{"id":69091,"date":"2018-08-21T16:59:25","date_gmt":"2018-08-21T07:59:25","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=69091"},"modified":"2024-05-06T11:50:51","modified_gmt":"2024-05-06T02:50:51","slug":"%e3%80%90numpy%e5%85%a5%e9%96%80-np-linspace%e3%80%91%e7%ad%89%e5%b7%ae%e6%95%b0%e5%88%97%e3%82%92%e4%bd%9c%e6%88%90%e3%81%99%e3%82%8b%e9%96%a2%e6%95%b0","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/69091","title":{"rendered":"\u3010NumPy\u5165\u9580 np.linspace\u3011\u7b49\u5dee\u6570\u5217\u3092\u4f5c\u6210\u3059\u308b\u95a2\u6570"},"content":{"rendered":"

\u3053\u3093\u306b\u3061\u306f\uff01\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc<\/a>\u306e\u30d5\u30af\u30ed\u30a6\u3067\u3059\u3002<\/p>\n

\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u7b49\u5dee\u6570\u5217\u3092\u4f5c\u308b\u305f\u3081\u306e\u95a2\u6570\u3001np.linspace\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u540c\u3058\u3088\u3046\u306a\u76ee\u7684\u3067\u4f7f\u3046NumPy\u306e\u95a2\u6570\u306b\u3001np.arange\u304c\u3042\u308a\u307e\u3059\u306d\u3002\u3053\u3061\u3089\u306f\u6570\u5217\u306estep\u5e45\u3092\u6307\u5b9a\u3057\u307e\u3057\u305f\u304c\u3001np.linspace\u3067\u306f\u8981\u7d20\u6570\u3092\u6307\u5b9a\u3059\u308b\u70b9\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n \n

\n
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\n \n <\/div>\n
\n
\u3010NumPy\u5165\u9580 np.arange\u3011\u7b49\u5dee\u6570\u5217\uff081,3,5,7..\uff09\u3092\u751f\u6210\u3059\u308barange\u95a2\u6570<\/div>\n
\u66f4\u65b0\u65e5\uff1a2024\u5e745\u67086\u65e5<\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/a>\n \n

\u3069\u3061\u3089\u3082\u975e\u5e38\u306b\u4fbf\u5229\u306a\u95a2\u6570\u306a\u306e\u3067\u3001\u3053\u306e\u8a18\u4e8b\u3067\u662f\u975e\u4f7f\u3044\u65b9\u3092\u899a\u3048\u3066\u304f\u3060\u3055\u3044\u306d\uff01<\/p>\n

np.linspace\u306e\u5f15\u6570\u3068\u8fd4\u308a\u5024<\/h2>\n

\u53c2\u8003\uff1aSciPy.org<\/a><\/p>\n

numpy.<\/code>linspace<\/code>(<\/span>start<\/em>, stop<\/em>, num=50<\/em>, endpoint=True<\/em>, retstep=False<\/em>, dtype=None<\/em>)<\/span><\/p>\n

start\u3068stop\u3067\u6307\u5b9a\u3055\u308c\u305f\u533a\u9593\u3067\u3001num\u3067\u6307\u5b9a\u3055\u308c\u305f\u8981\u7d20\u306e\u7b49\u5dee\u6570\u5217\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<\/colgroup>\n\n\n\n
Parameters:<\/th>\n\n
\n
start :<\/span> scalar\uff08\u6570\u5b57\uff09<\/span><\/dt>\n
\n

\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u6700\u521d\u306e\u5024<\/p>\n<\/dd>\n

stop :<\/span> scalar<\/span><\/dt>\n
\n

\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u6700\u5f8c\u306e\u5024<\/p>\n<\/dd>\n

num :<\/span> int, optional<\/span><\/dt>\n
\n

\u751f\u6210\u3059\u308b\u30b5\u30f3\u30d7\u30eb\u6570\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306f50\u500b\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/dd>\n

endpoint :<\/span> bool, optional<\/span><\/dt>\n
\n

True\u306a\u3089\u3070stop\u304c\u6700\u5f8c\u306e\u5024\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

False\u306a\u3089\u3070stop\u306e\u5024\u306f\u6570\u5217\u306b\u542b\u307e\u308c\u307e\u305b\u3093\u3002<\/p>\n

\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306fTrue\u3067\u3059\u3002<\/dd>\n

retstep :<\/span> bool, optional<\/span><\/dt>\n
\n

True\u306a\u3089\u3070step\u6570\u3082\u4e00\u7dd2\u306b\u8fd4\u3055\u308c\u307e\u3059\u3002\u8fd4\u308a\u5024\u306e\u4f8b\uff1a(sample, step)<\/p>\n

\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306fFalse\u3067\u3059\u3002<\/dd>\n

dtype :<\/span> dtype, optional<\/span><\/dt>\n
\n

\u51fa\u529b\u914d\u5217\u306e\u578b\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/dd>\n<\/dl>\n<\/td>\n<\/tr>\n

Returns:<\/th>\n\n
\n
samples :<\/span> ndarray<\/span><\/dt>\n
\n

\u7b49\u5dee\u6570\u5217\u3092\u683c\u7d0d\u3057\u305f\u914d\u5217\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n<\/dd>\n

step :<\/span> float, optional<\/span><\/dt>\n
\n

restep\u304cTrue\u306e\u5834\u5408\u3060\u3051\u8fd4\u3055\u308c\u307e\u3059\u3002<\/p>\n

step\u5e45\u304c\u8fd4\u3055\u308c\u307e\u3059\u3002<\/dd>\n<\/dl>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

\u4f7f\u3044\u65b9<\/h2>\n
\n
\n
\n

\u4ee5\u964d\u306e\u30b3\u30fc\u30c9\u306fJupyter\u3067\u5b9f\u884c\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n

\u307e\u305a\u306fNumPy\u3092import\u3057\u307e\u3059\u3002<\/p>\n

\u307e\u305f\u3001\u7d50\u679c\u306e\u53ef\u8996\u5316\u306e\u305f\u3081\u306bmatplotlib\u3082\u7528\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n

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In [1]:<\/div>\n
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import numpy as np \nimport matplotlib.pyplot as plt<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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\n
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\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9<\/h3>\n
\u6700\u3082\u7c21\u5358\u306anp.linspace\u306e\u4f7f\u3044\u65b9\u306f\u3001start\u3068stop\uff08\u958b\u59cb\u70b9\u3068\u7d42\u4e86\u70b9\uff09\u3092\u6307\u5b9a\u3059\u308b\u3060\u3051\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
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In [2]:\n\nY = np.linspace(0, 100)\n\nIn [3]:\n\ndef array_info(Y):\n    print(\"\u914d\u5217\u306eshape\", Y.shape)\n    print(\"\u914d\u5217\u306e\u8981\u7d20\u306e\u30c7\u30fc\u30bf\u578b\", Y.dtype)\n    print(\"\u914d\u5217\u306e\u4e2d\u8eabn\",Y)\n    X = np.arange(len(Y))\n    plt.figure(figsize=(15,5)) \n    plt.title(\"linspace result\")\n    plt.scatter(X,Y)\n\nIn [4]:\n\narray_info(Y)<\/pre>\n
Out:<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
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\u914d\u5217\u306eshape (50,)\n\u914d\u5217\u306e\u8981\u7d20\u306e\u30c7\u30fc\u30bf\u578b float64\n\u914d\u5217\u306e\u4e2d\u8eab\n [  0.           2.04081633   4.08163265   6.12244898   8.16326531\n  10.20408163  12.24489796  14.28571429  16.32653061  18.36734694\n  20.40816327  22.44897959  24.48979592  26.53061224  28.57142857\n  30.6122449   32.65306122  34.69387755  36.73469388  38.7755102\n  40.81632653  42.85714286  44.89795918  46.93877551  48.97959184\n  51.02040816  53.06122449  55.10204082  57.14285714  59.18367347\n  61.2244898   63.26530612  65.30612245  67.34693878  69.3877551\n  71.42857143  73.46938776  75.51020408  77.55102041  79.59183673\n  81.63265306  83.67346939  85.71428571  87.75510204  89.79591837\n  91.83673469  93.87755102  95.91836735  97.95918367 100.        ]\n<\/pre>\n<\/div>\n<\/div>\n
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\u7b2c\u4e09\u5f15\u6570\u3067\u8981\u7d20\u6570\u3092\u5909\u3048\u308b<\/h3>\n<\/div>\n<\/div>\n<\/div>\n
\n
\n
\n
\u8981\u7d20\u6570\u3092\u5909\u3048\u308b\u306b\u306f\u3001\u7b2c\u4e09\u5f15\u6570num\u306b\u5024\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
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In [5]:<\/div>\n
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\n
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Y2 = np.linspace(0, 100, 20)\narray_info(Y2)\n<\/pre>\n
Out:<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
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\n
\n
\u914d\u5217\u306eshape (20,)\n\u914d\u5217\u306e\u8981\u7d20\u306e\u30c7\u30fc\u30bf\u578b float64\n\u914d\u5217\u306e\u4e2d\u8eab\n [  0.           5.26315789  10.52631579  15.78947368  21.05263158\n  26.31578947  31.57894737  36.84210526  42.10526316  47.36842105\n  52.63157895  57.89473684  63.15789474  68.42105263  73.68421053\n  78.94736842  84.21052632  89.47368421  94.73684211 100.        ]\n<\/pre>\n<\/div>\n<\/div>\n
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<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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\u3053\u308c\u307e\u3067\u306f\u6607\u9806\u306e\u6570\u5217\u3067\u3057\u305f\u304c\u3001\u964d\u9806\u306b\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u7b2c\u4e00\u5f15\u6570\u3068\u7b2c\u4e8c\u5f15\u6570\u306e\u5024\u3092s<\/mi>t<\/mi>a<\/mi>r<\/mi>t<\/mi>&gt;<\/mo>e<\/mi>n<\/mi>d<\/mi><\/math>“>s<\/span>t<\/span>a<\/span>r<\/span>t<\/span>><\/span>e<\/span>n<\/span>d<\/span><\/span><\/span>start>end<\/span><\/span>\u3068\u3059\u308b\u3060\u3051\u3067OK\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
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In [6]:<\/div>\n
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Y3 = np.linspace(0,-10, 20) \narray_info(Y3)<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
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Out:<\/div>\n
\n
\u914d\u5217\u306eshape (20,)\n\u914d\u5217\u306e\u8981\u7d20\u306e\u30c7\u30fc\u30bf\u578b float64\n\u914d\u5217\u306e\u4e2d\u8eab\n [  0.          -0.52631579  -1.05263158  -1.57894737  -2.10526316\n  -2.63157895  -3.15789474  -3.68421053  -4.21052632  -4.73684211\n  -5.26315789  -5.78947368  -6.31578947  -6.84210526  -7.36842105\n  -7.89473684  -8.42105263  -8.94736842  -9.47368421 -10.        ]\n<\/pre>\n<\/div>\n<\/div>\n
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<\/div>\n
<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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endpoint\u3092\u4f7f\u3063\u3066[start, end)\u306a\u6570\u5217\u3092\u4f5c\u308b<\/h3>\n
endpoint\u3092False\u306b\u3057\u305f\u5834\u5408\u3001end\u306f\u5fc5\u305a\u3057\u3082\u6570\u5217\u306b\u542b\u307e\u308c\u307e\u305b\u3093\u3002\u5b8c\u74a7\u306a\u7b49\u5dee\u6570\u5217\u3092\u4f5c\u308a\u305f\u3044\u5834\u5408\u306f\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
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In [7]:<\/div>\n
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Y4 = np.linspace(10,50,33, endpoint=False)\narray_info(Y4)<\/pre>\n<\/div>\n<\/div>\n
\n
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Out:<\/div>\n
\n
\u914d\u5217\u306eshape (33,)\n\u914d\u5217\u306e\u8981\u7d20\u306e\u30c7\u30fc\u30bf\u578b float64\n\u914d\u5217\u306e\u4e2d\u8eab\n [10.         11.21212121 12.42424242 13.63636364 14.84848485 16.06060606\n 17.27272727 18.48484848 19.6969697  20.90909091 22.12121212 23.33333333\n 24.54545455 25.75757576 26.96969697 28.18181818 29.39393939 30.60606061\n 31.81818182 33.03030303 34.24242424 35.45454545 36.66666667 37.87878788\n 39.09090909 40.3030303  41.51515152 42.72727273 43.93939394 45.15151515\n 46.36363636 47.57575758 48.78787879]\n<\/pre>\n<\/div>\n<\/div>\n
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<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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retstep\u3092\u4f7f\u3063\u3066\u6570\u5217\u306estep\u5e45\u3092\u53d6\u5f97<\/h3>\n
retstep\u3092True\u306b\u3059\u308b\u3068\u3001np.linspace\u306e\u8fd4\u308a\u5024\u306e\u5f62\u304c\u5909\u308f\u308a\u307e\u3059\u3002\u6570\u5217\u3068step\u5e45\u3092\u307e\u3068\u3081\u305ftuple\u578b\u304c\u8fd4\u3063\u3066\u304d\u307e\u3059\u3002step\u5e45\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u4f7f\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
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In [8]:<\/div>\n
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result = np.linspace(0, -50, 7, endpoint=False, retstep=True)\nresult<\/pre>\n<\/div>\n<\/div>\n
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Out[8]:<\/div>\n
\n
(array([  0.        ,  -7.14285714, -14.28571429, -21.42857143,\n        -28.57142857, -35.71428571, -42.85714286]), -7.142857142857143)<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [9]:<\/div>\n
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Y5, step5 = result \narray_info(Y5) \nprint(\"step\u5e45\uff1a\",step5)<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out:<\/div>\n
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\u914d\u5217\u306eshape (7,)\n\u914d\u5217\u306e\u8981\u7d20\u306e\u30c7\u30fc\u30bf\u578b float64\n\u914d\u5217\u306e\u4e2d\u8eab\n [  0.          -7.14285714 -14.28571429 -21.42857143 -28.57142857\n -35.71428571 -42.85714286]\nstep\u5e45\uff1a -7.142857142857143\n<\/pre>\n<\/div>\n<\/div>\n
\n
<\/div>\n
<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\u307e\u3068\u3081<\/h2>\n
\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u7b49\u5dee\u6570\u5217\u304c\u4f5c\u308c\u308bNumPy\u306e\u95a2\u6570\u3001np.linspace\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002np.arange\u3068\u540c\u3058\u3088\u3046\u306b\u3001\u7b49\u5dee\u6570\u5217\u304c\u307b\u3057\u3044\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u6d3b\u8e8d\u3059\u308b\u95a2\u6570\u3067\u3059\u3002<\/p>\n
\u8981\u7d20\u6570\u3092\u6307\u5b9a\u3067\u304d\u308b\u70b9\u3001\u672b\u5c3e\u306e\u5024\u3092\u512a\u5148\u3059\u308b\u304b\u7b49\u9593\u9694\u3067\u3042\u308b\u3053\u3068\u3092\u512a\u5148\u3059\u308b\u304b\u3092\u9078\u3079\u308b\u6c4e\u7528\u6027\u306e\u9ad8\u3055\u306a\u3069\u3001\u69d8\u3005\u306a\u8981\u6c42\u306b\u7b54\u3048\u3066\u304f\u308c\u308b\u95a2\u6570\u3067\u3059\u306d\u3002<\/p>\n
\u662f\u975e\u4f7f\u3044\u3053\u306a\u3057\u3066\u3001\u79d1\u5b66\u8a08\u7b97\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9f\u88c5\u3067\u5f79\u7acb\u3066\u3066\u304f\u3060\u3055\u3044\u3002\u4eca\u56de\u306e\u8a18\u4e8b\u306f\u4e0b\u8a18\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3057\u3066\u3044\u307e\u3059\u3002
\n\u53c2\u8003\u8a18\u4e8b\uff1a
\n<\/p>\n","protected":false},"excerpt":{"rendered":"
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