{"id":7952,"date":"2026-07-10T22:00:05","date_gmt":"2026-07-10T13:00:05","guid":{"rendered":"https:\/\/jfs.or.jp\/jfs-cs\/?p=7952"},"modified":"2026-07-10T22:58:16","modified_gmt":"2026-07-10T13:58:16","slug":"ai-production-management-polars-01","status":"publish","type":"post","link":"https:\/\/jfs.or.jp\/jfs-cs\/ai-production-management-polars-01\/","title":{"rendered":"\u73fe\u5834\u7ba1\u7406\u306b\u7121\u6599AI\u3068\u30a2\u30d7\u30ea\u3000Gemini\u3068Polars\u306e\u4f8b"},"content":{"rendered":"

\u6700\u8fd1\u3001AI\u304c\u9032\u5c55\u3057\u73fe\u5834\u3067\u306e\u6d3b\u7528\u63a8\u9032\u304c\u59cb\u307e\u3063\u3066\u3044\u308b\u3002
\n\u88fd\u9020\u73fe\u5834\u3067\u306f\u3001\u6bce\u65e5\u5927\u91cf\u306e\u88fd\u9020\u30c7\u30fc\u30bf\u304c\u3067\u304d\u308b\u3002\u73fe\u5834\u304c\u81ea\u4e3b\u7684\u306b\u5206\u6790\u3067\u304d\u305f\u3089\u5f37\u307f\u306b\u306a\u308b\u3002
\nAI\u306b\u6307\u793a\u3057\u305f\u3089\u4f7f\u3048\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u3063\u3066\u304f\u308c\u308b\u3068\u3044\u3046\u3002<\/p>\n

\u3057\u304b\u3057\u3001\u7121\u6599AI\u306b\u306f\u3001\u73fe\u5834\u306e\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3059\u308b\u306a<\/strong><\/span>\u3068\u3002
\n\u6709\u511fAI\u306a\u3089\u3070\u3001\u6a5f\u5bc6\u4fdd\u6301\u304c\u3067\u304d\u308b\u304c\u3001\u7121\u6599AI\u306a\u3089\u3070\u5168\u4e16\u754c\u306b\u30c7\u30fc\u30bf\u3092\u516c\u958b\u3059\u308b\u306e\u3068\u540c\u7fa9<\/strong><\/span>\u3060\u3002<\/p>\n

\u305d\u3053\u3067\u3001\u4f7f\u3048\u308b\u624b\u6cd5\u3068\u3057\u3066\u306f\u3001\u5217\u540d\u3092\u62bd\u8c61\u7684\u306a\u3082\u306e\u3068\u3057\u3066\u3001AI\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u4f5c\u6210\u3092\u4f9d\u983c\u3057\u305f\u3089\u3001\u6a5f\u5bc6\u306f\u6f0f\u308c\u306a\u3044<\/strong><\/span>\u3002
\n\u30c7\u30fc\u30bf\u305d\u306e\u3082\u306e\u306f\u63d0\u4f9b\u3057\u306a\u3044\u304b\u3089\u3002
\n\u4f8b\u3048\u3070\u3001AI\u3078\u306e\u4f9d\u983c\u5185\u5bb9\u3092\u4e0b\u8a18\u306b\u3059\u308b\u3002<\/p>\n

\u88fd\u9020\u65e5\u3001\u54c1\u7a2e\u3001\u88fd\u9020\u6570\u3001\u4e0d\u826f\uff11\uff0c\u4e0d\u826f2\u3001\u4e0d\u826f\uff13\u30fb\u30fb\u30fb\u3001\u306a\u3069\u3068\u8a18\u8ff0\u3057\u3001\u305d\u308c\u3092\u96c6\u8a08\u3057\u4e0d\u826f\u7387\u3092\u8a08\u7b97\u3057\u3001\u4e0d\u826f\u7387\u9ad8\u3044\u9806\u306b\u4e26\u3079\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u3063\u3066\u3002
\n\u30c7\u30fc\u30bf\u4f8b\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3092\u4f5c\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u308c\u3068AI\u306b\u4f9d\u983c\u3059\u308c\u3070\u3088\u3044\u3002\u5373\u5ea7\u306b\u4f5c\u3063\u3066\u304f\u308c\u308b\u3002<\/p>\n

\u3053\u306e\u3088\u3046\u306b\u4f9d\u983c\u3057\u3066\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u306e\u5217\u540d\u3092\u4e0a\u8a18\u306b\u5909\u66f4\u3059\u308c\u3070\u3001\u4f7f\u3048\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u624b\u306b\u5165\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u52d5\u4f5c\u7d50\u679c\u3082\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/p>\n

\u4f7f\u3046\u5834\u5408\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u898b\u51fa\u3057\u884c\u306e\u5217\u540d\u3092\u5165\u308c\u66ff\u3048\u308b\u3060\u3051\u3067\u3088\u3044\u3002<\/p>\n

 <\/p>\n

\u4e8b\u4f8b\u7d39\u4ecb<\/h2>\n

\u3000\u30a8\u30af\u30bb\u30eb\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092AI\uff08Copilot\uff09\u306b\u4f5c\u3063\u3066\u3068\u4f9d\u983c\u3057\u305f\u3089\u3001\u3068\u3093\u3067\u3082\u306a\u304f\u9577\u3044\u30b3\u30fc\u30c9\u3092\u63d0\u793a\u3057\u3066\u304d\u305f\u3068\u3044\u3046\u3002
\n\u3000\u30b7\u30b9\u30c6\u30e0\u62c5\u5f53\u306f\u3001\u652f\u63f4\u3092\u62d2\u5426<\/strong><\/span>\u3057\u305f\u3002\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u4e0d\u80fd\u3060\u304b\u3089\u73fe\u5834\u306e\u8cac\u4efb\u3067\u5229\u7528\u3057\u3066\u307b\u3057\u3044\u3068\u3002
\n\u3000\u30b3\u30fc\u30c9\u3092\u307f\u305f\u3089\u3001VB\u3067\u4f5c\u3063\u3066\u3044\u305f\u3002\u81a8\u5927\u306a\u884c\u6570\u3060\u3063\u305f\u3002\u3084\u308b\u3053\u3068\u306f\u5358\u7d14\u306a\u306f\u305a\u306a\u306e\u306b\u3001\u30a8\u30af\u30bb\u30eb\u306e\u30d5\u30a1\u30a4\u30eb\u3067VB\u3067\u4f5c\u3063\u305f\u305f\u3081\u3060\u3002
\n\u3000\u7279\u5b9a\u306e\u30a8\u30af\u30bb\u30eb\u3060\u3051\u306b\u901a\u7528\u3059\u308b\u81a8\u5927\u306aVB\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u89e3\u8aad\u3084\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306f\u3001\u5c02\u9580\u5bb6\u3067\u3082\u4e0d\u53ef\u80fd\u3060\u3002<\/p>\n

\u76ee\u7684\u3092\u805e\u3044\u305f\u3089\u3001\u88fd\u9020\u65e5\u5831\u306e\u30a8\u30af\u30bb\u30eb\u5143\u8cc7\u6599\u3001\u30ed\u30c3\u30c8\u3054\u3068\u306b\u3001\u88fd\u9020\u6570\u30fb\u4e0d\u826f\u539f\u56e0\u5225\u4e0d\u826f\u6570\u3000\u306e\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u3068\u4e0d\u826f\u7387\u9ad8\u3044\u3082\u306e\u3092\u8abf\u3079\u305f\u3044<\/strong><\/span>\u3068\u3002<\/p>\n

\u3053\u308c\u306b\u5bfe\u3057\u3066\u3001AI\u306eGemini\u306bPolars\u3092\u4f7f\u3063\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u3044\u3066\u3068\u4f9d\u983c\u3057\u305f\u7d50\u679c\u3092\u4e0b\u8a18\u7d39\u4ecb<\/strong><\/span>\u3059\u308b\u3002
\n\u30c7\u30fc\u30bf\u306f\u3001\u88fd\u9020\u65e5\u3001\u54c1\u540d\u3001\u88fd\u9020\u6570\u3001\u4e0d\u826f\uff11\uff5e\u4e0d\u826f\uff15\u3000\u3068\u3044\u3046\u5f62\u5f0f\u306eCSV\u3068\u3057\u305f\u3002
\n\u3067\u304d\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u306f\u3001\u4e0d\u826f\u9805\u76ee\u6570\u306e\u5236\u9650\u306f\u306a\u3044\u3002\u300c\u4e0d\u826f\uff0b\u6570\u300d\u306e\u9805\u76ee\u3092\u5168\u3066\u53d6\u308a\u8fbc\u3093\u3067\u304f\u308c\u308b\u3002<\/strong><\/span><\/p>\n

Gemini\u304c\u63d0\u793a\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u7121\u4fee\u6b63\u3067\u52d5\u4f5c\u3057\u3001\u77ac\u6642\u306b\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u3001\u8a08\u7b97\u3057\u3001\u753b\u9762\u306b\u8868\u793a\u3057\u305f\u3002
\n\u307e\u305f\u3001\u7d50\u679c\u306f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u51fa\u3059\u3053\u3068\u3082\u53ef\u80fd\u3060\u3002
\n\u306a\u306b\u3088\u308a\u3082\u3001\u77ed\u304f\u3001\u8aac\u660e\u4ed8\u304d\u306a\u306e\u3067\u3001\u8aad\u3093\u3067\u610f\u5473\u304c\u89e3\u8aad\u3067\u304d\u308b<\/strong><\/span>\u3002<\/p>\n

\u5143\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u3001\u5404\u884c\u306e\u4e0d\u826f\u306e\u6570\u5168\u90e8\u96c6\u8a08\u3057\u3001\u7e26\u65b9\u5411\u3067\u54c1\u540d\u6bce\u306b\u88fd\u9020\u6570\u3068\u4e0d\u826f\u6570\u306e\u7dcf\u8a08\u8a08\u7b97\u3057\u3001\u305d\u308c\u3067\u7dcf\u8a08\u8868\u3092\u4f5c\u308a\u3001\u4e0d\u826f\u7387\u9ad8\u3044\u9806\u306b\u4e26\u3079\u308b\u3002<\/p>\n

\u305d\u3057\u3066\u3001\u3053\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306a\u3089\u3070\u3001\u30b7\u30b9\u30c6\u30e0\u90e8\u9580\u306f\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3084\u3001\u30a2\u30c9\u30d0\u30a4\u30b9\u306b\u3082\u5fdc\u3058\u3066\u304f\u308c\u308b\u3060\u308d\u3046\u3057\u3001AI\u306b\u6539\u5584\u3084\u7570\u306a\u308b\u5185\u5bb9\u3078\u306e\u5bfe\u5fdc\u3082\u4f9d\u983c\u3057\u3084\u3059\u304f\u3001\u3067\u304d\u305f\u3082\u306e\u306e\u7406\u89e3\u3082\u3057\u3084\u3059\u3044\u3060\u308d\u3046\u3002<\/p>\n

\u91cd\u8981\uff1a\u3000Polars\u306f\u3001\u6587\u5b57\u30b3\u30fc\u30c9\u306f\u3000UTF-8\u3060\u3051<\/strong><\/span>\u3002\u30a8\u30af\u30bb\u30eb\u3067Shift-JIS\u5229\u7528\u306e\u5834\u5408\u306f\u3001\u3000\u30b3\u30fc\u30c9\u5909\u63db\uff08\u56de\u907f\u7b56\u3042\u308b\u304c\uff09\u3002
\n\u3000\u30a8\u30af\u30bb\u30eb\u3000\uff1e\u3000\u30d5\u30a1\u30a4\u30eb\u3000\uff1e\u3000\u540d\u524d\u3092\u4ed8\u3051\u3066\u4fdd\u5b58\u3000\uff1e\u3000\u30d5\u30a1\u30a4\u30eb\u306e\u7a2e\u985e\u3000\uff1e\u3000CSV UTF-8 (\u30b3\u30f3\u30de\u533a\u5207\u308a) (*.csv)<\/code><\/b> \u3092\u9078\u629e<\/p>\n

\u7d50\u679c\u306f\u3001\u3053\u308c\u3002\u54c1\u540d\u306f\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u81ea\u52d5\u4f5c\u6210\u3057\u305f\u3082\u306e\u3002
\n\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u5165\u308c\u305f\u3089\u3001\u54c1\u540d\u306f\u88fd\u9020\u54c1\u540d\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\"\"<\/p>\n

\u30b3\u30fc\u30c9\u3067\u3059\u3002\u305d\u306e\u307e\u307e\u3001\u8cbc\u308a\u4ed8\u3051\u308b\u3068\u52d5\u4f5c\u3057\u307e\u3059\u3002
\nPolars\u3000\u4e0d\u826f\u96c6\u8a08\u3057\u30fb\u4e0d\u826f\u7387\u30fb\u4e0d\u826f\u9ad8\u3044\u9806\u8868\u793a\u30d7\u30ed\u30b0\u30e9\u30e0<\/span><\/h3>\n
import datetime<\/code><\/div>\n
import polars as pl<\/code><\/div>\n
# ==========================================<\/code><\/div>\n
# STEP\u00a0 Polars\u306b\u3088\u308b\u30c7\u30fc\u30bf\u96c6\u8a08\u30fb\u5206\u6790<\/code><\/strong><\/span><\/div>\n
# ==========================================<\/code><\/div>\n
def analyze_production_data(filename=\"production_data.csv\"):\u00a0 \u00a0 #\u95a2\u6570\u5ba3\u8a00<\/code><\/div>\n
\u00a0 \u00a0 # 1. CSV\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f<\/code><\/div>\n
\u00a0 \u00a0 df = pl.read_csv(filename)<\/code><\/div>\n
\u00a0 \u00a0\u00a0<\/code><\/div>\n
\u00a0 \u00a0 # 2. \u5404\u884c\u306e\u4e0d\u826f\u6570\u5408\u8a08\uff08\u4e0d\u826f1\u301c5\uff09\u3092\u8a08\u7b97\u3057\u3001\u65b0\u3057\u3044\u5217\u300c\u7dcf\u4e0d\u826f\u6570\u300d\u3092\u8ffd\u52a0<\/code><\/div>\n
\u00a0 \u00a0 # pl.sum_horizontal \u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u884c\u65b9\u5411\u306e\u8a08\u7b97\u3092\u9ad8\u901f\u306b\u884c\u3048\u307e\u3059<\/code><\/div>\n
\u00a0 \u00a0 df_with_total_defects = df.with_columns(<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 pl.sum_horizontal(pl.col(r\"^\u4e0d\u826f\\d+$\")).alias(\"\u7dcf\u4e0d\u826f\u6570\")\u3000\u3000
\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0#\u5404\u884c\u3067\u300c\u4e0d\u826f\uff0b\u6570\u300d\u306e\u5217\u5168\u3066\u5408\u8a08\u3057\u300c\u7dcf\u4e0d\u826f\u6570\u300d\u5217\u3092\u4f5c\u308c<\/code><\/div>\n
\u00a0 \u00a0 )<\/code><\/div>\n
\u00a0 \u00a0\u00a0<\/code><\/div>\n
\u00a0 \u00a0 # 3. \u54c1\u540d\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3066\u3001\u88fd\u9020\u6570\u3068\u7dcf\u4e0d\u826f\u6570\u3092\u5408\u8a08<\/code><\/div>\n
\u00a0 \u00a0 summary_df = df_with_total_defects.group_by(\"\u54c1\u540d\").agg(<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 pl.col(\"\u88fd\u9020\u6570\").sum().alias(\"\u7dcf\u88fd\u9020\u6570\"),<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 pl.col(\"\u7dcf\u4e0d\u826f\u6570\").sum().alias(\"\u7dcf\u4e0d\u826f\u6570\")<\/code><\/div>\n
\u00a0 \u00a0 )<\/code><\/div>\n
\u00a0 \u00a0\u00a0<\/code><\/div>\n
\u00a0 \u00a0 # 4. \u4e0d\u826f\u7387\u306e\u8a08\u7b97\u3068\u30bd\u30fc\u30c8<\/code><\/div>\n
\u00a0 \u00a0 # \u4e0d\u826f\u7387 = \u7dcf\u4e0d\u826f\u6570 \/ \u7dcf\u88fd\u9020\u6570<\/code><\/div>\n
\u00a0 \u00a0 result_df = summary_df.with_columns(<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 (pl.col(\"\u7dcf\u4e0d\u826f\u6570\") \/ pl.col(\"\u7dcf\u88fd\u9020\u6570\")).alias(\"\u4e0d\u826f\u7387\")<\/code><\/div>\n
\u00a0 \u00a0 ).sort(\"\u4e0d\u826f\u7387\", descending=True) # descending=True \u3067\u9ad8\u3044\u9806\uff08\u964d\u9806\uff09<\/code><\/div>\n
\u00a0 \u00a0\u00a0<\/code><\/div>\n
\u00a0 \u00a0 # 5. \u7d50\u679c\u306e\u8868\u793a\uff08\u4e0d\u826f\u7387\u306f\u30d1\u30fc\u30bb\u30f3\u30c8\u8868\u8a18\u3067\u898b\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u306b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u751f\u5024\uff09<\/code><\/div>\n
\u00a0 \u00a0 print(\"--- \u4e0d\u826f\u7387\u304c\u9ad8\u3044\u9806\u306e\u96c6\u8a08\u7d50\u679c ---\")<\/code><\/div>\n
\u00a0 \u00a0 print(result_df)<\/code><\/div>\n
\u00a0 \u00a0\u00a0<\/code><\/div>\n
\u00a0 \u00a0 # \u5fc5\u8981\u306b\u5fdc\u3058\u3066CSV\u3084Excel\u306b\u66f8\u304d\u51fa\u3057\u53ef\u80fd<\/code><\/div>\n
\u00a0 \u00a0 # result_df.write_csv(\"summary_result.csv\")<\/code><\/div>\n
\u00a0<\/div>\n
if __name__ == \"__main__\":\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0#\u95a2\u6570\u5b9f\u884c\u3059\u308b\u305e<\/code><\/div>\n
\u00a0 \u00a0 # \u4e8b\u524d\u306b pip install polars \u304c\u5fc5\u8981\u3067\u3059<\/code><\/div>\n
\u00a0 \u00a0 analyze_production_data()<\/code><\/div>\n

 <\/p>\n

\u306a\u304a\u3001\u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0\uff08\u5143\u30c7\u30fc\u30bf\uff09\u3092\u4f5c\u3063\u3066\u3068\u4f9d\u983c\u3057\u305f\u306e\u304c\u4e0b\u8a18\u306ePolars\u3000\u30d7\u30ed\u30b0\u30e9\u30e0<\/strong><\/span><\/p>\n

import datetime<\/code><\/div>\n
import random<\/code><\/div>\n
import polars as pl<\/code><\/div>\n
# ==========================================<\/code><\/div>\n
# STEP\u00a0 \u30b5\u30f3\u30d7\u30ebCSV\u30c7\u30fc\u30bf\u306e\u751f\u6210<\/code><\/div>\n
# ==========================================<\/code><\/div>\n
def create_sample_csv(filename=\"production_data.csv\"):\u00a0 \u00a0 \u00a0 \u00a0 #\u95a2\u6570\u5ba3\u8a00<\/code><\/div>\n
\u00a0 \u00a0 products = [\"\u88fd\u54c1A\", \"\u88fd\u54c1B\", \"\u88fd\u54c1C\", \"\u88fd\u54c1D\", \"\u88fd\u54c1E\"]<\/code><\/div>\n
\u00a0 \u00a0 start_date = datetime.date(2026, 7, 1)<\/code><\/div>\n
\u00a0 \u00a0\u00a0<\/code><\/div>\n
\u00a0 \u00a0 # CSV\u306e\u30d8\u30c3\u30c0\u30fc<\/code><\/div>\n
\u00a0 \u00a0 headers = [\"\u88fd\u9020\u5e74\u6708\u65e5\", \"\u54c1\u540d\", \"\u88fd\u9020\u6570\", \"\u4e0d\u826f1\", \"\u4e0d\u826f2\", \"\u4e0d\u826f3\", \"\u4e0d\u826f4\", \"\u4e0d\u826f5\"]<\/code><\/div>\n
\u00a0 \u00a0\u00a0<\/code><\/div>\n
\u00a0 \u00a0 data_rows = []<\/code><\/div>\n
\u00a0 \u00a0\u00a0<\/code><\/div>\n
\u00a0 \u00a0 # 5\u54c1\u7a2e \u00d7 10\u65e5\u9593 = 50\u884c\u306e\u30c7\u30fc\u30bf\u3092\u751f\u6210<\/code><\/div>\n
\u00a0 \u00a0 for day in range(10):<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 current_date = start_date + datetime.timedelta(days=day)<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 for prod in products:<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # \u88fd\u9020\u6570\u306f10\u304b\u3089100\u306e\u30e9\u30f3\u30c0\u30e0<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 make_count = random.randint(10, 100)<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # \u4e0d\u826f\u6570\u306f\u88fd\u9020\u6570\u3092\u8d85\u3048\u306a\u3044\u3088\u3046\u306b\u3001\u304b\u3064\u73fe\u5b9f\u7684\u306a\u7bc4\u56f2\uff08\u54040\u301c3\u500b\u7a0b\u5ea6\uff09\u3067\u30e9\u30f3\u30c0\u30e0\u751f\u6210<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 defect1 = random.randint(0, min(3, make_count \/\/ 5))<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 defect2 = random.randint(0, min(3, make_count \/\/ 5))<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 defect3 = random.randint(0, min(3, make_count \/\/ 5))<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 defect4 = random.randint(0, min(3, make_count \/\/ 5))<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 defect5 = random.randint(0, min(3, make_count \/\/ 5))<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 row = [<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 current_date.strftime(\"%Y-%m-%d\"),<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 prod,<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 make_count,<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 defect1,<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 defect2,<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 defect3,<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 defect4,<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 defect5<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 ]<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 data_rows.append(row)<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/code><\/div>\n
\u00a0 \u00a0 # \u30d5\u30a1\u30a4\u30eb\u66f8\u304d\u8fbc\u307f<\/code><\/div>\n
\u00a0 \u00a0 with open(filename, \"w\", encoding=\"utf-8\") as f:<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 f.write(\",\".join(headers) + \"\\n\")<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 for row in data_rows:<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 f.write(\",\".join(map(str, row)) + \"\\n\")<\/code><\/div>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/code><\/div>\n
\u00a0 \u00a0 print(f\"\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f: {filename}\\n\")<\/code><\/div>\n
\n
if __name__ == \"__main__\":\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0#\u95a2\u6570\u5b9f\u884c\u3059\u308b\u305e<\/code><\/div>\n
\u00a0 \u00a0 # \u4e8b\u524d\u306b pip install polars \u304c\u5fc5\u8981\u3067\u3059<\/code><\/div>\n
\u00a0 \u00a0 create_sample_csv()<\/code><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"\u6700\u8fd1\u3001AI\u304c\u9032\u5c55\u3057\u73fe\u5834\u3067\u306e\u6d3b\u7528\u63a8\u9032\u304c\u59cb\u307e\u3063\u3066\u3044\u308b\u3002 \u88fd\u9020\u73fe\u5834\u3067\u306f\u3001\u6bce\u65e5\u5927\u91cf\u306e\u88fd\u9020\u30c7\u30fc\u30bf\u304c\u3067\u304d\u308b\u3002\u73fe\u5834\u304c\u81ea\u4e3b\u7684\u306b\u5206\u6790\u3067\u304d\u305f\u3089\u5f37\u307f\u306b\u306a\u308b\u3002 AI\u306b\u6307\u793a\u3057\u305f\u3089\u4f7f\u3048\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u3063\u3066\u304f\u308c\u308b\u3068\u3044\u3046\u3002 \u3057\u304b\u3057\u3001\u7121\u6599AI\u306b\u306f\u3001\u73fe\u5834\u306e …","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","vk-ltc-link":"","vk-ltc-target":"0"},"categories":[24],"tags":[],"class_list":["post-7952","post","type-post","status-publish","format-standard","hentry","category-iot-it"],"_links":{"self":[{"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/posts\/7952","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/comments?post=7952"}],"version-history":[{"count":15,"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/posts\/7952\/revisions"}],"predecessor-version":[{"id":7959,"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/posts\/7952\/revisions\/7959"}],"wp:attachment":[{"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/media?parent=7952"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/categories?post=7952"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/tags?post=7952"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}