リスト内包表記

import numpy as np
b = np.sin(np.linspace(0,4*np.pi,1001))
y = [v if v > 0 else 0 for v in b]



こうすると、bで作ったサインカーブの配列中の、0以下の数値を全て0に置換する。

上の太線の様に、リスト内で条件式を使って、要素を指定するやり方を、リスト内包表記というらしい。
英語だと List comprehensive
http://qiita.com/trsqxyz/items/88a29b26869535e5a451
実際検索すると
http://www.secnetix.de/olli/Python/list_comprehensions.hawk



一応、さっきのやつをグラフにしておく。
import matplotlib.pyplot as plt
import numpy as np
b = np.sin(np.linspace(0,4*np.pi,1001))
x = np.linspace(0,1,1001)
y = [v if v > 0 else 0 for v in b]

plt.plot(x,b,"k")
plt.plot(x,y,"r")
plt.show()



import numpy as np
x = np.linspace(0,1,1001)
b = np.sin(np.linspace(0,4*np.pi,1001))
c = np.sin(np.linspace(0,4*np.pi,1001)+np.pi/2)
d = np.sin(np.linspace(0,4*np.pi,1001)+np.pi)
e = np.sin(np.linspace(0,4*np.pi,1001)+np.pi*3/2)



b, d, e, fの1001個の配列があって、4つを比較して最大値、最小値を抽出して、一個の配列を作るとすると、



y1 = []
for i in range(len(b)):
    y1.append(max([b[i], c[i], d[i], e[i]]))



リスト内包表記を使う流れでしょ！



[max(b[i],c[i],d[i],e[i]) for i in range(len(b))]



...何か違う。他の人が書いてるのよりも、ゴリゴリしている。
まぁ...いや、うん。でも...
若干エレガンス...でもないか。
読みやすく...ないか。

ただ、リスト内包表記は読みにくいけど、賢く見える。



import time
import numpy as np
import matplotlib.pyplot as plt
x = np.linspace(0,1,1001)
b = np.sin(np.linspace(0,4*np.pi,1001))
c = np.sin(np.linspace(0,4*np.pi,1001)+np.pi/2)
d = np.sin(np.linspace(0,4*np.pi,1001)+np.pi)
e = np.sin(np.linspace(0,4*np.pi,1001)+np.pi*3/2)

time1 = time.clock()
y1 = []
for i in range(len(b)):
    y1.append(max([b[i], c[i], d[i], e[i]]))

time2 = time.clock()
print("\"for syntax\"\n"+str(time2-time1)+" seconds")

time1 = time.clock()
y2 = [min(b[i],c[i],d[i],e[i]) for i in range(len(b))]
time2 = time.clock()
print("\"List comprehensive\"\n"+str(time2-time1)+" seconds")

plt.plot(x,b,"b")
plt.plot(x,c,"b")
plt.plot(x,d,"b")
plt.plot(x,e,"b")
plt.plot(x,y1,"r")
plt.plot(x,y2,"r")
plt.show()
#




y2 = y2+0.1すると、
TypeError: can't multiply sequence by non-int of type 'float'
あれ〜?前はできたような気がするんだけどなぁ。あれー?とか言ってたら思い出した。
y2 = np.array(y2)*0.1
これならできる。numpyあれ〜。みたいな。

(20160507追記)
 付けてなかったせいで、forの後のインデントが全て表示されていなかったので直した。

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