{"id":2998,"date":"2020-01-25T14:56:23","date_gmt":"2020-01-25T05:56:23","guid":{"rendered":"https:\/\/analysis-navi.com\/?p=2998"},"modified":"2025-06-09T20:45:55","modified_gmt":"2025-06-09T11:45:55","slug":"%e3%81%af%e3%81%98%e3%82%81%e3%81%a6%e3%81%aepython%e3%81%ab%e3%82%88%e3%82%8bdataframe%e5%87%a6%e7%90%86","status":"publish","type":"post","link":"https:\/\/analysis-navi.com\/?p=2998","title":{"rendered":"\u306f\u3058\u3081\u3066\u306ePython\u306b\u3088\u308bDataFrame\u51e6\u7406"},"content":{"rendered":"\n

\u30c7\u30fc\u30bf\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u306e\u4ee3\u8868\u3068\u3044\u3048\u3070Excel\u3067\u3059\u304c\u3001\u8907\u96d1\u306a\u51e6\u7406\u3092\u3057\u305f\u3044\u5834\u5408\u306b\u306fExcel\u3067\u306f\u96e3\u3057\u304f\u306a\u3063\u3066\u304d\u307e\u3059\u3002
\u305d\u3093\u306a\u6642\u306fPython\u306e\u51fa\u756a\u3067\u3059\u3002Python\u3067\u306e\u30c7\u30fc\u30bf\u64cd\u4f5c\u3092\u4f7f\u3044\u3053\u306a\u305b\u3070\u3001\u3069\u3093\u306a\u8907\u96d1\u306a\u51e6\u7406\u3067\u3042\u3063\u3066\u3082\u81ea\u7531\u81ea\u5728\u306b\u30c7\u30fc\u30bf\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n

\u672c\u8a18\u4e8b\u3067\u306f\u305d\u3093\u306aPython\u3067\u30c7\u30fc\u30bf\u3092\u6271\u3046\u305f\u3081\u306e\u5165\u9580\u7de8\u3068\u3057\u3066\u3001\u305d\u306e\u57fa\u672c\u64cd\u4f5c\u306b\u3064\u3044\u3066\u6574\u7406\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u306a\u304a\u3001\u958b\u767a\u74b0\u5883\u306fJupyter notebook\u3001\u3082\u3057\u304f\u306fJupyterLab\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002
\u30c7\u30fc\u30bf\u5206\u6790\u3059\u308b\u306a\u3089\u3070\u5fc5\u9808\u306b\u8fd1\u3044\u958b\u767a\u74b0\u5883\u3067\u3059\u306e\u3067\u3001\u3082\u3057\u624b\u5143\u306b\u7121\u3044\u5834\u5408\u306f\u5c0e\u5165\u3059\u308b\u3053\u3068\u3092\u30aa\u30b9\u30b9\u30e1\u3057\u307e\u3059\u3002
\uff08\u7121\u6599\u3067\u3001\u7279\u306b\u30e6\u30fc\u30b6\u30fc\u767b\u9332\u306a\u3069\u3082\u4e0d\u8981\u3067\u3059\u3002\uff09<\/p>\n\n\n\n

Python\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u306e\u5f62\u5f0f\u300c\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u300d<\/h2>\n\n\n\n

\u307e\u305a\u3001Python\u3067\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3059\u308b\u306a\u3089\u3070\u4f55\u306f\u3068\u3082\u3042\u308c\u5fc5\u8981\u306a\u306e\u304c\u300cpandas\u300d<\/strong>\u3068\u3044\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002
\u3053\u308c\u306a\u304f\u3057\u3066\u30c7\u30fc\u30bf\u5206\u6790\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

\u305d\u3057\u3066\u3001pandas\u306b\u304a\u3051\u308b\u8868\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u306e\u3053\u3068\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0(DataFrame)<\/strong>\u3068\u547c\u3073\u307e\u3059\u3002
Python\u3067\u306e\u30c7\u30fc\u30bf\u5206\u6790\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b\u306b\u306f\u3001\u3053\u306epandas\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u64cd\u4f5c\u306e\u4f1a\u5f97\u304c\u5fc5\u8981\u4e0d\u53ef\u6b20<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n

\u3068\u3044\u3046\u3053\u3068\u3067\u3001Python\u306e\u958b\u767a\u74b0\u5883\u3092\u8d77\u52d5\u3057\u305f\u3089\u4f55\u306f\u3068\u3082\u3042\u308c\u4ee5\u4e0b\u306e\u3088\u3046\u306bpandas\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

import pandas as pd<\/pre>\n\n\n\n
\u300cimport pandas\u300d\u306f\u300c\u3053\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u4e0a\u3067\u306fpandas\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3044\u307e\u3059\u300d<\/strong>\u3068\u3044\u3046\u5ba3\u8a00\u306b\u306a\u308a\u307e\u3059\u3002
\u300cas pd\u300d\u306f\u3001\u300cpd\u3068\u66f8\u3044\u305f\u3089pandas\u3060\u3068\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u300d<\/strong>\u3068\u3044\u3046\u610f\u5473\u3067\u3001\u3053\u3046\u3059\u308b\u4e8b\u306b\u3088\u308a\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u4e0a\u3067\u3044\u3061\u3044\u3061\u300cpandas\u300d\u3068\u66f8\u304b\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u3068\u3053\u308d\u3092\u300cpd\u300d\u306e2\u6587\u5b57\u3067\u6e08\u3080\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002
\u4e00\u822c\u7684\u306b\u306fas pd\u307e\u3067\u8a18\u8f09\u3057\u3066\u304a\u304f\u4e8b\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n\n\n\n
\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306e\u4f5c\u6210<\/h2>\n\n\n\n
\u305d\u308c\u3067\u306f\u3001\u65e9\u901f\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092\u53d6\u308a\u6271\u3063\u3066\u3044\u304d\u307e\u3059\u3002
\u4eca\u56de\u306f\u4ee5\u4e0b\u306eCSV\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3001\u305d\u308c\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n
CSV\u3092\u8aad\u307f\u8fbc\u3080\u306b\u306fread_csv<\/strong>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3044\u307e\u3059\u3002
\u4eca\u56de\u306f\u3001\u8aad\u307f\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306bdf_score<\/strong>\u3068\u3044\u3046\u5909\u6570\u306b\u683c\u7d0d\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
df_score = pd.read_csv(\"\u6210\u7e3e\u30c7\u30fc\u30bf.csv\")<\/pre>\n\n\n\n
\u3053\u308c\u3092\u5b9f\u884c\u3059\u308b\u3068\u30fb\u30fb\u30fb
\"\"<\/p>\n\n\n\n
\u4e0a\u306e\u4f8b\u306e\u3088\u3046\u306b\u3001\u4eca\u4f5c\u6210\u3057\u305f\u5909\u6570\u540ddf_score\u3068\u3060\u3051\u66f8\u3044\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u884c\u3059\u308c\u3070\u3001\u305d\u306e\u307e\u307e\u300cdf_score\u300d\u306e\u4e2d\u8eab\u304cJupyter\u4e0a\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u3061\u306a\u307f\u306b\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f1\u884c\u76ee\u304c\u30ab\u30e9\u30e0\u540d\u3068\u5224\u65ad\u3055\u308c\u307e\u3059\u3002
\u305d\u308c\u304c\u5acc\u306a\u5834\u5408\uff081\u884c\u76ee\u304b\u3089\u30c7\u30fc\u30bf\u304c\u5165\u3063\u3066\u3044\u308b\u5834\u5408\uff09\u306f\u3001\u5f15\u6570\u306bheader=None<\/strong>\u3092\u8ffd\u52a0\u3059\u308c\u3070OK\u3067\u3059\u3002<\/p>\n\n\n\n
\u307e\u305f\u3001\u7279\u5b9a\u306e\u5217\u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u3057\u305f\u3044\u6642\u306f\u3001\u5f15\u6570\u306bindex_col=\u3010\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u3057\u305f\u3044\u5217\u540d\u3011<\/strong>\u3092\u6307\u5b9a\u3059\u308c\u3070OK\u3067\u3059\u3002
\u4eca\u56de\u306f\u3001\u540d\u524d\u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u3057\u305f\u65b9\u304c\u826f\u3055\u305d\u3046\u306a\u306e\u3067\u3001<\/p>\n\n\n\n
df_score = pd.read_csv(\"\u6210\u7e3e\u30c7\u30fc\u30bf.csv\",index_col=\"\u540d\u524d\")<\/pre>\n\n\n\n
\u3068\u3057\u3066CSV\u3092\u8aad\u307f\u8fbc\u3080\u3068\u30fb\u30fb\u30fb<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n
\u540d\u524d\u304c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u306a\u3063\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002
\u305d\u308c\u3067\u306f\u3001\u4eca\u56de\u306f\u3053\u306e\u30c7\u30fc\u30bf\u3092\u3044\u308d\u3044\u308d\u3068\u64cd\u4f5c\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
\u6ce8\u610f\u70b9<\/span>\n
\u3046\u307e\u304f\u8aad\u307f\u8fbc\u3081\u306a\u3044\u5834\u5408\u306f\u6587\u5b57\u30b3\u30fc\u30c9\u304c\u304a\u304b\u3057\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002
\u3053\u306e\u5834\u5408\u306fread_csv\u306e\u5f15\u6570\u306bencoding=”shift_jis”<\/strong>\u3084encoding=”cp932″<\/strong>\u306a\u3069\u6587\u5b57\u30b3\u30fc\u30c9\u3092\u6307\u5b9a\u3059\u308b\u3068\u3046\u307e\u304f\u8aad\u307f\u8fbc\u3081\u308b\u3088\u3046\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n
\u30c7\u30fc\u30bf\u306e\u62bd\u51fa<\/h2>\n\n\n\n
\u3053\u308c\u3067CSV\u3092Python\u306b\u8aad\u307f\u8fbc\u3081\u307e\u3057\u305f\u306e\u3067\u3001\u304a\u6b21\u306f\u6b32\u3057\u3044\u30c7\u30fc\u30bf\u3092\u90e8\u5206\u62bd\u51fa\u3057\u3066\u307f\u307e\u3059\u3002
\u4eca\u56de\u6271\u3046\u30b5\u30a4\u30ba\u304f\u3089\u3044\u306a\u3089\u5168\u90e8\u76ee\u3067\u898b\u3066\u3082\u826f\u3044\u306e\u3067\u3059\u304c\u3001\u4f55\u4e07\u884c\u3001\u4f55\u5341\u4e07\u884c\u3068\u3044\u3063\u305f\u30c7\u30fc\u30bf\u3060\u3068\u5168\u90e8\u898b\u3066\u3044\u3089\u308c\u306a\u3044\u306e\u3067\u3001\u300c\u6b32\u3057\u3044\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u300d\u306e\u65b9\u6cd5<\/span><\/strong>\u3092\u77e5\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u4efb\u610f\u306e\u884c\u30fb\u5217\u306e\u62bd\u51fa<\/h3>\n\n\n\n
\u307e\u305a\u306f\u4efb\u610f\u306e\u5217\u3060\u3051\u898b\u305f\u3044\u5834\u5408\u3002
\u4f8b\u3048\u3070\u7406\u79d1\u306e\u30c7\u30fc\u30bf\u3060\u3051\u898b\u305f\u3044\u306a\u3089\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u66f8\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
df_score[\"\u7406\u79d1\"]<\/pre>\n\n\n\n
\u975e\u5e38\u306b\u30b7\u30f3\u30d7\u30eb\u3067\u3059\u3002\u7d50\u679c\u3092\u898b\u308b\u3068\u30fb\u30fb\u30fb<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n
\u7406\u79d1\u306e\u30c7\u30fc\u30bf\u306e\u307f\u62bd\u51fa\u3067\u304d\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n
\u3067\u306f\u3001\u6b21\u306f\u4efb\u610f\u306e\u884c\u3060\u3051\u898b\u305f\u3044\u5834\u5408\u3002
\u4f8b\u3048\u3070D\u3055\u3093\u306e\u30c7\u30fc\u30bf\u3060\u3051\u898b\u305f\u3044\u306a\u3089\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
df_score.loc[\"D\"]<\/pre>\n\n\n\n
\u884c\u3092\u30d4\u30c3\u30af\u30a2\u30c3\u30d7\u3059\u308b\u5834\u5408\u306f\u3001\u3053\u306e\u3088\u3046\u306b.loc<\/strong>\u3092\u4f7f\u3044\u307e\u3059\u3002\u7d50\u679c\u306f\u30fb\u30fb\u30fb<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n
D\u3055\u3093\u306e\u7d50\u679c\u3060\u3051\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u305d\u308c\u3067\u306f\u3001\u884c\u3068\u5217\u3092\u3069\u3061\u3089\u3082\u6307\u5b9a\u3057\u305f\u3044\u5834\u5408\u3002
\u4f8b\u3048\u3070\u3001F\u3055\u3093\u306e\u82f1\u8a9e\u306e\u70b9\u6570\u3060\u3051\u898b\u305f\u3044\u306a\u3089\u3001\u4e0a\u306e2\u3064\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
df_score[\"\u82f1\u8a9e\"].loc[\"F\"]<\/pre>\n\n\n\n
\u5b9f\u884c\u3059\u308b\u3068\u30fb\u30fb\u30fb<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n
F\u3055\u3093\u306e\u82f1\u8a9e\u306e\u70b9\u6570\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002
\u3061\u306a\u307f\u306b\u3001df_score.loc[“F”][“\u82f1\u8a9e”]<\/strong>\u306e\u9806\u756a\u3067\u3082OK\u3067\u3059\u3002<\/p>\n\n\n\n
\u307e\u305f\u3001\u3053\u308c\u3089\u306f\u6761\u4ef6\u304c\u8907\u6570\u3042\u3063\u3066\u3082OK\u3067\u3059\u3002
\u4f8b\u3048\u3070\u3001B\u3055\u3093\u3068E\u3055\u3093\u306e\u56fd\u8a9e\u3068\u793e\u4f1a\u306e\u70b9\u6570\u3092\u30d4\u30c3\u30af\u30a2\u30c3\u30d7\u3057\u305f\u3044\u306a\u3089\u3001<\/p>\n\n\n\n
df_score[[\"\u56fd\u8a9e\",\"\u793e\u4f1a\"]].loc[[\"B\",\"E\"]]<\/pre>\n\n\n\n
\u3053\u308c\u3067\u5927\u4e08\u592b\u3067\u3059\u3002\u7d50\u679c\u306f\u30fb\u30fb\u30fb<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n
\u3053\u306e\u4f8b\u306e\u3088\u3046\u306b\u3001\u6761\u4ef6\u3092\u8907\u6570\u6307\u5b9a\u3059\u308b\u5834\u5408\u306f\u30ab\u30c3\u30b3\u304c\u4e8c\u91cd\u306b\u306a\u308b<\/span><\/strong>\u306e\u3067\u6c17\u3092\u3064\u3051\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
\u4ee5\u4e0a\u304c\u4efb\u610f\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u65b9\u6cd5\u3067\u3057\u305f\u3002<\/p>\n\n\n\n
\u6761\u4ef6\u3092\u6e80\u305f\u3059\u884c\u306e\u62bd\u51fa<\/h3>\n\n\n\n
\u6b21\u306f\u6761\u4ef6\u3092\u6e80\u305f\u3059\u30c7\u30fc\u30bf<\/strong>\u306e\u62bd\u51fa\u3067\u3059\u3002
Excel\u3067\u8a00\u3046\u300c\u30d5\u30a3\u30eb\u30bf\u30fc\u300d<\/strong>\u306b\u5f53\u305f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u5148\u307b\u3069\u306f\u30ab\u30e9\u30e0\u3084\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u540d\u79f0\u3067\u6761\u4ef6\u6307\u5b9a\u3057\u307e\u3057\u305f\u304c\u3001\u4eca\u5ea6\u306f\u300c\u25cb\u25cb\u30ab\u30e9\u30e0\u304c\u25a0\u25a0\u3067\u3042\u308b\u884c\u300d\u3068\u3044\u3046\u6761\u4ef6\u3067\u62bd\u51fa<\/span><\/strong>\u3057\u307e\u3059\u3002
\u4f8b\u3048\u3070\u3001\u300c\u6027\u5225\u30ab\u30e9\u30e0\u304c\u7537\u6027\u3067\u3042\u308b\u884c\u300d\u3060\u3051\u62bd\u51fa\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
df_score[df_score[\"\u6027\u5225\"]==\"\u7537\u6027\"]<\/pre>\n\n\n\n
\u3053\u3046\u3059\u308b\u3068\u3001df_score\u306e\u300c\u6027\u5225\u300d\u5217\u304c\u300c\u7537\u6027\u300d\u306e\u884c\u3060\u3051\u3092\u62bd\u51fa\u3059\u308b\u3001\u3068\u3044\u3046\u610f\u5473\u306b\u306a\u308a\u307e\u3059\u3002
\u300c==\u300d\u306f\u300c\u30a4\u30b3\u30fc\u30eb\u300d\u306e\u610f\u5473<\/strong>\u3067\u3059\u30022\u3064\u91cd\u306d\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002
\u7d50\u679c\u3092\u898b\u308b\u3068\u30fb\u30fb\u30fb
\"\"<\/p>\n\n\n\n
\u30c7\u30fc\u30bf\u304c\u7537\u6027\u3060\u3051\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u306d\u3002
\u307e\u305f\u3001\u6570\u5024\u3092\u4f7f\u3063\u3066\u7d5e\u308a\u8fbc\u3080\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u82f1\u8a9e\u306e\u70b9\u6570\u304c80\u70b9\u4ee5\u4e0a\u306e\u5217\u3060\u3051\u62bd\u51fa\u3059\u308b\u306b\u306f\u3001<\/p>\n\n\n\n
df_score[df_score[\"\u82f1\u8a9e\"]>=80]<\/pre>\n\n\n\n
\u3068\u66f8\u304d\u307e\u3059\u3002\u300c>=\u300d\u306f\u300c\u5927\u306a\u308a\u30a4\u30b3\u30fc\u30eb\u300d<\/strong>\u306e\u610f\u5473\u3067\u3059\u3002\u7d50\u679c\u3092\u898b\u308b\u3068\u30fb\u30fb\u30fb<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n
\u82f1\u8a9e\u304c80\u70b9\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf\u3060\u3051\u53d6\u308c\u3066\u3044\u307e\u3059\u306d\u3002<\/p>\n\n\n\n
\u307e\u305f\u3001\u6761\u4ef6\u3092\u8907\u6570\u306b\u3059\u308b\u3053\u3068\u3082\u7c21\u5358\u3067\u3059\u3002
\u300c\u5973\u6027\u3067\u3001\u304b\u3064\u56fd\u8a9e\u304c60\u70b9\u4ee5\u4e0b\u300d\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u305f\u3044\u306e\u306a\u3089\u3001<\/p>\n\n\n\n
df_score[(df_score[\"\u6027\u5225\"]==\"\u5973\u6027\")&(df_score[\"\u56fd\u8a9e\"]<=60)]<\/pre>\n\n\n\n
\u3068\u3001\u300c<=\u300d(\u5c0f\u306a\u308a\u30a4\u30b3\u30fc\u30eb)<\/strong>\u3092\u4f7f\u3044\u3001\u6761\u4ef6\u306f\u300c&\u300d\u3092\u4e26\u3079\u3066\u66f8\u3051\u3070\u30fb\u30fb\u30fb<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n
\u60f3\u50cf\u901a\u308a\u306b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002
\u3053\u306e\u3088\u3046\u306b\u3059\u308c\u3070\u3001\u3069\u3093\u306a\u6761\u4ef6\u3067\u3082\u7c21\u5358\u306b\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u7ae0\u306e\u6700\u5f8c\u306b\u3001Python\u3067\u4f7f\u3048\u308b\u6bd4\u8f03\u6f14\u7b97\u5b50\u3068\u8ad6\u7406\u6f14\u7b97\u5b50\u306b\u3064\u3044\u3066\u6574\u7406\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
Python\u3067\u4f7f\u3048\u308b\u6bd4\u8f03\u6f14\u7b97\u5b50<\/h4>\n\n\n\n
2\u3064\u306e\u5909\u6570\u306e\u95a2\u4fc2\u3092\u6bd4\u8f03\u3059\u308b\u6642\u306b\u4f7f\u3046\u8a18\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n
a == b<\/th>a\u3068b\u306f\u7b49\u3057\u3044<\/td><\/tr>
a != b<\/th>a\u3068b\u306f\u7570\u306a\u308b<\/td><\/tr>
a < b<\/th>a\u306fb\u672a\u6e80(\u5c0f\u306a\u308a)<\/td><\/tr>
a <= b<\/th>a\u306fb\u4ee5\u4e0b(\u5c0f\u306a\u308a\u30a4\u30b3\u30fc\u30eb)<\/td><\/tr>
a > b<\/th>a\u306fb\u3088\u308a\u5927\u304d\u3044(\u5927\u306a\u308a)<\/td><\/tr>
a >= b<\/th>a\u306fb\u4ee5\u4e0a(\u5927\u306a\u308a\u30a4\u30b3\u30fc\u30eb)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
Python\u3067\u4f7f\u3048\u308b\u8ad6\u7406\u6f14\u7b97\u5b50<\/h4>\n\n\n\n
\u6761\u4ef6\u3092\u6307\u5b9a\u3059\u308b\u3068\u304d\u306e\u8a18\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n
a & b<\/th>a\u304b\u3064b\u3002<\/td><\/tr>
a | b<\/th>a\u3082\u3057\u304f\u306fb\u3002<\/td><\/tr>
~a<\/th>a\u4ee5\u5916\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u30c7\u30fc\u30bf\u306e\u96c6\u8a08<\/h2>\n\n\n\n
\u5408\u8a08\u5024\u3001\u5e73\u5747\u5024\u3001\u8981\u7d20\u6570\u30fb\u30fb\u30fb\u306a\u3069\u3001\u6570\u5024\u3092\u96c6\u8a08\u3057\u305f\u3044\u6642\u306e\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n
\u5217\u3054\u3068\u306e\u96c6\u8a08<\/h3>\n\n\n\n
\u4eca\u56de\u306e\u4f8b\u3067\u8a00\u3048\u3070\u3001\u4f8b\u3048\u3070\u79d1\u76ee\u5225\u306e\u5e73\u5747\u70b9<\/strong>\u306a\u3093\u304b\u306f\u77e5\u308a\u305f\u3044\u3068\u3053\u308d\u3067\u3059\u3002
\u3053\u306e\u3088\u3046\u306b\u5217\u3054\u3068\u306e\u5e73\u5747\u70b9\u3092\u96c6\u8a08\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u66f8\u304f\u3060\u3051\u3067OK\u3067\u3059\u3002<\/p>\n\n\n\n
df_score.mean()<\/pre>\n\n\n\n
\u3059\u308b\u3068\u30fb\u30fb\u30fb<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n
\u975e\u5e38\u306b\u7c21\u5358\u3067\u3059\u306d\u3002\u3053\u306e\u3088\u3046\u306b\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b.mean()<\/strong>\u3068\u4ed8\u3051\u308b\u3060\u3051\u3067\u5217\u3054\u3068\u306e\u5e73\u5747\u5024\u304c\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u884c\u3054\u3068\u306e\u96c6\u8a08<\/h3>\n\n\n\n
\u304a\u6b21\u306f\u884c\u3054\u3068\u306e\u96c6\u8a08\u3067\u3059\u3002\u4eca\u5ea6\u306f\u5b66\u751f\u3054\u3068\u306e\u5408\u8a08\u70b9\u6570<\/strong>\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002
\u305d\u308c\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
df_score.sum(axis=1)<\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n
\u3053\u306e\u3088\u3046\u306b\u884c\u3054\u3068\u306e\u96c6\u8a08\u3092\u884c\u3044\u305f\u3044\u5834\u5408\u306f\u3001\u5148\u307b\u3069\u306e\u30ab\u30c3\u30b3\u306e\u4e2d\u306baxis=1\u3092\u6307\u5b9a\u3057\u307e\u3057\u3087\u3046\u3002
\u305d\u3057\u3066\u3001\u4eca\u5ea6\u306f\u5408\u8a08\u70b9\u6570\u306a\u306e\u3067mean<\/strong>\u3067\u306f\u306a\u304fsum<\/strong>\u306b\u306a\u308a\u307e\u3059\u3002
\u3053\u308c\u3067\u5b66\u751f\u5225\u306e\u5408\u8a08\u70b9\u3082\u53d6\u5f97\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u3053\u308c\u4ee5\u5916\u306b\u3082\u3001\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306e\u96c6\u8a08\u95a2\u6570\u306f\u8272\u3005\u3068\u6e96\u5099\u3055\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u6574\u7406\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306e\u96c6\u8a08\u306b\u4f7f\u3048\u308b\u95a2\u6570<\/h4>\n\n\n\n
\u3044\u305a\u308c\u3082\u3001\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u540d\u306e\u5f8c\u306b\u304f\u3063\u4ed8\u3051\u308b\u3060\u3051\u3067\u5217\u3054\u3068\u306e\u96c6\u8a08\u3067\u304d\u307e\u3059\u3002
\u307e\u305f\u3001()\u306e\u4e2d\u306baxis=1\u3068\u66f8\u304f\u3068\u884c\u3054\u3068\u306e\u96c6\u8a08<\/span><\/strong>\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
.count()<\/th>\u8981\u7d20\u6570(\u7a7a\u3063\u307d\u3067\u306a\u3044\u30bb\u30eb\u306e\u6570)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u5217\u3054\u3068\u306e\u8272\u3005\u306a\u96c6\u8a08\u7d50\u679c\u3092\u4e00\u6c17\u306b\u51fa\u3059<\/h3>\n\n\n\n
\u5b9f\u306f\u3001\u69d8\u3005\u306a\u7d71\u8a08\u91cf\u3092\u4e00\u6c17\u306b\u7b97\u51fa\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002
\u305d\u308c\u306b\u306fdescribe<\/strong>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
df_score.describe()<\/pre>\n\n\n\n
\u7d50\u679c\u306f\u30fb\u30fb\u30fb
\"\"<\/p>\n\n\n\n
\u3053\u308c\u3060\u3051\u3067\u3001\u8981\u7d20\u6570\u3001\u5e73\u5747\u5024\u3001\u6a19\u6e96\u504f\u5dee\u3001\u6700\u5c0f\u5024\u3001\u7b2c1\u56db\u5206\u4f4d\u6570\u3001\u4e2d\u592e\u5024\u3001\u7b2c3\u56db\u5206\u4f4d\u6570\u3001\u6700\u5927\u5024\u304c\u30ab\u30e9\u30e0\u3054\u3068\u306b\u4e00\u6c17\u306b\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002
\u3056\u3063\u3068\u30c7\u30fc\u30bf\u306e\u5168\u4f53\u50cf\u3092\u78ba\u8a8d\u3057\u305f\u3044\u3068\u3044\u3046\u5834\u5408\u306fdescribe\u3092\u4f7f\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
\u6ce8\u610f\u70b9<\/span>\n
describe\u30e1\u30bd\u30c3\u30c9\u306b\u306faxis=1\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u306f\u3042\u308a\u307e\u305b\u3093\u3002
\u305d\u306e\u4ee3\u308f\u308a\u3001\u884c\u3054\u3068\u306b\u96c6\u8a08\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u300c\uff08\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u540d\uff09.T\u300d<\/strong>\u3068\u884c\u5217\u3092\u8ee2\u7f6e\u3057\u3066\u304b\u3089describe\u30e1\u30bd\u30c3\u30c9\u3092\u9069\u7528\u3059\u308c\u3070OK\u3067\u3059\u3002
\u305f\u3060\u3057\u3001\u4eca\u56de\u306e\u5834\u5408\u306f\u300c\u6027\u5225\u300d\u3068\u3044\u3046\u6570\u5024\u4ee5\u5916\u306e\u5217\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u4e0a\u8a18\u3057\u305f\u300c\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u300d\u3067\u70b9\u6570\u306e\u5217\u306e\u307f\u30d4\u30c3\u30af\u30a2\u30c3\u30d7\u3057\u3066\u304b\u3089\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n
\u3053\u308c\u4ee5\u5916\u306e\u7d71\u8a08\u91cf\u304c\u51fa\u3057\u305f\u3044\u306a\u3069\u3001\u3082\u3046\u5c11\u3057\u7d30\u304b\u3044\u5185\u5bb9\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u306b\u3082\u6574\u7406\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\nhttps:\/\/analysis-navi.com\/?p=1662\n<\/div><\/figure>\n\n\n\n
\u6761\u4ef6\u3054\u3068\u306e\u96c6\u8a08<\/h3>\n\n\n\n
\u4eca\u5ea6\u306f\u3001\u30bb\u30eb\u306e\u6761\u4ef6\u3054\u3068\u306b\u96c6\u8a08\u3057\u305f\u3044\u5834\u5408\u3067\u3059\u3002
\u4eca\u307e\u3067\u306e\u66f8\u304d\u65b9\u3092\u7d44\u307f\u5408\u308f\u305b\u308c\u3070\u3001<\/p>\n\n\n\n
df_score[df_score[\"\u6027\u5225\"]==\"\u7537\u6027\"].sum()\ndf_score[df_score[\"\u6027\u5225\"]==\"\u5973\u6027\"].sum()<\/pre>\n\n\n\n
\u30fb\u30fb\u30fb\u306e\u3088\u3046\u306a\u66f8\u304d\u65b9\u3067\u3082\u8a08\u7b97\u3067\u304d\u307e\u3059\u304c\u3001\u7537\u6027\u306f\u7537\u6027\u3001\u5973\u6027\u306f\u5973\u6027\u3067\u8a08\u7b97\u3059\u308b\u306e\u306f\u9762\u5012\u3067\u3059\u3002
\uff082\u3064\u306a\u3089\u307e\u3060\u3057\u3082\u3001\u3053\u308c\u304c10\u500b20\u500b\u306b\u306a\u308b\u3053\u3068\u3082\u3042\u308b\u306e\u3067\u30fb\u30fb\u30fb\uff09<\/p>\n\n\n\n
\u305d\u3093\u306a\u3068\u304d\u306fgroupby<\/strong>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3044\u307e\u3059\u3002
Excel\u3067\u8a00\u3046\u300c\u30d4\u30dc\u30c3\u30c8\u30c6\u30fc\u30d6\u30eb\u300d<\/strong>\u306b\u8fd1\u3044\u3067\u3059\u3002
(pivot_table\u3068\u3044\u3046\u95a2\u6570\u3082\u3042\u308a\u307e\u3059\u304c\u3001groupby\u3067\u3082pivot_table\u3068\u307b\u307c\u540c\u69d8\u306e\u51e6\u7406\u304c\u3067\u304d\u307e\u3059\u3002)<\/p>\n\n\n\n
\u4f8b\u3048\u3070\u3001\u7537\u5973\u5225\u306b\u96c6\u8a08\u3057\u3066\u3001\u79d1\u76ee\u5225\u306e\u5e73\u5747\u70b9\u3092\u898b\u305f\u3044\u5834\u5408\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
df_score.groupby(\"\u6027\u5225\").mean()<\/pre>\n\n\n\n
\u3059\u308b\u3068\u30fb\u30fb\u30fb
\"\"<\/p>\n\n\n\n
\u7537\u5973\u5225\u306e\u5e73\u5747\u70b9\u304c\u3059\u3050\u306b\u5206\u304b\u308a\u307e\u3057\u305f\u3002
\u3053\u306e\u66f8\u304d\u65b9\u3067\u3001\u300c\u6027\u5225\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\u3057\u3066\u3001\u30b0\u30eb\u30fc\u30d7\u3054\u3068\u306e\u5e73\u5747\u5024\u3092\u6c42\u3081\u308b\u300d\u3068\u3044\u3046\u51e6\u7406\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
groupby\u3067\u3082\u3001mean\u3060\u3051\u3067\u306a\u304f\u3001\u4e0a\u8a18\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306e\u96c6\u8a08\u3067\u4f7f\u3048\u308bmax\u3001min\u3001count\u306a\u3069\u306e\u95a2\u6570\u304c\u4f7f\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
\u30c7\u30fc\u30bf\u306e\u4e26\u3073\u66ff\u3048<\/h2>\n\n\n\n
\u30c7\u30fc\u30bf\u3092\u30bd\u30fc\u30c8\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002
\u307e\u305a\u306f\u3001\u7b97\u6570\u306e\u70b9\u6570\u304c\u4f4e\u3044\u9806\uff08\u6607\u9806\uff09\u306b\u4e26\u3073\u66ff\u3048\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
df_score.sort_values(\"\u7b97\u6570\")<\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n
\u7b97\u6570\u306e\u70b9\u6570\u304c\u6607\u9806\u306b\u4e26\u3073\u5909\u308f\u3063\u3066\u3044\u307e\u3059\u3002
\u3053\u306e\u3088\u3046\u306b\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\u6607\u9806\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u70b9\u6570\u30c7\u30fc\u30bf\u306a\u3089\u3070\u666e\u901a\u306f\u9ad8\u3044\u9806\uff08\u964d\u9806\uff09\u306b\u4e26\u3073\u66ff\u3048\u307e\u3059\u3002
\u305d\u3093\u306a\u6642\u306f\u5f15\u6570\u306bascending=False<\/strong>\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
df_score.sort_values(\"\u7b97\u6570\",ascending=False)<\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n
\u3053\u308c\u3067\u3001\u7b97\u6570\u306e\u70b9\u6570\u304c\u9ad8\u3044\u9806\u306b\u4e26\u3073\u66ff\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u304b\u3089CSV\u3078\u306e\u66f8\u304d\u51fa\u3057<\/h2>\n\n\n\n
\u6700\u5f8c\u306b\u3001\u3044\u3058\u3063\u305f\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092CSV\u306b\u66f8\u304d\u51fa\u3059\u65b9\u6cd5\u3067\u3059\u3002
\u3053\u308c\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u540d\u306e\u5f8c\u306b.to_csv(“\u30d5\u30a1\u30a4\u30eb\u540d”\b)<\/strong>\u3092\u304f\u3063\u3064\u3051\u307e\u3059\u3002<\/p>\n\n\n\n
\u4f8b\u3048\u3070\u3001\u5148\u307b\u3069\u306e\u300c\u7b97\u6570\u306e\u70b9\u6570\u304c\u9ad8\u3044\u9806\u306b\u4e26\u3073\u66ff\u3048\u305f\u30c7\u30fc\u30bf\u300d\u3092CSV\u306b\u3057\u305f\u3051\u308c\u3070\u3001<\/p>\n\n\n\n
df_score.sort_values(\"\u7b97\u6570\",ascending=False).to_csv(\"result.csv\")<\/pre>\n\n\n\n
\u3092\u5b9f\u884c\u3059\u308c\u3070\u3001\u4ee5\u4e0b\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u51fa\u6765\u4e0a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u3010result.csv\u3011
\"\"<\/p>\n\n\n\n
\u3053\u308c\u3067\u3001CSV\u306b\u66f8\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u88dc\u8db3<\/span>\n
Excel\u3067\u3046\u307e\u304f\u8868\u793a\u51fa\u6765\u306a\u3044\u5834\u5408\u306f\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u6642\u3068\u540c\u69d8\u306b\u3001encoding=”shift_jis”<\/strong>\u306a\u3069\u6587\u5b57\u30b3\u30fc\u30c9\u3092\u6307\u5b9a\u3059\u308b\u3068\u8aad\u307f\u8fbc\u3081\u308b\u3088\u3046\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n
\u307e\u3068\u3081<\/h2>\n\n\n\n
\u3067\u306f\u6700\u5f8c\u306b\u3001\u4eca\u307e\u3067\u306e\u5fdc\u7528\u554f\u984c\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u64cd\u4f5c\u3092\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
\n
CSV\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u3001\u7406\u79d1\u304c70\u70b9\u672a\u6e80\u306e\u7537\u6027\u306e\u4e2d\u3067\u3001\u7b97\u6570\u306e\u70b9\u6570\u304c\u60aa\u3044\u9806\u306b\u4e26\u3073\u66ff\u3048\u305f\u30c7\u30fc\u30bf\u3092\u65b0\u305f\u306bCSV\u306b\u66f8\u304d\u51fa\u3059<\/p>\n<\/div>\n\n\n\n
\u3053\u306e\u64cd\u4f5c\u3092\u624b\u9806\u5316\u3057\u3066\u307f\u308b\u3068\u3001<\/p>\n\n\n\n
    \n
  1. \u30c7\u30fc\u30bf\u8aad\u307f\u8fbc\u307f<\/li>\n\n\n\n
  2. \u30c7\u30fc\u30bf\u306e\u62bd\u51fa\uff08\u7537\u6027\u3067\u3001\u7406\u79d1\u306e\u70b9\u6570\u304c50\u70b9\u4ee5\u4e0b\uff09<\/li>\n\n\n\n
  3. \u30c7\u30fc\u30bf\u306e\u4e26\u3073\u66ff\u3048\uff08\u7b97\u6570\u306e\u70b9\u6570\u3067\u30bd\u30fc\u30c8\uff09<\/li>\n\n\n\n
  4. \u30c7\u30fc\u30bf\u306e\u66f8\u304d\u51fa\u3057<\/li>\n<\/ol>\n\n\n\n
    \u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
    \u3053\u308c\u3089\u306e\u64cd\u4f5c\u3092\u9010\u4e00\u3084\u3063\u3066\u3044\u3051\u3070\u826f\u3044\u8a33\u3067\u3059\u3002\u3068\u3044\u3046\u3053\u3068\u3067\u30fb\u30fb\u30fb<\/p>\n\n\n\n
    df_score = pd.read_csv(\"\u6210\u7e3e\u30c7\u30fc\u30bf.csv\",index_col=\"\u540d\u524d\")\ndf_score[(df_score[\"\u6027\u5225\"]==\"\u7537\u6027\") & (df_score[\"\u7406\u79d1\"]<70)].sort_values(\"\u7b97\u6570\").to_csv(\"\u96c6\u8a08\u7d50\u679c.csv\",encoding=\"shift_jis\")<\/pre>\n\n\n\n
    \u3053\u308c\u3067\u5b8c\u6210\u3067\u3059\u3002
    \u30fb\u30fb\u30fb\u3057\u304b\u3057\u3001\u3053\u308c\u3067\u3082\u554f\u984c\u306f\u7121\u3044\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u3088\u3046\u306b\u51e6\u7406\u30921\u884c\u306b\u5168\u90e8\u8a70\u3081\u8fbc\u3080\u3068\u975e\u5e38\u306b\u8aad\u307f\u3065\u3089\u304f\u306a\u308a\u307e\u3059\u3002
    \u3053\u3046\u3044\u3046\u5834\u5408\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30011\u3064\u305a\u3064\u64cd\u4f5c\u3092\u3057\u3066\u3044\u304d\u3001\u305d\u306e\u7d50\u679c\u3092\u9069\u5b9c\u5909\u6570\u306b\u4ee3\u5165\u3057\u3066\u884c\u304f\u65b9\u304c\u5206\u304b\u308a\u3084\u3059\u304f\u306a\u308b<\/span><\/strong>\u306e\u3067\u3001\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n\n\n\n
    # \u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\ndf_score = pd.read_csv(\"\u6210\u7e3e\u30c7\u30fc\u30bf.csv\",index_col=\"\u540d\u524d\")\n\n# \u7406\u79d1\u306e\u70b9\u6570\u304c70\u70b9\u672a\u6e80\u306e\u7537\u6027\u306b\u7d5e\u308a\u8fbc\u3080\ndf_score = df_score[(df_score[\"\u6027\u5225\"]==\"\u7537\u6027\") & (df_score[\"\u7406\u79d1\"]<70)]\n\n# \u7b97\u6570\u306e\u70b9\u6570\u304c\u4f4e\u3044\u9806\u306b\u30bd\u30fc\u30c8\ndf_score = df_score.sort_values(\"\u7b97\u6570\")\n\n# \u7d50\u679c\u306e\u66f8\u304d\u51fa\u3057\ndf_score.to_csv(\"\u96c6\u8a08\u7d50\u679c.csv\",encoding=\"shift_jis\")<\/pre>\n\n\n\n
    \u300c#\u300d\u3067\u59cb\u3081\u305f\u884c\u306f\u300c\u30b3\u30e1\u30f3\u30c8\u30a2\u30a6\u30c8\u300d<\/strong>\u3068\u8a00\u3044\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u95a2\u4fc2\u306a\u3057\u306b\u81ea\u5206\u306e\u597d\u304d\u306a\u8aac\u660e\u3092\u66f8\u3044\u3066\u304a\u3051\u307e\u3059\u3002
    \u3053\u306e\u30b3\u30e1\u30f3\u30c8\u30a2\u30a6\u30c8\u3082\u6d3b\u7528\u3059\u308c\u3070\u3001\u81ea\u5206\u306b\u3082\u4ed6\u4eba\u306b\u3082\u898b\u3084\u3059\u3044\u3001\u826f\u3044\u5206\u6790\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002
    \u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306f\u77ed\u304f\u66f8\u3051\u3070\u826f\u3044\u3068\u3044\u3046\u8a33\u3067\u306f\u7121\u3044<\/span><\/strong>\u306e\u3067\u3001\u3053\u306e\u3042\u305f\u308a\u3082\u7559\u610f\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
    \u4ee5\u4e0a\u3001\u57fa\u672c\u7684\u306a\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u64cd\u4f5c\u3067\u3057\u305f\u3002
    \u4eca\u56de\u7d39\u4ecb\u3057\u305f\u306e\u306f\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u64cd\u4f5c\u306e\u3046\u3061\u306e\u3054\u304f\u308f\u305a\u304b\u3067\u3001\u3053\u308c\u4ee5\u5916\u306b\u3082pandas\u306b\u306f\u5c71\u306e\u3088\u3046\u306b\u4fbf\u5229\u306a\u30e1\u30bd\u30c3\u30c9\u304c\u63c3\u3063\u3066\u3044\u307e\u3059\u3001
    \u3057\u304b\u3057\u3001\u3053\u306e\u30da\u30fc\u30b8\u306b\u8a18\u8f09\u3057\u305f\u3053\u3068\u304c\u307e\u305a\u306f\u57fa\u672c\u3068\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u3053\u308c\u3089\u3092\u304d\u3061\u3093\u3068\u62bc\u3055\u3048\u3066\u304a\u304f\u4e8b\u304b\u3089Python\u3067\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306e\u9053\u304c\u59cb\u307e\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
    \u30c7\u30fc\u30bf\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u306e\u4ee3\u8868\u3068\u3044\u3048\u3070Excel\u3067\u3059\u304c\u3001\u8907\u96d1\u306a\u51e6\u7406\u3092\u3057\u305f\u3044\u5834\u5408\u306b\u306fExcel\u3067\u306f\u96e3\u3057\u304f\u306a\u3063\u3066\u304d\u307e\u3059\u3002\u305d\u3093\u306a\u6642\u306fPython\u306e\u51fa\u756a\u3067\u3059\u3002Python\u3067\u306e\u30c7\u30fc\u30bf\u64cd\u4f5c\u3092\u4f7f\u3044\u3053\u306a\u305b\u3070\u3001\u3069\u3093\u306a\u8907\u96d1\u306a\u51e6\u7406\u3067\u3042\u3063\u3066\u3082 […]<\/p>\n","protected":false},"author":1,"featured_media":4973,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"swell_btn_cv_data":"","vkexunit_cta_each_option":"","footnotes":""},"categories":[129],"tags":[134],"class_list":["post-2998","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-study","tag-python"],"_links":{"self":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/2998","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2998"}],"version-history":[{"count":42,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/2998\/revisions"}],"predecessor-version":[{"id":5126,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/2998\/revisions\/5126"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/media\/4973"}],"wp:attachment":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2998"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2998"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2998"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}