Metadata-Version: 2.1
Name: outerspace
Version: 0.2.3
Summary: UNKNOWN
Home-page: https://github.com/sirbiscuit/outerspace
Author: sirbiscuit
License: MIT
Description: outerspace
        ==========
        
        An interactive widget for Jupyter notebooks to explore the parameters of t-SNE
        or UMAP.
        
        ![outerspace demo](demo.gif)
        
        Installation
        ------------
        
        ```bash
        pip install outerspace
        ```
        
        Additionally, if you use `jupyter notebook`:
        ```bash
        jupyter nbextension enable --py widgetsnbextension
        ```
        
        ... or for `jupyter lab`:
        ```bash
        jupyter labextension install @jupyter-widgets/jupyterlab-manager
        jupyter labextension install jupyterlab_bokeh
        ```
        
        Usage
        -----
        
        Run t-SNE on the digits data set (see result in the image above):
        
        ```python
        from outerspace import tsne_playground
        from sklearn.datasets import load_digits
        digits = load_digits()
        X, y = digits.data, digits.target
        tsne_playground(X, y)
        ```
        
        Show the actual digit images in a tooltip:
        
        ```python
        from outerspace import tsne_playground, array2d_to_html_img
        from sklearn.datasets import load_digits
        
        digits = load_digits()
        X, y, images = digits.data, digits.target, digits.images
        
        images = 256 - images * 16      # convert range and invert
        images = images.clip(0, 255)    # clip values at 255
        images = images.astype('uint8') # convert to uint8
        images = [array2d_to_html_img(image, resize=(32,32))
                  for image in images]  # convert to HTML images
        
        tsne_playground(X, y,
                        additional_columns=dict(images=images),
                        tooltips='@images{safe}') # safe = do not escape HTML
        ```
        
Platform: UNKNOWN
Description-Content-Type: text/markdown
