bongsang
A collection of statistics and machine learning libraries developed by Bongsang Kim, including a linear regression class similar to R's lm function.
Installation
pip install bongsang
## Accessing Sample Datasets
The `bongsang.datasets` subpackage provides sample datasets for easy experimentation.
### Example:
```python
from bongsang.datasets import load_house
# Load the house dataset
df = load_house()
# Now you can use df with the LM class
from bongsang import lm
X = df[['size']]
y = df['price']
model = lm.LM(X, y)
model.fit()
model.summary()
model.plot()
==============================================================
Linear Regression Summary
X features: ['size']
y target: price
______________________________________________________________
Residuals:
Min 1Q Median 3Q Max
-49.388 -27.388 -6.388 29.577 64.333
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 98.24833 58.03348 1.693 0.1289
size 0.10977 0.03297 3.329 0.0104 *
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 41.33 on 8 degrees of freedom
Multiple R-squared: 0.5808, Adjusted R-squared: 0.5284
F-statistic: 11.08 on 1 and 8 DF, p-value: 0.01039
==============================================================
1 maintainer
Release files for bongsang 0.1.5
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| bongsang-0.1.5.tar.gz | 5.3 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| bongsang-0.1.5-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 10.9 kB
Release files / bongsang-0.1.5.tar.gz
| Download URL | bongsang-0.1.5.tar.gz |
|---|---|
| Size | 5.3 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
abcc07b31365feadb8979f5fdea8e545602ee464d13ac364298341fae3596bcf
|
|
BLAKE2b-256 checksum How to use checksums |
20e52703e5da894c086e85bc391d984f3fe222cb55c86544a654d8778029c039
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.5
|
Release files / bongsang-0.1.5-py3-none-any.whl
| Download URL | bongsang-0.1.5-py3-none-any.whl |
|---|---|
| Size | 5.6 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
7d76ad18ed35affe2c5d6bd142e309dfc867a47ed50a441046fdf62a63a22e63
|
|
BLAKE2b-256 checksum How to use checksums |
abdf8fcfc2c7953b6c11042b1ff272d45e6bd3db41bc0e47c7c86838c57cdbc3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.5
|
