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Copy pathfunctions.py
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919 lines (720 loc) · 32.6 KB
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import matplotlib.pyplot as plt
import numpy as np
import random as rd
def rec_ave(n, xold, x, x10):
return xold + 1 / n * (x - x10)
def is_nan(x):
return (x is np.nan or x != x)
def mov_ave(a, n=30):
if n>0:
mlt_mov_ave = a[0:n]
x_old = sum(mlt_mov_ave) / n
for i in range(n, len(a)):
x_new = rec_ave(n, x_old, a[i], a[i - n])
mlt_mov_ave.append(x_new)
x_old = x_new
return mlt_mov_ave
else:
return a
def plot_corr(dataframe, size=80):
corr = dataframe.corr()
fig, ax = plt.subplots(figsize=(size, size))
ax.matshow(corr)
plt.xticks(range(len(corr.columns)), corr.columns, rotation='vertical')
plt.yticks(range(len(corr.columns)), corr.columns)
def patch_spine_invisible(ax):
ax.set_frame_on(True)
ax.patch.set_visible(False)
for sp in ax.spines.values():
sp.set_visible(False)
def print_lengly_ave(vd, eb, bitzer, direct, dd,step, length=360):
leng = len(eb)
print('Average ', int(length/30), 'hourly m_dot : ', 'VD', ' ', 'EB', ' ', 'Bitzer', ' ', 'Direct', ' ', 'Data Driven')
for i in range(1, round(leng / length * step )):
i *= length
ii = int(i - length)
di = i - ii
try:
print(round(sum(vd[ii:i]) / di, 3), ' ',
round(sum(eb[ii:i]) / di, 3), ' ',
round(sum(bitzer[ii:i]) / di, 3), ' ',
round(sum(direct[ii:i]) / di, 3), ' ',
round(sum(dd[ii:i]) / di, 3)
)
except:
print('devision by zero')
def print_weekly_ave(vd, eb, bitzer, direct, dd):
leng = len(eb)
print('Average weekly m_dot: ', 'VD', ' ', 'EB', ' ', 'Bitzer', ' ', 'Direct', ' ', 'Data Driven')
print(round(sum(vd) / leng, 3), ' ',
round(sum(eb) / leng, 3), ' ',
round(sum(bitzer) / leng, 3), ' ',
round(sum(direct) / leng, 3), ' ',
round(sum(dd) / leng, 3))
def plot_1(time, var1, label, week):
"""
First plots the lines and then 'ro' spesifies red dots as the TDN states __ r :: for red and o :: for circle
Color Shape shape
b : blue "8" : octagon "," : pixel
g : green "s" : square "o" : circle
r : red "p" : pentagon "v" : triangle_down
c : cyan "P" : plus (filled) "x" : x
m : magenta "*" : star "X" : x (filled)
y : yellow "h" : hexagon1 "D" : diamond
k : black "H" : hexagon2 "d" : thin_diamond
w : white "+" : plus
"""
fig, host = plt.subplots()
fig.subplots_adjust(right=0.75)
par1 = host.twinx()
"""Offset the right spine of par2. The ticks and label have already been
placed on the right by twinx above."""
par1.spines["right"].set_position(("axes", 1))
"""Second, show the right spine."""
par1.spines["right"].set_visible(True)
p1, = host.plot(time, var1, "c-", label=label[1])
try:
host.set_xlim(min(time), max(time))
except:
time = []
time = list(np.array(range(len(var1)))*120)
host.set_xlim(min(time), max(time))
host.set_xlabel(label[0])
host.set_ylabel(label[1])
host.yaxis.label.set_color(p1.get_color())
tkw = dict(size=4, width=1.5)
host.tick_params(axis='y', colors=p1.get_color(), **tkw)
host.tick_params(axis='x', **tkw)
lines = [p1]
plt.grid(True)
host.legend(lines, [l.get_label() for l in lines])
plt.title(label[1] + ' and ' + label[2] + ' as a function of ' + label[0] + ' week ' + str(week))
def plot_2(time, var1, var2, label, week):
"""
First plots the lines and then 'ro' spesifies red dots as the TDN states __ r :: for red and o :: for circle
Color Shape shape
b : blue "8" : octagon "," : pixel
g : green "s" : square "o" : circle
r : red "p" : pentagon "v" : triangle_down
c : cyan "P" : plus (filled) "x" : x
m : magenta "*" : star "X" : x (filled)
y : yellow "h" : hexagon1 "D" : diamond
k : black "H" : hexagon2 "d" : thin_diamond
w : white "+" : plus
"""
fig, host = plt.subplots()
fig.subplots_adjust(right=0.75)
par1 = host.twinx()
"""Offset the right spine of par2. The ticks and label have already been
placed on the right by twinx above."""
par1.spines["right"].set_position(("axes", 1))
"""Second, show the right spine."""
par1.spines["right"].set_visible(True)
p1, = host.plot(time, var1, "c-", label=label[1])
p2, = par1.plot(time, var2, "r-", label=label[2])
try:
host.set_xlim(min(time), max(time))
except:
time = []
time = list(np.array(range(len(var1)))*120)
host.set_xlim(min(time), max(time))
span_h = max([max(var1), max(var2)]) * 1.1
span_l = min([min(var1), min(var2)]) * 0.9
host.set_ylim(span_l, span_h)
par1.set_ylim(span_l, span_h)
host.set_xlabel(label[0])
host.set_ylabel(label[1])
host.yaxis.label.set_color(p1.get_color())
par1.yaxis.label.set_color(p2.get_color())
tkw = dict(size=4, width=1.5)
host.tick_params(axis='y', colors=p1.get_color(), **tkw)
par1.tick_params(axis='y', colors=p2.get_color(), **tkw)
host.tick_params(axis='x', **tkw)
lines = [p1, p2]
plt.grid(True)
host.legend(lines, [l.get_label() for l in lines])
plt.title(label[1] + ' and ' + label[2] + ' as a function of ' + label[0] + ' week ' + str(week))
def plot_2_ax(time, var1, var2, label, week):
"""
First plots the lines and then 'ro' spesifies red dots as the TDN states __ r :: for red and o :: for circle
Color Shape shape
b : blue "8" : octagon "," : pixel
g : green "s" : square "o" : circle
r : red "p" : pentagon "v" : triangle_down
c : cyan "P" : plus (filled) "x" : x
m : magenta "*" : star "X" : x (filled)
y : yellow "h" : hexagon1 "D" : diamond
k : black "H" : hexagon2 "d" : thin_diamond
w : white "+" : plus
"""
fig, host = plt.subplots()
fig.subplots_adjust(right=0.75)
par1 = host.twinx()
"""Offset the right spine of par2. The ticks and label have already been
placed on the right by twinx above."""
par1.spines["right"].set_position(("axes", 1))
"""Second, show the right spine."""
par1.spines["right"].set_visible(True)
p1, = host.plot(time, var1, "c-", label=label[1])
p2, = par1.plot(time, var2, "r-", label=label[2])
try:
host.set_xlim(min(time), max(time))
except:
time = []
time = list(np.array(range(len(var1)))*120)
host.set_xlim(min(time), max(time))
span_h = max([max(var1), max(var2)]) * 1.1
span_l = min([min(var1), min(var2)]) * 0.9
host.set_ylim(span_l, span_h)
par1.set_ylim(span_l, span_h)
host.set_xlabel(label[0])
host.set_ylabel(label[1])
host.yaxis.label.set_color(p1.get_color())
par1.yaxis.label.set_color(p2.get_color())
tkw = dict(size=4, width=1.5)
host.tick_params(axis='y', colors=p1.get_color(), **tkw)
par1.tick_params(axis='y', colors=p2.get_color(), **tkw)
host.tick_params(axis='x', **tkw)
lines = [p1, p2]
plt.grid(True)
host.legend(lines, [l.get_label() for l in lines])
plt.title(label[1] + ' and ' + label[2] + ' as a function of ' + label[0] + ' week ' + str(week))
def plot_3(time, var1, var2, var3, label, week):
"""
First plots the lines and then 'ro' spesifies red dots as the TDN states __ r :: for red and o :: for circle
Color Shape shape
b : blue "8" : octagon "," : pixel
g : green "s" : square "o" : circle
r : red "p" : pentagon "v" : triangle_down
c : cyan "P" : plus (filled) "x" : x
m : magenta "*" : star "X" : x (filled)
y : yellow "h" : hexagon1 "D" : diamond
k : black "H" : hexagon2 "d" : thin_diamond
w : white "+" : plus
"""
fig, host = plt.subplots()
fig.subplots_adjust(right=0.75)
par1 = host.twinx()
par2 = host.twinx()
par3 = host.twinx()
"""Offset the right spine of par2. The ticks and label have already been
placed on the right by twinx above."""
par1.spines["right"].set_position(("axes", 1))
par2.spines["right"].set_position(("axes", 1.08))
par3.spines["right"].set_position(("axes", 1.16))
patch_spine_invisible(par2)
"""Second, show the right spine."""
par1.spines["right"].set_visible(True)
par2.spines["right"].set_visible(True)
par3.spines["right"].set_visible(True)
p1, = host.plot(time, var1, "c-", label=label[1])
p2, = par1.plot(time, var2, "r-", label=label[2])
p3, = par2.plot(time, var3, "m-", label=label[3])
host.set_ylim(min(var1), max(var1))
par1.set_ylim(min(var2), max(var2))
par2.set_ylim(min(var3), max(var3))
host.set_xlabel(label[0])
host.set_ylabel(label[1])
par1.set_ylabel(label[2])
par2.set_ylabel(label[3])
host.yaxis.label.set_color(p1.get_color())
par1.yaxis.label.set_color(p2.get_color())
par2.yaxis.label.set_color(p3.get_color())
tkw = dict(size=4, width=1.5)
host.tick_params(axis='y', colors=p1.get_color(), **tkw)
par1.tick_params(axis='y', colors=p2.get_color(), **tkw)
par2.tick_params(axis='y', colors=p3.get_color(), **tkw)
host.tick_params(axis='x', **tkw)
lines = [p1, p2, p3]
plt.grid(True)
host.legend(lines, [l.get_label() for l in lines])
plt.title(label[1] + ', ' + label[2] + '& ' + label[3] + ' as a function of ' + label[0] + ' for week ' + str(week))
def plot_4(time, var1, var2, var3, var4, label, week):
"""
First plots the lines and then 'ro' spesifies red dots as the TDN states __ r :: for red and o :: for circle
Color Shape shape
b : blue "8" : octagon "," : pixel
g : green "s" : square "o" : circle
r : red "p" : pentagon "v" : triangle_down
c : cyan "P" : plus (filled) "x" : x
m : magenta "*" : star "X" : x (filled)
y : yellow "h" : hexagon1 "D" : diamond
k : black "H" : hexagon2 "d" : thin_diamond
w : white "+" : plus
"""
fig, host = plt.subplots()
fig.subplots_adjust(right=0.75)
par1 = host.twinx()
par2 = host.twinx()
par3 = host.twinx()
"""Offset the right spine of par2. The ticks and label have already been
placed on the right by twinx above."""
par1.spines["right"].set_position(("axes", 1))
par2.spines["right"].set_position(("axes", 1.08))
par3.spines["right"].set_position(("axes", 1.16))
patch_spine_invisible(par2)
"""Second, show the right spine."""
par1.spines["right"].set_visible(True)
par2.spines["right"].set_visible(True)
par3.spines["right"].set_visible(True)
p1, = host.plot(time, var1, "c-", label=label[1])
p2, = par1.plot(time, var2, "r-", label=label[2])
p3, = par2.plot(time, var3, "m-", label=label[3])
p4, = par3.plot(time, var4, "b-", label=label[4])
try:
host.set_xlim(min(time), max(time))
except:
time = []
time = list(np.array(range(len(var1)))*120)
host.set_xlim(min(time), max(time))
span_h = max([max(var1), max(var2), max(var3), max(var4)]) * 1.1
span_l = min([min(var1), min(var2), min(var3), min(var4)]) * 0.9
host.set_ylim(span_l, span_h)
par1.set_ylim(span_l, span_h)
par2.set_ylim(span_l, span_h)
par3.set_ylim(span_l, span_h)
host.set_xlabel(label[0])
host.set_ylabel(label[1])
par1.set_ylabel(label[2])
par2.set_ylabel(label[3])
par3.set_ylabel(label[4])
host.yaxis.label.set_color(p1.get_color())
par1.yaxis.label.set_color(p2.get_color())
par2.yaxis.label.set_color(p3.get_color())
par3.yaxis.label.set_color(p4.get_color())
tkw = dict(size=4, width=1.5)
host.tick_params(axis='y', colors=p1.get_color(), **tkw)
par1.tick_params(axis='y', colors=p2.get_color(), **tkw)
par2.tick_params(axis='y', colors=p3.get_color(), **tkw)
par3.tick_params(axis='y', colors=p4.get_color(), **tkw)
host.tick_params(axis='x', **tkw)
lines = [p1, p2, p3, p4]
plt.grid(True)
host.legend(lines, [l.get_label() for l in lines])
plt.title(label[1] + ', ' + label[2] + ', ' + label[3] + ' & ' + label[4] + ', ' + ' as a function of ' + label[0] + ' for week ' + str(week))
def plot_5(time, var1, var2, var3, var4, var5, label, week):
"""
First plots the lines and then 'ro' spesifies red dots as the TDN states __ r :: for red and o :: for circle
Color Shape shape
b : blue "8" : octagon "," : pixel
g : green "s" : square "o" : circle
r : red "p" : pentagon "v" : triangle_down
c : cyan "P" : plus (filled) "x" : x
m : magenta "*" : star "X" : x (filled)
y : yellow "h" : hexagon1 "D" : diamond
k : black "H" : hexagon2 "d" : thin_diamond
w : white "+" : plus
"""
fig, host = plt.subplots()
fig.subplots_adjust(right=0.75)
par1 = host.twinx()
par2 = host.twinx()
par3 = host.twinx()
par4 = host.twinx()
"""Offset the right spine of par2. The ticks and label have already been
placed on the right by twinx above."""
par1.spines["right"].set_position(("axes", 1))
par2.spines["right"].set_position(("axes", 1.08))
par3.spines["right"].set_position(("axes", 1.16))
par4.spines["right"].set_position(("axes", 1.24))
patch_spine_invisible(par2)
"""Second, show the right spine."""
par1.spines["right"].set_visible(True)
par2.spines["right"].set_visible(True)
par3.spines["right"].set_visible(True)
par4.spines["right"].set_visible(True)
p1, = host.plot(time, var1, "c-", label=label[1])
p2, = par1.plot(time, var2, "r-", label=label[2])
p3, = par2.plot(time, var3, "m-", label=label[3])
p4, = par3.plot(time, var4, "b-", label=label[4])
p5, = par4.plot(time, var5, "g-", label=label[5])
try:
host.set_xlim(min(time), max(time))
except:
time = []
time = list(np.array(range(len(var1)))*120)
host.set_xlim(min(time), max(time))
span_h = max([max(var1), max(var2), max(var3), max(var4), max(var5)]) * 1.1
span_l = min([min(var1), min(var2), min(var3), min(var4), min(var5)]) * 0.9
host.set_ylim(span_l, span_h)
par1.set_ylim(span_l, span_h)
par2.set_ylim(span_l, span_h)
par3.set_ylim(span_l, span_h)
par4.set_ylim(span_l, span_h)
host.set_xlabel(label[0])
host.set_ylabel(label[1])
par1.set_ylabel(label[2])
par2.set_ylabel(label[3])
par3.set_ylabel(label[4])
par4.set_ylabel(label[5])
host.yaxis.label.set_color(p1.get_color())
par1.yaxis.label.set_color(p2.get_color())
par2.yaxis.label.set_color(p3.get_color())
par3.yaxis.label.set_color(p4.get_color())
par4.yaxis.label.set_color(p5.get_color())
tkw = dict(size=4, width=1.5)
host.tick_params(axis='y', colors=p1.get_color(), **tkw)
par1.tick_params(axis='y', colors=p2.get_color(), **tkw)
par2.tick_params(axis='y', colors=p3.get_color(), **tkw)
par3.tick_params(axis='y', colors=p4.get_color(), **tkw)
par4.tick_params(axis='y', colors=p5.get_color(), **tkw)
host.tick_params(axis='x', **tkw)
lines = [p1, p2, p3, p4, p5]
plt.grid(True)
host.legend(lines, [l.get_label() for l in lines])
# plt.title(label[1] + ', ' + label[2] + ', ' + label[3] + ', ' + label[4] + ' & ' + label[5] + ', ' + ' as a function of ' + label[0] + ' for week ' + str(week))
def plot_6(time, var1, var2, var3, var4, var5, var6, label, week):
"""
First plots the lines and then 'ro' spesifies red dots as the TDN states __ r :: for red and o :: for circle
Color Shape shape
b : blue "8" : octagon "," : pixel
g : green "s" : square "o" : circle
r : red "p" : pentagon "v" : triangle_down
c : cyan "P" : plus (filled) "x" : x
m : magenta "*" : star "X" : x (filled)
y : yellow "h" : hexagon1 "D" : diamond
k : black "H" : hexagon2 "d" : thin_diamond
w : white "+" : plus
"""
fig, host = plt.subplots()
fig.subplots_adjust(right=0.75)
par1 = host.twinx()
par2 = host.twinx()
par3 = host.twinx()
par4 = host.twinx()
par5 = host.twinx()
"""Offset the right spine of par2. The ticks and label have already been
placed on the right by twinx above."""
par1.spines["right"].set_position(("axes", 1))
par2.spines["right"].set_position(("axes", 1.08))
par3.spines["right"].set_position(("axes", 1.16))
par4.spines["right"].set_position(("axes", 1.24))
par5.spines["right"].set_position(("axes", 1.32))
patch_spine_invisible(par2)
"""Second, show the right spine."""
par1.spines["right"].set_visible(True)
par2.spines["right"].set_visible(True)
par3.spines["right"].set_visible(True)
par4.spines["right"].set_visible(True)
par5.spines["right"].set_visible(True)
p1, = host.plot(time, var1, "c-", label=label[1])
p2, = par1.plot(time, var2, "r-", label=label[2])
p3, = par2.plot(time, var3, "m-", label=label[3])
p4, = par3.plot(time, var4, "b-", label=label[4])
p5, = par4.plot(time, var5, "g-", label=label[5])
p6, = par5.plot(time, var6, "y-", label=label[6])
try:
host.set_xlim(min(time), max(time))
except:
time = []
time = list(np.array(range(len(var1)))*120)
host.set_xlim(min(time), max(time))
span_h = max([max(var1), max(var2), max(var3), max(var4), max(var5), max(var6)]) * 1.1
span_l = min([min(var1), min(var2), min(var3), min(var4), min(var5), min(var6)]) * 0.9
host.set_ylim(span_l, span_h)
par1.set_ylim(span_l, span_h)
par2.set_ylim(span_l, span_h)
par3.set_ylim(span_l, span_h)
par4.set_ylim(span_l, span_h)
par5.set_ylim(span_l, span_h)
host.set_xlabel(label[0])
host.set_ylabel(label[1])
par1.set_ylabel(label[2])
par2.set_ylabel(label[3])
par3.set_ylabel(label[4])
par4.set_ylabel(label[5])
par5.set_ylabel(label[6])
host.yaxis.label.set_color(p1.get_color())
par1.yaxis.label.set_color(p2.get_color())
par2.yaxis.label.set_color(p3.get_color())
par3.yaxis.label.set_color(p4.get_color())
par4.yaxis.label.set_color(p5.get_color())
par5.yaxis.label.set_color(p6.get_color())
tkw = dict(size=4, width=1.5)
host.tick_params(axis='y', colors=p1.get_color(), **tkw)
par1.tick_params(axis='y', colors=p2.get_color(), **tkw)
par2.tick_params(axis='y', colors=p3.get_color(), **tkw)
par3.tick_params(axis='y', colors=p4.get_color(), **tkw)
par4.tick_params(axis='y', colors=p5.get_color(), **tkw)
par5.tick_params(axis='y', colors=p5.get_color(), **tkw)
host.tick_params(axis='x', **tkw)
lines = [p1, p2, p3, p4, p5, p6]
plt.grid(True)
host.legend(lines, [l.get_label() for l in lines])
plt.title(label[1] + ', ' + label[2] + ', ' + label[3] + ', ' + label[4] + ', ' + label[5] + ' & ' + label[6] + ' & ' + ' as a function of ' + label[0] + ' for week ' + str(week))
def plot_7(time, var1, var2, var3, var4, var5, var6, var7, label, week):
"""
First plots the lines and then 'ro' spesifies red dots as the TDN states __ r :: for red and o :: for circle
Color Shape shape
b : blue "8" : octagon "," : pixel
g : green "s" : square "o" : circle
r : red "p" : pentagon "v" : triangle_down
c : cyan "P" : plus (filled) "x" : x
m : magenta "*" : star "X" : x (filled)
y : yellow "h" : hexagon1 "D" : diamond
k : black "H" : hexagon2 "d" : thin_diamond
w : white "+" : plus
"""
fig, host = plt.subplots()
fig.subplots_adjust(right=0.75)
par1 = host.twinx()
par2 = host.twinx()
par3 = host.twinx()
par4 = host.twinx()
par5 = host.twinx()
par6 = host.twinx()
"""Offset the right spine of par2. The ticks and label have already been
placed on the right by twinx above."""
par1.spines["right"].set_position(("axes", 1))
par2.spines["right"].set_position(("axes", 1.07))
par3.spines["right"].set_position(("axes", 1.14))
par4.spines["right"].set_position(("axes", 1.21))
par5.spines["right"].set_position(("axes", 1.28))
par6.spines["right"].set_position(("axes", 1.35))
patch_spine_invisible(par2)
"""Second, show the right spine."""
par1.spines["right"].set_visible(True)
par2.spines["right"].set_visible(True)
par3.spines["right"].set_visible(True)
par4.spines["right"].set_visible(True)
par5.spines["right"].set_visible(True)
par6.spines["right"].set_visible(True)
p1, = host.plot(time, var1, "c-", label=label[1])
p2, = par1.plot(time, var2, "r-", label=label[2])
p3, = par2.plot(time, var3, "m-", label=label[3])
p4, = par3.plot(time, var4, "b-", label=label[4])
p5, = par4.plot(time, var5, "g-", label=label[5])
p6, = par5.plot(time, var6, "y-", label=label[6])
p7, = par5.plot(time, var7, "k-", label=label[7])
try:
host.set_xlim(min(time), max(time))
except:
time = []
time = list(np.array(range(len(var1))) * 120)
host.set_xlim(min(time), max(time))
span_h = max([max(var1), max(var2), max(var3), max(var4), max(var5), max(var6), max(var7)]) * 1.05
span_l = min([min(var1), min(var2), min(var3), min(var4), min(var5), min(var6), min(var7)]) * 0.95
host.set_ylim(span_l, span_h)
par1.set_ylim(span_l, span_h)
par2.set_ylim(span_l, span_h)
par3.set_ylim(span_l, span_h)
par4.set_ylim(span_l, span_h)
par5.set_ylim(span_l, span_h)
par6.set_ylim(span_l, span_h)
host.set_xlabel(label[0])
host.set_ylabel(label[1])
par1.set_ylabel(label[2])
par2.set_ylabel(label[3])
par3.set_ylabel(label[4])
par4.set_ylabel(label[5])
par5.set_ylabel(label[6])
par6.set_ylabel(label[7])
host.yaxis.label.set_color(p1.get_color())
par1.yaxis.label.set_color(p2.get_color())
par2.yaxis.label.set_color(p3.get_color())
par3.yaxis.label.set_color(p4.get_color())
par4.yaxis.label.set_color(p5.get_color())
par5.yaxis.label.set_color(p6.get_color())
par6.yaxis.label.set_color(p7.get_color())
tkw = dict(size=4, width=1.5)
host.tick_params(axis='y', colors=p1.get_color(), **tkw)
par1.tick_params(axis='y', colors=p2.get_color(), **tkw)
par2.tick_params(axis='y', colors=p3.get_color(), **tkw)
par3.tick_params(axis='y', colors=p4.get_color(), **tkw)
par4.tick_params(axis='y', colors=p5.get_color(), **tkw)
par5.tick_params(axis='y', colors=p6.get_color(), **tkw)
par6.tick_params(axis='y', colors=p7.get_color(), **tkw)
host.tick_params(axis='x', **tkw)
lines = [p1, p2, p3, p4, p5, p6, p7]
plt.grid(True)
host.legend(lines, [l.get_label() for l in lines])
plt.title(label[1] + ', ' + label[2] + ', ' + label[3] + ', ' + label[4] + ', ' + label[5] + ', ' + label[6] + ' & ' + label[7] + ' as a function of ' + label[0] + ' for week ' + str(week))
def plot_4_ej(time, var1, var2, var3, var4, label, week):
"""
First plots the lines and then 'ro' spesifies red dots as the TDN states __ r :: for red and o :: for circle
Color Shape shape
b : blue "8" : octagon "," : pixel
g : green "s" : square "o" : circle
r : red "p" : pentagon "v" : triangle_down
c : cyan "P" : plus (filled) "x" : x
m : magenta "*" : star "X" : x (filled)
y : yellow "h" : hexagon1 "D" : diamond
k : black "H" : hexagon2 "d" : thin_diamond
w : white "+" : plus
"""
fig, host = plt.subplots()
fig.subplots_adjust(right=0.75)
par1 = host.twinx()
par2 = host.twinx()
par3 = host.twinx()
"""Offset the right spine of par2. The ticks and label have already been
placed on the right by twinx above."""
par1.spines["right"].set_position(("axes", 1))
par2.spines["right"].set_position(("axes", 1.07))
par3.spines["right"].set_position(("axes", 1.14))
patch_spine_invisible(par2)
"""Second, show the right spine."""
par1.spines["right"].set_visible(True)
par2.spines["right"].set_visible(True)
par3.spines["right"].set_visible(True)
p1, = host.plot(time, var1, "c-", label=label[1])
p2, = par1.plot(time, var2, "r-", label=label[2])
p3, = par2.plot(time, var3, "m-", label=label[3])
p4, = par3.plot(time, var4, "b-", label=label[4])
try:
host.set_xlim(min(time), max(time))
except:
time = []
time = list(np.array(range(len(var1))) * 120)
host.set_xlim(min(time), max(time))
span_h = max(var1) * 1.02
span_l = min(var1) * 0.98
host.set_ylim(span_l, span_h)
span_h = max([max(var2), max(var3)]) * 1.02
span_l = min([min(var2), min(var3)]) * 0.98
par1.set_ylim(span_l, span_h)
par2.set_ylim(span_l, span_h)
span_h = max(var4) * 1.02
span_l = min(var4) * 0.98
par3.set_ylim(span_l, span_h)
host.set_xlabel(label[0])
host.set_ylabel(label[1])
par1.set_ylabel(label[2])
par2.set_ylabel(label[3])
par3.set_ylabel(label[4])
host.yaxis.label.set_color(p1.get_color())
par1.yaxis.label.set_color(p2.get_color())
par2.yaxis.label.set_color(p3.get_color())
par3.yaxis.label.set_color(p4.get_color())
tkw = dict(size=4, width=1.5)
host.tick_params(axis='y', colors=p1.get_color(), **tkw)
par1.tick_params(axis='y', colors=p2.get_color(), **tkw)
par2.tick_params(axis='y', colors=p3.get_color(), **tkw)
par3.tick_params(axis='y', colors=p4.get_color(), **tkw)
host.tick_params(axis='x', **tkw)
lines = [p1, p2, p3, p4]
plt.grid(True)
host.legend(lines, [l.get_label() for l in lines])
plt.title(label[1] + ', ' + label[2] + ', ' + label[3] + '& ' + label[4] + ', ' + ' as a function of ' + label[0] + ' for week ' + str(week))
def plot_7_ej(time, var1, var2, var3, var4, var5, var6, var7, label, week):
"""
First plots the lines and then 'ro' spesifies red dots as the TDN states __ r :: for red and o :: for circle
Color Shape shape
b : blue "8" : octagon "," : pixel
g : green "s" : square "o" : circle
r : red "p" : pentagon "v" : triangle_down
c : cyan "P" : plus (filled) "x" : x
m : magenta "*" : star "X" : x (filled)
y : yellow "h" : hexagon1 "D" : diamond
k : black "H" : hexagon2 "d" : thin_diamond
w : white "+" : plus
"""
fig, host = plt.subplots()
fig.subplots_adjust(right=0.75)
par1 = host.twinx()
par2 = host.twinx()
par3 = host.twinx()
par4 = host.twinx()
par5 = host.twinx()
par6 = host.twinx()
"""Offset the right spine of par2. The ticks and label have already been
placed on the right by twinx above."""
par1.spines["right"].set_position(("axes", 1))
par2.spines["right"].set_position(("axes", 1.07))
par3.spines["right"].set_position(("axes", 1.14))
par4.spines["right"].set_position(("axes", 1.21))
par5.spines["right"].set_position(("axes", 1.28))
par6.spines["right"].set_position(("axes", 1.35))
patch_spine_invisible(par2)
"""Second, show the right spine."""
par1.spines["right"].set_visible(True)
par2.spines["right"].set_visible(True)
par3.spines["right"].set_visible(True)
par4.spines["right"].set_visible(True)
par5.spines["right"].set_visible(True)
par6.spines["right"].set_visible(True)
p1, = host.plot(time, var1, "c-", label=label[1])
p2, = par1.plot(time, var2, "r-", label=label[2])
p3, = par2.plot(time, var3, "m-", label=label[3])
p4, = par3.plot(time, var4, "b-", label=label[4])
p5, = par4.plot(time, var5, "g-", label=label[5])
p6, = par5.plot(time, var6, "y-", label=label[6])
p7, = par5.plot(time, var7, "k-", label=label[7])
try:
host.set_xlim(min(time), max(time))
except:
time = []
time = list(np.array(range(len(var1))) * 120)
host.set_xlim(min(time), max(time))
span_h = max([max(var1), max(var2), max(var3)]) * 1.02
span_l = min([min(var1), min(var2), min(var3)]) * 0.98
host.set_ylim(span_l, span_h)
par1.set_ylim(span_l, span_h)
par2.set_ylim(span_l, span_h)
span_h = max([max(var4), max(var5)]) * 1.02
span_l = min([min(var4), min(var5)]) * 0.98
par3.set_ylim(span_l, span_h)
par4.set_ylim(span_l, span_h)
span_h = max([max(var6), max(var7)]) * 1.02
span_l = min([min(var6), min(var7)]) * 0.98
par5.set_ylim(span_l, span_h)
par6.set_ylim(span_l, span_h)
host.set_xlabel(label[0])
host.set_ylabel(label[1])
par1.set_ylabel(label[2])
par2.set_ylabel(label[3])
par3.set_ylabel(label[4])
par4.set_ylabel(label[5])
par5.set_ylabel(label[6])
par6.set_ylabel(label[7])
host.yaxis.label.set_color(p1.get_color())
par1.yaxis.label.set_color(p2.get_color())
par2.yaxis.label.set_color(p3.get_color())
par3.yaxis.label.set_color(p4.get_color())
par4.yaxis.label.set_color(p5.get_color())
par5.yaxis.label.set_color(p6.get_color())
par6.yaxis.label.set_color(p7.get_color())
tkw = dict(size=4, width=1.5)
host.tick_params(axis='y', colors=p1.get_color(), **tkw)
par1.tick_params(axis='y', colors=p2.get_color(), **tkw)
par2.tick_params(axis='y', colors=p3.get_color(), **tkw)
par3.tick_params(axis='y', colors=p4.get_color(), **tkw)
par4.tick_params(axis='y', colors=p5.get_color(), **tkw)
par5.tick_params(axis='y', colors=p6.get_color(), **tkw)
par6.tick_params(axis='y', colors=p7.get_color(), **tkw)
host.tick_params(axis='x', **tkw)
lines = [p1, p2, p3, p4, p5, p6, p7]
plt.grid(True)
host.legend(lines, [l.get_label() for l in lines])
plt.title(label[1] + ', ' + label[2] + ', ' + label[3] + ', ' + label[4] + ', ' + label[5] + ', ' + label[6] + ' & ' + label[7] + ' as a function of ' + label[0] + ' for week ' + str(week))
def sct_fit(x, y, po, col, label):
plt.scatter(x, y, marker='.', color=col, s=1)
plt.plot(np.unique(x), np.poly1d(np.polyfit(x, y, po))(np.unique(x)), color=col)
plt.xlabel(label[1])
plt.ylabel(label[2])
plt.grid(c='grey', linestyle='-', linewidth=0.5, alpha=0.7)
def sct(x, y, po, col, label):
plt.scatter(x, y, marker='.', color=col, s=1)
plt.plot(np.unique(x), np.poly1d(np.polyfit(x, y, po))(np.unique(x)), color=col)
plt.xlabel(label[1])
plt.ylabel(label[2])
plt.grid(c='grey', linestyle='-', linewidth=0.5, alpha=0.7)
def sctFitAve(x, y, po, col, label):
plt.scatter(x, y, marker='.', color=col, s=1)
plt.plot(np.unique(x), np.poly1d(np.polyfit(x, y, po))(np.unique(x)), color=col)
plt.plot(np.unique(x), np.poly1d(np.polyfit(x, y, 0))(np.unique(x)), '--', color=col)
plt.xlabel(label[1])
plt.ylabel(label[2])
plt.grid(c='grey', linestyle='-', linewidth=0.5, alpha=0.7)
def sctMVAve(x, y, n, col, label):
plt.scatter(x, mov_ave(y, n), marker='.', color=col, s=1)
plt.plot(x, [0]*len(x), marker='.', color=col)
plt.plot(np.unique(x), np.poly1d(np.polyfit(x, y, 0))(np.unique(x)), '--', color=col)
plt.xlabel(label[1])
plt.ylabel(label[2])
plt.grid(c='grey', linestyle='-', linewidth=0.5, alpha=0.7)
def fit(x, y, po, col, label):
plt.plot(np.unique(x), np.poly1d(np.polyfit(x, y, po))(np.unique(x)), color=col)
plt.xlabel(label[1])
plt.ylabel(label[2])
plt.grid(c='grey', linestyle='-', linewidth=0.5, alpha=0.7)