data-analysis

Describe the issue linked to the documentation

Use :doi: and :arxiv: directives for references in the documentation as is done in scipy in scipy/scipy#12858.

Suggest a potential alternative/fix

No response

When user encounter error in dashboard, can we show the specific error information rather than 'Unexpected error'?

For example for Missing dataset error, can we show the error title to bubble up as 'Missing dataset' rather than 'Unexpected error'? It will be easier for user to see specific error right away.

<img width="674" alt="Screen Shot 2021-10-01 at 10 48 24 AM" src="https://user-image

Is your feature request related to a problem?

I whish the pandas drop function would let me drop combination of rows (or columns) in multiindex dataframes.
E.g., I have a multiindex dataframe like this

Problem

See #3856 . Developer would like the ability to configure whether the developer menu or viewer menu is displayed while they are developing on cloud IDEs like Gitpod or Github Codespaces

Solution

Create a config option

showDeveloperMenu: true | false | auto

where

• true: always shows the developer menu locally and while deployed
• false: always sho

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

We could improve the Error: output to a user shown in the expression preview to tell them what the Type() is for a parameter being passed that is not compatible with the parameter type being expected.

Proposed solution

On our various HTML/XML GREL functions (htmlText(), wholeText(), ownText(), etc.) add the new Type().call(bindings, args) to the EvalError and rephrase the error text as n

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

Describe the issue linked to the documentation

In the section https://imbalanced-learn.org/stable/under_sampling.html#prototype-selection the selected subset S' should be a (strict) subset, not and element of S.

Suggest a potential alternative/fix

Change \in to \subset in doc/under_sampling.rst.

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