I have the following code to print out columns from a pandas dataframe as two histograms:
df = pd.read_csv('fairview_Procedure_combined.csv')
ax = df.hist(column=['precision', 'recall'], bins=25, grid=False, figsize=(12,8), color='#86bf91', zorder=2, rwidth=0.9)
ax = ax[0]
for x in ax:
# Despine
x.spines['right'].set_visible(False)
x.spines['top'].set_visible(False)
x.spines['left'].set_visible(False)
# Switch off ticks
x.tick_params(axis="both", which="both", bottom="off", top="off", labelbottom="on", left="off", right="off", labelleft="on")
# Draw horizontal axis lines
vals = x.get_yticks()
for tick in vals:
x.axhline(y=tick, linestyle='dashed', alpha=0.4, color='#eeeeee', zorder=1)
# Remove title
x.set_title("")
# Set x-axis label
x.set_xlabel("test", labelpad=20, weight='bold', size=12)
# Set y-axis label
x.set_ylabel("count", labelpad=20, weight='bold', size=12)
# Format y-axis label
x.yaxis.set_major_formatter(StrMethodFormatter('{x:,g}'))
which gives the attached output:
I would like however to have different labels on the x-axis (in particular, those listed in my column
list, that is, precision
and recall
)
Also, I have a grouping column ( semantic_type
) I would like to use to generate a bunch of paired graphs, but when I pass the by
keyword in my hist
method to group the histograms by semantic_type
, I get an error of color kwarg must have one color per data set. 18 data sets and 1 colors were provided
color kwarg must have one color per data set. 18 data sets and 1 colors were provided
)
我想通了使用子图......小菜一碟。
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