{"id":67875,"date":"2018-08-14T01:50:29","date_gmt":"2018-08-13T16:50:29","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=67875"},"modified":"2024-05-06T11:51:27","modified_gmt":"2024-05-06T02:51:27","slug":"ph7-2","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/67875","title":{"rendered":"\u3010NumPy\u5165\u9580\u3011NumPy\u306b\u3088\u308bCSV\u306e\u8aad\u307f\u8fbc\u307f\/\u66f8\u304d\u8fbc\u307f\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3088\u3046\uff01"},"content":{"rendered":"

\u89e3\u6790\u3057\u305f\u3044\u30c7\u30fc\u30bf\u304cCSV\u30d5\u30a1\u30a4\u30eb\u3067\u4fdd\u5b58\u3055\u308c\u3066\u3044\u305f\u6642\u3001\u7686\u3055\u3093\u306f\u3069\u3046\u3084\u3063\u3066\u8aad\u307f\u8fbc\u307f\u307e\u3059\u304b\uff1f\u307e\u305f\u3001\u89e3\u6790\u7d50\u679c\u3092CSV\u30d5\u30a1\u30a4\u30eb\u3067\u4fdd\u5b58\u3057\u305f\u3044\u6642\u3001\u7686\u3055\u3093\u306f\u3069\u3046\u3084\u3063\u3066\u66f8\u304d\u8fbc\u307f\u307e\u3059\u304b\uff1f<\/p>\n

\u3053\u3046\u3044\u3046\u3068\u304d\u3001NumPy\u3092\u4f7f\u3063\u3066\u3044\u308b\u306a\u3089np.loadtxt\/np.savetxt\u95a2\u6570\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u3053\u308c\u3089\u306e\u95a2\u6570\u306e\u4f7f\u3044\u65b9\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30c7\u30fc\u30bf\u8aad\u307f\u8fbc\u307f\u30fb\u5b9f\u9a13\u7d50\u679c\u306e\u4fdd\u5b58\u306a\u3069\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u3087\u3046\u3002<\/p>\n

CSV\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f<\/h2>\n

\u5b9f\u969b\u306b\u6a5f\u68b0\u5b66\u7fd2\u306e\u52c9\u5f37\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u3001CSV\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u65b9\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n

\u30d5\u30a1\u30a4\u30eb\u306e\u6e96\u5099<\/h3>\n

\u307e\u305a\u306f\u4f8b\u3068\u3057\u3066\u4f7f\u3046\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092csv\u5f62\u5f0f\u3067\u4fdd\u5b58\u3057\u3066\u304a\u304d\u307e\u3059\u3002Iris Data Set\u3068\u3044\u3046\u30a2\u30e4\u30e1\u306e\u82b1\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n

\u3053\u3053<\/a>\u304b\u3089iris.data<\/a>\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u3001\u300ciris.csv\u300d\u3068\u3044\u3046\u540d\u524d\u306b\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304f\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5f62\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n

5.1,3.5,1.4,0.2,Iris-setosa\r\n4.9,3.0,1.4,0.2,Iris-setosa\r\n4.7,3.2,1.3,0.2,Iris-setosa\r\n4.6,3.1,1.5,0.2,Iris-setosa\r\n5.0,3.6,1.4,0.2,Iris-setosa\r\n5.4,3.9,1.7,0.4,Iris-setosa\r\n4.6,3.4,1.4,0.3,Iris-setosa\r\n5.0,3.4,1.5,0.2,Iris-setosa\r\n4.4,2.9,1.4,0.2,Iris-setosa\r\n4.9,3.1,1.5,0.1,Iris-setosa<\/pre>\n
\u30c7\u30fc\u30bf\u304c\u30ab\u30f3\u30de\u3067\u533a\u5207\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u306d\u3002csv\u30d5\u30a1\u30a4\u30eb\u306f\u533a\u5207\u308a\u6587\u5b57\u304c\u30ab\u30f3\u30de\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u3053\u308c\u3092\u899a\u3048\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002\u307e\u305f\u3001~~.csv\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u540d\u306a\u3089\u3070\u3001jupyter lab\u3067\u958b\u304f\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30ad\u30ec\u30a4\u306b\u4e2d\u8eab\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n
\"\"<\/p>\n
Delimiter\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u306e\u304c\u533a\u5207\u308a\u6587\u5b57\u306b\u3042\u305f\u308a\u307e\u3059\u3002\u3053\u3053\u307e\u3067\u78ba\u8a8d\u3067\u304d\u308c\u3070\u6e96\u5099OK\u3067\u3059\uff01<\/p>\n
np.loadtxt\u3092\u4f7f\u3063\u305f\u30d5\u30a1\u30a4\u30eb\u8aad\u307f\u8fbc\u307f<\/h3>\n
NumPy\u3067\u306fnp.loadtxt\u3068\u3044\u3046\u95a2\u6570\u3067\u3001csv\u306a\u3069\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3081\u307e\u3059\u3002\u30b3\u30fc\u30c9\u306e\u30b3\u30e1\u30f3\u30c8\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8aac\u660e\u3092\u3064\u3051\u305f\u306e\u3067\u3001\u5b9f\u969b\u306b\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
import numpy as np\r\n\r\n# \u914d\u5217\u306e\u60c5\u5831\u3092\u898b\u308b\u305f\u3081\u306b\u7528\u610f\u3057\u305f\u95a2\u6570\u3067\u3059\u3002\u3053\u308c\u306fcsv\u8aad\u307f\u8fbc\u307f\u3068\u306f\u95a2\u4fc2\u3042\u308a\u307e\u305b\u3093\u3002\r\ndef array_info(x):\r\n    print(\"\u914d\u5217\u306eshape\", x.shape)\r\n    print(\"\u914d\u5217\u306e\u8981\u7d20\u306e\u30c7\u30fc\u30bf\u578b\", x.dtype)\r\n    if len(x) >=10:\r\n        print(\"\u914d\u5217\u306e\u4e2d\u8eab\uff08\u4e0a\u304b\u308910\u5217\uff09n\",x[:10],\"n\")\r\n    else:\r\n        print(\"\u914d\u5217\u306e\u4e2d\u8eabn\",x,\"n\")\r\n\r\n# \u3053\u3053\u304b\u3089\u4e0b\u304c\u30e1\u30a4\u30f3\r\ndata = np.loadtxt(\"iris.csv\",       # \u8aad\u307f\u8fbc\u307f\u305f\u3044\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\r\n                  delimiter=\",\",    # \u30d5\u30a1\u30a4\u30eb\u306e\u533a\u5207\u308a\u6587\u5b57\r\n                  skiprows=0,       # \u5148\u982d\u306e\u4f55\u884c\u3092\u7121\u8996\u3059\u308b\u304b\uff08\u6307\u5b9a\u3057\u305f\u884c\u6570\u307e\u3067\u306f\u8aad\u307f\u8fbc\u307e\u306a\u3044\uff09\r\n                  usecols=(0,1,2,3) # \u8aad\u307f\u8fbc\u307f\u305f\u3044\u5217\u756a\u53f7\r\n                 )\r\narray_info(data)<\/pre>\n
[\u51fa\u529b\u7d50\u679c]<\/p>\n
\u914d\u5217\u306eshape (150, 4)\r\n\u914d\u5217\u306e\u8981\u7d20\u306e\u30c7\u30fc\u30bf\u578b float64\r\n\u914d\u5217\u306e\u4e2d\u8eab\uff08\u4e0a\u304b\u308910\u5217\uff09\r\n [[5.1 3.5 1.4 0.2]\r\n [4.9 3.  1.4 0.2]\r\n [4.7 3.2 1.3 0.2]\r\n [4.6 3.1 1.5 0.2]\r\n [5.  3.6 1.4 0.2]\r\n [5.4 3.9 1.7 0.4]\r\n [4.6 3.4 1.4 0.3]\r\n [5.  3.4 1.5 0.2]\r\n [4.4 2.9 1.4 0.2]\r\n [4.9 3.1 1.5 0.1]]<\/pre>\n
\u3053\u3053\u3067\u6ce8\u610f\u3057\u306a\u3044\u3068\u3044\u3051\u306a\u3044\u306e\u304c\u3001skiprows\u3068usecols\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4fdd\u5b58\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306e\u5148\u982d\u306b\u3001\u30c7\u30fc\u30bf\u306e\u89e3\u8aac\u304c\u66f8\u3044\u3066\u3042\u308b\u3082\u306e\u304c\u305f\u307e\u306b\u3042\u308a\u307e\u3059\u3002\u305d\u3093\u306a\u6642\u3001csv\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u304c\u59cb\u307e\u3063\u3066\u3044\u308b\u884c\u6570\u307e\u3067skiprows\u3092\u4f7f\u3063\u3066\u30b9\u30ad\u30c3\u30d7<\/b>\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001\u6700\u5f8c\u306e\u5217\u306b\u30af\u30e9\u30b9\u306e\u540d\u524d\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u6570\u5024\u30c7\u30fc\u30bf\u3060\u3051\u8aad\u307f\u8fbc\u307f\u305f\u3044\u3068\u304d\u306a\u3069\u306f\u90aa\u9b54\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u306d\u3002<\/p>\n
\u305d\u3093\u306a\u6642\u3001csv\u306e\u3069\u306e\u5217\u3092\u8aad\u307f\u8fbc\u3080\u306e\u304b\u3092usecols\u306b\u6307\u5b9a<\/b>\u3057\u307e\u3059\u3002<\/p>\n
CSV\u30d5\u30a1\u30a4\u30eb\u306e\u66f8\u304d\u8fbc\u307f<\/h2>\n
\u6b21\u306b\u3001numpy\u914d\u5217\u3092csv\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u65b9\u6cd5\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n
np.savetxt\u3092\u4f7f\u3063\u305f\u30d5\u30a1\u30a4\u30eb\u3078\u306e\u66f8\u304d\u8fbc\u307f<\/h3>\n
NumPy\u3067\u306fnp.savetxt\u3068\u3044\u3046\u95a2\u6570\u3067\u3001csv\u306a\u3069\u306e\u30d5\u30a1\u30a4\u30eb\u3078\u66f8\u304d\u8fbc\u307f\u304c\u884c\u3048\u307e\u3059\u3002\u30b3\u30fc\u30c9\u306e\u30b3\u30e1\u30f3\u30c8\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8aac\u660e\u3092\u3064\u3051\u305f\u306e\u3067\u3001\u5b9f\u969b\u306b\u30d5\u30a1\u30a4\u30eb\u3078\u66f8\u304d\u8fbc\u3080\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
np.savetxt(\"result.csv\",            # \u30d5\u30a1\u30a4\u30eb\u540d\r\n           X=data,                  # \u4fdd\u5b58\u3057\u305f\u3044\u914d\u5217\r\n           delimiter=\",\"            # \u533a\u5207\u308a\u6587\u5b57\r\n)<\/pre>\n
\u3053\u308c\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u7f6e\u3044\u3066\u3042\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u3001\u300cresult.csv\u300d\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u304c\u3067\u304d\u307e\u3057\u305f\u3002jupyter lab\u3067\u4e2d\u3092\u78ba\u8a8d\u3057\u3066\u307f\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\"\"<\/p>\n
numpy\u3092\u4f7f\u3063\u305fcsv\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\u306f\u4ee5\u4e0a\u306e\u3088\u3046\u306b\u975e\u5e38\u306b\u7c21\u5358<\/b>\u3067\u3059\u3002\u5b9f\u9a13\u7d50\u679c\u3092\u7c21\u5358\u306b\u4fdd\u5b58\u3067\u304d\u308b\u7d20\u6674\u3089\u3057\u3044\u6a5f\u80fd\u306a\u306e\u3067\u3001\u662f\u975e\u4f7f\u3063\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n
\u307e\u3068\u3081<\/h2>\n
\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001NumPy\u3092\u4f7f\u3063\u305fcsv\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u3001\u66f8\u304d\u8fbc\u307f\u64cd\u4f5c\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n
\u3053\u3053\u3067\u89e3\u8aac\u3057\u305f\u95a2\u6570\u306f\u3001CSV\u4ee5\u5916\u306b\u3082\u3001\u30bf\u30d6\u3067\u533a\u5207\u3089\u308c\u305fTSV\u3092\u59cb\u3081\u3068\u3057\u305f\u8272\u3093\u306a\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u66f8\u304d\u304c\u53ef\u80fd\u3067\u3059\u3002\u662f\u975e\u3053\u306e\u4e8c\u3064\u306e\u95a2\u6570\u3092\u3057\u3063\u304b\u308a\u899a\u3048\u3066\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u5f79\u7acb\u3066\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"
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