from pdpbox import pdp
import plotly.offline as py
from plotly.tools import mpl_to_plotly
py.init_notebook_mode(connected=False)

for f in feats:
    pdp_dist = pdp.pdp_isolate(model=model, dataset=X, model_features=X.columns, feature=f)
    fig, axes = pdp.pdp_plot(pdp_dist, f, figsize=(8, 6), plot_params={
        # plot title and subtitle
        'title': f,
        'title_fontsize': 15,
        'subtitle_fontsize': 10,
    })
    py.iplot(mpl_to_plotly(fig))