{"id":58531,"date":"2025-08-16T11:56:36","date_gmt":"2025-08-16T03:56:36","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/58531.html"},"modified":"2025-08-16T11:56:36","modified_gmt":"2025-08-16T03:56:36","slug":"%e5%9f%ba%e4%ba%8e%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%9a%84%e5%84%bf%e7%ab%a5%e5%87%ba%e7%94%9f%e4%bd%93%e9%87%8d%e5%92%8c%e5%a6%8a%e5%a8%a0%e6%9c%9f%e6%95%b0%e6%8d%ae%e7%b3%bb%e7%bb%9f-%e8%bf%99","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/58531.html","title":{"rendered":"\u57fa\u4e8e\u5927\u6570\u636e\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf | \u8fd9\u5957\u57fa\u4e8eHadoop+Spark\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u6570\u636e\u7cfb\u7edf\uff0c\u7a76\u7adf\u6709\u4ec0\u4e48\u795e\u5947\u4e4b\u5904\uff1f"},"content":{"rendered":"<p>&#x1f496;&#x1f496;\u4f5c\u8005&#xff1a;\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1\u6c5f\u633d 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\u6df1\u5ea6\u5b66\u4e60\u5b9e\u6218\u9879\u76ee<\/p>\n<\/p>\n<h4>\u76ee\u5f55<\/h4>\n<ul>\n<li>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf\u4ecb\u7ecd<\/li>\n<li>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf\u6f14\u793a\u89c6\u9891<\/li>\n<li>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf\u6f14\u793a\u56fe\u7247<\/li>\n<li>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf\u4ee3\u7801\u5c55\u793a<\/li>\n<li>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf\u6587\u6863\u5c55\u793a<\/li>\n<\/ul>\n<h2>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf\u4ecb\u7ecd<\/h2>\n<p>\u300a\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf\u300b\u662f\u4e00\u5957\u57fa\u4e8e\u5927\u6570\u636e\u6280\u672f\u67b6\u6784\u7684\u533b\u7597\u5065\u5eb7\u6570\u636e\u5206\u6790\u5e73\u53f0&#xff0c;\u91c7\u7528Hadoop\u5206\u5e03\u5f0f\u5b58\u50a8\u6846\u67b6\u548cSpark\u5927\u6570\u636e\u8ba1\u7b97\u5f15\u64ce\u4f5c\u4e3a\u6838\u5fc3\u6280\u672f\u652f\u6491&#xff0c;\u5b9e\u73b0\u5bf9\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u53ca\u76f8\u5173\u598a\u5a20\u671f\u6570\u636e\u7684\u6df1\u5ea6\u6316\u6398\u4e0e\u667a\u80fd\u5206\u6790\u3002\u7cfb\u7edf\u652f\u6301Python&#043;Django\u548cJava&#043;Spring Boot\u53cc\u6280\u672f\u6808\u5f00\u53d1\u6a21\u5f0f&#xff0c;\u524d\u7aef\u91c7\u7528Vue&#043;ElementUI&#043;Echarts\u6784\u5efa\u73b0\u4ee3\u5316\u4ea4\u4e92\u754c\u9762&#xff0c;\u540e\u7aef\u901a\u8fc7MySQL\u6570\u636e\u5e93\u8fdb\u884c\u6570\u636e\u6301\u4e45\u5316\u5b58\u50a8&#xff0c;\u5229\u7528Spark SQL\u3001Pandas\u3001NumPy\u7b49\u6570\u636e\u79d1\u5b66\u5de5\u5177\u5e93\u5b9e\u73b0\u9ad8\u6548\u7684\u6570\u636e\u5904\u7406\u4e0e\u7edf\u8ba1\u5206\u6790\u3002\u7cfb\u7edf\u6838\u5fc3\u529f\u80fd\u6db5\u76d6\u7528\u6237\u7ba1\u7406\u3001\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7ba1\u7406\u3001\u5b55\u671f\u4f53\u91cd\u5173\u8054\u5206\u6790\u3001\u5065\u5eb7\u4e60\u60ef\u5f71\u54cd\u5206\u6790\u3001\u6bcd\u4eb2\u7279\u5f81\u5f71\u54cd\u5206\u6790\u3001\u591a\u56e0\u7d20\u7efc\u5408\u5206\u6790\u4ee5\u53ca\u6838\u5fc3\u6307\u6807\u5206\u5e03\u5206\u6790\u7b49\u591a\u4e2a\u7ef4\u5ea6&#xff0c;\u901a\u8fc7HDFS\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\u4fdd\u969c\u6d77\u91cf\u533b\u7597\u6570\u636e\u7684\u5b89\u5168\u5b58\u50a8&#xff0c;\u8fd0\u7528Spark\u5f3a\u5927\u7684\u5185\u5b58\u8ba1\u7b97\u80fd\u529b\u5bf9\u598a\u5a20\u671f\u5404\u9879\u6307\u6807\u4e0e\u65b0\u751f\u513f\u51fa\u751f\u4f53\u91cd\u4e4b\u95f4\u7684\u5173\u8054\u6027\u8fdb\u884c\u6df1\u5165\u6316\u6398&#xff0c;\u4e3a\u533b\u7597\u5de5\u4f5c\u8005\u63d0\u4f9b\u79d1\u5b66\u7684\u6570\u636e\u652f\u6491\u548c\u51b3\u7b56\u4f9d\u636e&#xff0c;\u540c\u65f6\u4e3a\u5b55\u4ea7\u5987\u5065\u5eb7\u7ba1\u7406\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u6307\u5bfc\u5efa\u8bae&#xff0c;\u5145\u5206\u5c55\u73b0\u4e86\u5927\u6570\u636e\u6280\u672f\u5728\u533b\u7597\u5065\u5eb7\u9886\u57df\u7684\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u3002<\/p>\n<h2>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf\u6f14\u793a\u89c6\u9891<\/h2>\n<\/p>\n<p>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf | \u8fd9\u5957\u57fa\u4e8eHadoop&#043;Spark\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u6570\u636e\u7cfb\u7edf&#xff0c;\u7a76\u7adf\u6709\u4ec0\u4e48\u795e\u5947\u4e4b\u5904&#xff1f;<\/p>\n<\/p>\n<h2>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf\u6f14\u793a\u56fe\u7247<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250816035542-68a0013e41dd5.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250816035553-68a00149b3b3f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250816035602-68a0015258693.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250816035610-68a0015a0a19e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250816035616-68a0016042c8b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250816035621-68a00165bc75b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250816035627-68a0016b0994a.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250816035631-68a0016f2ead7.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf\u4ee3\u7801\u5c55\u793a<\/h2>\n<p><span class=\"token comment\"># 1. \u5b55\u671f\u4f53\u91cd\u5173\u8054\u5206\u6790\u6838\u5fc3\u529f\u80fd<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">pregnancy_weight_correlation_analysis<\/span><span class=\"token punctuation\">(<\/span>pregnancy_data<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u6570\u636e\u9884\u5904\u7406\u548c\u6e05\u6d17<\/span><br \/>\n    cleaned_data <span class=\"token operator\">&#061;<\/span> pregnancy_data<span class=\"token punctuation\">.<\/span>dropna<span class=\"token punctuation\">(<\/span>subset<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;pregnancy_week&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;mother_weight&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;baby_birth_weight&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;weight_gain&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;mother_weight&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#8211;<\/span> cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;initial_weight&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;weight_gain_rate&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;weight_gain&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">\/<\/span> cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;pregnancy_week&#039;<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8ba1\u7b97\u5b55\u671f\u5404\u9636\u6bb5\u4f53\u91cd\u589e\u957f\u60c5\u51b5<\/span><br \/>\n    early_stage <span class=\"token operator\">&#061;<\/span> cleaned_data<span class=\"token punctuation\">[<\/span>cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;pregnancy_week&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">12<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    middle_stage <span class=\"token operator\">&#061;<\/span> cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">(<\/span>cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;pregnancy_week&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">12<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&amp;<\/span> <span class=\"token punctuation\">(<\/span>cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;pregnancy_week&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">28<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    late_stage <span class=\"token operator\">&#061;<\/span> cleaned_data<span class=\"token punctuation\">[<\/span>cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;pregnancy_week&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">28<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token comment\"># \u4f7f\u7528Spark SQL\u8fdb\u884c\u5927\u6570\u636e\u5173\u8054\u5206\u6790<\/span><br \/>\n    spark_df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>createDataFrame<span class=\"token punctuation\">(<\/span>cleaned_data<span class=\"token punctuation\">)<\/span><br \/>\n    spark_df<span class=\"token punctuation\">.<\/span>createOrReplaceTempView<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;pregnancy_weight_view&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    correlation_result <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<br \/>\n            CASE WHEN pregnancy_week &lt;&#061; 12 THEN &#039;early&#039;<br \/>\n                 WHEN pregnancy_week &lt;&#061; 28 THEN &#039;middle&#039;<br \/>\n                 ELSE &#039;late&#039; END as stage,<br \/>\n            AVG(weight_gain) as avg_weight_gain,<br \/>\n            AVG(baby_birth_weight) as avg_birth_weight,<br \/>\n            CORR(weight_gain, baby_birth_weight) as correlation_coefficient<br \/>\n        FROM pregnancy_weight_view<br \/>\n        GROUP BY CASE WHEN pregnancy_week &lt;&#061; 12 THEN &#039;early&#039;<br \/>\n                      WHEN pregnancy_week &lt;&#061; 28 THEN &#039;middle&#039;<br \/>\n                      ELSE &#039;late&#039; END<br \/>\n    &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>collect<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8ba1\u7b97\u4f53\u91cd\u589e\u957f\u5f02\u5e38\u68c0\u6d4b<\/span><br \/>\n    weight_gain_std <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>std<span class=\"token punctuation\">(<\/span>cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;weight_gain&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    weight_gain_mean <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span>cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;weight_gain&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    abnormal_threshold <span class=\"token operator\">&#061;<\/span> weight_gain_mean <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">2<\/span> <span class=\"token operator\">*<\/span> weight_gain_std<\/p>\n<p>    abnormal_cases <span class=\"token operator\">&#061;<\/span> cleaned_data<span class=\"token punctuation\">[<\/span>cleaned_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;weight_gain&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;<\/span> abnormal_threshold<span class=\"token punctuation\">]<\/span><br \/>\n    risk_analysis <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#039;total_cases&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>cleaned_data<span 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string\">&#039;correlation_by_stage&#039;<\/span><span class=\"token punctuation\">:<\/span> correlation_result<br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> risk_analysis<\/p>\n<h2>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u513f\u7ae5\u51fa\u751f\u4f53\u91cd\u548c\u598a\u5a20\u671f\u6570\u636e\u7cfb\u7edf\u6587\u6863\u5c55\u793a<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250816035634-68a00172da718.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>&#x1f496;&#x1f496;\u4f5c\u8005&#xff1a;\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1\u6c5f\u633d 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