def test_simple_minimal(df):
ast.corr(df)
ast.kde(data=df, x='A')
ast.hist(df, x='A')
ast.pie(df, x='other')
ast.swarm(df, x='A', y='B', hue='even')
ast.scat(df, x='A', y='B', hue='even')
ast.line(df, x='A')
ast.grid(df, x='A', y='B', col='even')
ast.box(df, x='odd', y='A', hue='even')
ast.violin(df, x='odd', y='A', hue='even')
ast.strip(df, x='odd', y='B', hue='even')
ast.count(df, x='cats')
ast.bargrid(df, x='even', y='B', hue='other', col='odd')
ast.overlap(df, x='A', y='B', label_col='other')
ast.multikde(df, x='A', label_col='even')
ast.compare(df, x='A', y=['B', 'C'], label_col='other')
ast.multicount(df, x='even', hue='odd', col='other')
def plot_line(self, metric='val_acc'):
'''A line plot for a given metric where rounds is on x-axis
NOTE: remember to invoke %matplotlib inline if in notebook
metric :: the metric to correlate against
'''
return line(self.data, metric)
def line_full(df):
ast.line(data=df,
x='A',
y='index',
median_line=True,
drawstyle='steps',
linestyle='solid',
markerstyle='.',
palette='red_to_green',
style='astetik',
dpi=72,
title='This is a title',
sub_title='And this a subtitle',
x_label='this is x label',
y_label='and this y',
legend=False,
#x_scale='log',
#y_scale='symlog',
x_limit=1,
y_limit=[1,21])
def plot_line(self, metric):
'''A line plot for a given metric where rounds is on x-axis
NOTE: remember to invoke %matplotlib inline if in notebook
metric | str | Column label for the metric to correlate with
'''
try:
import astetik as ast
return ast.line(self.data, metric)
except:
print('Matplotlib Runtime Error. Plots will not work.')
def plot_line(self, x=None, title='', x_label='', y_label=''):
'''A line plot for a given metric where rounds is on x-axis
NOTE: remember to invoke %matplotlib inline if in notebook
metric | str | Column label for the metric to correlate with
'''
try:
import astetik as ast
#print(1, title, x, x_label, y_label)
return ast.line(self.data, x=x, title=title, x_label=x_label, y_label=y_label)
except:
print('Matplotlib Runtime Error. Plots will not work.')