURL, HTTPie or another client and the results would be better for newbies.
Thanks again for your good work.