{"id":121589,"date":"2026-11-03T04:09:31","date_gmt":"2026-11-02T20:09:31","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/121589.html"},"modified":"2026-11-03T04:09:31","modified_gmt":"2026-11-02T20:09:31","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%e5%8c%bb%e9%99%a2%e6%82%a3%e8%80%85%e9%97%ae","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/121589.html","title":{"rendered":"\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1\u9009\u9898\u63a8\u8350:\u57fa\u4e8e\u5927\u6570\u636e\u7684\u533b\u9662\u60a3\u8005\u95ee\u8bca\u6570\u636e\u53ef\u89c6\u5316\u5206\u6790\u3001\u9009\u9898\u63a8\u8350\u3001\u6bd5\u8bbe\u6307\u5bfc\u3001\u9879\u76ee\u5b9a\u5236\u3001\u5168\u5957\u6e90\u7801\u3001\u8bb2\u89e3\u6587\u6863\u3001\u7cbe\u54c1\u65b0\u9879\u76ee"},"content":{"rendered":"<p>&#x1f496;&#x1f496;\u4f5c\u8005&#xff1a;\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1\u5c0f\u9014 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SQL\u3001Pandas\u3001NumPy\u5b8c\u6210\u95ee\u8bca\u6570\u636e\u7684\u8bfb\u53d6\u3001\u6e05\u6d17\u3001\u805a\u5408\u548c\u6307\u6807\u8ba1\u7b97&#xff0c;\u540e\u7aef\u63d0\u4f9bPython&#043;Django\u4e0eJava&#043;Spring 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decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261102200917-6ae8ededc950b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261102200919-6ae8edef567f2.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261102200920-6ae8edf0b1f4e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261102200922-6ae8edf218211.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261102200923-6ae8edf3bd7c6.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261102200925-6ae8edf52997d.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261102200926-6ae8edf687468.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261102200927-6ae8edf7ebb9c.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261102200929-6ae8edf9644a1.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>\u533b\u9662\u60a3\u8005\u95ee\u8bca\u6570\u636e\u53ef\u89c6\u5316\u5206\u6790\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 \/>\nspark <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;HospitalConsultationBigData&#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.shuffle.partitions&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;4&#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\">patient_profile_analysis<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;jdbc&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;url&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;jdbc:mysql:\/\/localhost:3306\/hospital_consult&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;dbtable&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;consultation_info&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;root&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;password&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;123456&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>load<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    df<span class=\"token punctuation\">.<\/span>createOrReplaceTempView<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;consultation_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 patient_id,<br \/>\n               gender,<br \/>\n               CASE WHEN age &lt; 18 THEN &#039;\u5c11\u5e74&#039;<br \/>\n                    WHEN age &gt;&#061; 18 AND age &lt;&#061; 35 THEN &#039;\u9752\u5e74&#039;<br \/>\n                    WHEN age &gt;&#061; 36 AND age &lt;&#061; 55 THEN &#039;\u4e2d\u5e74&#039;<br \/>\n                    ELSE &#039;\u8001\u5e74&#039; END AS age_group,<br \/>\n               COUNT(*) AS consult_count,<br \/>\n               ROUND(AVG(temperature), 2) AS avg_temperature,<br \/>\n               ROUND(AVG(heart_rate), 2) AS avg_heart_rate,<br \/>\n               ROUND(AVG(systolic_pressure), 2) AS avg_pressure,<br \/>\n               CONCAT_WS(&#039;\u3001&#039;, COLLECT_SET(main_symptom)) AS symptom_text,<br \/>\n               CASE WHEN COUNT(*) &gt;&#061; 3 THEN &#039;\u9ad8\u9891\u95ee\u8bca&#039; ELSE &#039;\u5e38\u89c4\u95ee\u8bca&#039; END AS profile_tag<br \/>\n        FROM consultation_info<br \/>\n        GROUP BY patient_id, gender, age<br \/>\n    &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    profile_df<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><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;jdbc&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;url&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;jdbc:mysql:\/\/localhost:3306\/hospital_consult&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;dbtable&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;patient_profile_result&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;root&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;password&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;123456&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>save<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;message&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u60a3\u8005\u753b\u50cf\u5206\u6790\u5b8c\u6210&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">disease_distribution_analysis<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;jdbc&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;url&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;jdbc:mysql:\/\/localhost:3306\/hospital_consult&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;dbtable&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;consultation_info&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;root&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;password&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;123456&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>load<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    df<span class=\"token punctuation\">.<\/span>createOrReplaceTempView<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;consultation_info&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    total_df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>sql<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;SELECT COUNT(*) AS total_count FROM consultation_info WHERE diagnosis IS NOT NULL&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    total_df<span class=\"token punctuation\">.<\/span>createOrReplaceTempView<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_count_view&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    dist_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 c.diagnosis,<br \/>\n               COUNT(*) AS case_count,<br \/>\n               COUNT(DISTINCT c.patient_id) AS patient_count,<br \/>\n               ROUND(COUNT(*) * 100.0 \/ t.total_count, 2) AS case_ratio,<br \/>\n               ROUND(AVG(c.age), 1) AS avg_age,<br \/>\n               SUM(CASE WHEN c.age &lt; 18 THEN 1 ELSE 0 END) AS youth_count,<br \/>\n               SUM(CASE WHEN c.age &gt;&#061; 18 AND c.age &lt;&#061; 35 THEN 1 ELSE 0 END) AS young_count,<br \/>\n               SUM(CASE WHEN c.age &gt;&#061; 36 AND c.age &lt;&#061; 55 THEN 1 ELSE 0 END) AS middle_count,<br \/>\n               SUM(CASE WHEN c.age &gt; 55 THEN 1 ELSE 0 END) AS old_count<br \/>\n        FROM consultation_info c<br \/>\n        CROSS JOIN total_count_view t<br \/>\n        WHERE c.diagnosis IS NOT NULL<br \/>\n        GROUP BY c.diagnosis, t.total_count<br \/>\n        ORDER BY case_count DESC<br \/>\n    &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    dist_df<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><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;jdbc&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;url&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;jdbc:mysql:\/\/localhost:3306\/hospital_consult&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;dbtable&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;disease_distribution_result&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;root&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;password&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;123456&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>save<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;message&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u75c5\u75c7\u5206\u5e03\u5206\u6790\u5b8c\u6210&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">risk_group_analysis<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    df <span class=\"token operator\">&#061;<\/span> spark<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;jdbc&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;url&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;jdbc:mysql:\/\/localhost:3306\/hospital_consult&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;dbtable&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;consultation_info&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;root&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;password&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;123456&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>load<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    df<span class=\"token punctuation\">.<\/span>createOrReplaceTempView<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;consultation_info&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    risk_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 patient_id,<br \/>\n               diagnosis,<br \/>\n               temperature,<br \/>\n               heart_rate,<br \/>\n               systolic_pressure,<br \/>\n               (CASE WHEN temperature &gt;&#061; 38.5 THEN 2 ELSE 0 END<br \/>\n                &#043; CASE WHEN heart_rate &gt;&#061; 100 THEN 2 ELSE 0 END<br \/>\n                &#043; CASE WHEN systolic_pressure &gt;&#061; 140 THEN 2 ELSE 0 END<br \/>\n                &#043; CASE WHEN age &gt;&#061; 60 THEN 1 ELSE 0 END<br \/>\n                &#043; CASE WHEN diagnosis IN (&#039;\u91cd\u75c7\u80ba\u708e&#039;, &#039;\u6025\u6027\u5fc3\u6897&#039;, &#039;\u8111\u51fa\u8840&#039;) THEN 3 ELSE 0 END) AS risk_score,<br \/>\n               CASE WHEN (CASE WHEN temperature &gt;&#061; 38.5 THEN 2 ELSE 0 END<br \/>\n                          &#043; CASE WHEN heart_rate &gt;&#061; 100 THEN 2 ELSE 0 END<br \/>\n                          &#043; CASE WHEN systolic_pressure &gt;&#061; 140 THEN 2 ELSE 0 END<br \/>\n                          &#043; CASE WHEN age &gt;&#061; 60 THEN 1 ELSE 0 END<br \/>\n                          &#043; CASE WHEN diagnosis IN (&#039;\u91cd\u75c7\u80ba\u708e&#039;, &#039;\u6025\u6027\u5fc3\u6897&#039;, &#039;\u8111\u51fa\u8840&#039;) THEN 3 ELSE 0 END) &gt;&#061; 6 THEN &#039;\u9ad8\u98ce\u9669&#039;<br \/>\n                    WHEN (CASE WHEN temperature &gt;&#061; 38.5 THEN 2 ELSE 0 END<br \/>\n                          &#043; CASE WHEN heart_rate &gt;&#061; 100 THEN 2 ELSE 0 END<br \/>\n                          &#043; CASE WHEN systolic_pressure &gt;&#061; 140 THEN 2 ELSE 0 END<br \/>\n                          &#043; CASE WHEN age &gt;&#061; 60 THEN 1 ELSE 0 END<br \/>\n                          &#043; CASE WHEN diagnosis IN (&#039;\u91cd\u75c7\u80ba\u708e&#039;, &#039;\u6025\u6027\u5fc3\u6897&#039;, &#039;\u8111\u51fa\u8840&#039;) THEN 3 ELSE 0 END) &gt;&#061; 3 THEN &#039;\u4e2d\u98ce\u9669&#039;<br \/>\n                    ELSE &#039;\u4f4e\u98ce\u9669&#039; END AS risk_group<br \/>\n        FROM consultation_info<br \/>\n    &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    risk_df<span class=\"token punctuation\">.<\/span>createOrReplaceTempView<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;risk_detail_view&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    group_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 risk_group,<br \/>\n               COUNT(*) AS patient_count,<br \/>\n               ROUND(COUNT(*) * 100.0 \/ SUM(COUNT(*)) OVER (), 2) AS group_ratio,<br \/>\n               ROUND(AVG(risk_score), 2) AS avg_risk_score<br \/>\n        FROM risk_detail_view<br \/>\n        GROUP BY risk_group<br \/>\n    &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    group_df<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><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;jdbc&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;url&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;jdbc:mysql:\/\/localhost:3306\/hospital_consult&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;dbtable&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;risk_group_result&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;root&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;password&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;123456&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>save<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    risk_df<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><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;jdbc&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;url&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;jdbc:mysql:\/\/localhost:3306\/hospital_consult&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;dbtable&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;risk_detail_result&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span 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string\">&#034;\u98ce\u9669\u5206\u7fa4\u5206\u6790\u5b8c\u6210&#034;<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<h2>\u533b\u9662\u60a3\u8005\u95ee\u8bca\u6570\u636e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf\u6587\u6863\u5c55\u793a<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261102200930-6ae8edfabe14d.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\u5c0f\u9014 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