{"id":71833,"date":"2018-09-11T15:18:08","date_gmt":"2018-09-11T06:18:08","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=71833"},"modified":"2024-05-06T11:51:45","modified_gmt":"2024-05-06T02:51:45","slug":"%e3%80%90numpy%e5%85%a5%e9%96%80-np-random-choice%e3%80%91","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/71833","title":{"rendered":"\u3010NumPy\u5165\u9580 np.random.choice\u3011\u6b6a\u306a\u30b5\u30a4\u30b3\u30ed\u3092\u518d\u73fe\u3059\u308b\u95a2\u6570\u3068\u306f\uff1f"},"content":{"rendered":"

\u3053\u3093\u306b\u3061\u306f\u3001\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc\u306e\u30d5\u30af\u30ed\u30a6<\/a>\u3067\u3059\uff01<\/p>\n

\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u914d\u5217\u306e\u8981\u7d20\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u53d6\u308a\u51fa\u3059\u95a2\u6570<\/strong><\/span>\u3067\u3042\u308bnp.random.choice<\/strong><\/span>\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n

np.random\u30e2\u30b8\u30e5\u30fc\u30eb<\/strong><\/span>\u306f\u3001\u78ba\u7387\u7684\u306a\u6a5f\u80fd\u304c\u591a\u6570\u7528\u610f<\/strong><\/span>\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u305d\u306e\u4e2d\u306e\u4e00\u3064\u304c\u3053\u306echice\u95a2\u6570\u3067\u3059\u3002<\/p>\n

\u914d\u5217\u306e\u8981\u7d20\u306f\u3069\u3093\u306a\u578b\u3067\u3082\u826f\u3044\u306e\u3067\u3059\u304c\u3001\u4f8b\u3048\u3070[1,2,3,4,5,6]\u306e\u3088\u3046\u306a\u914d\u5217\u3067\u3042\u308c\u3070np.random.randint<\/strong><\/span>\u306e\u3088\u3046\u306b\u6271\u3046\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3053\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3059\u308b\u306e\u3067\u3001\u662f\u975e\u3053\u308c\u8aad\u3093\u3067\u307f\u3066\u304f\u3060\u3055\u3044\u306d\u3002<\/p>\n

np.random.choice\u306e\u4f7f\u3044\u65b9<\/h2>\n

\u30b5\u30a4\u30b3\u30ed\u3092\u4f5c\u308b\u95a2\u6570choice<\/h3>\n

choice\u306f\u914d\u5217\u3084\u30ea\u30b9\u30c8\u304b\u3089\u3001\u30e9\u30f3\u30c0\u30e0\u306b\u8981\u7d20\u3092\u53d6\u308a\u51fa\u3059\u95a2\u6570<\/strong><\/span>\u3067\u3059\u3002<\/p>\n

\u6570\u5b57\u304c\u5165\u3063\u305f\u914d\u5217<\/strong><\/span>\u3092\u4f7f\u3048\u3070\u3001randint\u306e\u3088\u3046\u306a<\/strong><\/span>\u52d5\u4f5c\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

import numpy as np\r\nimport matplotlib.pyplot as plt\r\nfrom collections import Counter\r\n\r\ndice = list(range(1, 7))\r\nprint(np.random.choice(dice))\r\n\r\n# \u51fa\u529b\u7d50\u679c\r\n2<\/pre>\n
\u51fa\u529b\u914d\u5217\u306e\u5f62\u72b6\u3092\u6307\u5b9a\u3059\u308b<\/h3>\n
\u3053\u306e\u95a2\u6570\u3067\u306f\u3001\u7b2c\u4e8c\u5f15\u6570size<\/strong><\/span>\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u4efb\u610f\u306e\u30b5\u30a4\u30ba\u306e\u914d\u5217\u3092\u4f5c\u308b<\/strong><\/span>\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
choice\u306f\u53d6\u308a\u51fa\u3059\u5024\u304c\u91cd\u8907\u3059\u308b\u3053\u3068\u3092\u8a31\u3059<\/strong><\/span>\u306e\u3067\u3001size\u306e\u5024\u306f\u5143\u306e\u914d\u5217\u306e\u8981\u7d20\u6570\u3092\u8d85\u3048\u3066\u3082OK\u3067\u3059\u3002<\/p>\n
for i in range(10):\r\n    samples = np.random.choice(dice, i)\r\n    print(samples)<\/pre>\n
[\u51fa\u529b\u7d50\u679c]<\/p>\n
[]\r\n[2]\r\n[2 6]\r\n[6 3 2]\r\n[4 1 4 3]\r\n[3 1 1 5 2]\r\n[5 3 5 6 3 3]\r\n[3 4 3 2 4 4 6]\r\n[5 5 2 5 6 2 3 5]\r\n[5 4 5 1 3 2 5 5 6]<\/pre>\n
\u307e\u305f\u3001\u5b9f\u306f\u3053\u306esize\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u914d\u5217\u306e\u5f62\u72b6\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u51fa\u529b\u3092\u591a\u6b21\u5143\u914d\u5217\u3092\u4f5c\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n
np.random.choice(dice, (2,3))\r\n\r\n# \u51fa\u529b\u7d50\u679c\r\narray([[4, 3, 5],\r\n       [4, 6, 1]])\r\n<\/pre>\n
\u5fdc\u7528\u7684\u306a\u4f7f\u3044\u65b9<\/h2>\n
\u6b6a\u306a\u30b5\u30a4\u30b3\u30ed\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n
\u3053\u308c\u307e\u3067\u306f\u3001\u3059\u3079\u3066\u306e\u8981\u7d20\u304c\u51fa\u308b\u78ba\u7387\u304c\u540c\u4e00<\/strong><\/span>\u3067\u3057\u305f\u3002<\/p>\n
\u3067\u3059\u304cp\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4f7f\u3046<\/span><\/strong>\u3053\u3068\u3067\u3001\u5404\u8981\u7d20\u306e\u51fa\u308b\u78ba\u7387\u304c\u7570\u306a\u308b\u5834\u5408\u306b\u3082\u5bfe\u5fdc<\/strong><\/span>\u3067\u304d\u307e\u3059\u3002<\/p>\n
p\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u7b2c\u4e00\u5f15\u6570\u3068\u540c\u3058\u8981\u7d20\u6570\u306e\u914d\u5217\u3092\u53d7\u3051\u53d6\u308a\u3001\u8981\u7d20\u306e\u5408\u8a08\u5024\u304c1<\/strong><\/span>\u306b\u306a\u3089\u306a\u3044\u3068\u3044\u3051\u307e\u305b\u3093\u3002<\/p>\n
prob = [0.1, 0.2, 0.3, \r\n     0.1, 0.2, 0.1]\r\n\r\nnp.random.choice(a=dice, \r\n                 size=10, \r\n                 p=prob)\r\n\r\n# \u51fa\u529b\u7d50\u679c\r\narray([5, 6, 1, 1, 5, 5, 3, 3, 5, 5])<\/pre>\n
\u5341\u5206\u306b\u5927\u304d\u3044\u8a66\u884c\u56de\u6570\u3067\u3001\u672c\u5f53\u306b\u6b6a\u306a\u30b5\u30a4\u30b3\u30ed\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u78ba\u304b\u3081\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
samples = np.random.choice(dice, size=100000, p=p)\r\ntmp = Counter(samples)\r\n\r\nX = sorted(tmp.keys())\r\nY = [tmp[x] for x in X]\r\n\r\nplt.bar(X,Y)<\/pre>\n
\"\"<\/p>\n
\u6700\u521d\u306b\u6307\u5b9a\u3057\u305f\u78ba\u7387\u901a\u308a\u306e\u51fa\u73fe\u56de\u6570\u5206\u5e03\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n
np.random.randint\u3068\u306e\u9055\u3044<\/h2>\n
randint\u306f\u30e9\u30f3\u30c0\u30e0\u306b\u6570\u5b57\u3092\u53d6\u308a\u51fa\u3059\u95a2\u6570<\/strong><\/span>\u3067\u3057\u305f\u304c\u3001choice\u306f\u3069\u3093\u306a\u578b\u3092\u3082\u3063\u305f\u914d\u5217\u304b\u3089\u3067\u3082\u30e9\u30f3\u30c0\u30e0\u306b\u8981\u7d20\u3092\u53d6\u308a\u51fa\u3059<\/strong><\/span>\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001randint\u306f\u4e00\u69d8\u306a\u78ba\u7387\u3067\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3057\u307e\u3059\u304c\u3001choice\u306f\u78ba\u7387\u3092\u4efb\u610f\u306b\u64cd\u4f5c\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
np.random.randint\u306b\u3064\u3044\u3066\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n            \n                
\n                
\n                    
\n                    \n                    <\/div>\n                    
\n                    
\u3010Numpy\u5165\u9580 np.random.randint\u3011\u3044\u308d\u3093\u306a\u30b5\u30a4\u30b3\u30ed\u304c\u4f5c\u308c\u308brandint<\/div>\n                    
\u66f4\u65b0\u65e5\uff1a2024\u5e745\u67086\u65e5<\/div>\n                    <\/div>\n                <\/div>\n                <\/div>\n            <\/a>\n            \n
\u307e\u3068\u3081<\/h2>\n
\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001np.random.choice\u306e\u4f7f\u3044\u65b9\u3092\u89e3\u8aac<\/strong><\/span>\u3057\u307e\u3057\u305f\u3002<\/p>\n
\u914d\u5217\u304b\u3089\u30e9\u30f3\u30c0\u30e0\u306b\u8981\u7d20\u3092\u53d6\u308a\u51fa\u3059\u6a5f\u80fd\u3092\u6301\u3063\u305fnp.random.choice\u306f\u3001\u975e\u5e38\u306b\u4f7f\u3046\u6a5f\u4f1a\u304c\u591a\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n
\u662f\u975e\u3068\u3082\u3053\u306e\u8a18\u4e8b\u3067\u4f7f\u3044\u65b9\u3092\u899a\u3048\u3066\u4f7f\u3044\u3053\u306a\u3057\u3066\u304f\u3060\u3055\u3044\u306d\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"
\u3053\u3093\u306b\u3061\u306f\u3001\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc\u306e\u30d5\u30af\u30ed\u30a6\u3067\u3059\uff01 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u914d\u5217\u306e\u8981\u7d20\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u53d6\u308a\u51fa\u3059\u95a2\u6570\u3067\u3042\u308bnp.random.choice\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002 np.random\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u78ba\u7387\u7684\u306a\u6a5f\u80fd\u304c\u591a\u6570\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059 […]<\/p>\n","protected":false},"author":4,"featured_media":71999,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"swell_btn_cv_data":"","footnotes":""},"categories":[2350],"tags":[1888],"class_list":["post-71833","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python-study","tag-ai-python-numpy"],"acf":[],"yoast_head":"\n\u3010NumPy\u5165\u9580 np.random.choice\u3011\u6b6a\u306a\u30b5\u30a4\u30b3\u30ed\u3092\u518d\u73fe\u3059\u308b\u95a2\u6570\u3068\u306f\uff1f | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010NumPy\u5165\u9580 np.random.choice\u3011\u6b6a\u306a\u30b5\u30a4\u30b3\u30ed\u3092\u518d\u73fe\u3059\u308b\u95a2\u6570\u3068\u306f\uff1f 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