|
1 |
| -# Python Visualization Tutorial |
| 1 | +# Python Visualization |
2 | 2 |
|
3 | 3 | ***author : subinium***
|
4 | 4 |
|
5 |
| -Python Visualization Tutorial |
| 5 | +Pythonμλ λ§μ μκ°ν λΌμ΄λΈλ¬λ¦¬κ° μμ΅λλ€. μ΄λ° λΌμ΄λΈλ¬λ¦¬μ λν κ°λ΅ν μ 보λ₯Ό μμ ν΄λ³΄κ³ μ ν©λλ€. |
| 6 | +κ°μΈ νλ‘μ νΈλ₯Ό ν¬ν¨νμ¬ κ° λΌμ΄λΈλ¬λ¦¬μ λν νν λ¦¬μΌ λλ μλ£λ€μ λͺ¨μλλ κ²μ λͺ©νλ‘ ν©λλ€. |
6 | 7 |
|
7 | 8 | ## Visualization Libraries
|
8 | 9 |
|
9 | 10 | ### Static
|
10 | 11 |
|
11 |
| -- matplotlib |
12 |
| -- seaborn |
13 |
| -- plotnine |
| 12 | +μ μ λ°μ΄ν° μκ°ν ν΄μ
λλ€. |
| 13 | + |
| 14 | +| Name | Description | Documentation | Github | |
| 15 | +| -------------- | ----------- | ------------------------------------------------------ | -------------------------------------------------- | |
| 16 | +| **matplotlib** | | [matplotlib](https://matplotlib.org/) | [github](https://github.com/matplotlib/matplotlib) | |
| 17 | +| **seaborn** | | [seaborn](http://seaborn.pydata.org/) | [github](https://github.com/mwaskom/seaborn) | |
| 18 | +| **plotnine** | | [plotnine](https://plotnine.readthedocs.io/en/stable/) | [gituhub](https://github.com/has2k1/plotnine) | |
14 | 19 |
|
15 | 20 | ### Interactive
|
16 | 21 |
|
17 |
| -- plotly |
18 |
| - - plotly.express |
19 |
| -- bokeh |
20 |
| -- altair |
| 22 | +μΈν°λν°λΈ μκ°ν ν΄μ
λλ€. μμ ν΄λ€λ³΄λ€ ν¨μ¬ λ€μ±λ‘μ΄ μκ°νλ₯Ό μ§νν μ μμ΅λλ€. |
| 23 | + |
| 24 | +| Name | Description | Documentation | Github | |
| 25 | +| ------------- | ----------- | --------------------------------------- | ------------------------------------------------- | |
| 26 | +| **plotly** | | [plotly](https://plot.ly/python/) | [github](https://github.com/plotly/plotly.py) | |
| 27 | +| **bokeh** | | [bokeh](https://bokeh.org/) | [github](https://github.com/bokeh/bokeh) | |
| 28 | +| **altair** | | [altair](https://altair-viz.github.io/) | [github](https://github.com/altair-viz/altair) | |
| 29 | +| **pyecharts** | | [pyecharts](https://pyecharts.org/) | [github](https://github.com/pyecharts/pyecharts/) | |
21 | 30 |
|
22 | 31 | ### Specific
|
23 | 32 |
|
24 |
| -- missingno |
25 |
| -- pywaffle |
26 |
| -- networkx |
27 |
| -- wordcloud |
| 33 | +μ‘°κΈ νΉλ³ν μκ°νλ₯Ό ν μ μλ λΌμ΄λΈλ¬λ¦¬ μ
λλ€. |
| 34 | + |
| 35 | +| Name | Description | Documentation | Github | |
| 36 | +| ------------- | ----------- | ----------------------------------------------------------------------------------- | ---------------------------------------------------- | |
| 37 | +| **missingno** | | [missingno](https://www.pydoc.io/pypi/missingno-0.4.1/autoapi/missingno/index.html) | [github](https://github.com/ResidentMario/missingno) | |
| 38 | +| **pywaffle** | | [pywaffle](https://pywaffle.readthedocs.io/en/latest/) | [github](https://github.com/gyli/PyWaffle) | |
| 39 | +| **networkx** | | [networkx](https://networkx.github.io/documentation/stable/) | [github](https://github.com/networkx/networkx) | |
| 40 | +| **wordcloud** | | [wordcloud](https://amueller.github.io/word_cloud/) | [github](https://github.com/amueller/word_cloud) | |
28 | 41 |
|
29 | 42 | ### Geo
|
30 | 43 |
|
31 |
| -- folium |
32 |
| -- geopandas |
33 |
| -- basemap |
34 |
| -- pygmap |
| 44 | +μ§λ λ°μ΄ν°λ λ€μκ³Ό κ°μ ν΄λ€μ μ¬μ©ν μ μμ΅λλ€. |
| 45 | + |
| 46 | +| Name | Description | Documentation | Github | |
| 47 | +| ------------- | ----------- | -------------------------------------------------------- | -------------------------------------------------------- | |
| 48 | +| **folium** | | [folium](https://python-visualization.github.io/folium/) | [github](https://github.com/python-visualization/folium) | |
| 49 | +| **geopandas** | | [geopandas](https://geopandas.readthedocs.io/en/latest/) | [github](https://github.com/geopandas/geopandas) | |
| 50 | + |
35 | 51 |
|
36 | 52 | ### Interpretable AI
|
37 | 53 |
|
38 |
| -- dtreeviz |
39 |
| -- SHAP |
40 |
| -- LIME |
| 54 | +λͺ¨λΈ ν΄μμ μν΄μλ λ€μκ³Ό κ°μ μκ°ν ν΄μ μ¬μ©ν μ μμ΅λλ€. |
| 55 | + |
| 56 | +| Name | Description | Documentation | Github | |
| 57 | +| ------------ | ----------- | ------------------------------------------------------------- | ------------------------------------------- | |
| 58 | +| **dtreeviz** | | [dtreeviz](https://explained.ai/decision-tree-viz/index.html) | [github](https://github.com/parrt/dtreeviz) | |
| 59 | +| **SHAP** | | [SHAP](https://shap.readthedocs.io/en/latest/#) | [github](https://github.com/slundberg/shap) | |
| 60 | +| **LIME** | | [LIME](https://lime-ml.readthedocs.io/en/latest/lime.html) | [github](https://github.com/marcotcr/lime) | |
| 61 | + |
| 62 | +## Useful Links |
| 63 | + |
| 64 | +### Webpage |
| 65 | + |
| 66 | +### Kaggle |
| 67 | + |
| 68 | +### Article |
| 69 | + |
| 70 | +### Repo |
41 | 71 |
|
42 |
| -## My Personal Project |
|
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