python utils for detect data
Project description
TOAD
Toad is developed to facilitate the model development work - especially credit risk scorecard.
It provides intuitive tools for
- data handling
- feature selection and WOE binning
- model selection
- results evaluation and model validation
- scorecard transformation.
A basic tutorial is provided on readthedocs.
By the ESC Team
Install
via pip
pip install toad
via source code
python setup.py install
Usage
import toad
data = pd.read_csv('test.csv')
toad.detect(data)
toad.quality(data, target = 'TARGET', iv_only = True)
toad.IV(feature, target, method = 'dt', min_samples = 0.1)
Documents
A simple API docs
Project details
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
toad-0.0.58a2.tar.gz
(14.0 MB
view hashes)
Built Distributions
Close
Hashes for toad-0.0.58a2-cp37-cp37m-manylinux1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1b634471c7834eac90d11bc745f88089feab805d870b2e1b79e9343ccf9c1b3a |
|
MD5 | 8e7aa912c01810239bfc39ece5beb643 |
|
BLAKE2b-256 | c5d38946457ceed0fe55dce0f2119ea11f771a01273b8d1c7a5bebfa9d9c1376 |
Close
Hashes for toad-0.0.58a2-cp37-cp37m-macosx_10_14_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | a0b45bb69f28c04fe07da7ad6782305ed3928eacd71e6239f0f5c8c111a0b5f6 |
|
MD5 | f8528912fa49758c69020369d584b34d |
|
BLAKE2b-256 | 0c1b38b7659fc7e39280a2e65b7b6698a2e4200f9f33af02ac01913058810272 |
Close
Hashes for toad-0.0.58a2-cp36-cp36m-manylinux1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ed9d05e31aaae5f5d937b3ff0bd9f829f3b5af9231469b71851b6aa1891db28f |
|
MD5 | 35d003bd6000478da04250998d222618 |
|
BLAKE2b-256 | 57ee734e141e43668073969190e6274308b81c678227d4bd8a548389a5e4bbdd |
Close
Hashes for toad-0.0.58a2-cp35-cp35m-manylinux1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | cc7c0ce3c9a4c9d72ddf150c8d2f424ff859d2486e7ea33640db18d8b167fad8 |
|
MD5 | 23e2845751111a1256f23ff614367126 |
|
BLAKE2b-256 | 7196324bb210804b22849cfbf6cbcb2d8e6e914957d5c3e8fd76251c9902c229 |