Commit 7d1b1e74d26659865460efab51ce9372e6f9fe9a

Authored by bmarechal
1 parent 33baf48955
Exists in master

Resolve csv reading bug

Showing 1 changed file with 2 additions and 2 deletions Inline Diff

import matplotlib.pyplot as plt 1 1 import matplotlib.pyplot as plt
import numpy as np 2 2 import numpy as np
import csv, glob 3 3 import csv, glob
from scipy.optimize import curve_fit 4 4 from scipy.optimize import curve_fit
5 5
list_files = (glob.glob('WA*5.CSV')) 6 6 list_files = (glob.glob('WA*1.CSV'))
7 7
data = [] 8 8 data = []
9 9
for f in list_files: 10 10 for f in list_files:
data_iter = csv.reader(open(f, 'r'), delimiter = ',', quotechar = '"') 11 11 data_iter = csv.reader(open(f, 'r'), delimiter = ',', quotechar = '"')
for i in range(2): 12 12 for i in range(2):
data_iter.next() 13 13 data_iter.next()
temp_data = [value[:-1] for value in data_iter] 14 14 temp_data = [value for value in data_iter]
data.extend(temp_data) 15 15 data.extend(temp_data)
16 16
data = np.asarray(data, dtype = float) 17 17 data = np.asarray(data, dtype = float)
18 18
del(temp_data, list_files, value, f) 19 19 del(temp_data, list_files, value, f)
20 20
plt.subplot(111) 21 21 plt.subplot(111)
plt.clf() 22 22 plt.clf()
23 23
plt.plot(data[data[:,0]>=0,0], data[data[:,0]>=0,1], label ='mes') 24 24 plt.plot(data[data[:,0]>=0,0], data[data[:,0]>=0,1], label ='mes')
25 25
def func(t, tau, A, w , a, b): 26 26 def func(t, tau, A, w , a, b):
return A * np.exp(-t/tau) * np.sin((w+a*t)*t) + b 27 27 return A * np.exp(-t/tau) * np.sin((w+a*t)*t) + b
28 28
popt, pcov = curve_fit(func, data[data[:,0]>=0,0], data[data[:,0]>=0,1], p0 = [1e-5, 1e-2, 1e5, 1e10, 1e-4], maxfev=10000) 29 29 popt, pcov = curve_fit(func, data[data[:,0]>=0,0], data[data[:,0]>=0,1], p0 = [1e-5, 1e-2, 1e5, 1e10, 1e-4], maxfev=10000)
yfit = func(data[data[:,0]>=0,0], *popt) 30 30 yfit = func(data[data[:,0]>=0,0], *popt)
31 31
plt.plot(data[data[:,0]>=0,0], yfit, label ='fit') 32 32 plt.plot(data[data[:,0]>=0,0], yfit, label ='fit')
33 33