CellScope.cs.Visualization ========================== CellScope.cs. ``Visualization`` (**fea** : :class:`np.ndarray`, **Visualization_Method** : :class:`str` = "UMAP") The `Visualization` function generates a two-dimensional representation of high-dimensional data, offering UMAP [MMH18]_, PCA [AW10]_, and t-SNE [VH08]_ as available visualization methods. .. rubric:: Parameters - **fea** (:class:`np.ndarray`): The result from either the first or second Manifold Fitting step, with dimensions (num_cell, num_Selected_Gene). - **Visualization_Method** (:class:`str`, optional, default="UMAP"): The method used for visualizing the data. The default is UMAP, but available options include PCA, tSNE, and UMAP. .. rubric:: Return - **Y** (:class:`ndarray`): A matrix of size (n_cell, 2), representing the visualization result with two-dimensional coordinates for each cell.