Data Analysis Baseline Library
Project description
dabl
The data analysis baseline library.
- "Mr Sanchez, are you a data scientist?"
- "I dabl, Mr president."
Find more information on the website.
Try it out
pip install dabl
or
Current scope and upcoming features
This library is very much still under development. Current code focuses mostly on exploratory visualization and preprocessing. There are also drop-in replacements for GridSearchCV and RandomizedSearchCV using successive halfing. There are preliminary portfolios in the style of POSH auto-sklearn to find strong models quickly. In essence that boils down to a quick search over different gradient boosting models and other tree ensembles and potentially kernel methods.
Check out the the website and example gallery to get an idea of the visualizations that are available.
Stay Tuned!
Related packages
Lux
Lux is an awesome project for easy interactive visualization of pandas dataframes within notebooks.
Pandas Profiling
Pandas Profiling can
provide a thorough summary of the data in only a single line of code. Using the
ProfileReport() method, you are able to access a HTML report of your data
that can help you find correlations and identify missing data.
dabl focuses less on statistical measures of individual columns, and more on
providing a quick overview via visualizations, as well as convienient
preprocessing and model search for machine learning.
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
File details
Details for the file dabl-0.2.3.tar.gz.
File metadata
- Download URL: dabl-0.2.3.tar.gz
- Upload date:
- Size: 558.5 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.9.13
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 146ed3db931c17952fd404fb253cca97f64837c2019818a30d9100c900e44ebe |
|
| MD5 | 8f5fe51ea6772e7037b9e94a14ba5108 |
|
| BLAKE2b-256 | f1a29d1717ef10410bba940546ebcdde22e81e90c1bb6763f9e1c474295eae88 |
Provenance
File details
Details for the file dabl-0.2.3-py3-none-any.whl.
File metadata
- Download URL: dabl-0.2.3-py3-none-any.whl
- Upload date:
- Size: 563.9 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.9.13
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 1158dd73e780e637859a9ed7789f411a71f16521e53623849b26d493c02ded62 |
|
| MD5 | 4fbf514dc82e6249cdf015599b45b457 |
|
| BLAKE2b-256 | ed05919cde56c4ed249ac48e78300ca984d40cbdda8b6d4ac3350d3ca8d40c6d |
