{"id":10559,"date":"2021-06-12T11:23:11","date_gmt":"2021-06-12T02:23:11","guid":{"rendered":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/?p=10559"},"modified":"2022-11-20T09:31:27","modified_gmt":"2022-11-20T00:31:27","slug":"alex-decaria-grant-petty-2020-python-programming-and-visualization-for-scientists-2-ed","status":"publish","type":"post","link":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/?p=10559","title":{"rendered":"Alex DeCaria &#038; Grant Petty (2020) Python Programming and Visualization for Scientists, 2 ed."},"content":{"rendered":"<ul>\n<li>Alex <strong>DeCaria<\/strong> &#038; Grant <strong>Petty<\/strong>, (2016), 2020: <em>Python Programming and Visualization for Scientists. 2nd Edition<\/em>. Madison WI USA: Sundog Publishing, 346 pp. ISBN 978-0-9729033-5-6.<\/li>\n<\/ul>\n<p>American Letter Size (A4\u5224\u3088\u308a\u5e45\u306f\u3059\u3053\u3057\u3072\u308d\u304f\u3001\u305f\u3051\u306f\u3059\u3053\u3057\u77ed\u3044) \u306e\u30da\u30fc\u30d1\u30fc\u30d0\u30c3\u30af\u3002\u5916\u898b\u306f\u672a\u88fd\u672c\u306e\u5b66\u8853\u8ad6\u6587\u96d1\u8a8c\u306b\u4f3c\u3066\u3044\u308b\u304c\u3001\u4e00\u6bb5\u7d44\u307f\u3067\u3001\u5b57\u306f\u8ad6\u6587\u96d1\u8a8c\u3088\u308a\u3082\u5927\u304d\u3081\u3060\u3002\u767a\u884c\u5e74\u306f\u3001\u672c\u81ea\u4f53\u306b\u306f2020\u5e74\u3068\u3042\u308b\u3002\u51fa\u7248\u3082\u3068\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306b\u306f 2021\u5e74\u3068\u3042\u308b\u3002\u304a\u305d\u3089\u304f\u3001\u3082\u3057\u76f4\u63a5\u6ce8\u6587\u3057\u305f\u3089\u30012021\u5e74\u306b\u5370\u5237\u3055\u308c\u305f\u4fee\u6b63\u7248\u304c\u3068\u3069\u3044\u305f\u306e\u3060\u308d\u3046\u3002\u5b9f\u884c\u4f8b\u3067\u53c2\u7167\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u304c\u3001\u51fa\u7248\u793e\u30b5\u30a4\u30c8 www.sundogpublishing.com \u304b\u3089\u305f\u3069\u308c\u308b\u672c\u66f8\u306e\u30da\u30fc\u30b8\u306b\u7f6e\u304b\u308c\u3066\u3044\u308b\u3002(PythonErrata-5_Oct2019.pdf \u3068\u3044\u3046\u6b63\u8aa4\u8868\u3082\u3042\u308b\u304c\u3001\u3053\u308c\u306f\u521d\u7248\u306b\u5bfe\u3059\u308b\u3082\u306e\u3060\u3002)<\/p>\n<p>Python\u306e\u5165\u9580\u66f8\u306f\u305f\u304f\u3055\u3093\u51fa\u3066\u3044\u308b\u304c\u3001\u6642\u7a7a\u9593\u5206\u5e03\u3059\u308b\u6570\u91cf\u3092\u56f3\u5316\u3057\u305f\u308a\u7d71\u8a08\u8a08\u7b97\u3057\u305f\u308a\u3059\u308b\u305f\u3081\u306e\u6559\u6750\u3068\u3057\u3066\u3088\u3044\u65e5\u672c\u8a9e\u306e\u672c\u304c\u307f\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u306e\u3067\u3001\u82f1\u8a9e\u306e\u3082\u306e\u3092\u3055\u304c\u3059\u3053\u3068\u306b\u3057\u305f\u30022021\u5e746\u6708\u3001\u6d0b\u66f8\u3092\u901a\u4fe1\u8ca9\u58f2\u3059\u308b\u65e5\u672c\u306e\u30b5\u30a4\u30c8\u3067\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3057\u305f\u3002\u691c\u7d22\u306b\u304b\u304b\u3063\u3066\u304f\u308b\u672c\u306f\u305f\u304f\u3055\u3093\u3042\u308b\u304c\u3001\u8aac\u660e\u3092\u8aad\u3093\u3067\u3082\u3064\u304b\u3048\u305d\u3046\u306a\u672c\u304b\u3069\u3046\u304b\u306f\u306a\u304b\u306a\u304b\u308f\u304b\u3089\u306a\u3044\u3002\u3057\u304b\u3057\u3001\u3068\u3046\u3068\u3046\u3001\u6c17\u8c61\u3078\u306e\u5fdc\u7528\u3092\u5ff5\u982d\u306b\u7f6e\u3044\u305f\u672c\u304c\u898b\u3064\u304b\u3063\u305f\u30022\u4eba\u3081\u306e\u8457\u8005\u306e Petty \u3055\u3093\u306e\u540d\u307e\u3048\u306f\u77e5\u3063\u3066\u3044\u308b\u3002\u65e5\u672c\u8a9e\u8a33\u3082\u51fa\u3066\u3044\u308b\u5927\u6c17\u653e\u5c04\u5b66\u306e\u672c <a href=\"http:\/\/macroscope.world.coocan.jp\/yukukawa\/?p=8588\">[\u8aad\u66f8\u30e1\u30e2]<\/a>\u306e\u8457\u8005\u3060\u3002<\/p>\n<p>\u51fa\u7248\u3082\u3068\u304b\u3089\u76f4\u63a5\u8cb7\u3063\u305f\u307b\u3046\u304c\u5024\u6bb5\u304c\u5b89\u3044\u306e\u3060\u304c\u3001\u65e5\u672c\u306e\u6d0b\u66f8\u5c4b\u3055\u3093\u306b\u3082\u751f\u304d\u6b8b\u3063\u3066\u307b\u3057\u3044\u306e\u3067\u3001\u4eca\u56de\u306f\u305d\u3061\u3089\u304b\u3089\u8cb7\u3063\u305f\u3002(\u6ce8\u6587\u3057\u305f\u3068\u304d\u306f\u672c\u306e\u5bf8\u6cd5\u3092\u6c17\u306b\u304b\u3051\u306a\u304b\u3063\u305f\u306e\u3060\u304c\u3001\u81ea\u5b85\u306e\u90f5\u4fbf\u53d7\u3051\u306b\u306f\u306f\u3044\u3089\u306a\u304b\u3063\u305f\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u9001\u308a\u5148\u3092\u8077\u5834\u306b\u3057\u3066\u304a\u3044\u3066\u3088\u304b\u3063\u305f\u3002)<\/p>\n<p>Sundog Publishing \u306f\u4e8b\u5b9f\u4e0a\u306e\u500b\u4eba\u4e8b\u696d\u3089\u3057\u3044\u306e\u3060\u304c\u3001Petty\u3055\u3093\u81ea\u8eab\u306e\u8457\u66f8\u3060\u3051\u3067\u306a\u304f\u3001\u307b\u304b\u306e\u6c17\u8c61\u5b66\u8005\u306e\u672c\u3082\u51fa\u3057\u3066\u3044\u308b\u3002\u672c\u66f8\u306e\u3070\u3042\u3044\u306f\u30012016\u5e74\u306e\u521d\u7248\u306f DeCaria \u3055\u3093\u3072\u3068\u308a\u304c\u8457\u8005\u3060\u3063\u305f\u3002\u3068\u3053\u308d\u304c\u3001Python \u306e\u4e8b\u5b9f\u4e0a\u306e\u6a19\u6e96\u304c version 2 \u304b\u3089 3 \u306b\u304b\u308f\u3063\u305f\u306e\u3067\u3001\u66f8\u304d\u306a\u304a\u3059\u5fc5\u8981\u304c\u751f\u3058\u305f\u3002\u305d\u306e\u6a5f\u4f1a\u306b Petty \u3055\u3093\u304c\u8457\u8005\u306b\u304f\u308f\u308f\u3063\u305f\u3002\u5206\u62c5\u306f\u3088\u304f\u308f\u304b\u3089\u306a\u3044\u304c\u3001HDF\u306e\u5229\u7528\u306e\u3068\u3053\u308d\u3067\u51fa\u3066\u304f\u308b GPM (\u5168\u7403\u964d\u6c34\u8a08\u6e2c) \u306e\u30de\u30a4\u30af\u30ed\u6ce2\u653e\u5c04\u8a08\u306e\u30c7\u30fc\u30bf\u306e\u5229\u7528\u306f \u3042\u304d\u3089\u304b\u306b Petty \u3055\u3093\u306e\u7814\u7a76\u306b\u95a2\u9023\u3057\u3066\u3044\u308b\u3002<\/p>\n<p>\u521d\u7248\u304b\u3089\u306e\u3082\u3046\u3072\u3068\u3064\u306e\u91cd\u8981\u306a\u5909\u66f4\u306f\u3001\u5730\u56f3\u3092\u304b\u304f\u305f\u3081\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3092 Basemap \u304b\u3089 Cartopy \u306b\u5909\u66f4\u3057\u305f\u3053\u3068\u3060\u3002\u7b2c13\u7ae0\u306e\u306f\u3058\u3081\u3067\u3001Basemap \u306f robust \u3060\u3063\u305f\u304c\u3001\u6b8b\u5ff5\u306a\u3053\u3068\u306b\u3001\u958b\u767a\u8005\u30b0\u30eb\u30fc\u30d7\u304c\u958b\u767a\u30fb\u4fdd\u5b88\u3092\u3084\u3081\u3066\u3057\u307e\u3063\u305f\u3002Cartopy \u306f \u307e\u3060 \u3058\u3085\u3046\u3076\u3093 robust \u3067\u306a\u3044\u3001\u3053\u308c\u304b\u3089 robust \u306b\u306a\u308b\u3053\u3068\u3092\u671f\u5f85\u3059\u308b\u3001\u3068\u8a00\u3063\u3066\u3044\u308b\u3002\u308f\u305f\u3057\u306f Basemap \u3092\u7d4c\u9a13\u3057\u3066\u3044\u306a\u3044\u304c\u3001Cartopy \u306b\u3064\u3044\u3066\u306f\u540c\u69d8\u306b\u611f\u3058\u3066\u3044\u308b\u3002<\/p>\n<p>\u672c\u306f\u5927\u304d\u304f3\u90e8\u306b\u308f\u304b\u308c\u3066\u3044\u308b\u3002\u7b2c1\u90e8\u304c Python \u306e\u57fa\u672c\u7684\u306a\u3064\u304b\u3044\u304b\u305f\u3001\u7b2c2\u90e8\u304c \u30c7\u30fc\u30bf\u306e\u56f3\u5316\u3001\u7b2c3\u90e8\u304c \u6c17\u8c61\u306a\u3069\u306e\u5c02\u9580\u3067\u6709\u7528\u306a\u96d1\u591a\u306a\u77e5\u8b58\u3060\u3002<\/p>\n<p>\u306a\u3093\u3089\u304b\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u8a00\u8a9e\u306e\u7d4c\u9a13\u304c\u3042\u308b\u304c\u3001Python \u306f\u306f\u3058\u3081\u3066\u306e\u4eba\u3092\u60f3\u5b9a\u3057\u3066\u3044\u308b\u3002\u305d\u308c\u3067\u3001\u7b2c1\u90e8\u306f\u3051\u3063\u3053\u3046\u9577\u3044\u3002\u3053\u308c\u3067\u3082\u3001\u7db2\u7f85\u7684\u3067\u306f\u306a\u304f\u3001\u8457\u8005\u304c\u5fc5\u8981\u3068\u601d\u3063\u305f\u6a5f\u80fd\u3092\u9078\u3093\u3060\u306e\u3060\u308d\u3046\u3002<\/p>\n<p>Python \u306f Linux, MS Windows, MacOS \u306e\u3044\u305a\u308c\u3067\u3082\u307b\u307c\u540c\u69d8\u306b\u52d5\u304f\u3053\u3068\u3092\u30e1\u30ea\u30c3\u30c8\u3068\u3057\u3066\u306e\u3079\u3066\u3044\u308b\u3002OS\u7279\u6709\u306e\u8a71\u306f\u3059\u304f\u306a\u3044\u3002\u5b9f\u884c\u4f8b\u306e\u3046\u3061\u306b darwin \u3068\u3044\u3046\u6587\u5b57\u5217\u304c\u3075\u304f\u307e\u308c\u308b\u306e\u304c\u3042\u308b\u306e\u3067\u3001\u305d\u306e\u90e8\u5206\u306e\u8457\u8005\u306e\u5b9f\u884c\u74b0\u5883\u306f Mac \u306e\u3088\u3046\u3060\u3002<\/p>\n<p>Python \u8a00\u8a9e\u306e\u7279\u5fb4\u3068\u3057\u3066\u306f\u3001\u3064\u304e\u306e3\u3064\u306e (\u6982\u5ff5\u30ec\u30d9\u30eb\u306e\u3061\u304c\u3063\u305f) \u3053\u3068\u3092\u3042\u3052\u3066\u3044\u308b (1.4\u7bc0)\u3002<\/p>\n<ul>\n<li>\u52d5\u7684\u578b\u3064\u3051 (dynamically-typed)\u3002\u5909\u6570\u306e\u578b (\u6574\u6570\u578b\u3001\u6d6e\u52d5\u5c0f\u6570\u70b9\u578b\u3001\u6587\u5b57\u578b\u306a\u3069) \u306e\u533a\u5225\u304c\u3042\u308b\u304c\u3001\u578b\u306f\u3042\u3089\u304b\u3058\u3081\u5ba3\u8a00\u3057\u3066\u304a\u304f\u306e\u3067\u306f\u306a\u304f\u3001\u5909\u6570\u3092\u5229\u7528\u3057\u305f\u547d\u4ee4\u306e\u5b9f\u884c\u306b\u3088\u3063\u3066\u304d\u307e\u308b\u3002<\/li>\n<li>\u5909\u6570\u540d\u306a\u3069\u306b\u3064\u3044\u3066\u30a2\u30eb\u30d5\u30a1\u30d9\u30c3\u30c8\u306e\u5927\u6587\u5b57\u3068\u5c0f\u6587\u5b57\u3092\u533a\u5225\u3059\u308b\u3002<\/li>\n<li>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u306e\u8a00\u8a9e\u3067\u3042\u308b\u3002<\/li>\n<\/ul>\n<p>Python \u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u96c6\u3068\u3057\u3066\u306f\u3001Anaconda \u3068 Canopy \u3092\u4e26\u5217\u306b\u3042\u3052\u3066\u3044\u308b\u304c (1.6.1)\u3001\u5b9f\u884c\u4f8b\u306f Anaconda \u3092\u3064\u304b\u3063\u3066\u3044\u308b\u3002<\/p>\n<p>\u7b2c2\u7ae0\u306f\u3001Python \u306e\u69cb\u6587(syntax)\u3068\u30c7\u30fc\u30bf\u578b\u3002<br \/>\n\u7b2c3\u7ae0\u306f\u6587\u5b57\u5217\u306e\u64cd\u4f5c\u3002\u6570\u5024\u3092\u6587\u5b57\u5217\u306b\u5909\u63db\u3059\u308bformat\u306e\u66f8\u304d\u304b\u305f\u306e\u8a71\u3082\u3042\u308b\u3002<br \/>\n\u7b2c4\u7ae0\u306f\u6570\u5024\u306e\u6f14\u7b97\u3002Python \u672c\u4f53\u306b\u304f\u307f\u3053\u307f\u306e\u95a2\u6570\u3001math \u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u95a2\u6570\u3001numpy \u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u95a2\u6570\u304c\u3042\u308b\u3053\u3068\u3082\u306e\u3079\u3066\u3044\u308b\u3002<br \/>\n\u7b2c5\u7ae0\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5236\u5fa1\u69cb\u9020\u3002\u6761\u4ef6\u5224\u65ad\u3001\u30eb\u30fc\u30d7\u306a\u3069\u306e\u66f8\u304d\u304b\u305f\u3001\u30a8\u30e9\u30fc\u51e6\u7406\u306a\u3069\u3002<br \/>\n\u7b2c6\u7ae0\u306f\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u66f8\u304d\u3002\u304a\u3082\u306b\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u66f8\u304d\u3002CSV\u5f62\u5f0f\u306b\u3064\u3044\u3066\u306f csv \u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u5229\u7528\u3092\u7d39\u4ecb\u3057\u3066\u3044\u308b (Pandas \u306f\u7b2c16\u7ae0\u3067\u3042\u3064\u304b\u3046)\u3002\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u30d5\u30a1\u30a4\u30eb\u3092 URL \u3067\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3053\u3068\u306b\u3082\u7c21\u5358\u306b\u3075\u308c\u3066\u3044\u308b\u3002(\u7b2c2\u90e8\u306e\u5b9f\u4f8b\u3067\u306f\u3001\u3042\u3089\u304b\u3058\u3081\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u3001\u30ed\u30fc\u30ab\u30eb\u306e\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u8aad\u3080\u3088\u3046\u306b\u3057\u3066\u3044\u308b\u3002)<\/p>\n<p>\u7b2c7\u7ae0\u3067\u306f\u3001numpy \u306e\u914d\u5217\u5909\u6570\u306e\u3064\u304b\u3044\u304b\u305f\u306b\u3064\u3044\u3066\u3001\u304b\u306a\u308a\u304f\u308f\u3057\u3044\u8aac\u660e\u304c\u3042\u308b\u3002\u914d\u5217\u3092\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u51fa\u3057\u3001\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u3080\u6a5f\u80fd\u306e\u8aac\u660e\u3092\u3075\u304f\u3080\u3002\u4eba\u304c\u8aad\u3081\u308b\u5f62\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u51fa\u3059\u3070\u3042\u3044\u3068\u3001numpy \u5185\u90e8\u8868\u73fe\u306e\u307e\u307e\u3057\u307e\u3063\u3066\u304a\u304f\u3070\u3042\u3044\u3092\u533a\u5225\u3057\u3066\u3001\u305d\u308c\u305e\u308c\u306e\u3079\u3066\u3044\u308b\u3002<br \/>\n\u3010numpy \u306e\u3064\u304b\u3044\u304b\u305f\u306e\u3046\u3061\u306b\u3001x-y\u5ea7\u6a19\u306e2\u6b21\u5143\u683c\u5b50\u306e\u305f\u3081\u306b\u3001\u5ea7\u6a19\u5024\u306e\u306f\u3044\u3063\u305f2\u3064\u306e1\u6b21\u5143\u914d\u5217\u304b\u3089\u3001x\u5ea7\u6a19\u3001y\u5ea7\u6a19\u305d\u308c\u305e\u308c\u306e\u306f\u3044\u3063\u305f2\u3064\u306e2\u6b21\u5143\u914d\u5217\u3092\u3064\u304f\u308b\u3084\u308a\u304b\u305f\u304c\u51fa\u3066\u304f\u308b\u3002\u3080\u304b\u3057\u306a\u3089\u3070\u3001\u305d\u306e\u3088\u3046\u306a\u8a18\u61b6\u5bb9\u91cf\u306e\u3080\u3060\u3065\u304b\u3044\u3092\u3055\u3051\u30661\u6b21\u5143\u914d\u5217\u306e\u307e\u307e\u3064\u304b\u3046\u3088\u3046\u306b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u304f\u3075\u3046\u3092\u3057\u305f\u3082\u306e\u3060\u304c\u3001\u3044\u307e\u3067\u306f\u3080\u3057\u308d\u3001\u6c4e\u7528\u306e\u624b\u7d9a\u304d\u3092\u3064\u304b\u3046\u305f\u3081\u306b\u4e00\u6642\u7684\u306b\u5c55\u958b\u3059\u308b\u306e\u306f\u3088\u3044\u3053\u3068\u306a\u306e\u3060\u308d\u3046\u3002\u3011<\/p>\n<p>\u7b2c8\u7ae0\u306f\u3001\u95a2\u6570 (function) \u3068 \u30e2\u30b8\u30e5\u30fc\u30eb (module) \u306e\u66f8\u304d\u304b\u305f\u3068\u3064\u304b\u3044\u304b\u305f\u3002<br \/>\n\u7b2c9\u7ae0\u306f\u3001\u30af\u30e9\u30b9 (class) \u3068 \u30e1\u30bd\u30c3\u30c9 (method) \u306b\u3064\u3044\u3066\u3002\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u304c\u308f\u304b\u3063\u3066\u3044\u306a\u3044\u308f\u305f\u3057\u306b\u306f\u3080\u305a\u304b\u3057\u3044\u304c\u3001\u672c\u66f8\u306e\u306e\u3053\u308a\u306e\u90e8\u5206\u3092\u8aad\u3080\u306e\u306b\u306f\u3001\u4e00\u822c\u7684\u306b\u308f\u304b\u3089\u306a\u304f\u3066\u3082\u3001Figure \u3068 Axes \u3055\u3048\u3064\u304b\u3048\u308c\u3070\u3055\u3057\u3064\u304b\u3048\u306a\u3044\u3088\u3046\u3060\u3002<\/p>\n<p>\u7b2c2\u90e8\u304c\u30c7\u30fc\u30bf\u306e\u56f3\u5316\u3002<br \/>\n\u7b2c10\u7ae0\u306f\u300c1\u6b21\u5143\u306e\u30d7\u30ed\u30c3\u30c8\u300d\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u304a\u3082\u306b\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3092\u304b\u304f\u3053\u3068\u3092\u60f3\u5b9a\u3057\u3066\u3044\u308b\u3002\u6563\u5e03\u56f3\u3001\u68d2\u30b0\u30e9\u30d5\u3001\u5186\u30b0\u30e9\u30d5\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3082\u7c21\u5358\u306b\u8aac\u660e\u3057\u3066\u3044\u308b\u3002\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3092\u4f8b\u306b\u3057\u306a\u304c\u3089\u3001matplotlib \u306e\u6a5f\u80fd\u3092\u7d39\u4ecb\u3057\u3066\u3044\u308b\u3002matplotlib \u306f \u3072\u3068\u3064\u306e\u56f3\u3092 Figure \u3068 Axes \u306b\u308f\u3051\u3066\u69cb\u6210\u3057\u3066\u3044\u308b\u3002<br \/>\n\u3010\u6563\u5e03\u56f3\u306f2\u6b21\u5143\u306e\u30d7\u30ed\u30c3\u30c8\u3060\u3068\u308f\u305f\u3057\u306f\u601d\u3046\u304c\u3001\u8457\u8005\u306f\u300c1\u6b21\u5143\u306e\u30d7\u30ed\u30c3\u30c8\u300d\u3060\u3068\u601d\u3063\u305f\u3089\u3057\u3044\u3002\u6563\u5e03\u56f3\u3067\u3042\u3064\u304b\u3046\u306e\u306f\u540c\u3058\u6642\u9593\u8ef8\u4e0a\u306e2\u7a2e\u985e\u306e\u6570\u91cf\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u6642\u9593\u304c1\u6b21\u5143\u3067\u3042\u308b\u3068\u306f\u3044\u3048\u308b\u3002\u3011<br \/>\n\u3010\u672c\u66f8\u306b\u5bfe\u3057\u3066\u3067\u306a\u304f matplotlib \u306b\u5bfe\u3059\u308b\u4e0d\u6e80\u3060\u304c\u3002set_size_inches() \u3068\u3044\u3046 method \u304c\u3042\u308a\u3001set_size_cm() \u306f\u306a\u3044\u3002\u6280\u8853\u8005\u3067\u3042\u3063\u3066\u3082\u65e5\u5e38\u306b\u30a4\u30f3\u30c1\u3092\u3064\u304b\u3063\u3066\u3044\u308b\u30a2\u30e1\u30ea\u30ab\u793e\u4f1a\u306e\u7523\u7269\u306a\u306e\u3060\u3002\u3011<\/p>\n<p>\u7b2c11\u7ae0\u306f\u3072\u3068\u3064\u306e\u753b\u9762\u306b\u8907\u6570\u306e\u30b0\u30e9\u30d5\u3092\u306a\u3089\u3079\u308b\u65b9\u6cd5\u3002<\/p>\n<p>\u7b2c12\u7ae0\u306f2\u6b21\u5143\u683c\u5b50\u30c7\u30fc\u30bf\u306e\u56f3\u5316\u3002\u7b49\u5024\u7dda\u56f3\u3068\u3001\u8272\u306b\u3088\u308b\u5857\u308a\u308f\u3051\u304c\u304a\u3082\u3067\u3001\u30d9\u30af\u30c8\u30eb\u306e\u77e2\u5370\u8868\u793a\u3001\u6d41\u7dda\u56f3\u3001\u98a8\u306e\u77e2\u7fbd\u6839\u8868\u793a\u3092\u7c21\u5358\u306b\u7d39\u4ecb\u3057\u3066\u3044\u308b\u3002<\/p>\n<p>\u7b2c13\u7ae0\u306f\u5730\u56f3\u4e0a\u306e\u30c7\u30fc\u30bf\u8868\u793a\u3002Cartopy \u3092\u3064\u304b\u3046\u3002\u7b2c12\u7ae0\u3067\u3042\u3064\u304b\u3063\u305f\u7b49\u5024\u7dda\u56f3\u3084\u8272\u5857\u308a\u3092\u5730\u56f3\u4e0a\u306b\u306e\u305b\u308b\u3002\u5730\u7403\u3092\u6771\u897f\u306b\u3072\u3068\u307e\u308f\u308a\u3059\u308b\u3068\u3053\u308d\u306e\u3064\u306a\u304e\u304b\u305f\u306e\u8aac\u660e\u3082\u3042\u308b\u3002<br \/>\n\u3010\u3053\u306e\u7ae0\u306f\u308f\u305f\u3057\u304c\u3044\u3061\u3070\u3093\u671f\u5f85\u3057\u305f\u3068\u3053\u308d\u306a\u306e\u3060\u304c\u3001\u4f8b\u306e\u6570\u306f\u3042\u307e\u308a\u591a\u304f\u306a\u304f\u3001\u7ae0\u306e\u9577\u3055\u306f 9\u30da\u30fc\u30b8\u306b\u3059\u304e\u306a\u3044\u3002\u8457\u8005\u305f\u3061\u306b\u3068\u3063\u3066\u3082\u65b0\u3057\u3044\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3060\u3057\u3001\u52d5\u4f5c\u304c\u671f\u5f85\u3069\u304a\u308a\u3067\u306a\u304b\u3063\u305f\u3070\u3042\u3044\u3082\u3042\u3063\u3066\u3001\u307e\u3060\u6559\u79d1\u66f8\u3068\u3057\u3066\u66f8\u3051\u308b\u3053\u3068\u304c\u3059\u304f\u306a\u3044\u306e\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u3011<br \/>\n\u3010Cartopy \u3092\u3064\u304b\u3046\u3068\u304d\u3001\u5730\u56f3\u6295\u5f71\u6cd5\u304c PlateCarree (\u6b63\u8ddd\u5186\u7b52\u56f3\u6cd5) \u3067\u306a\u304f\u3066\u3082 PlateCarree \u3092\u6307\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u304c\u3042\u3063\u3066\u3001\u3069\u3046\u3057\u3066\u304b\u3068\u601d\u3063\u3066\u3044\u305f\u306e\u3060\u304c\u3001\u305d\u308c\u306f\u3001(\u8868\u793a\u3055\u308c\u308b\u5730\u56f3\u3067\u306f\u306a\u304f\u3066) \u683c\u5b50\u70b9\u30c7\u30fc\u30bf\u304c\u7def\u5ea6\u7d4c\u5ea6\u306e\u683c\u5b50\u3067\u3042\u305f\u3048\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u3057\u3081\u3057\u3066\u3044\u308b\u306e\u3060\u3068\u308f\u304b\u3063\u305f\u3002\u3011<\/p>\n<p>\u7b2c14\u7ae0\u306f3\u6b21\u5143\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u3002mpl_toolkits.mplot3d.axes3d \u306e\u5fdc\u7528\u306b\u304b\u304e\u3063\u3066\u3044\u308b\u3002\u7d19\u9762\u3060\u3051\u3067\u306f\u3088\u304f\u308f\u304b\u3089\u306a\u3044\u304c\u3001\u4eee\u60f3\u7684\u306b3\u6b21\u5143\u56f3\u5f62\u3092\u3064\u304f\u3063\u3066\u3001\u5bfe\u8a71\u578b\u64cd\u4f5c\u3067\u3044\u308d\u3044\u308d\u306a\u5411\u304d\u304b\u3089\u306e2\u6b21\u5143\u306e\u900f\u8996\u56f3\u304c\u898b\u3089\u308c\u308b\u3089\u3057\u3044\u3002\u3053\u3053\u3067\u306f\u30c7\u30fc\u30bf\u306f3\u6b21\u5143\u3067\u306f\u306a\u304f1\u6b21\u5143\u30842\u6b21\u5143\u306e\u4f8b\u3092\u3042\u3052\u3066\u3044\u308b\u3002\u3010\u3053\u306e\u7406\u5c48\u306a\u3089\u3070\u3001\u3084\u306f\u308a\u6563\u5e03\u56f3\u306f2\u6b21\u5143\u30d7\u30ed\u30c3\u30c8\u3060\u3068\u601d\u3046\u306e\u3060\u304c\u3002\u3011<\/p>\n<p>\u7b2c3\u90e8\u306f\u3055\u307e\u3056\u307e\u306a\u77e5\u8b58\u3002<br \/>\n\u7b2c15\u7ae0\u306f\u65e5\u4ed8\u3068\u6642\u523b\u306e\u3042\u3064\u304b\u3044\u3002\u304a\u3082\u306b datetime \u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u4f7f\u3044\u304b\u305f\u3002\u6c17\u8c61\u30c7\u30fc\u30bf\u3092\u3042\u3064\u304b\u3063\u3066\u3044\u308b\u3068\u3001\u5e74\u6708\u65e5 \u3068 \u3068\u304a\u3057\u306e\u65e5\u4ed8\u3068\u306e\u63db\u7b97\u3068\u304b\u3001\u4e16\u754c\u6642(UTC)\u3068\u5730\u65b9\u6a19\u6e96\u6642\u3068\u306e\u63db\u7b97\u3068\u304b\u3067\u82e6\u52b4\u3059\u308b\u306e\u3060\u304c\u3001\u3060\u3044\u305f\u3044 datetime \u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u3064\u304b\u3046\u3068\u7c21\u5358\u306b\u3067\u304d\u308b\u3002\u3057\u304b\u3057\u305d\u306e\u6a5f\u80fd\u306e\u77e5\u8b58\u304c\u3044\u308b\u3002<\/p>\n<p>\u7b2c16\u7ae0\u306f Pandas \u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u3064\u3044\u3066\u3002\u307e\u305a Series \u3068\u3044\u3046\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u578b\u306e\u3064\u304b\u3044\u304b\u305f\u3001\u305d\u308c\u304b\u3089 DataFrame \u306e\u3064\u304b\u3044\u304b\u305f\u3092\u8aac\u660e\u3057\u3066\u3044\u308b\u3002<\/p>\n<p>\u7b2c17\u7ae0\u306f\u3001\u79d1\u5b66\u7528\u30c7\u30fc\u30bf\u69cb\u9020\u306e\u3042\u3064\u304b\u3044\u304b\u305f\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u6c17\u8c61\u30c7\u30fc\u30bf\u306b\u3088\u304f\u3064\u304b\u308f\u308c\u308b NetCDF \u306e\u8aad\u307f\u66f8\u304d\u3068\u3001\u5730\u7403\u89b3\u6e2c\u885b\u661f\u30c7\u30fc\u30bf\u306b\u3088\u304f\u3064\u304b\u308f\u308c\u308b HDF5 \u3092\u8aad\u3080\u3053\u3068\u3002<\/p>\n<p>\u7b2c18\u7ae0\u306f\u300c\u6b63\u898f\u8868\u73fe\u300d\u306b\u3088\u308b\u6587\u5b57\u5217\u306e\u691c\u7d22\u3084\u52a0\u5de5\u3002<\/p>\n<p>\u7b2c19\u7ae0\u306f\u7dda\u5f62\u4ee3\u6570\u3002\u884c\u5217\u8868\u73fe\u306b\u3088\u308b\u9023\u7acb1\u6b21\u65b9\u7a0b\u5f0f\u3092\u3068\u304f\u3002numpy.linalg \u3068 scipy.linalg \u306e\u5229\u7528\u3002<\/p>\n<p>\u7b2c20\u7ae0\u306f\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u3002\u5b9f\u969b\u306b\u3064\u304b\u3046\u5909\u63db\u306f\u96e2\u6563\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u3067\u3001\u8907\u7d20\u6570\u8868\u73fe\u3068\u5b9f\u6570\u8868\u73fe\u304c\u3042\u308b\u3002\u5b9f\u6570\u578b\u306e\u307b\u3046\u306e FFT \u3092\u3064\u304b\u3063\u3066\u30d1\u30ef\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u3092\u8a08\u7b97\u3059\u308b\u4f8b\u304c\u51fa\u3066\u304f\u308b\u3002(\u5b9f\u969b\u306b\u5fdc\u7528\u3059\u308b\u306b\u306f\u30d1\u30ef\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u306e\u6982\u5ff5\u306b\u3064\u3044\u3066\u5225\u306e\u3082\u306e\u3092\u8aad\u3080\u5fc5\u8981\u304c\u3042\u308b\u304c\u3001\u305d\u3061\u3089\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u4f8b\u304c\u306a\u3044\u3082\u306e\u3067\u3088\u3044\u3060\u308d\u3046\u3002)<\/p>\n<p>\u7b2c21\u7ae0\u306f\u3055\u307e\u3056\u307e\u306a\u8a71\u984c\u3002\u5185\u633f\u30fb\u30ea\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3001\u56de\u5e30\u3001\u6570\u5024\u5fae\u5206\u30fb\u6570\u5024\u7a4d\u5206\u3001Python\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30d5\u30a1\u30a4\u30eb\u306b\u3057\u307e\u3063\u3066\u518d\u5229\u7528\u3059\u308b\u65b9\u6cd5\u3001\u7269\u7406\u5b9a\u6570 (scipy\u3067\u308f\u304b\u308b\u3082\u306e)\u3001\u7269\u7406\u91cf\u3068\u305d\u306e\u5358\u4f4d (pint\u3084unyt\u3068\u3044\u3046\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u3042\u308b)\u3001\u8a08\u7b97\u52b9\u7387\u3092\u3042\u3052\u308b\u305f\u3081\u306e\u3044\u308d\u3044\u308d\u306a\u65b9\u6cd5(\u306e\u5165\u308a\u53e3\u3068\u306a\u308b\u60c5\u5831)\u306a\u3069\u3002<\/p>\n<p>\u4ed8\u9332A \u3068\u3057\u3066\u300cJupyter Notebook\u300d\u3068\u3044\u3046\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u6587\u66f8\u3092\u3042\u308f\u305b\u3066\u7ba1\u7406\u3059\u308b\u5b9f\u884c\u74b0\u5883\u306e\u7d39\u4ecb\u3002(Jupyter Notebook [N\u306f\u5927\u6587\u5b57] \u306e\u3042\u305f\u3089\u3057\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u3042\u305f\u308b\u3082\u306e\u3092 Jupyter Lab \u3068\u3044\u3044\u3001\u305d\u306e\u306a\u304b\u3067\u5229\u7528\u8005\u304c\u3064\u304f\u308b\u3082\u306e\u304c Jupyter notebook [n\u306f\u5c0f\u6587\u5b57] \u306a\u306e\u3060\u305d\u3046\u3060\u3002)<\/p>\n<p>\u4ed8\u9332B \u3068\u3057\u3066 LaTeX \u306e\u6a5f\u80fd\u306e\u7c21\u5358\u306a\u7d39\u4ecb\u3002matplotlib \u306e\u4e2d\u306e\u6587\u5b57\u5217\u3068\u3057\u3066\u6570\u5f0f\u306a\u3069\u3092\u3057\u3081\u3059\u3068\u3053\u308d\u306b\u3001LaTeX \u306b\u3042\u308f\u305b\u305f (\u3080\u3057\u308d TeX \u306b\u3042\u308f\u305b\u305f\u3068\u3044\u3046\u3079\u304d\u3060\u3068\u601d\u3046\u304c) \u8868\u73fe\u304c\u3064\u304b\u3048\u308b\u306e\u3067\u3001\u305d\u3053\u3067\u3064\u304b\u3044\u305d\u3046\u306a\u3082\u306e\u306b\u304b\u304e\u3063\u305f\u3082\u306e\u3060\u3002<br \/>\n\u3010\u308f\u305f\u3057\u306f\u3001\u3080\u304b\u3057 LaTeX \u306e\u52c9\u5f37\u306b\u3060\u3044\u3076\u6642\u9593\u3092\u304b\u3051\u305f\u304b\u3089\u3001\u3053\u306e\u77ed\u3044\u8a18\u8ff0\u3067\u308f\u304b\u308b\u304c\u3001\u306f\u3058\u3081\u3066\u306e\u4eba\u306e\u305f\u3081\u306b\u306f\u3001\u3082\u3046\u3059\u3053\u3057\u304f\u308f\u3057\u304f\u3001\u3057\u304b\u3057 LaTeX \u306e\u6559\u79d1\u66f8\u3088\u308a\u306f\u7c21\u5358\u306b\u66f8\u3044\u305f\u6559\u6750\u3092\u3064\u304f\u308b\u5fc5\u8981\u304c\u3042\u308a\u305d\u3046\u3060\u3002\u3011<\/p>\n<p>[2021-06-16] <a href=\"http:\/\/macroscope.world.coocan.jp\/temporary\/decaria\/contents.html\">[\u76ee\u6b21\u306e\u66f8\u304d\u306c\u304d\u306f\u3001\u5225\u30da\u30fc\u30b8\u306b\u79fb\u52d5\u3057\u305f\u3002]<\/a><\/p>\n<p>[2021-06-17] <a href=\"http:\/\/macroscope.world.coocan.jp\/temporary\/decaria\/contents_ja_en.html\">[\u76ee\u6b21\u306e\u65e5\u672c\u8a9e\u8a33 (\u4f5c\u696d\u4e2d)]<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Alex DeCaria &#038; Grant Petty, (2016), 2020: Python Programming and Visualization for Scientists. 2nd Editio 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