{"id":73026,"date":"2018-09-18T21:17:13","date_gmt":"2018-09-18T12:17:13","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=73026"},"modified":"2024-05-06T11:51:59","modified_gmt":"2024-05-06T02:51:59","slug":"%e3%80%90numpy%e5%85%a5%e9%96%80-np-random-normal%e3%80%91%e6%ad%a3%e8%a6%8f%e5%88%86%e5%b8%83%e3%81%ab%e5%be%93%e3%81%86%e4%b9%b1%e6%95%b0%e3%81%ae%e4%bd%9c%e3%82%8a%e6%96%b9%ef%bc%81","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/73026","title":{"rendered":"\u3010NumPy\u5165\u9580 np.random.normal\u3011\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\u306e\u4f5c\u308a\u65b9\uff01"},"content":{"rendered":"

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

\u69d8\u3005\u306a\u73fe\u8c61\u304c\u5f93\u3046\u3053\u3068\u304b\u3089\u3001\u975e\u5e38\u306b\u5229\u7528\u983b\u5ea6\u306e\u9ad8\u3044\u78ba\u7387\u5206\u5e03\u3067\u3042\u308b\u300c\u6b63\u898f\u5206\u5e03\uff08\u30ac\u30a6\u30b9\u5206\u5e03\uff09\u300d<\/strong><\/span>\u3002<\/p>\n

\u3053\u306e\u8a18\u4e8b\u3067\u306fNumPy\u3067\u3001\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\u3092\u751f\u6210\u3059\u308b\u95a2\u6570<\/strong><\/span>\u3067\u3042\u308bnp.random.normal<\/span><\/strong>\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n

normal\u3068\u3044\u3046\u540d\u524d\u304c\u3064\u3051\u3089\u308c\u308b\u307b\u3069\u4e00\u822c\u7684\u306a\u78ba\u7387\u5206\u5e03\u3067\u3059\u3002<\/p>\n

\u3044\u308d\u3093\u306a\u5834\u6240\u3067\u4f7f\u3046\u95a2\u6570\u306a\u306e\u3067\u3001\u662f\u975e\u3068\u3082\u899a\u3048\u3066\u304a\u304d\u305f\u3044\u3067\u3059\u306d\u3002<\/p>\n

\u6b63\u898f\u5206\u5e03\u3068\u306f<\/h2>\n

\u6b63\u898f\u5206\u5e03\u3063\u3066\u306a\u3093\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n

\u4f8b\u3048\u3070\u3001\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u305f\u4e71\u6570\u3092\u305f\u304f\u3055\u3093\u7528\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n

\u3053\u308c\u306e\uff08bin\u5e45\u306e\u5c0f\u3055\u3044\uff09\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u4f5c\u3063\u305f\u3068\u304d<\/strong><\/span>\u306b\u3001\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u305f\u4e71\u6570\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5206\u5e03\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

import numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nfrom scipy.stats import norm\r\nimport matplotlib.pyplot as plt\r\n\r\nx = np.arange(-10,10,0.01)\r\n#\u30ac\u30a6\u30b9\u5206\u5e03\u306e\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570,\u5e73\u5747 0\u3001\u6a19\u6e96\u504f\u5dee1\r\ny = norm.pdf(x,0,1)\r\n\r\nplt.plot(x,y,color='r')\r\nplt.xlim(-10,10)<\/pre>\n
[Output]<\/p>\n
\"\"<\/p>\n
\u3053\u306e\u30b0\u30e9\u30d5\u3092\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570<\/strong><\/span>\u3068\u8a00\u3044\u307e\u3059\u3002<\/p>\n
\u6b63\u898f\u5206\u5e03\u306e\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u306f\u3001\u3053\u306e\u3088\u3046\u306b\u5c71\u306e\u3088\u3046\u306a\u5f62\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u5206\u5e03\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u5e73\u5747\u3068\u5206\u6563\uff08\u6a19\u6e96\u504f\u5dee\uff09<\/strong><\/span>\u3067\u3059\u3002<\/p>\n
    \n
  • \u5e73\u5747\u306f\u5c71\u306e\u4e2d\u5fc3\u306e\u4f4d\u7f6e\u306b\u5bfe\u5fdc<\/strong><\/span><\/li>\n
  • \u5206\u6563\uff08\u6a19\u6e96\u504f\u5dee\uff09\u306f\u5c71\u306e\u5e45\u306b\u5bfe\u5fdc<\/strong><\/span><\/li>\n<\/ul>\n
    \u3053\u306e2\u3064\u306e\u5024\u3092\u64cd\u4f5c\u3059\u308b\u3053\u3068\u3067\u3001\u4e0a\u306e\u30b0\u30e9\u30d5\u306e\u5f62\u3092\u5909\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3093\u3067\u3059\u306d\u3002<\/p>\n
    \u81ea\u7136\u754c\u306e\u73fe\u8c61\u3092\u59cb\u3081\u3068\u3057\u305f\u69d8\u3005\u306a\u73fe\u8c61\u304c\u3001\u3053\u306e\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u305f\u5f62\u306b\u306a\u308b\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
    np.random.normal\u306e\u4f7f\u3044\u65b9<\/h2>\n
    \u6a19\u6e96\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u305f\u4e71\u6570\u306e\u751f\u6210<\/h3>\n
    \u5b9f\u969b\u306b\u6b63\u898f\u5206\u5e03\u3092\u4f7f\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
    np.random.normal\u3092\u4f7f\u3048\u3070\u3001\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u305f\u4e71\u6570\u3092\u751f\u6210<\/strong><\/span>\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
    \u8a66\u3057\u306b\u6a19\u6e96\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u305f\u4e71\u6570\u3092\u751f\u6210\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n
    \uff08\u5e73\u57470, \u5206\u65631\u306e\u6b63\u898f\u5206\u5e03<\/strong><\/span>\u3092\u6a19\u6e96\u6b63\u898f\u5206\u5e03<\/strong><\/span>\u3068\u8a00\u3044\u307e\u3059\u3002\uff09<\/p>\n
    \u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n
    a = \r\nnp.random.normal(\r\n    loc   = 0,      # \u5e73\u5747\r\n    scale = 1,      # \u6a19\u6e96\u504f\u5dee\r\n    size  = 1000000,# \u51fa\u529b\u914d\u5217\u306e\u30b5\u30a4\u30ba(\u30bf\u30d7\u30eb\u3082\u53ef)\r\n)\r\n\r\na<\/pre>\n
    [a\u306e\u8981\u7d20\u3092output]<\/p>\n
    array([-1.21816181, -0.77891982,  0.78294855, ..., -1.50690286,\r\n        2.43792109, -0.43290878])\r\n<\/pre>\n
    \u5148\u7a0b\u7d39\u4ecb\u3057\u305f\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4ed6\u306b\u3001\u51fa\u529b\u914d\u5217\u306e\u30b5\u30a4\u30ba\u3092\u64cd\u4f5c\u3059\u308b\u7b2c\u4e09\u5f15\u6570\u304c\u52a0\u308f\u308a\u307e\u3057\u305f\u3002<\/p>\n
    \u5e73\u5747, \u6a19\u6e96\u504f\u5dee, size<\/strong> <\/span>\u3092\u6307\u5b9a\u3059\u308c\u3070\u4f7f\u3048\u308b\u306e\u3067\u3001\u7c21\u5358\u3067\u3059\u306d\u3002<\/p>\n
    \u3053\u308c\u3089\u304c\u672c\u5f53\u306b\u6b63\u898f\u5206\u5e03\u306e\u5f62\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u304b\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
    plt.hist(a,bins=100)\r\nplt.xlim(-10,10)<\/pre>\n
    [a\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0]<\/p>\n
    \"\"<\/p>\n
    \u4e0a\u306e\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u306e\u30b0\u30e9\u30d5\u3068\u305d\u3063\u304f\u308a\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306b\u306a\u308a\u307e\u3057\u305f\u306d\uff01<\/p>\n
    \u3053\u306e\u3088\u3046\u306bNumPy\u3092\u4f7f\u3048\u3070\u7c21\u5358\u306b\u6b63\u898f\u5206\u5e03\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
    \u6a19\u6e96\u504f\u5dee\u3092\u64cd\u4f5c\u3057\u305f\u6b63\u898f\u5206\u5e03<\/h3>\n
    \u307e\u305f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u64cd\u4f5c\u3057\u305f\u5834\u5408\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3082\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
    \u7b2c\u4e8c\u5f15\u6570\u306escale\u306f\u6a19\u6e96\u504f\u5dee<\/strong><\/span>\u3067\u3057\u305f\u3002\u3053\u306e\u5024\u3092\u5897\u3084\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n
    b = \r\nnp.random.normal(\r\n    loc   = 0,      # \u5e73\u5747\r\n    scale = 3,    # \u6a19\u6e96\u504f\u5dee\r\n    size  = 1000000,# \u51fa\u529b\u914d\u5217\u306e\u30b5\u30a4\u30ba(\u30bf\u30d7\u30eb\u3082\u53ef)\r\n)\r\n\r\nplt.hist(b,bins=100)\r\nplt.xlim(-10,10)<\/pre>\n
    [b\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0]<\/p>\n
    \"\"<\/p>\n
    \u3053\u306e\u3088\u3046\u306b\u592a\u3063\u305f\uff08\u5e45\u306e\u5e83\u3044\uff09\u5c71\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
    \u6a19\u6e96\u504f\u5dee\u306f\u3001\u5404\u70b9\u306e\u5e73\u5747\u70b9\u304b\u3089\u306e\u8ddd\u96e2\u306b\u5bfe\u5fdc<\/strong><\/span>\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
    \u3053\u306e\u5024\u304c\u5927\u304d\u304f\u306a\u308b\u3068\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306f\u5e45\u304c\u5e83\u304f\u3001\u80cc\u306e\u4f4e\u3044\u5f62\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
    \u5e73\u5747\u3092\u64cd\u4f5c\u3057\u305f\u6b63\u898f\u5206\u5e03<\/h3>\n
    \u6b21\u306floc\u3001\u5e73\u5747\u70b9\u3092\u64cd\u4f5c<\/strong><\/span>\u3057\u307e\u3059\u3002<\/p>\n
    c = \r\nnp.random.normal(\r\n    loc   = 5,      # \u5e73\u5747\r\n    scale = 1,    # \u6a19\u6e96\u504f\u5dee\r\n    size  = 1000000,# \u51fa\u529b\u914d\u5217\u306e\u30b5\u30a4\u30ba(\u30bf\u30d7\u30eb\u3082\u53ef)\r\n)\r\n\r\nplt.hist(c,bins=100)\r\nplt.xlim(-10,10)<\/pre>\n
    [c\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0]<\/p>\n
    \"\"<\/p>\n
    \u5e73\u5747\u306e\u5024\u306f\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306e\u6700\u3082\u5ea6\u6570\u306e\u5927\u304d\u3044\u968e\u7d1a\u3092\u64cd\u4f5c<\/strong><\/span>\u3057\u307e\u3059\u3002<\/p>\n
    \u5c71\u306e\u4f4d\u7f6e\u3092\u5909\u3048\u305f\u3044\u306a\u3089\u3070\u3053\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u3044\u3058\u308c\u3070OK\u3067\u3059\u3002<\/p>\n
    \u30b5\u30f3\u30d7\u30eb\u6570\u3092\u5909\u66f4<\/h3>\n
    \u6700\u5f8c\u306b\u51fa\u529b\u3055\u308c\u308b\u914d\u5217\u306e\u8981\u7d20\u6570\u3084\u5f62\u72b6\u3092\u64cd\u4f5c\u3057\u307e\u3059\u3002<\/p>\n
    \u51fa\u529b\u5024\u304c\u4e00\u6b21\u5143\u914d\u5217\u3067\u3044\u3044\u306a\u3089100, 200\u306e\u3088\u3046\u306a\u30b9\u30ab\u30e9\u30fc\u3092\u6e21\u305b\u3070OK\u3067\u3059\u3002<\/p>\n
    \u4e8c\u6b21\u5143\u4ee5\u4e0a\u306e\u914d\u5217\u306b\u3057\u305f\u3044\u5834\u5408\u306f\u30bf\u30d7\u30eb\u3067\u30b5\u30a4\u30ba\u3092\u6307\u5b9a\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n
    d = \r\nnp.random.normal(\r\n    loc   = 0,      # \u5e73\u5747\r\n    scale = 1,      # \u6a19\u6e96\u504f\u5dee\r\n    size  = 100,   # \u51fa\u529b\u914d\u5217\u306e\u30b5\u30a4\u30ba(\u30bf\u30d7\u30eb\u3082\u53ef)\r\n)\r\n\r\nplt.hist(d,bins=50)\r\nplt.xlim(-10,10)<\/pre>\n
    [d\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0]<\/p>\n
    \"\"<\/p>\n
    \u751f\u6210\u3057\u305f\u4e71\u6570\u304c\u5c11\u306a\u3044\u3068\u3001\u3053\u306e\u3088\u3046\u306b\u308f\u304b\u308a\u3065\u3089\u3044\u5206\u5e03\u306b\u306a\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n
    \u30b5\u30f3\u30d7\u30eb\u6570\u304c\u591a\u3051\u308c\u3070\u4eca\u307e\u3067\u306e\u3088\u3046\u306a\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306b\u306a\u308b\u306e\u3067\u3001\u8272\u3005\u3068\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n
    \u307e\u3068\u3081<\/h2>\n
    \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001np.random.normal\u3092\u4f7f\u3063\u305f\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u305f\u4e71\u6570\u306e\u751f\u6210\u65b9\u6cd5<\/strong><\/span>\u3092\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n
    \u6b63\u898f\u5206\u5e03\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u3067\u3082\u69d8\u3005\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
    \u4f8b\uff1a<\/p>\n
      \n
    • \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u521d\u671f\u5316<\/strong><\/span><\/li>\n
    • \u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u5206\u985e\u5668\u306e\u5b9f\u88c5<\/strong><\/span><\/li>\n<\/ul>\n
      \u307e\u305f\u3001\u3053\u306e\u4ed6\u306b\u3082\u3044\u308d\u3093\u306a\u78ba\u7387\u5206\u5e03\u304c\u3042\u308b\u306e\u3067\u3001np.random\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u306d\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"
      \u3053\u3093\u306b\u3061\u306f\uff01\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc\u306e\u30d5\u30af\u30ed\u30a6\u3067\u3059\u3002 \u69d8\u3005\u306a\u73fe\u8c61\u304c\u5f93\u3046\u3053\u3068\u304b\u3089\u3001\u975e\u5e38\u306b\u5229\u7528\u983b\u5ea6\u306e\u9ad8\u3044\u78ba\u7387\u5206\u5e03\u3067\u3042\u308b\u300c\u6b63\u898f\u5206\u5e03\uff08\u30ac\u30a6\u30b9\u5206\u5e03\uff09\u300d\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306fNumPy\u3067\u3001\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\u3092\u751f\u6210\u3059\u308b\u95a2\u6570\u3067\u3042\u308bnp.random. 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