{"id":73820,"date":"2018-09-25T23:01:11","date_gmt":"2018-09-25T14:01:11","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=73820"},"modified":"2024-05-06T11:52:29","modified_gmt":"2024-05-06T02:52:29","slug":"%e3%80%90numpy%e5%85%a5%e9%96%80%e3%80%91%e9%87%8d%e8%a4%87%e3%82%92%e5%89%8a%e9%99%a4%e3%81%97%e3%81%9f%e9%85%8d%e5%88%97%e3%82%92%e4%bd%9c%e3%82%8bnp-unique%e3%82%92%e3%83%9e%e3%82%b9%e3%82%bf","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/73820","title":{"rendered":"\u3010NumPy\u5165\u9580\u3011\u91cd\u8907\u3092\u524a\u9664\u3057\u305f\u914d\u5217\u3092\u4f5c\u308bnp.unique\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3088\u3046\uff01"},"content":{"rendered":"

\u3053\u3093\u306b\u3061\u306f\u3001\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc\u306e\u30d5\u30af\u30ed\u30a6\u3067\u3059\u3002<\/p>\n

np.array\u304b\u3089\u91cd\u8907\u3092\u524a\u9664<\/strong><\/span>\u3057\u3066\u3001\u30e6\u30cb\u30fc\u30af\u306a\u8981\u7d20\u3060\u3051\u306e\u914d\u5217\u3092\u8fd4\u3059<\/strong><\/span>np.unique<\/strong><\/span>\u95a2\u6570\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n

list\u304b\u3089\u91cd\u8907\u3092\u524a\u9664\u3059\u308b\u306b\u306f\u3001set\uff08\u96c6\u5408\uff09\u578b<\/strong><\/span>\u3092\u4f7f\u3048\u3070OK\u3067\u3057\u305f\u306d\u3002<\/p>\n

\u3053\u308c\u306b\u5bfe\u5fdc\u3059\u308b\u6a5f\u80fd\u304cnp.unique\u3067\u3059\u3002<\/p>\n

\u3053\u306e\u95a2\u6570\u306fset\u306b\u306f\u306a\u3044\u69d8\u3005\u306a\u4fbf\u5229\u306a\u6a5f\u80fd\u304c\u3064\u3044\u3066\u3044\u308b\u306e\u3067\u3001\u4f7f\u3044\u65b9\u3092\u899a\u3048\u3066\u52b9\u7387\u7684\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u697d\u3057\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n

\n
\n
\n

\u91cd\u8907\u3092\u524a\u9664\u3057\u305f\u30e6\u30cb\u30fc\u30af\u306a\u8981\u7d20\u3060\u3051\u306e\u914d\u5217\u3092\u4f5c\u308b\u65b9\u6cd5<\/h2>\n

\u4ee3\u8868\u7684\u306a\u91cd\u8907\u3092\u524a\u9664<\/strong><\/span>\u3057\u3066\u30e6\u30cb\u30fc\u30af\u306a\u8981\u7d20\u3060\u3051\u306e\u96c6\u5408\u3092\u4f5c\u308b<\/strong><\/span>\u65b9\u6cd5\u306bset\u95a2\u6570\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u3053\u308c\u306f\u30ea\u30b9\u30c8\u304b\u3089\u96c6\u5408\u3092\u4f5c\u308bSet\u30af\u30e9\u30b9\u306e\u30b3\u30f3\u30b9\u30c8\u30e9\u30af\u30bf<\/strong><\/span>\u3067\u3059\u3002<\/p>\n

\u4f7f\u3044\u65b9\u306f\u7c21\u5358\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n

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In\u00a0[1]:<\/div>\n
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sample = [1,2,3,3,4,4,4] # \u30bf\u30fc\u30b2\u30c3\u30c8\u306e\u30ea\u30b9\u30c8\r\n\r\nset(sample) # \u30ea\u30b9\u30c8\u3092\u5f15\u6570\u306b\u3068\u3063\u3066\u30e6\u30cb\u30fc\u30af\u306a\u8981\u7d20\u306e\u307f\u306e\u30bb\u30c3\u30c8\u578b\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f5c\u308b<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
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Out[1]:<\/div>\n
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{1, 2, 3, 4}<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
\n
\n
\u3053\u308c\u306b\u5bfe\u5fdc\u3059\u308bNumPy\u306e\u95a2\u6570\u3067\u3001np.unique\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306fnp.array\u304b\u3089\u91cd\u8907\u3092\u524a\u9664\u3057\u305f\u914d\u5217\u3092\u4f5c\u308b\u95a2\u6570\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
\n
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np.unique\u306e\u4f7f\u3044\u65b9<\/h2>\n
\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9<\/h3>\n
\u57fa\u672c\u7684\u306b\u306fset\u95a2\u6570\u3068\u540c\u3058\u3001\u91cd\u8907\u3092\u524a\u9664\u3057\u305f\u3044\u914d\u5217\u3092\u95a2\u6570\u306b\u6e21\u3059\u3060\u3051<\/strong><\/span>\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
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In\u00a0[2]:<\/div>\n
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# \u30e9\u30a4\u30d6\u30e9\u30ea\u306eimport\r\nimport numpy as np\r\n\r\n# \u30bf\u30fc\u30b2\u30c3\u30c8\u914d\u5217\u306e\u4f5c\u6210\r\nsample2 = np.array(sample)\r\n\r\n# unique\u3067\u91cd\u8907\u524a\u9664\r\nunique_arr = np.unique(sample2)\r\n\r\n# \u4e2d\u8eab\u3092\u78ba\u8a8d\r\nunique_arr<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[2]:<\/div>\n
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array([1, 2, 3, 4])<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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\u51fa\u529b\u3082\u3061\u3083\u3093\u3068np.array\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/div>\n<\/div>\n
<\/div>\n
list\u306b\u5bfe\u3059\u308bset\u578b\u306e\u3088\u3046\u306a\u3001\u96c6\u5408\u578b\u306b\u76f8\u5f53\u3059\u308b\u30af\u30e9\u30b9\u306fNumPy\u306b\u306f\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u305b\u3093<\/strong><\/span>\u3002<\/div>\n
\n
\n
\n
\u591a\u6b21\u5143\u914d\u5217\u304b\u3089\u306e\u30e6\u30cb\u30fc\u30af\u914d\u5217\u306e\u4f5c\u308a\u65b9<\/h3>\n
\u591a\u6b21\u5143\u914d\u5217\u3067\u3082\u3001\u7279\u306b\u6307\u5b9a\u3092\u3057\u306a\u3051\u308c\u3070<\/strong>\u3059\u3079\u3066\u306e\u8981\u7d20\u304b\u3089\u30e6\u30cb\u30fc\u30af\u306a\u8981\u7d20\u3060\u3051\u3092\u53d6\u308a\u51fa\u3057\u305f\u914d\u5217<\/strong><\/span>\u304c\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
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In\u00a0[3]:<\/div>\n
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# \u30bf\u30fc\u30b2\u30c3\u30c8\u914d\u5217\u306e\u4f5c\u6210\r\nsample3 = np.array(\r\n    [\r\n        [0,1,1,1,2],\r\n        [1,2,2,1,0],\r\n        [0,0,0,0,3],\r\n    ]\r\n)\r\n\r\n# \u91cd\u8907\u524a\u9664\r\nunique_arr = np.unique(sample3)\r\n\r\n# \u78ba\u8a8d\r\nunique_arr<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
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Out[3]:<\/div>\n
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array([0, 1, 2, 3])<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
\u591a\u6b21\u5143\u914d\u5217\u3067\u3082\u57fa\u672c\u64cd\u4f5c\u306f\u540c\u3058\u3067\u3059\u306d\u3002<\/div>\n
\n
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\u30e6\u30cb\u30fc\u30af\u8981\u7d20\u3092\u6570\u3048\u4e0a\u3052\u308b<\/h3>\n
\u914d\u5217\u306e\u30e6\u30cb\u30fc\u30af\u306a\u8981\u7d20\u306e\u6570\u3092\u6570\u3048\u4e0a\u3052\u305f\u3044<\/strong><\/span>\u3068\u304d\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
1\u304c\u4f55\u56de\u51fa\u3066\u304d\u3066\u2026 2\u304c\u4f55\u56de\u51fa\u3066\u304d\u3066\u2026\u3000\u3068\u3044\u3046\u3088\u3046\u306a\u6570\u3048\u4e0a\u3052\u3067\u3059\u3002<\/p>\n
\u3053\u3093\u306a\u3068\u304d\u306b\u306freturn_counts=True<\/strong><\/span>\u3092\u8ffd\u8a18\u3059\u308b\u3053\u3068\u3067\u3001\u4e00\u767a\u3067\u6570\u3048\u4e0a\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3088\uff01<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
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In\u00a0[4]:<\/div>\n
\n
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# \u91cd\u8907\u524a\u9664\r\nunique_arr = np.unique(sample2,            # \u30bf\u30fc\u30b2\u30c3\u30c8\u914d\u5217 \u3000\u3000\u3000\u3000\u3000\u3000\u3000\r\n                       return_counts=True  # True\u3060\u3068\u96c6\u5408\u3068\u8981\u7d20\u306e\u6570\u3048\u4e0a\u3052\u3092\u30bf\u30d7\u30eb\u3067\u8fd4\u3059\u3002\uff08\u30c7\u30d5\u30a9\u30eb\u30c8\u306fFalse\uff09\r\n                      )\r\n\r\n# \u78ba\u8a8d\r\nunique_arr<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
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Out[4]:<\/div>\n
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(array([1, 2, 3, 4]), array([1, 1, 2, 3]))<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
\u51fa\u529b\u304c\u30bf\u30d7\u30eb\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u610f\u3067\u3059\uff01<\/div>\n
\n
\n
\u521d\u3081\u3066\u30e6\u30cb\u30fc\u30af\u8981\u7d20\u304c\u51fa\u3066\u304d\u305f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u898b\u3064\u3051\u65b9<\/h3>\n
[1,2,3,3,4,4,4] \u3068\u3044\u3046\u914d\u5217\u306e\u30e6\u30cb\u30fc\u30af\u306a\u8981\u7d20\u306f[1,2,3,4]\u3067\u3059\u304c\u3001\u3053\u308c\u3089\u304c\u6700\u521d\u306b\u51fa\u3066\u304d\u305f\u4f4d\u7f6e\u304c\u6b32\u3057\u3044<\/strong><\/span>\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u3093\u306a\u3068\u304d\u306b\u3082unique\u95a2\u6570\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u7c21\u5358\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u51fa\u529b\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
return_index=True<\/strong><\/span>\u3092\u8ffd\u8a18\u3059\u308b\u3053\u3068\u3067\u3001\u6700\u521d\u306b\u30e6\u30cb\u30fc\u30af\u8981\u7d20\u304c\u51fa\u3066\u304d\u305f\u5834\u6240\u3092\u898b\u3064\u3051\u308b<\/strong><\/span>\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
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In\u00a0[5]:<\/div>\n
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np.unique(sample2,          # \u30bf\u30fc\u30b2\u30c3\u30c8\u914d\u5217\r\n          return_index=True #  True\u3060\u3068\u96c6\u5408\u3068\u6700\u521d\u306e\u51fa\u73fe\u5834\u6240\u3092\u30bf\u30d7\u30eb\u3067\u8fd4\u3059\u3002\uff08\u30c7\u30d5\u30a9\u30eb\u30c8\u306fFalse\uff09\r\n         )\r\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
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Out[5]:<\/div>\n
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(array([1, 2, 3, 4]), array([0, 1, 2, 4]))<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
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\u307e\u3068\u3081<\/h2>\n
\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001NumPy\u914d\u5217\u304b\u3089\u91cd\u8907\u3092\u524a\u9664\u3057\u3066\u30e6\u30cb\u30fc\u30af\u306a\u8981\u7d20\u3060\u3051\u306e\u914d\u5217\uff08\u96c6\u5408\uff09\u3092\u4f5c\u308b\u6a5f\u80fd\u3001np.unique\u3092\u7d39\u4ecb<\/strong><\/span>\u3057\u307e\u3057\u305f\u3002<\/p>\n
\u91cd\u8907\u8981\u7d20\u306e\u6570\u3048\u4e0a\u3052\u306a\u3069\u306e\u3001\u3088\u304f\u4f7f\u3046\u64cd\u4f5c\u3082NumPy\u3067\u306f\u30ab\u30d0\u30fc\u3057\u3066\u3044\u308b\u306e\u3067\u3001Set\u578b\u306e\u3088\u3046\u306aPython\u4e16\u754c\u306e\u6a5f\u80fd\u3092\u4f7f\u308f\u306a\u3044\u3067\u3082\u64cd\u4f5c\u3092\u5b8c\u4e86\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u305d\u3046\u3067\u3059\u3002<\/p>\n
\u4f7f\u3044\u65b9\u304c\u308f\u304b\u3089\u306a\u304f\u306a\u3063\u305f\u3089\u3053\u306e\u8a18\u4e8b\u3092\u898b\u305f\u308a\u3001Python\u30b7\u30a7\u30eb\u4e0a\u3067help(np.unique)\u3068\u3057\u3066\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u898b\u305f\u308a<\/strong><\/span>\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n
\u4f55\u5ea6\u3082\u8abf\u3079\u3066\u3044\u308b\u3046\u3061\u306b\u304d\u3063\u3068\u4f7f\u3044\u3053\u306a\u305b\u308b\u3088\u3046\u306b\u306a\u308b\u306f\u305a\u3067\u3059\uff01<\/p>\n<\/div>\n<\/div>\n<\/div>\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\u3002 np.array\u304b\u3089\u91cd\u8907\u3092\u524a\u9664\u3057\u3066\u3001\u30e6\u30cb\u30fc\u30af\u306a\u8981\u7d20\u3060\u3051\u306e\u914d\u5217\u3092\u8fd4\u3059np.unique\u95a2\u6570\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 list\u304b\u3089\u91cd\u8907\u3092\u524a\u9664\u3059\u308b\u306b\u306f\u3001set\uff08\u96c6\u5408\uff09\u578b\u3092\u4f7f\u3048\u3070OK\u3067\u3057\u305f\u306d\u3002 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