{"id":110088,"date":"2026-09-25T21:09:42","date_gmt":"2026-09-25T13:09:42","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/110088.html"},"modified":"2026-09-25T21:09:42","modified_gmt":"2026-09-25T13:09:42","slug":"%e8%ae%a1%e7%ae%97%e6%9c%ba%e6%af%95%e4%b8%9a%e8%ae%be%e8%ae%a1%e9%80%89%e9%a2%98%e6%8e%a8%e8%8d%90%e5%9f%ba%e4%ba%8e%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%9a%84%e7%94%b5%e5%ad%90%e5%95%86%e5%8a%a1%e7%94%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/110088.html","title":{"rendered":"\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1\u9009\u9898\u63a8\u8350:\u57fa\u4e8e\u5927\u6570\u636e\u7684\u7535\u5b50\u5546\u52a1\u7528\u6237\u884c\u4e3a\u4e0e\u4ea4\u6613\u6570\u636e\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u3001\u6bd5\u4e1a\u8bbe\u8ba1\u9009\u9898\u3001\u9009\u9898\u63a8\u8350\u3001\u9ad8\u8d28\u91cf\u9879\u76ee\u3001\u6bd5\u8bbe\u6307\u5bfc\u3001\u9879\u76ee\u5b9a\u5236\u3001\u6e90\u7801\u3001\u8bb2\u89e3\u6587\u6863"},"content":{"rendered":"<p>&#x1f496;&#x1f496;\u4f5c\u8005&#xff1a;\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1\u5c0f\u9014 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src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260925130934-6ab6728ecd051.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260925130935-6ab6728fe18e0.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260925130936-6ab67290846df.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260925130937-6ab6729126b27.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260925130937-6ab67291c2b3c.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260925130938-6ab672926d1fd.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260925130939-6ab672931025e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260925130939-6ab67293d2511.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260925130940-6ab6729481ae7.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>\u7535\u5b50\u5546\u52a1\u7528\u6237\u884c\u4e3a\u4e0e\u4ea4\u6613\u6570\u636e\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u7cfb\u7edf\u4ee3\u7801\u5c55\u793a<\/h2>\n<p>spark <span class=\"token operator\">&#061;<\/span> SparkSession<span class=\"token punctuation\">.<\/span>builder<span class=\"token punctuation\">.<\/span>appName<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;EcommerceUserTradeAnalysis&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>master<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;local[*]&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>config<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;spark.sql.warehouse.dir&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;hdfs:\/\/\/user\/warehouse&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>getOrCreate<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">analyze_user_value<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    behavior_path <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;hdfs:\/\/\/ecommerce\/behavior\/*&#034;<\/span><br \/>\n    order_path <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;hdfs:\/\/\/ecommerce\/order\/*&#034;<\/span><br \/>\n    user_df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;header&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>csv<span class=\"token punctuation\">(<\/span>behavior_path<span class=\"token punctuation\">)<\/span><br \/>\n    order_df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;header&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>csv<span class=\"token punctuation\">(<\/span>order_path<span class=\"token punctuation\">)<\/span><br \/>\n    user_df<span class=\"token punctuation\">.<\/span>createOrReplaceTempView<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user_behavior&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    order_df<span class=\"token punctuation\">.<\/span>createOrReplaceTempView<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_trade&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    value_df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>sql<span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n        select user_id,<br \/>\n               max(order_time) as last_buy_time,<br \/>\n               count(distinct order_id) as buy_frequency,<br \/>\n               sum(pay_amount) as total_amount,<br \/>\n               avg(pay_amount) as avg_amount<br \/>\n        from order_trade<br \/>\n        where order_status in (&#039;\u5df2\u652f\u4ed8&#039;,&#039;\u5df2\u5b8c\u6210&#039;)<br \/>\n        group by user_id<br \/>\n    &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    value_df <span class=\"token operator\">&#061;<\/span> value_df<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;R&#034;<\/span><span class=\"token punctuation\">,<\/span> datediff<span class=\"token punctuation\">(<\/span>current_date<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;last_buy_time&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    value_df <span class=\"token operator\">&#061;<\/span> value_df<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;F_score&#034;<\/span><span class=\"token punctuation\">,<\/span> when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;buy_frequency&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;buy_frequency&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">6<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;buy_frequency&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;buy_frequency&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>otherwise<span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    value_df <span class=\"token operator\">&#061;<\/span> value_df<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;M_score&#034;<\/span><span class=\"token punctuation\">,<\/span> when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">5000<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">2000<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">800<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">200<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>otherwise<span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    value_df <span class=\"token operator\">&#061;<\/span> value_df<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;value_level&#034;<\/span><span class=\"token punctuation\">,<\/span> when<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;F_score&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&#043;<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;M_score&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">9<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;\u9ad8\u4ef7\u503c&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;F_score&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&#043;<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;M_score&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">6<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;\u6f5c\u529b&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>otherwise<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u666e\u901a&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> value_df<span class=\"token punctuation\">.<\/span>select<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user_id&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;last_buy_time&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;buy_frequency&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;total_amount&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;value_level&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>collect<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    cursor <span class=\"token operator\">&#061;<\/span> connection<span class=\"token punctuation\">.<\/span>cursor<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> row <span class=\"token keyword\">in<\/span> result<span class=\"token punctuation\">:<\/span><br \/>\n        cursor<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;replace into user_value_analysis(user_id,last_buy_time,buy_frequency,total_amount,value_level) values(%s,%s,%s,%s,%s)&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>user_id<span class=\"token punctuation\">,<\/span>row<span class=\"token punctuation\">.<\/span>last_buy_time<span class=\"token punctuation\">,<\/span>row<span class=\"token punctuation\">.<\/span>buy_frequency<span class=\"token punctuation\">,<\/span>row<span class=\"token punctuation\">.<\/span>total_amount<span class=\"token punctuation\">,<\/span>row<span class=\"token punctuation\">.<\/span>value_level<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    connection<span class=\"token punctuation\">.<\/span>commit<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> JsonResponse<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">200<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;\u7528\u6237\u4ef7\u503c\u5206\u6790\u5b8c\u6210&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;count&#034;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">analyze_trade_quality<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    trade_df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;header&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>csv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;hdfs:\/\/\/ecommerce\/order\/*&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    trade_df<span class=\"token punctuation\">.<\/span>createOrReplaceTempView<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;trade_detail&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    quality_df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>sql<span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n        select category_id,<br \/>\n               count(order_id) as order_count,<br \/>\n               sum(case when order_status in (&#039;\u5df2\u652f\u4ed8&#039;,&#039;\u5df2\u5b8c\u6210&#039;) then 1 else 0 end) as success_count,<br \/>\n               sum(case when order_status in (&#039;\u5df2\u9000\u6b3e&#039;,&#039;\u9000\u6b3e\u4e2d&#039;) then 1 else 0 end) as refund_count,<br \/>\n               sum(pay_amount) as total_amount,<br \/>\n               avg(pay_amount) as avg_amount<br \/>\n        from trade_detail<br \/>\n        group by category_id<br \/>\n    &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    quality_df <span class=\"token operator\">&#061;<\/span> quality_df<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;success_rate&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;success_count&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">\/<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_count&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">*<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    quality_df <span class=\"token operator\">&#061;<\/span> quality_df<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;refund_rate&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;refund_count&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">\/<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_count&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">*<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    quality_df <span class=\"token operator\">&#061;<\/span> quality_df<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;quality_tag&#034;<\/span><span class=\"token punctuation\">,<\/span> when<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;success_rate&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">90<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&amp;<\/span><span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;refund_rate&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&lt;&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;\u4f18\u8d28&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;refund_rate&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;<\/span><span class=\"token number\">15<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;\u9700\u5173\u6ce8&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>otherwise<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6b63\u5e38&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    quality_rows <span class=\"token operator\">&#061;<\/span> quality_df<span class=\"token punctuation\">.<\/span>collect<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    cursor <span class=\"token operator\">&#061;<\/span> connection<span class=\"token punctuation\">.<\/span>cursor<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> row <span class=\"token keyword\">in<\/span> quality_rows<span class=\"token punctuation\">:<\/span><br \/>\n        cursor<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;replace into trade_quality_analysis(category_id,order_count,success_rate,refund_rate,total_amount,quality_tag) values(%s,%s,%s,%s,%s,%s)&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>category_id<span class=\"token punctuation\">,<\/span>row<span class=\"token punctuation\">.<\/span>order_count<span class=\"token punctuation\">,<\/span>row<span class=\"token punctuation\">.<\/span>success_rate<span class=\"token punctuation\">,<\/span>row<span class=\"token punctuation\">.<\/span>refund_rate<span class=\"token punctuation\">,<\/span>row<span class=\"token punctuation\">.<\/span>total_amount<span class=\"token punctuation\">,<\/span>row<span class=\"token punctuation\">.<\/span>quality_tag<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    connection<span class=\"token punctuation\">.<\/span>commit<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> JsonResponse<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">200<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;\u4ea4\u6613\u8d28\u91cf\u5206\u6790\u5b8c\u6210&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;count&#034;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>quality_rows<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">analyze_group_profile<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    user_df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;header&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>csv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;hdfs:\/\/\/ecommerce\/user\/*&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    order_df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;header&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>csv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;hdfs:\/\/\/ecommerce\/order\/*&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    behavior_df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;header&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>csv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;hdfs:\/\/\/ecommerce\/behavior\/*&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    user_df<span class=\"token punctuation\">.<\/span>createOrReplaceTempView<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user_info&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    order_df<span class=\"token punctuation\">.<\/span>createOrReplaceTempView<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_info&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    behavior_df<span class=\"token punctuation\">.<\/span>createOrReplaceTempView<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;behavior_info&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    profile_df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>sql<span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n        select u.user_id,<br \/>\n               u.age_range,<br \/>\n               u.member_level,<br \/>\n               u.region,<br \/>\n               count(distinct b.session_id) as session_count,<br \/>\n               sum(case when b.event_type&#061;&#039;click&#039; then 1 else 0 end) as click_count,<br \/>\n               sum(o.pay_amount) as total_amount,<br \/>\n               count(distinct o.order_id) as order_count<br \/>\n        from user_info u<br \/>\n        left join behavior_info b on u.user_id&#061;b.user_id<br \/>\n        left join order_info o on u.user_id&#061;o.user_id<br \/>\n        group by u.user_id,u.age_range,u.member_level,u.region<br \/>\n    &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    profile_df <span class=\"token operator\">&#061;<\/span> profile_df<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;active_tag&#034;<\/span><span class=\"token punctuation\">,<\/span> when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;session_count&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;\u9ad8\u6d3b\u8dc3&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;session_count&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">8<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;\u4e2d\u6d3b\u8dc3&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>otherwise<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4f4e\u6d3b\u8dc3&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    profile_df <span class=\"token operator\">&#061;<\/span> profile_df<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;consume_tag&#034;<\/span><span class=\"token punctuation\">,<\/span> when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">3000<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;\u9ad8\u6d88\u8d39&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;&#061;<\/span><span class=\"token number\">800<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">&#034;\u4e2d\u6d88\u8d39&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>otherwise<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4f4e\u6d88\u8d39&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    profile_df <span class=\"token operator\">&#061;<\/span> profile_df<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;group_label&#034;<\/span><span class=\"token punctuation\">,<\/span> concat_ws<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;-&#034;<\/span><span class=\"token punctuation\">,<\/span> col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;age_range&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;member_level&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;active_tag&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;consume_tag&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    profile_rows <span class=\"token operator\">&#061;<\/span> profile_df<span class=\"token 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