how to display multiple correlation heatmaps in a loop using pandas?
Solution 1:
In Jupyter notebook, you can force display an item inside a for
loop with display
. So in your case, you can do:
def heatmap_pandas(corr):
mask = np.zeros_like(corr, dtype=bool)
mask[np.tril_indices_from(mask)] = True
corr[mask] = np.nan
# display the styler
display(corr
.style
.background_gradient(cmap='coolwarm', axis=None, vmin=-1, vmax=1)
.highlight_null(null_color='#f1f1f1') # Color NaNs grey
.set_precision(2))
for corr in [corr_1,corr_2,corr_3]:
heatmap_pandas(df_time_corr)