def countplot(data, **kwargs):
def sns_countplot(x, y, hue, color, saturation): # pragma: no cover
x, y, hue, color = ut.widget2py(x, y, hue, color)
ax, fig, _ = ut.get_ax_fig_plt()
return sns.countplot(x=x,
y=y,
hue=hue,
data=data,
order=None,
hue_order=None,
orient=None,
color=color,
palette=None,
saturation=saturation,
ax=ax,
**kwargs)
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_countplot,
x=allcols,
y=allcols,
hue=allcols,
color=ut.colors_dropdow(),
saturation=ut.saturation_slider(default=0.75),
)
def swarmplot(data, **kwargs):
def sns_swarmplot(x, y, hue, split, orient, color, size,
linewidth): # pragma: no cover
x, y, hue, orient, color = ut.widget2py(x, y, hue, orient, color)
ax, fig, _ = ut.get_ax_fig_plt()
return sns.swarmplot(x=x,
y=y,
hue=hue,
data=data,
order=None,
hue_order=None,
split=split,
orient=orient,
color=color,
palette=None,
size=size,
edgecolor='gray',
linewidth=linewidth,
ax=ax,
**kwargs)
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_swarmplot,
x=allcols,
y=allcols,
hue=allcols,
split=False,
orient=["None", "v", "h"],
color=ut.colors_dropdow(),
size=ut.size_slider(default=5),
linewidth=ut.linewidth_slider(default=0),
)
def barplot(data, **kwargs):
def sns_barplot(x, y, hue, orient, color, saturation): # pragma: no cover
x, y, hue, orient, color = ut.widget2py(x, y, hue, orient, color)
ax, fig, _ = ut.get_ax_fig_plt()
return sns.barplot(
x=x,
y=y,
hue=hue,
data=data,
order=None,
hue_order=None, # estimator=<function mean>,
ci=95,
n_boot=1000,
units=None,
orient=orient,
color=color,
palette=None,
saturation=saturation,
errcolor='.26',
ax=ax,
**kwargs) # errwidth=None, capsize=None, # New args added in ??
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_barplot,
x=allcols,
y=allcols,
hue=allcols,
orient=["None", "v", "h"],
color=ut.colors_dropdow(),
saturation=ut.saturation_slider(default=0.75),
)
def violinplot(data, **kwargs):
def sns_violinplot(x, y, hue, bw, scale, inner, split, orient, color, saturation): # pragma: no cover
x, y, hue, inner, orient, color = ut.widget2py(x, y, hue, inner, orient, color)
ax, fig, _ = ut.get_ax_fig_plt()
sns.violinplot(x=x, y=y, hue=hue, data=data, order=None, hue_order=None,
bw=bw, cut=2, scale=scale, scale_hue=True,
gridsize=100, width=0.8, inner=inner, split=split, orient=orient,
linewidth=None, color=color, palette=None, saturation=saturation, ax=ax, **kwargs)
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_violinplot,
x=allcols,
y=allcols,
hue=allcols,
bw=["scott", "silverman", "float"],
scale=["area", "count", "width"],
inner=["box", "quartile", "point", "stick", "None"],
split=False,
orient=["None", "v", "h"],
color=ut.colors_dropdow(),
saturation=ut.saturation_slider(default=0.75),
)
def boxplot(data, **kwargs):
def sns_boxplot(x, y, hue, orient, color, saturation,
notch): # pragma: no cover
x, y, hue, orient, color = ut.widget2py(x, y, hue, orient, color)
ax, fig, _ = ut.get_ax_fig_plt()
return sns.boxplot(x=x,
y=y,
hue=hue,
data=data,
order=None,
hue_order=None,
orient=orient,
color=color,
palette=None,
saturation=saturation,
width=0.8,
fliersize=5,
linewidth=None,
whis=1.5,
notch=notch,
ax=ax,
**kwargs)
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_boxplot,
x=allcols,
y=allcols,
hue=allcols,
orient=["None", "v", "h"],
color=ut.colors_dropdow(),
saturation=ut.saturation_slider(default=0.75),
notch=False,
)
def jointplot(data,
joint_kws=None,
marginal_kws=None,
annot_kws=None,
**kwargs):
def sns_joinplot(x, y, kind, color): # pragma: no cover
x, y, color = ut.widget2py(x, y, color)
# TODO: stat_func
return sns.jointplot(
x,
y,
data=data,
kind=kind, # stat_func=<function pearsonr>,
color=color,
size=6,
ratio=5,
space=0.2,
dropna=True,
xlim=None,
ylim=None,
joint_kws=joint_kws,
marginal_kws=marginal_kws,
annot_kws=annot_kws,
**kwargs)
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_joinplot,
x=allcols,
y=allcols,
kind=["scatter", "reg", "resid", "kde", "hex"],
color=ut.colors_dropdow(),
#button=_help_button("joinplot"),
)
def countplot(data, **kwargs):
def sns_countplot(x, y, hue, color, saturation): # pragma: no cover
x, y, hue, color = ut.widget2py(x, y, hue, color)
ax, fig, _ = ut.get_ax_fig_plt()
return sns.countplot(x=x, y=y, hue=hue, data=data, order=None, hue_order=None, orient=None,
color=color, palette=None, saturation=saturation, ax=ax, **kwargs)
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_countplot,
x=allcols,
y=allcols,
hue=allcols,
color=ut.colors_dropdow(),
saturation=ut.saturation_slider(default=0.75),
)
def jointplot(data, joint_kws=None, marginal_kws=None, annot_kws=None, **kwargs):
def sns_joinplot(x, y, kind, color): # pragma: no cover
x, y, color = ut.widget2py(x, y, color)
# TODO: stat_func
return sns.jointplot(x, y, data=data, kind=kind, # stat_func=<function pearsonr>,
color=color, size=6, ratio=5, space=0.2, dropna=True, xlim=None, ylim=None,
joint_kws=joint_kws, marginal_kws=marginal_kws, annot_kws=annot_kws, **kwargs)
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_joinplot,
x=allcols,
y=allcols,
kind=["scatter", "reg", "resid", "kde", "hex"],
color=ut.colors_dropdow(),
#button=_help_button("joinplot"),
)
def factorplot(data, facet_kws=None, **kwargs):
def sns_factorplot(x, y, hue, color, kind, size,
legend): # pragma: no cover
x, y, hue, color = ut.widget2py(x, y, hue, color)
return sns.factorplot(
x=x,
y=y,
hue=hue,
data=data,
row=None,
col=None,
col_wrap=None, # estimator=<function mean>,
ci=95,
n_boot=1000,
units=None,
order=None,
hue_order=None,
row_order=None,
col_order=None,
kind=kind,
size=size,
aspect=1,
orient=None,
color=color,
palette=None,
legend=legend,
legend_out=True,
sharex=True,
sharey=True,
margin_titles=False,
facet_kws=facet_kws,
**kwargs)
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_factorplot,
x=allcols,
y=allcols,
hue=allcols,
color=ut.colors_dropdow(),
kind=["point", "bar", "count", "box", "violin", "strip"],
size=ut.size_slider(default=4),
legend=True,
)
def barplot(data, **kwargs):
def sns_barplot(x, y, hue, orient, color, saturation): # pragma: no cover
x, y, hue, orient, color = ut.widget2py(x, y, hue, orient, color)
ax, fig, _ = ut.get_ax_fig_plt()
return sns.barplot(x=x, y=y, hue=hue, data=data, order=None, hue_order=None, # estimator=<function mean>,
ci=95, n_boot=1000, units=None, orient=orient, color=color, palette=None,
saturation=saturation, errcolor='.26', ax=ax, **kwargs) # errwidth=None, capsize=None, # New args added in ??
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_barplot,
x=allcols,
y=allcols,
hue=allcols,
orient=["None", "v", "h"],
color=ut.colors_dropdow(),
saturation=ut.saturation_slider(default=0.75),
)
def boxplot(data, **kwargs):
def sns_boxplot(x, y, hue, orient, color, saturation, notch): # pragma: no cover
x, y, hue, orient, color = ut.widget2py(x, y, hue, orient, color)
ax, fig, _ = ut.get_ax_fig_plt()
return sns.boxplot(x=x, y=y, hue=hue, data=data, order=None, hue_order=None, orient=orient,
color=color, palette=None, saturation=saturation, width=0.8, fliersize=5, linewidth=None,
whis=1.5, notch=notch, ax=ax, **kwargs)
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_boxplot,
x=allcols,
y=allcols,
hue=allcols,
orient=["None", "v", "h"],
color=ut.colors_dropdow(),
saturation=ut.saturation_slider(default=0.75),
notch=False,
)
def pointplot(data, **kwargs):
def sns_pointplot(x, y, hue, split, join, orient, color, linewidth): # pragma: no cover
x, y, hue, orient, color = ut.widget2py(x, y, hue, orient, color)
ax, fig, _ = ut.get_ax_fig_plt()
return sns.pointplot(x=x, y=y, hue=hue, data=data, order=None, hue_order=None, # estimator=<function mean>,
ci=95, n_boot=1000, units=None, markers='o', linestyles='-', dodge=False, join=join, scale=1,
orient=orient, color=color, palette=None, ax=ax, errwidth=None, capsize=None, **kwargs)
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_pointplot,
x=allcols,
y=allcols,
hue=allcols,
split=False,
join=True,
orient=["None", "v", "h"],
color=ut.colors_dropdow(),
linewidth=ut.linewidth_slider(default=0),
)
def swarmplot(data, **kwargs):
def sns_swarmplot(x, y, hue, split, orient, color, size, linewidth): # pragma: no cover
x, y, hue, orient, color = ut.widget2py(x, y, hue, orient, color)
ax, fig, _ = ut.get_ax_fig_plt()
return sns.swarmplot(x=x, y=y, hue=hue, data=data, order=None, hue_order=None,
split=split, orient=orient, color=color, palette=None, size=size,
edgecolor='gray', linewidth=linewidth, ax=ax, **kwargs)
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_swarmplot,
x=allcols,
y=allcols,
hue=allcols,
split=False,
orient=["None", "v", "h"],
color=ut.colors_dropdow(),
size=ut.size_slider(default=5),
linewidth=ut.linewidth_slider(default=0),
)
def factorplot(data, facet_kws=None, **kwargs):
def sns_factorplot(x, y, hue, color, kind, size, legend): # pragma: no cover
x, y, hue, color = ut.widget2py(x, y, hue, color)
return sns.factorplot(x=x, y=y, hue=hue, data=data, row=None, col=None, col_wrap=None, # estimator=<function mean>,
ci=95, n_boot=1000, units=None, order=None, hue_order=None, row_order=None, col_order=None,
kind=kind, size=size, aspect=1, orient=None, color=color, palette=None,
legend=legend, legend_out=True, sharex=True, sharey=True, margin_titles=False,
facet_kws=facet_kws, **kwargs)
allcols = ["None"] + list(data.keys())
return ipw.interact_manual(
sns_factorplot,
x=allcols,
y=allcols,
hue=allcols,
color=ut.colors_dropdow(),
kind=["point", "bar", "count", "box", "violin", "strip"],
size=ut.size_slider(default=4),
legend=True,
)
