{"id":112423,"date":"2026-10-03T14:57:32","date_gmt":"2026-10-03T06:57:32","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/112423.html"},"modified":"2026-10-03T14:57:32","modified_gmt":"2026-10-03T06:57:32","slug":"%e3%80%902027%e7%b2%be%e5%93%81%e5%a4%a7%e6%95%b0%e6%8d%ae%e3%80%91%e5%9f%ba%e4%ba%8e%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%9a%84%e4%ba%ac%e4%b8%9c%e6%b6%88%e8%b4%b9%e8%80%85%e6%95%b0%e6%8d%ae%e5%88%86","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/112423.html","title":{"rendered":"\u30102027\u7cbe\u54c1\u5927\u6570\u636e\u3011\u57fa\u4e8e\u5927\u6570\u636e\u7684\u4eac\u4e1c\u6d88\u8d39\u8005\u6570\u636e\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u7cfb\u7edf\uff08\u9644\u6e90\u7801\u8d44\u6599\uff09\u6570\u636e\u5206\u6790\uff0c\u53ef\u89c6\u5316\u5927\u5c4f_\u6bd5\u8bbe\u9009\u9898\u63a8\u8350_SPark_\u6570\u636e\u6316\u6398_Hadoop_\u6bd5\u8bbe\u6307\u5bfc"},"content":{"rendered":"<p>&#x1f496;&#x1f496;\u4f5c\u8005&#xff1a;\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1\u6c5f\u633d 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decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003065728-6ac0a75896ae5.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003065729-6ac0a75929b8f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003065729-6ac0a7597dcc7.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003065729-6ac0a759d2d0f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003065730-6ac0a75a3618d.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003065730-6ac0a75ac933d.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003065731-6ac0a75b1eece.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003065731-6ac0a75b7763d.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u4eac\u4e1c\u6d88\u8d39\u8005\u6570\u636e\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u7cfb\u7edf\u4ee3\u7801\u5c55\u793a<\/h2>\n<p><span class=\"token keyword\">from<\/span> pyspark<span class=\"token punctuation\">.<\/span>sql <span class=\"token keyword\">import<\/span> SparkSession<br \/>\n<span class=\"token keyword\">from<\/span> pyspark<span class=\"token punctuation\">.<\/span>sql<span class=\"token punctuation\">.<\/span>functions <span class=\"token keyword\">import<\/span> col<span class=\"token punctuation\">,<\/span> count<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">sum<\/span> <span class=\"token keyword\">as<\/span> _sum<span class=\"token punctuation\">,<\/span> avg<span class=\"token punctuation\">,<\/span> when<span class=\"token punctuation\">,<\/span> desc<span class=\"token punctuation\">,<\/span> row_number<br \/>\n<span class=\"token keyword\">from<\/span> pyspark<span class=\"token punctuation\">.<\/span>sql<span class=\"token punctuation\">.<\/span>window <span class=\"token keyword\">import<\/span> Window<\/p>\n<p>spark <span class=\"token operator\">&#061;<\/span> SparkSession<span class=\"token punctuation\">.<\/span>builder \\\\<br \/>\n    <span class=\"token punctuation\">.<\/span>appName<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;JingDongConsumerAnalysis&#034;<\/span><span class=\"token punctuation\">)<\/span> \\\\<br \/>\n    <span class=\"token punctuation\">.<\/span>master<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;local[*]&#034;<\/span><span class=\"token punctuation\">)<\/span> \\\\<br \/>\n    <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;\/user\/hive\/warehouse&#034;<\/span><span class=\"token punctuation\">)<\/span> \\\\<br \/>\n    <span class=\"token punctuation\">.<\/span>enableHiveSupport<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> \\\\<br \/>\n    <span class=\"token punctuation\">.<\/span>getOrCreate<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">build_user_profile<\/span><span class=\"token punctuation\">(<\/span>order_df<span class=\"token punctuation\">,<\/span> user_df<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    user_base <span class=\"token operator\">&#061;<\/span> user_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;age&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;gender&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;city&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;register_time&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    order_stat <span class=\"token operator\">&#061;<\/span> order_df<span class=\"token punctuation\">.<\/span>groupBy<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user_id&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>agg<span class=\"token punctuation\">(<\/span><br \/>\n        count<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_count&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        _sum<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        avg<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;avg_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    profile_df <span class=\"token operator\">&#061;<\/span> user_base<span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>order_stat<span class=\"token punctuation\">,<\/span> on<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;user_id&#034;<\/span><span class=\"token punctuation\">,<\/span> how<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;left&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>fillna<span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/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><br \/>\n        <span class=\"token string\">&#034;value_level&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        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\">10000<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u9ad8\u4ef7\u503c&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <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;\u4e2d\u4ef7\u503c&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span>otherwise<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4f4e\u4ef7\u503c&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <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><br \/>\n        <span class=\"token string\">&#034;age_group&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;age&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">25<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;18-24&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;age&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">35<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;25-34&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;age&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">45<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;35-44&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span>otherwise<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;45\u4ee5\u4e0a&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    profile_result <span class=\"token operator\">&#061;<\/span> profile_df<span class=\"token punctuation\">.<\/span>groupBy<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;age_group&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;gender&#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>agg<span class=\"token punctuation\">(<\/span><br \/>\n        count<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user_id&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user_num&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        avg<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;avg_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;avg_order_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    profile_result<span class=\"token punctuation\">.<\/span>write<span class=\"token punctuation\">.<\/span>mode<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;overwrite&#034;<\/span><span class=\"token punctuation\">)<\/span><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 string\">&#034;true&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>csv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/output\/user_profile&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> profile_result<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">analyze_category_preference<\/span><span class=\"token punctuation\">(<\/span>order_df<span class=\"token punctuation\">,<\/span> product_df<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    product_category <span class=\"token operator\">&#061;<\/span> product_df<span class=\"token punctuation\">.<\/span>select<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;product_id&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;category_name&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;brand_name&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    order_product <span class=\"token operator\">&#061;<\/span> order_df<span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>product_category<span class=\"token punctuation\">,<\/span> on<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;product_id&#034;<\/span><span class=\"token punctuation\">,<\/span> how<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;inner&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    category_stat <span class=\"token operator\">&#061;<\/span> order_product<span class=\"token punctuation\">.<\/span>groupBy<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;category_name&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>agg<span class=\"token punctuation\">(<\/span><br \/>\n        count<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;sale_count&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        _sum<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;sale_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        avg<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;avg_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    category_stat <span class=\"token operator\">&#061;<\/span> category_stat<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token string\">&#034;sale_rank&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        row_number<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>over<span class=\"token punctuation\">(<\/span>Window<span class=\"token punctuation\">.<\/span>orderBy<span class=\"token punctuation\">(<\/span>desc<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;sale_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    category_result <span class=\"token operator\">&#061;<\/span> category_stat<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">filter<\/span><span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;sale_rank&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    brand_stat <span class=\"token operator\">&#061;<\/span> order_product<span class=\"token punctuation\">.<\/span>groupBy<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;brand_name&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>agg<span class=\"token punctuation\">(<\/span><br \/>\n        count<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;brand_order_count&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        _sum<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;brand_sale_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    brand_result <span class=\"token operator\">&#061;<\/span> brand_stat<span class=\"token punctuation\">.<\/span>orderBy<span class=\"token punctuation\">(<\/span>desc<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;brand_sale_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>limit<span class=\"token punctuation\">(<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    category_result<span class=\"token punctuation\">.<\/span>write<span class=\"token punctuation\">.<\/span>mode<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;overwrite&#034;<\/span><span class=\"token punctuation\">)<\/span><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 string\">&#034;true&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>csv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/output\/category_preference&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    brand_result<span class=\"token punctuation\">.<\/span>write<span class=\"token punctuation\">.<\/span>mode<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;overwrite&#034;<\/span><span class=\"token punctuation\">)<\/span><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 string\">&#034;true&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>csv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/output\/brand_hot&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> category_result<span class=\"token punctuation\">,<\/span> brand_result<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">analyze_shop_operation<\/span><span class=\"token punctuation\">(<\/span>order_df<span class=\"token punctuation\">,<\/span> shop_df<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    shop_base <span class=\"token operator\">&#061;<\/span> shop_df<span class=\"token punctuation\">.<\/span>select<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;shop_id&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;shop_name&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;shop_type&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;open_time&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    shop_order <span class=\"token operator\">&#061;<\/span> order_df<span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>shop_base<span class=\"token punctuation\">,<\/span> on<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;shop_id&#034;<\/span><span class=\"token punctuation\">,<\/span> how<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;inner&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    shop_stat <span class=\"token operator\">&#061;<\/span> shop_order<span class=\"token punctuation\">.<\/span>groupBy<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;shop_id&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;shop_name&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;shop_type&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>agg<span class=\"token punctuation\">(<\/span><br \/>\n        count<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_count&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        _sum<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_sales&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        avg<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;avg_order_amount&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    shop_stat <span class=\"token operator\">&#061;<\/span> shop_stat<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token string\">&#034;shop_level&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_sales&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">50000<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5934\u90e8\u5e97\u94fa&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span>when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_sales&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">10000<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u6210\u957f\u5e97\u94fa&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span>otherwise<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u666e\u901a\u5e97\u94fa&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    shop_stat <span class=\"token operator\">&#061;<\/span> shop_stat<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token string\">&#034;order_rank&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        row_number<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>over<span class=\"token punctuation\">(<\/span>Window<span class=\"token punctuation\">.<\/span>partitionBy<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;shop_type&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>orderBy<span class=\"token punctuation\">(<\/span>desc<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_sales&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    shop_result <span class=\"token operator\">&#061;<\/span> shop_stat<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">filter<\/span><span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_rank&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    shop_result<span class=\"token punctuation\">.<\/span>write<span class=\"token punctuation\">.<\/span>mode<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;overwrite&#034;<\/span><span class=\"token punctuation\">)<\/span><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 string\">&#034;true&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>csv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/output\/shop_operation&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> 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