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\u6628\u65e5\u306e\u5c06\u68cb\u3002ABAMA\u3002\u30a2\u30d9\u30de\u30c9\u30ea\u30fc\u30e0\u30c1\u30fc\u30e0vs\u30c1\u30fc\u30e0\u6c38\u702c\u3002\u7d50\u679c\u3060\u3051\u8a00\u3046\u3068\u3001\u30c9\u30ea\u30fc\u30e0\u30c1\u30fc\u30e0\u306e\u60e8\u6557\uff08-5\u30dd\u30a4\u30f3\u30c8\uff09\u3002\u85e4\u4e95vs\u7fbd\u751f\u304c\u5b9f\u73fe\u3057\u3001\u85e4\u4e95\u306e\uff12\u9023\u52dd\u3060\u3063\u305f\u3002\uff12\u5c40\u3068\u3082\u306b\u89d2\u63db\u308f\u308a\u3067\u3001\u85e4\u4e95\u306e\u5f97\u610f\u6226\u6cd5\u306b\u7fbd\u751f\u304c\u3042\u3048\u3066\u98db\u3073\u8fbc\u3093\u3067\u3044\u3063\u305f\u683c\u597d\u3002\u516c\u5f0f\u6226\u3067\u306f\u306a\u304b\u3063\u305f\u3057\u3001\u76f8\u624b\u306e\u61d0\u3067\u529b\u91cf\u3092\u6e2c\u308a\u305f\u304b\u3063\u305f\u3001\u3063\u3066\u3068\u3053\u308d\u3060\u308d\u3046\u306d\u3002\u7fbd\u751f\u306e\u610f\u56f3\u3068\u3057\u3066\u306f\u3002\uff12\u5c40\u3068\u3082\u7d42\u76e4\u306b\u7fbd\u751f\u304c\u85e4\u4e95\u7389\u3092\u8a70\u307e\u305b\u3089\u308c\u306a\u3051\u308c\u3070\u8ca0\u3051\u3068\u3044\u3046\u5c40\u9762\u306b\u306a\u3063\u3066\u3001\u85e4\u4e95\u304c\u9003\u3052\u5207\u3063\u3066\u306e\u52dd\u5229\u3002\u3064\u307e\u308a\u85e4\u4e95\u304c\u8a70\u307e\u306a\u3044\u9593\u5408\u3044\u3092\u8aad\u307f\u5207\u3063\u3066\u653b\u3081\u3066\u305f\u3001\u3068\u3044\u3046\u3053\u3068\u3002\u3084\u306f\u308a\u85e4\u4e95\u306b\u89d2\u63db\u308f\u308a\u3092\u6311\u3093\u3067\u306f\u3044\u3051\u306a\u3044\u3001\u3068\u3044\u3046\u3044\u3044\u6559\u8a13\u306b\u306a\u3063\u305f\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002
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\u4eca\u65e5\u306e\u8a71\u3002\u663c\u306b\u6240\u7528\u3067\u5916\u51fa\u3002\u5916\u51fa\u5148\u3067\u6563\u6b69\u3002
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\u3055\u3089\u306b\u67d0\u53e4\u672c\u5c4b\u3067\u3002\u672c\u3092\uff13\u518a\u8cfc\u5165\u3002\uff11\u518a\u306f\u77e5\u308a\u5408\u3044\uff1f\u306b\u30aa\u30b9\u30b9\u30e1\u3055\u308c\u305f\u672c\u3002\u6687\u304c\u3042\u308c\u3070\u8aad\u307f\u307e\u3059\u3002\u3068\u3044\u3046\u304b\u8aad\u3093\u3060\u3089\u3053\u3053\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002\u30d2\u30f3\u30c8\u306f\u5c06\u68cb\u95a2\u9023\u3002
\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3002\u4eca\u65e5\u306f\u554f\u984c\u306f\u89e3\u304b\u306a\u304b\u3063\u305f\u304c\u3001\u5bb6\u65cf\u304b\u3089pandas\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306e\u6271\u3044\u306b\u3064\u3044\u3066\u8a0a\u304b\u308c\u308b\u3002\u79c1\u306fpandas\u306b\u306f\u307b\u3068\u3093\u3069\u89e6\u308c\u305f\u3053\u3068\u304c\u306a\u304b\u3063\u305f\u304c\u3001\u554f\u984c\u306f\u89e3\u6c7a\u3067\u304d\u305f\u3001\u3088\u3046\u3060\u3002\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306f\u4e26\u5217\u8a08\u7b97\u304c\u65e9\u3044\u306e\u3067\u30011\u30b31\u30b3\u3092for \u6587\u7b49\u3067\u6bd4\u8f03\u305b\u305a\u5217\u3054\u3068\u4e00\u6c17\u306b\u51e6\u7406\u3059\u308b\u306e\u304c\u57fa\u672c\u3089\u3057\u3044\u3002\u3078\u30fc\u3002df[\u5217\u9805\u76ee][\u884c\u9805\u76ee]\u3068\u3001\u666e\u901a\u306e\u884c\u5217\u8981\u7d20\u3068\u306f\u9006\u306e\u914d\u7f6e\u306b\u306a\u3063\u3066\u3044\u308b\uff1f\u306e\u304b\uff1f\u3067\u3001\u884c\u9805\u76ee\u3067\u6307\u5b9a\u3057\u305f\u3044\u5834\u5408\u306fdf.loc[]\u3068\u3059\u308b\u3001\u307f\u305f\u3044\u3002\u3042\u3068\u305d\u308c\u305e\u308c\u306e\u9805\u76ee\u306f\u6570\u5024\u3067\u306a\u304f”\u540d\u524d”\u3067\u6307\u5b9a\u3059\u3079\u3057\u3001\u3068\u304b\u3002\u305d\u3063\u3061\u306e\u65b9\u304c\u9805\u76ee\u3092for\u6587\u3067\u56de\u3057\u305f\u3044\u3068\u304d\u7b49\u306b\u4e0d\u4fbf\u3059\u304e\u308b\u3068\u601d\u3046\u306e\u3060\u304c\u3002\u305d\u3046\u3044\u3046\u3068\u304d\u306fdf.iloc\u3092\u4f7f\u3046\uff1f\u307f\u305f\u3044\u3002\u4eca\u65e5\u521d\u3081\u3066\u898b\u305f\u306e\u3067\u307b\u3068\u3093\u3069\u3088\u304f\u308f\u304b\u3063\u3066\u306a\u3044\u304b\u3089\u771f\u507d\u306f\u4e0d\u660e\u3067\u3059\u3002
\u4eca\u65e5\u5b66\u3093\u3060\u3053\u3068\u3002NumPy\u7b49\u306eNaN\uff08Not a Number\uff09\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306f\u81ea\u8eab\u3068\u6bd4\u8f03\u3059\u308b\u3068False\u3092\u8fd4\u3059\uff08\u6570\u5024\u306e\u5834\u5408\u306f\u5f53\u7136True\uff09\u3002\u3053\u308c\u306b\u3088\u3063\u3066\u3001a == a\u7b49\u3059\u308b\u3053\u3068\u3067 a \u304cNaN\u304b\u5426\u304b\u3092\u5224\u5225\u53ef\u80fd\u3002np.isnan()\u3067\u3082\u5224\u5b9a\u53ef\u80fd\u3060\u304c\u3001\u3053\u308c\u3060\u3068()\u306e\u4e2d\u306b\u306f\u6570\u5024\u7cfb\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3057\u304b\u4ee3\u5165\u3067\u304d\u306a\u3044\u3002\u3064\u307e\u308aPandas.Series\u306f\u4ee3\u5165\u3067\u304d\u306a\u3044\u3001\u3063\u307d\u3044\u3002\u305f\u3076\u3093\u3002\u3060\u304b\u3089Pandas.Series\u3067\uff08\u884cor\u5217\u307e\u308b\u3054\u3068\uff09NaN\u306e\u51e6\u7406\u3092\u3057\u305f\u3044\u5834\u5408\u306f\u4e0a\u8a18\u306ea == a\u7b49\u3067\u3084\u308c\u3070\u3044\u3044\u3001\u3063\u307d\u3044\u3002\u305f\u3076\u3093\u3002
ABAMA\u306e\u9ebb\u96c0\u3002M\u30ea\u30fc\u30b0\u30d5\u30a1\u30a4\u30ca\u30eb\u3082\u6b8b\u308a\uff12\u65e5\u3002\u4eca\u65e5\u306f\u3044\u308d\u3044\u308d\u3084\u3063\u3066\u3066\u3088\u304f\u898b\u3066\u306a\u304b\u3063\u305f\u304c\u3001\uff12\u9023\u6295\u306e\u591a\u4e95\u304c\u30a2\u30ac\u308a\u307e\u304f\u3063\u3066\u305f\u306e\u304c\u5370\u8c61\u306b\u6b8b\u3063\u305f\u3002\u30a2\u30d9\u30de\u30ba\u3082\u512a\u52dd\u4e89\u3044\u306b\u98df\u3044\u8fbc\u3093\u3060\u304b\uff1f\u307e\u3042\u660e\u65e5\u3067\u6700\u7d42\u65e5\u3002\u512a\u52dd\u306f\u3069\u306e\u30c1\u30fc\u30e0\u306b\u306a\u308b\u306e\u304b\u3002
\u4ee5\u4e0a\u3002\u3067\u3059\u3002
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