{"id":46135,"date":"2024-01-20T19:13:10","date_gmt":"2023-06-20T23:49:18","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46135-2\/"},"modified":"2024-05-04T19:19:40","modified_gmt":"2024-05-04T11:19:40","slug":"46135-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46135-2\/","title":{"rendered":""},"content":{"rendered":"

\u3053\u306e\u8a18\u4e8b\u306e\u5185\u5bb9<\/h2>\n

\u3053\u306e\u8a18\u4e8b\u3067\u306f\u79c1\u81ea\u8eab\u306e\u4f53\u9a13\u306b\u3064\u3044\u3066\u300c\u30c7\u30fc\u30bf\u5206\u6790\u3063\u3066\u306a\u306b\u305d\u308c\u304a\u3044\u3057\u3044\u306e\u300d\u304b\u3089
\n\u300c\u30c7\u30fc\u30bf\u5206\u6790\u3084\u3063\u305f\u3053\u3068\u3042\u308a\u307e\u3059\u300d\u306b\u306a\u308b\u307e\u3067\u306e\u904e\u7a0b\u3092\u632f\u308a\u8fd4\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u305d\u306e\u904e\u7a0b\u3092\u8457\u3057\u8aad\u3093\u3067\u9802\u304f\u3053\u3068\u306b\u3088\u3063\u3066
\n\u30c7\u30fc\u30bf\u5206\u6790\u3092\u59cb\u3081\u3066\u307f\u305f\u3044\u4eba\u3078\u306e\u3068\u3063\u304b\u304b\u308a\u3092\u3064\u304f\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u305d\u306e\u305f\u3081\u6280\u8853\u7684\u306a\u7d39\u4ecb\u306f\u63a7\u3048\u3081\u306b\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3063\u3066\u3069\u3093\u306a\u6d41\u308c\u3067\u3084\u308b\u306e\u3060\u308d\u3046\u304b
\n\u3068\u3044\u3046\u3053\u3068\u3092\u60f3\u8d77\u3055\u305b\u308b\u3053\u3068\u3092\u4e3b\u773c\u306b\u304a\u3044\u3066\u66f8\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u6c17\u8efd\u306a\u8aad\u307f\u7269\u3068\u3057\u3066\u8aad\u3093\u3067\u3044\u305f\u3060\u3044\u3066
\n\u30c7\u30fc\u30bf\u5206\u6790\u3092\u59cb\u3081\u308b\u3053\u3068\u306e\u30b5\u30dd\u30fc\u30c8\u306b\u306a\u308c\u3070\u3046\u308c\u3057\u3044\u3067\u3059\u3002<\/p>\n

\u3000 \u3000\u60f3\u5b9a\u5bfe\u8c61\u8aad\u8005<\/h4>\n

\u30fb\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3084\u3063\u305f\u3053\u3068\u304c\u306a\u3044\u3001\u3053\u308c\u304b\u3089\u59cb\u3081\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u4eba
\n\u30fb\u30c7\u30fc\u30bf\u5206\u6790\u30b3\u30f3\u30da\u306b\u53c2\u52a0\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3063\u3066\u3044\u308b\u4eba<\/p>\n

\u3000 \u3000\u60f3\u5b9a\u8aad\u4e86\u6642\u9593<\/h4>\n

3\u5206\uff08\u6d41\u3057\u898b\u3067OK\uff09<\/p>\n

\u6e96\u5099<\/h2>\n

\u3000 \u3000\u5b9f\u884c\u74b0\u5883\u3068\u3057\u3066\u5fc5\u8981\u306a\u3082\u306e<\/h4>\n

\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3059\u308b\u306e\u306b\u7279\u5225\u306a\u3082\u306e\u306f\u4e0d\u8981\u3067\u3059\u3002
\n\u4eca\u3053\u308c\u3092\u307f\u3066\u3044\u308bPC\u304c\u3042\u308c\u3070\u6700\u4f4e\u9650\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306f\u3067\u304d\u307e\u3059\u3002
\n\u4f1a\u793e\u306ePC\u3067\u5b9f\u884c\u3059\u308b\u3068\u304d\u306f\u5404\u4f01\u696d\u306e\u30eb\u30fc\u30eb\u7533\u8acb\u306b\u5247\u3063\u305f\u624b\u7d9a\u304d\u3092\u3057\u307e\u3057\u3087\u3046\u3002
\n\uff08\u4e00\u5fdc\uff09<\/p>\n

\u3000 \u3000\u3084\u308b\u3053\u3068<\/h4>\n

\u5fc5\u8981\u306a\u3053\u3068\u306f\uff12\u3064\u3060\u3051\u3002
\n\u2460PC\u306bpython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u300cpython\u3000\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u300d\u306a\u3069\u3067
\n\u30b0\u30b0\u308b\u3068\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306f\u51fa\u3066\u304d\u307e\u3059\u304c\u3001\u4f8b\u3068\u3057\u3066\u4e00\u3064\u3054\u7d39\u4ecb\u3092\u3057\u3066\u304a\u304d\u307e\u3059\u3002
\nPython\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3068\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/p>\n

\u2461python\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u3089\u3001jupyter notebook\u3082\u4e00\u7dd2\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002
\nJupyter Notebook\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067python\u3092\u5bfe\u8a71\u578b\u3067\u5b9f\u884c\u3067\u304d\u308b\u74b0\u5883\u3067\u3059\u3002
\nJupyter Notebook<\/p>\n

\u7121\u4e8b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u6210\u529f\u3059\u308b\u3068python\u306e\u5834\u5408
\n\u3053\u306e\u3088\u3046\u306b\u30b3\u30de\u30f3\u30c9\u3092\u6253\u3064\u3068\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305fpython\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n

\u3000\u3000C:\\Users\\hoge>python --version\r\n\u3000\u3000Python 3.10.8\u3000\r\n<\/code><\/pre>\n
jupyter notebook\u306e\u5834\u5408\u3001\u3053\u306e\u3088\u3046\u306b\u30b3\u30de\u30f3\u30c9\u3092\u6253\u3064\u3068
\n\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u30ea\u30b9\u30c8\u4e0a\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u3000\u3000C:\\Users\\hoge>pip list\r\n    (\u524d\u7565)\r\n    jupyter                   1.0.0\r\n    jupyter_client            8.6.0\r\n    jupyter-console           6.6.3\r\n    jupyter_core              5.5.0\r\n    jupyter-events            0.9.0\r\n    jupyter-lsp               2.2.0\r\n    jupyter_server            2.10.1\r\n    jupyter_server_terminals  0.4.4\r\n    jupyterlab                4.0.8\r\n    jupyterlab-pygments       0.2.2\r\n    jupyterlab_server         2.25.2   \r\n    jupyterlab-widgets        3.0.9\r\n    (\u5f8c\u7565)\r\n<\/code><\/pre>\n
\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u78ba\u8a8d\u3067\u304d\u305f\u3089\u3001\u3055\u3089\u306b\u3053\u306e\u3088\u3046\u306b\u30b3\u30de\u30f3\u30c9\u3092\u6253\u3064\u3068<\/p>\n
    C:\\Users\\hoge>jupyter notebook\r\n<\/code><\/pre>\n
\"image.png\"<\/div>\n
\"image.png\"<\/div>\n
\u30b3\u30f3\u30da\u306e\u7a2e\u985e<\/h2>\n
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\n
\u30b3\u30f3\u30da\u540d\u8aac\u660ekaggle<\/a>Kaggle\u306f\u3001\u4e16\u754c\u4e2d\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b9\u30fc\u30b7\u30e3\u30b9\u30c8\u5411\u3051\u306e\u56fd\u969b\u7684\u306a\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u4e16\u754c\u4e2d\u304b\u3089\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u53c2\u52a0\u3057\u3001\u591a\u304f\u306e\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002Kaggle\u306f\u82f1\u8a9e\u3092\u4e3b\u8981\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u8a00\u8a9e\u3068\u3057\u3066\u4f7f\u7528\u3057\u3001\u56fd\u969b\u7684\u306a\u30d7\u30ec\u30bc\u30f3\u30b9\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/b>signate<\/a>Signate\u306f\u3001\u65e5\u672c\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u4e3b\u306b\u65e5\u672c\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30a8\u30f3\u30b9\u30b9\u30c6\u30fc\u30af\u30db\u30eb\u30c0\u30fc\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u5411\u3051\u306b\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u65e5\u672c\u8a9e\u3067\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3084\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u304c\u8c4a\u5bcc\u3067\u3042\u308a\u3001\u65e5\u672c\u306e\u4f01\u696d\u3084\u7814\u7a76\u6a5f\u95a2\u3068\u9023\u643a\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/b>nishika<\/a>\u65e5\u672c\u306e\u3082\u3046\u4e00\u3064\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002Kaggle\u3084SIGNATE\u3068\u540c\u69d8\u3001Nishika\u3082\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u3082\u65e5\u672c\u4e2d\u5fc3\u306e\u3082\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u7570\u306a\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u4e3b\u306b\u65e5\u672c\u8a9e\u3092\u8a71\u3059\u30e6\u30fc\u30b6\u30fc\u30d9\u30fc\u30b9\u3092\u6301\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u7af6\u4e89\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7a2e\u985e\u304c\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u3001\u7279\u306b\u65e5\u672c\u3084\u65e5\u672c\u306e\u7279\u5b9a\u696d\u754c\u306b\u95a2\u9023\u3059\u308b\u3082\u306e\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/b><\/div>\n<\/div>\n
\u500b\u4eba\u7684\u306a\u5370\u8c61\u3067\u8ff0\u3079\u308b\u3068kaggle\u304c\u6700\u3082\u30bf\u30a4\u30c8\u30eb\u3092\u53d6\u3063\u3066\u7b94\u304c\u3064\u304d
\nsignate\u3084nishika\u306f\u65e5\u672c\u8a9e\u3067\u3068\u3063\u3064\u304d\u3084\u3059\u304f\u3001\u4f01\u696d\u3068\u306e\u9023\u643a\u304c\u76db\u3093\u3068\u3044\u3046\u611f\u3058\u3067\u3059\u3002
\n\u4f01\u696d\u30bf\u30a4\u30a2\u30c3\u30d7\u3060\u3068\u8cde\u91d1\u304c\u3064\u3044\u3066\u3044\u308b\u3053\u3068\u3082\u591a\u3044\u3088\u3046\u3067\u3059 (\u826f\u3044\u3067\u3059\u306d)<\/p>\n
\u82f1\u8a9e\u304c\u82e6\u3067\u306a\u3051\u308c\u3070kaggle\u3067\u826f\u3044\u3068\u601d\u3044\u307e\u3059\u3057\u3001\u3068\u3063\u3064\u304d\u306b\u304f\u3055\u304c\u3042\u308b\u5834\u5408\u306fsignate\u3084
\nnishika\u304b\u3089\u521d\u3081\u3066\u5f90\u3005\u306b\u6163\u308c\u3066\u304d\u305f\u3089kaggle\u306e\u30b3\u30f3\u30da\u306b\u53c2\u52a0\u3059\u308b\u306a\u3069\u3067\u826f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n
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\n\u6587\u672b\u306b\u516c\u958b\u3057\u307e\u3059\u3002
\n\u3053\u308c\u3092jupyter\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u3082\u96f0\u56f2\u6c17\u3092\u3064\u304b\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n
 <\/p>\n
\u6b21\u306b\u53c2\u52a0\u3057\u305f\u306e\u304c\u3053\u3061\u3089\u3067\u3059
\n\u3010\u7b2c36\u56de_Beginner\u9650\u5b9a\u30b3\u30f3\u30da\u3011\u5f93\u696d\u54e1\u306e\u96e2\u8077\u4e88\u6e2c
\n\u3053\u3061\u3089\u306fsignate\u306e\u30b3\u30f3\u30da\u3067\u3059\u3002
\n\u8cde\u91d1\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u4e00\u5b9a\u9806\u4f4d\u306b\u5165\u308b\u3068\u30e9\u30f3\u30af\u304c\u4e0a\u304c\u308a\u307e\u3059\u3002
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\n\uff08\u9014\u4e2d\u4e00\u77ac1\u4f4d\u306b\u306a\u3063\u305f\u3068\u304d\u306f\u304a\u304a\u3063\u3068\u601d\u3044\u307e\u3057\u305f\uff01\u3059\u3050\u629c\u304b\u308c\u307e\u3057\u305f\u304c\uff09<\/p>\n
\u6700\u5f8c\u306f\u3053\u308c\u3067\u3059
\n[\u4e2d\u53e4\u30de\u30f3\u30b7\u30e7\u30f3\u4fa1\u683c\u4e88\u6e2c 2023\u590f\u306e\u90e8]
\n\uff08\u6b8b\u5ff5\u306a\u304c\u3089\u30da\u30fc\u30b8\u30ea\u30f3\u30af\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\uff09
\nnishika\u304c\u56db\u534a\u671f\u306b\u5b9a\u671f\u958b\u50ac\u3057\u3066\u3044\u308b\u3082\u306e\u3067\u3001\u3053\u306e\u30b3\u30f3\u30da\u306e\u30c7\u30fc\u30bf\u306f
\n\u56fd\u571f\u4ea4\u901a\u7701\u304c\u516c\u958b\u3057\u3066\u3044\u308b\u4e0d\u52d5\u7523\u53d6\u5f15\u4fa1\u683c\u60c5\u5831\u304c\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002
\n\u571f\u5730\u7dcf\u5408\u60c5\u5831\u30b7\u30b9\u30c6\u30e0<\/p>\n
\u3053\u306e\u30b5\u30a4\u30c8\u3092\u6642\u3005\u898b\u308b\u3053\u3068\u304c\u3042\u3063\u305f\u305f\u3081\u3001\u3068\u3063\u3064\u304d\u3084\u3059\u3044\u3068\u601d\u3044\u9078\u3073\u307e\u3057\u305f\u3002
\n.creative hack\u306b\u53c2\u52a0\u3057\u305f\u3068\u304d\u306f\u3053\u306e\u30b3\u30f3\u30da\u3067\u306e\u53c2\u52a0\u306e\u69d8\u5b50\u3092\u767a\u8868\u3055\u305b\u3066\u3082\u3089\u3044\u307e\u3057\u305f\u3002
\n\u3053\u306e\u3088\u3046\u306b\u8eab\u8fd1\u306b\u611f\u3058\u308b\u30c6\u30fc\u30de\u3067\u30b3\u30f3\u30da\u3092\u9078\u3093\u3067\u307f\u308b\u306e\u3082\u3088\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n
\u3069\u3046\u3084\u3063\u3066\u30b3\u30f3\u30da\u306e\u554f\u984c\u3092\u89e3\u304f\u306e\u304b<\/h2>\n
\u30b3\u30f3\u30da\u306b\u306f
\n\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\uff08train.tsv)
\n\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\uff08test.tsv\uff09
\n\u5fdc\u52df\u7528\u30b5\u30f3\u30d7\u30eb\u30d5\u30a1\u30a4\u30eb\uff08sample_submit.tsv\uff09
\n\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30b3\u30f3\u30da\u53c2\u52a0\u8005\u306f
\n\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\uff08train.tsv)\u3068\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\uff08test.tsv\uff09\u3092\u7528\u3044\u3066\u6a5f\u68b0\u5b66\u7fd2\u3092\u884c\u3044
\n\u5f97\u3089\u308c\u305f\u7d50\u679c\u3092\u5fdc\u52df\u7528\u30b5\u30f3\u30d7\u30eb\u30d5\u30a1\u30a4\u30eb\uff08sample_submit.tsv\uff09\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b
\n\u51fa\u529b\u3057\u305f\u3082\u306e\u3092\u63d0\u51fa\u3057\u307e\u3059\u3002\u63d0\u51fa\u3057\u305f\u51fa\u529b\u7d50\u679c\u306e\u7cbe\u5ea6\u306b\u3088\u308a\u9806\u4f4d\u3092\u4e89\u3044\u307e\u3059\u3002<\/p>\n
\u6a5f\u68b0\u5b66\u7fd2\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5de5\u7a0b\u306b\u3088\u3063\u3066\u5b9f\u884c\u3057\u307e\u3059\u3002
\n\uff11\uff09\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3057\u3066\u3001\u524d\u51e6\u7406\u3092\u3059\u308b\u3002\u524d\u51e6\u7406\u3068\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3053\u3068\u3092\u884c\u3044\u307e\u3059
\n\uff08\u4f8b\uff09
\n\u30fb\u6b20\u640d\u5024\u3092\u88dc\u3046
\n\u30fb\u30ab\u30c6\u30b4\u30ea\u5024\u306e\u5909\u63db\u3092\u884c\u3046\u3002
\n\uff08\u5b66\u7fd2\u306f\u6570\u5024\u3067\u884c\u3046\u305f\u3081\u3001\u8272\u306a\u3069\u6570\u5024\u3067\u306f\u306a\u3044\u60c5\u5831\u3092\u5909\u6570\u3068\u3057\u3066\u6271\u3046\u5fc5\u8981\u304c\u3042\u308b\uff09
\n\u30fb\u6709\u52b9\u3068\u306a\u308a\u305d\u3046\u306a\u65b0\u3057\u3044\u7279\u5fb4\u91cf\u3092\u4f5c\u6210\u3059\u308b\u3002
\n\uff12\uff09\u524d\u51e6\u7406\u3057\u305f\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b
\n\uff13\uff09\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u4e88\u6e2c\u3092\u3059\u308b
\n\uff14\uff09\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306b\u3088\u308b\u51fa\u529b\u3092\u884c\u3046
\n\uff15\uff09\u7cbe\u5ea6\u4e88\u6e2c\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u3001\u5229\u7528\u3059\u308b\u30e2\u30c7\u30eb\u306e\u5909\u66f4\u3084\u65b0\u3057\u3044\u7279\u5fb4\u91cf\u306e\u751f\u6210\u306a\u3069\u306b\u3088\u3063\u3066
\n\u7cbe\u5ea6\u5411\u4e0a\u3092\u76ee\u6307\u3059
\n\u5177\u4f53\u7684\u306b\u3069\u3046\u3084\u308b\u306e\u304b\u3001\u3068\u3044\u3046\u70b9\u306b\u3064\u3044\u3066\u306f\u4eca\u3067\u3042\u308c\u3070
\nChatGPT\u306b\u805e\u304d\u306a\u304c\u3089\u3084\u308b\u306e\u3082\u4e00\u624b\u3067\u3059\u3002\u8003\u3048\u308b\u3088\u308a\u59cb\u3081\u308b\u306e\u304c\u3007\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n
\uff08\u304a\u307e\u3051\uff09ChatGPT\u306b\u89e3\u304b\u305b\u308b\u30c7\u30fc\u30bf\u30b3\u30f3\u30da<\/h2>\n
\u79c1\u304c\u30b3\u30f3\u30da\u3092\u3084\u3063\u3066\u3044\u308b\u9803\uff082023\u5e747\u6708\uff5e9\u6708\uff09ChatGPT\u306b\u306f\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5165\u529b\u306b\u3059\u308b
\nIF\u3082\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3057python\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3082\u51fa\u6765\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u304c
\n\uff08noteable\u306a\u3069\u306e\u62e1\u5f35\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u4f7f\u3048\u3070\u3067\u304d\u305f\uff09
\n\u3053\u308c\u3092\u66f8\u3044\u3066\u3044\u308b2023\/12\u73fe\u5728\u306f\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u53ef\u80fd\u306b\u306a\u3063\u3066\u304a\u308a
\npython\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3082\u51fa\u6765\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u8a66\u3057\u306b\u30bf\u30a4\u30bf\u30cb\u30c3\u30af\u554f\u984c\u3092\u89e3\u3044\u3066\u3082\u3089\u3063\u305f\u3089\u305d\u308c\u306a\u308a\u306e\u5b66\u7fd2\u7d50\u679c\u3092\u5f97\u3089\u308c\u307e\u3057\u305f\u3002
\n\u4e00\u65b9\u79c1\u304c\u30b3\u30f3\u30da\u306b\u53c2\u52a0\u3057\u305f\u3068\u304d\u306fnoteable\u3092\u4f7f\u3063\u3066\u3001
\n\u5b66\u7fd2\u5de5\u7a0b\u306e\u591a\u304f\u3092ChatGPT\u306b\u307e\u304b\u305b\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u4e00\u5b9a\u306e\u3068\u3053\u308d\u3067
\n\u7cbe\u5ea6\u5411\u4e0a\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u3088\u308b\u518d\u5b66\u7fd2\u306e\u6307\u793a\u304c\u4e0a\u624b\u304f\u3044\u304b\u305a\u3001\u7cbe\u5ea6\u6539\u5584\u3057\u3066\u3044\u304b\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n
\u53c2\u52a0\u8005\u304c\u7b49\u3057\u304f\u300cChatGPT\u306b\u5b66\u7fd2\u3092\u307e\u304b\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u300d\u6761\u4ef6\u304c\u540c\u3058\u3067\u3042\u308c\u3070
\n\u512a\u52a3\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8cea\u306b\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002
\n\u305d\u3057\u3066\u305d\u306e\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u306b\u306f\u5b66\u7fd2\u306b\u5bfe\u3059\u308b\u672c\u8cea\u7684\u306a\u7406\u89e3\u304c\u5fc5\u8981\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n
\u3064\u307e\u308a\u672c\u8cea\u7684\u306a\u7406\u89e3\u306fChatGPT\u304c\u5b58\u5728\u3057\u305f\u3068\u3057\u3066\u3082\u5fc5\u8981\u3001\u3060\u3068\u8003\u3048\u307e\u3059\u3002
\n\uff08\u3082\u3061\u308d\u3093\u3001\u3068\u3063\u304b\u304b\u308a\u306e\u30b5\u30dd\u30fc\u30c8\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b\u306e\u306f\u5927\u3044\u306b\u3044\u3044\u3068\u601d\u3044\u307e\u3059\uff09<\/p>\n
\u632f\u308a\u304b\u3048\u308a\u3068\u307e\u3068\u3081<\/h2>\n
3\u304b\u6708\u4f4d\u306e\u9593\u306b3\u3064\u306e\u30b3\u30f3\u30da\u3092\u30a8\u30f3\u30c8\u30ea\u30fc\u3057\u3066\u307f\u307e\u3057\u305f\u304c\u3001\u307e\u3060\u307e\u3060\u30b9\u30ad\u30eb\u7684\u306b\u306f
\n\u5341\u5206\u3068\u3044\u3048\u305a\u8cde\u91d1\u3082\u30e1\u30c0\u30eb\u3082\u307e\u3060get\u3067\u304d\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n
\u3057\u3070\u3089\u304f\u306f\u5225\u306e\u4e8b\u306b\u6d6e\u6c17\u3059\u308b\u3064\u3082\u308a\u306a\u306e\u3067\u3059\u304c\u307e\u305f\u6c17\u304c\u5411\u3044\u305f\u3068\u304d\u306b
\n\u4eca\u5ea6\u306f\u4e0a\u4f4d\u5165\u8cde\u3092\u76ee\u6307\u3057\u3066\u30b3\u30f3\u30da\u53c2\u52a0\u3057\u3066\u307f\u3088\u3046\u304b\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3092\u8aad\u3093\u3067\u304f\u308c\u305f\u65b9\u304c\u30c7\u30fc\u30bf\u30b3\u30f3\u30da\u3092\u521d\u3081\u3066\u304f\u308c\u3066\u3001\u305d\u306e\u632f\u308a\u8fd4\u308a\u3092\u307e\u305f
\n\u3053\u3053\u306b\u6295\u7a3f\u3057\u3066\u304f\u308c\u3066\u3001\u65b0\u3057\u3044\u6c17\u3065\u304d\u3092\u5f97\u308b\u5faa\u74b0\u304c\u3067\u304d\u305f\u3089\u3088\u3044\u306a\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n
\u304a\u308f\u308a<\/p>\n
\u30bf\u30a4\u30bf\u30cb\u30c3\u30af\u554f\u984c\u30b5\u30f3\u30d7\u30eb<\/h2>\n
#\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\nimport numpy as np\r\nimport pandas as pd\r\nimport matplotlib.pyplot as plt\r\nimport seaborn as sns\r\nget_ipython().run_line_magic('matplotlib', 'inline')\r\n\r\ntrain = pd.read_csv('train.csv')\r\ntest = pd.read_csv('test.csv')\r\ncombine = [train,test]\r\n\r\n#\u57fa\u672c\u7d71\u8a08\u91cf\u3092\u78ba\u8a8d\u3059\u308b\r\ntrain.describe()\r\n\r\n#null\u5024\u3092\u78ba\u8a8d\u3059\u308b\r\ntrain.isnull().sum()\r\n\r\n#null\u5024\u3092\u78ba\u8a8d\u3059\u308b\r\ntest.isnull().sum()\r\n\r\n#\u5404\u9805\u76ee\u306e\u751f\u5b58\u6b7b\u4ea1\u306e\u95a2\u4fc2\u3092\u78ba\u8a8d\u3059\u308b\u3000\u30c1\u30b1\u30c3\u30c8\u30af\u30e9\u30b9\u3068\u306e\u95a2\u4fc2\r\ntrain[['Pclass','Survived']].groupby('Pclass', as_index = False).mean().sort_values(by = 'Survived' ,ascending = False)\r\n\r\n#\u5404\u9805\u76ee\u306e\u751f\u5b58\u6b7b\u4ea1\u306e\u95a2\u4fc2\u3092\u78ba\u8a8d\u3059\u308b\u3000\u4e57\u8239\u5834\u6240\u3068\u306e\u95a2\u4fc2\r\ntrain[['Embarked','Survived']].groupby('Embarked', as_index = False).mean().sort_values(by = 'Survived', ascending = False)\r\n\r\n#\u5404\u9805\u76ee\u306e\u751f\u5b58\u6b7b\u4ea1\u306e\u95a2\u4fc2\u3092\u78ba\u8a8d\u3059\u308b\u3000\u6027\u5225\u3068\u306e\u95a2\u4fc2\r\ntrain[['Sex','Survived']].groupby('Sex', as_index = False).mean().sort_values(by = 'Survived', ascending = False)\r\n\r\n#\u5404\u9805\u76ee\u306e\u751f\u5b58\u6b7b\u4ea1\u306e\u95a2\u4fc2\u3092\u78ba\u8a8d\u3059\u308b\u3000\u5e74\u9f62\u3068\u306e\u95a2\u4fc2\r\ng = sns.FacetGrid(train , col = 'Survived')\r\ng.map(plt.hist,\"Age\",bins = 20)\r\n\r\n#\u95a2\u4fc2\u306e\u306a\u3044\u9805\u76ee\u3092\u843d\u3068\u3059\r\ntrain = train.drop(['PassengerId','Ticket','Cabin','Name'],axis = 1)\r\ntest = test.drop(['PassengerId','Ticket','Cabin','Name'],axis = 1)\r\ncombine = [train,test]\r\ntrain.head()\r\n\r\n#null\u5024\u3092\u88dc\u5b8c\u3059\u308b\r\nfreq_port = train.Embarked.mode()[0]\r\nfor dataset in combine:\r\n    dataset['Embarked'] = dataset['Embarked'].fillna(freq_port)\r\ntrain['Age'] = train['Age'].fillna(train['Age'].mean())\r\ntest['Age'] = test['Age'].fillna(test['Age'].mean())\r\ntest['Fare'] = test['Fare'].fillna(test['Fare'].mean())\r\n\r\n#\u6587\u5b57\u3092\u6570\u5b57\u306b\u5909\u63db\u3059\u308b\r\n#female\u30920\u306b\u3001male\u30921\u306b\u5909\u63db\r\n#S\u30920\u306b\u3001C\u30921\u306b\u3001Q\u30922\u306b\u5909\u63db\r\nfor dataset in combine:\r\n    dataset['Sex'] = dataset['Sex'].replace('female',0).replace('male',1)\r\n    dataset[\"Embarked\"] = dataset[\"Embarked\"].map({'S':0,'C':1,'Q':2}).astype(int)\r\ntrain.head()\r\n\r\n#\u4e88\u6e2c\u3059\u308b\r\n#\u6c7a\u5b9a\u6728\u5206\u6790\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\r\ny = train.iloc[:,:1]\r\nX = train.iloc[:,1:]\r\n\r\nfrom sklearn.model_selection import train_test_split\r\nfrom sklearn.tree import DecisionTreeClassifier as DTC\r\nfrom sklearn.model_selection import GridSearchCV\r\n\r\nX_train_val,X_test,y_train_val,y_test = train_test_split(X,y,random_state = 1)\r\nestimator = DTC(random_state = 0)\r\n\r\nparam_grid = [{'max_depth':[3,5,10,20,50],'min_samples_split':[3,5,10,20,50]}]\r\ncv = 5\r\n\r\ntuned_model = GridSearchCV(estimator, param_grid, cv=cv)\r\ntuned_model.fit(X_train_val, y_train_val)\r\npd.DataFrame(tuned_model.cv_results_).T\r\n\r\n# submit\r\ntuned_model.best_params_\r\nmodel = tuned_model.best_estimator_\r\n\r\npred = model.predict(test)\r\ntest2 = pd.read_csv('test.csv')\r\nsubmit = pd.DataFrame({'PassengerId':test2['PassengerId'],'Survived':pred})\r\nsubmit.to_csv(\"gender_submission.csv\",index=False)\r\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"
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