我有以下形式的数据(链接):
Y X 0 X 10 X 20
15 4.83 4.91 4.99
20 4.58 4.65 4.73
25 4.43 4.49 4.56
我正在尝试绘制 X标签值的轮廓,在这些情况下为 0、10、20(如代码中的 z),x 轴作为 X 值,y 轴作为 Y 值。使用以下代码创建图:
import numpy as np
import re
from matplotlib.backends.backend_pdf import PdfPages
import matplotlib.pyplot as plt
import matplotlib.cm as cm
with open('contour.dat', "r") as data:
while True:
line = data.readline()
if not line.startswith('#'):
break
data_header = [i for i in line.strip().split('\t') if i]
_data_ = np.genfromtxt('contour.dat', skiprows = 2, delimiter = '\t')
x = _data_[:, 0]
y = _data_[:, 1:]
y_n = []
for i in range(len(data_header)):
if data_header[i][0] == 'X':
y_n = np.int_(np.append(y_n, i))
y_index = [data_header[i] for i in y_n]
z = []
for i in range(0, len(data_header)):
z = np.append(z, re.findall(r"[-+]?\d*\.\d+|\d+", data_header[i]))
z = z.reshape(len(z), 1)
z = np.tile(z, (len(x), len(x)))
with PdfPages('./on_tau.pdf') as p_tau:
_p_vs_tau_ = plt.figure(figsize=(5, 5))
_p_vs_tau_.clf()
p_vs_tau = plt.subplot(111)
x, y = np.meshgrid(x, y)
surf = plt.contourf(y, x, z, 30, rstride=1, cstride=1, cmap=cm.gist_heat,
linewidth=0, antialiased=False, alpha = 1.0)
surf1 = plt.contour(y, x, z, 30, colors = '#000000',
linewidths=0.5, antialiased=False, alpha = 1.0)
plt.clabel(surf1, inline=1, fontsize=6)
p_tau.savefig(bbox_inches='tight')
plt.close()
但我没有得到正确的轮廓。我相信我在某处做错了什么,可能是在重复 z 值时。如何正确获得轮廓?