Add correct functionality for tabular data type

[sooahleex]

Summary

• Modify correct functionality in transform for tabular dataset
• Correct dataset based on TabularValidator reports
• Method
  • Remove items
  • Data Imputation
  • Handle Missing Value : Replace with a representative value (like SimpleImputer)
    • Real(continuous) variables
    • Symmetric Distribution : mean
    • Asymmetric Distribution : median
    • Integer(continuous) or categorical value : most_frequent
  • Handle Outliers for numeric : Cap outliers with the upper bound of IQR method
  • Remove Redundancies
  • Remove HTML Tags
  • Remove URLs
  • Remove Emojis
  • Convert to lowercase
  • Remove Special Characters and Punctuation
  • Remove Extra Whitespace
  • Remove Stopwords
• Add new anomlay type OutlierInCaption to update reports

How to test

• Add unit test for correct and update existed tests

Checklist

• [X] I have added unit tests to cover my changes.​
• [ ] I have added integration tests to cover my changes.​
• [X] I have added the description of my changes into CHANGELOG.​
• [ ] I have updated the documentation accordingly

License

• [ ] I submit my code changes under the same MIT License that covers the project. Feel free to contact the maintainers if that's a concern.
• [ ] I have updated the license header for each file (see an example below).

# Copyright (C) 2024 Intel Corporation
#
# SPDX-License-Identifier: MIT

[codecov[bot]]

Codecov Report

Attention: Patch coverage is 89.55224% with 35 lines in your changes missing coverage. Please review.

Project coverage is 80.93%. Comparing base (44cc56a) to head (6352456). Report is 71 commits behind head on develop.

Files	Patch %	Lines
src/datumaro/plugins/transforms.py	84.81%	14 Missing and 15 partials :warning:
src/datumaro/plugins/validators.py	95.83%	1 Missing and 3 partials :warning:
src/datumaro/plugins/configurable_validator.py	94.73%	1 Missing and 1 partial :warning:

Additional details and impacted files

```diff @@ Coverage Diff @@ ## develop #1513 +/- ## =========================================== + Coverage 80.85% 80.93% +0.07% =========================================== Files 271 275 +4 Lines 30689 32098 +1409 Branches 6197 6506 +309 =========================================== + Hits 24815 25978 +1163 - Misses 4489 4679 +190 - Partials 1385 1441 +56 ``` | [Flag](https://app.codecov.io/gh/openvinotoolkit/datumaro/pull/1513/flags?src=pr&el=flags&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=openvinotoolkit) | Coverage Δ | | |---|---|---| | [ubuntu-20.04_Python-3.10](https://app.codecov.io/gh/openvinotoolkit/datumaro/pull/1513/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=openvinotoolkit) | `80.92% <89.55%> (+0.07%)` | :arrow_up: | | [windows-2022_Python-3.10](https://app.codecov.io/gh/openvinotoolkit/datumaro/pull/1513/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=openvinotoolkit) | `80.91% <89.55%> (+0.07%)` | :arrow_up: | Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=openvinotoolkit#carryforward-flags-in-the-pull-request-comment) to find out more.

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