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#!/usr/bin/env python3 | ||
# | ||
# Battenberg of errors | ||
# | ||
from __future__ import division, print_function | ||
import os | ||
import sys | ||
import myokit | ||
import numpy as np | ||
import matplotlib | ||
import matplotlib.pyplot as plt | ||
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# | ||
# Check input arguments | ||
# | ||
base = os.path.splitext(os.path.basename(__file__))[0] | ||
args = sys.argv[1:] | ||
if len(args) != 0: | ||
print('Syntax: ' + base) | ||
sys.exit(1) | ||
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plt.figure(figsize=(4.6, 5.0)) | ||
plt.subplots_adjust(0.01, 0.01, 0.99, 0.99, 0, 0.05) | ||
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subplot = iter([(2, 1, 1), (2, 1, 2)]) | ||
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# | ||
# Run | ||
# | ||
for cell in (5, 'combined'): | ||
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ax = plt.subplot(*next(subplot)) | ||
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# Load rms errors | ||
d = os.path.join('..', '..', 'validation') | ||
if cell == 'combined': | ||
print('Selected combined cells') | ||
fname = 'rms-errors' | ||
else: | ||
print('Selected cell ' + str(cell)) | ||
fname = 'rms-errors-cell-' + str(cell) | ||
d = myokit.DataLog.load_csv(os.path.join(d, fname + '.csv')) | ||
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fmat = '{:<1.1f}' if cell == 'combined' else '{:<1.2f}' | ||
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cmap = matplotlib.cm.get_cmap('plasma_r') | ||
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targs = { | ||
'horizontalalignment': 'center', | ||
'verticalalignment': 'center', | ||
} | ||
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def row(axes, y, data, std=None): | ||
colour = np.array(data) - 1 | ||
colour /= 2.2 * np.max(colour) | ||
for i, e in enumerate(data): | ||
x = 2 * i | ||
w, h = 2, 1 | ||
r = plt.Rectangle( | ||
(x, y), w, h, facecolor=cmap(colour[i]), alpha=0.6) | ||
ax.add_patch(r) | ||
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text = fmat.format(e).strip() | ||
if std: | ||
text += ' (' + fmat.format(std[i]).strip() + ')' | ||
plt.text(x + w / 2, y + h / 2, text, **targs) | ||
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plt.xlim(-4.2, 8) | ||
plt.ylim(0, 6) | ||
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ax.set_xticks([]) | ||
ax.set_yticks([]) | ||
plt.text(-2.1, 4.5, 'AP validation', **targs) | ||
plt.text(-2.1, 3.5, 'Method 1 RMSE', **targs) | ||
plt.text(-2.1, 2.5, 'Cross-validation M2', **targs) | ||
plt.text(-2.1, 1.5, 'Cross-validation M3', **targs) | ||
plt.text(-2.1, 0.5, 'Cross-validation M4', **targs) | ||
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plt.text(1, 5.5, 'Method 1', **targs) | ||
plt.text(3, 5.5, 'Method 2', **targs) | ||
plt.text(5, 5.5, 'Method 3', **targs) | ||
plt.text(7, 5.5, 'Method 4', **targs) | ||
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label = 'All cells' if cell == 'combined' else 'Cell ' + str(cell) | ||
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plt.text(-1.75, 5.5, label, {'weight': 'normal', 'size': 14}, **targs) | ||
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if cell == 'combined': | ||
row(ax, 4, d['rms5_rel'], d['rms5_rel_std']) | ||
row(ax, 3, d['rms1_rel'], d['rms1_rel_std']) | ||
row(ax, 2, d['rms2_rel'], d['rms2_rel_std']) | ||
row(ax, 1, d['rms3_rel'], d['rms3_rel_std']) | ||
row(ax, 0, d['rms4_rel'], d['rms4_rel_std']) | ||
else: | ||
row(ax, 4, d['rms5_rel']) | ||
row(ax, 3, d['rms1_rel']) | ||
row(ax, 2, d['rms2_rel']) | ||
row(ax, 1, d['rms3_rel']) | ||
row(ax, 0, d['rms4_rel']) | ||
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plt.axhline(5, color='#dddddd') | ||
plt.axvline(0, color='#dddddd') | ||
plt.axhline(4, color='#555555') | ||
plt.axhline(3, color='#555555') | ||
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plt.savefig(base + '.pdf') | ||
plt.savefig(base + '.png') | ||
plt.close() | ||
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#plt.show() |