def draw_cdf(fig, ax, data, legends, xaxis, y_name, **kwargs):
lines = len(data)
n_bins = 10000
for i in range(lines):
ax.hist(data[i],
n_bins,
normed=1,
histtype='step',
cumulative=True,
edgecolor=get_color(i),
linewidth=kwargs.setdefault('lw', 1.5),
label=legends[i])
ax.set_ylabel(y_name)
fig.gca().set_ylim(
kwargs.setdefault('y_start', 0), kwargs.setdefault('y_end', 1.2))
fig.gca().set_xlim(
kwargs.setdefault('x_start', 0), kwargs.setdefault('x_end',
np.max(data)))
ax.legend(ncol=kwargs.setdefault('lgd_col', '8'),
bbox_to_anchor=kwargs.setdefault('lgd_cord',
(0., 1.00, 1., .101)),
fontsize=kwargs.setdefault('lgd_fs', 9),
loc='upper center')
if kwargs.setdefault('use_percent', '0'):
formatter = FuncFormatter(to_percent)
fig.gca().yaxis.set_major_formatter(formatter)
def draw_stack(fig, ax, data, legends, xaxis, y_name, **kwargs):
benches = len(data[0])
bars = len(data)
ind = np.arange(start=0, stop=benches * 3, step=3)
width = 3.0 / (2)
for i in range(bars):
ax.bar(ind + width / 2.0,
data[i],
width,
color=kwargs.setdefault('color', 'w'),
bottom=np.sum(data[:i], axis=0),
edgecolor=get_color(i),
hatch=get_hatch(i),
label=legends[i])
ax.set_ylabel(y_name)
ax.set_xticks(ind + bars / 2.0 * width)
fig.gca().set_ylim(
kwargs.setdefault('y_start', 0), kwargs.setdefault('y_end', 1.2))
fig.gca().set_xlim(0, benches * 3)
ax.set_xticklabels(xaxis,
rotation=kwargs.setdefault('rotate', 0),
fontsize=kwargs.setdefault('xaxis_fs', 9),
va=kwargs.setdefault('xaxis_va', 'top'),
ha=kwargs.setdefault('xaxis_ha', 'center'))
ax.legend(ncol=kwargs.setdefault('lgd_col', '8'),
bbox_to_anchor=kwargs.setdefault('lgd_cord',
(0., 0.99999, 1., .105)),
fontsize=kwargs.setdefault('lgd_fs', 9),
loc='upper center')
if kwargs.setdefault('use_percent', '0'):
formatter = FuncFormatter(to_percent)
fig.gca().yaxis.set_major_formatter(formatter)
def draw_stack(fig, ax, data, legends, xaxis, y_name, **kwargs):
benches = len(data[0])
bars = len(data)
ind = np.arange(start=0, stop=benches * 3, step=3)
width = 3.0 / (2)
for i in range(bars):
ax.bar(ind + width / 2.0,
data[i],
width,
color=kwargs.setdefault('color', 'w'),
bottom=np.sum(data[:i], axis=0),
edgecolor=get_color(i),
hatch=get_hatch(i),
label=legends[i])
ax.set_ylabel(y_name)
ax.set_xticks(ind + bars / 2.0 * width)
fig.gca().set_ylim(kwargs.setdefault('y_start', 0),
kwargs.setdefault('y_end', 1.2))
fig.gca().set_xlim(0, benches * 3)
ax.set_xticklabels(xaxis,
rotation=kwargs.setdefault('rotate', 0),
fontsize=kwargs.setdefault('xaxis_fs', 9),
va=kwargs.setdefault('xaxis_va', 'top'),
ha=kwargs.setdefault('xaxis_ha', 'center'))
ax.legend(ncol=kwargs.setdefault('lgd_col', '8'),
bbox_to_anchor=kwargs.setdefault('lgd_cord',
(0., 0.99999, 1., .105)),
fontsize=kwargs.setdefault('lgd_fs', 9),
loc='upper center')
if kwargs.setdefault('use_percent', '0'):
formatter = FuncFormatter(to_percent)
fig.gca().yaxis.set_major_formatter(formatter)
def draw_cdf(fig, ax, data, legends, xaxis, y_name, **kwargs):
lines = len(data)
n_bins = 10000
for i in range(lines):
ax.hist(data[i],
n_bins,
normed=1,
histtype='step',
cumulative=True,
edgecolor=get_color(i),
linewidth=kwargs.setdefault('lw', 1.5),
label=legends[i])
ax.set_ylabel(y_name)
fig.gca().set_ylim(kwargs.setdefault('y_start', 0),
kwargs.setdefault('y_end', 1.2))
fig.gca().set_xlim(kwargs.setdefault('x_start', 0),
kwargs.setdefault('x_end', np.max(data)))
ax.legend(ncol=kwargs.setdefault('lgd_col', '8'),
bbox_to_anchor=kwargs.setdefault('lgd_cord',
(0., 1.00, 1., .101)),
fontsize=kwargs.setdefault('lgd_fs', 9),
loc='upper center')
if kwargs.setdefault('use_percent', '0'):
formatter = FuncFormatter(to_percent)
fig.gca().yaxis.set_major_formatter(formatter)
def draw_hist(fig, ax, data, legends, xaxis, y_name, **kwargs):
benches = len(data[0])
bars = len(data)
ind = np.arange(start=0, stop=benches * 3, step=3)
width = 3.0 / (bars + 2)
rects = []
for i in range(bars):
tmp = ax.bar(ind + i * width + width,
data[i],
width,
color=kwargs.setdefault('color', 'w'),
edgecolor=get_color(i),
hatch=get_hatch(i),
linewidth=1,
label=legends[i])
rects.append(tmp)
ax.set_ylabel(y_name)
ax.set_xticks(ind + bars / 2.0 * width + width)
fig.gca().set_ylim(
kwargs.setdefault('y_start', 0), kwargs.setdefault('y_end', 1.2))
fig.gca().set_xlim(0, benches * 3)
ax.set_xticklabels(xaxis,
rotation=kwargs.setdefault('rotate', 0),
fontsize=kwargs.setdefault('xaxis_fs', 9),
va=kwargs.setdefault('xaxis_va', 'top'),
ha=kwargs.setdefault('xaxis_ha', 'center'))
ax.legend(ncol=kwargs.setdefault('lgd_col', '8'),
bbox_to_anchor=kwargs.setdefault('lgd_cord',
(0., 1.02, 1., .102)),
fontsize=kwargs.setdefault('lgd_fs', 9),
loc='upper center')
if kwargs.setdefault('use_percent', '0'):
formatter = FuncFormatter(to_percent)
# Set the formatter
fig.gca().yaxis.set_major_formatter(formatter)
if kwargs.setdefault('use_labelall', 0):
for rect in rects:
label_all(ax, rect, kwargs.setdefault('use_labelall_rotate', 0),
kwargs.setdefault('use_labelall_percent', 0),
kwargs.setdefault('use_labelall_space', 0.05))
def draw_hist(fig, ax, data, legends, xaxis, y_name, **kwargs):
benches = len(data[0])
bars = len(data)
ind = np.arange(start=0, stop=benches * 3, step=3)
width = 3.0 / (bars + 2)
rects = []
for i in range(bars):
tmp = ax.bar(ind + i * width + width,
data[i],
width,
color=kwargs.setdefault('color', 'w'),
edgecolor=get_color(i),
hatch=get_hatch(i),
linewidth=1,
label=legends[i])
rects.append(tmp)
ax.set_ylabel(y_name)
ax.set_xticks(ind + bars / 2.0 * width + width)
fig.gca().set_ylim(kwargs.setdefault('y_start', 0),
kwargs.setdefault('y_end', 1.2))
fig.gca().set_xlim(0, benches * 3)
ax.set_xticklabels(xaxis,
rotation=kwargs.setdefault('rotate', 0),
fontsize=kwargs.setdefault('xaxis_fs', 9),
va=kwargs.setdefault('xaxis_va', 'top'),
ha=kwargs.setdefault('xaxis_ha', 'center'))
ax.legend(ncol=kwargs.setdefault('lgd_col', '8'),
bbox_to_anchor=kwargs.setdefault('lgd_cord',
(0., 1.02, 1., .102)),
fontsize=kwargs.setdefault('lgd_fs', 9),
loc='upper center')
if kwargs.setdefault('use_percent', '0'):
formatter = FuncFormatter(to_percent)
# Set the formatter
fig.gca().yaxis.set_major_formatter(formatter)
if kwargs.setdefault('use_labelall', 0):
for rect in rects:
label_all(ax, rect, kwargs.setdefault('use_labelall_rotate', 0),
kwargs.setdefault('use_labelall_percent', 0),
kwargs.setdefault('use_labelall_space', 0.05))
def draw_one_line(fig, ax, data, one_legend, xaxis, y_name, id, **kwargs):
benches = 0
if benches < len(data):
benches = len(data)
xticks = np.arange(0, (benches + 2), 1)
indi = xticks[1:-1] - 0.5
ax.plot(indi[:len(data)],
data,
color=get_color(id),
linestyle=kwargs.setdefault('ls', '-'),
linewidth=kwargs.setdefault('lw', 1.0),
marker=get_marker(id),
markersize=kwargs.setdefault('mrk_size', 5),
markevery=kwargs.setdefault('mrk_inv', 1),
label=one_legend)
ax.set_ylabel(y_name)
fig.gca().set_xlim(0, benches)
fig.gca().set_ylim(kwargs.setdefault('y_start',
np.min(data) - 1),
kwargs.setdefault('y_end',
np.max(data) + 1))
ax.set_xticks(indi[::kwargs.setdefault('xaxis_inv', 1)])
xaxis = [int(i) for i in xaxis]
xaxis[0] = 1
ax.set_xticklabels(xaxis[::kwargs.setdefault('xaxis_inv', 1)],
rotation=kwargs.setdefault('xaxis_rotate', 0),
fontsize=kwargs.setdefault('xaxis_fs', 9),
va=kwargs.setdefault('xaxis_va', 'top'),
ha=kwargs.setdefault('xaxis_ha', 'center'))
legend = ax.legend(ncol=4,
bbox_to_anchor=kwargs.setdefault(
'lgd_cord', (0., 1.02, 1., .102)),
fontsize=9,
loc='upper center')
legend.get_frame().set_zorder(20)
if kwargs.setdefault('use_percent', '0'):
formatter = FuncFormatter(to_percent)
# Set the formatter
plt.gca().yaxis.set_major_formatter(formatter)
def draw_one_line(fig, ax, data, one_legend, xaxis, y_name, id, **kwargs):
benches = 0
if benches < len(data):
benches = len(data)
xticks = np.arange(0, (benches + 2), 1)
indi = xticks[1:-1] - 0.5
ax.plot(indi[:len(data)],
data,
color=get_color(id),
linestyle=kwargs.setdefault('ls', '-'),
linewidth=kwargs.setdefault('lw', 1.0),
marker=get_marker(id),
markersize=kwargs.setdefault('mrk_size', 5),
markevery=kwargs.setdefault('mrk_inv', 1),
label=one_legend)
ax.set_ylabel(y_name)
fig.gca().set_xlim(0, benches)
fig.gca().set_ylim(
kwargs.setdefault('y_start', np.min(data) - 1), kwargs.setdefault(
'y_end', np.max(data) + 1))
ax.set_xticks(indi[::kwargs.setdefault('xaxis_inv', 1)])
xaxis = [int(i) for i in xaxis]
xaxis[0] = 1
ax.set_xticklabels(xaxis[::kwargs.setdefault('xaxis_inv', 1)],
rotation=kwargs.setdefault('xaxis_rotate', 0),
fontsize=kwargs.setdefault('xaxis_fs', 9),
va=kwargs.setdefault('xaxis_va', 'top'),
ha=kwargs.setdefault('xaxis_ha', 'center'))
legend = ax.legend(ncol=4,
bbox_to_anchor=kwargs.setdefault('lgd_cord',
(0., 1.02, 1., .102)),
fontsize=9,
loc='upper center')
legend.get_frame().set_zorder(20)
if kwargs.setdefault('use_percent', '0'):
formatter = FuncFormatter(to_percent)
# Set the formatter
plt.gca().yaxis.set_major_formatter(formatter)