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\u5927\u5c4f&#xff1a;\u5931\u4e1a\u5360\u6bd4\u5e74\u8d8b\u7c7b\u5206\u6790\u3001\u884c\u4e1a\u5de5\u5177\u5173\u8054\u7f51\u7edc\u3001\u533a\u57dfAI\u91c7\u7eb3<\/p>\n<h2>5\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684AI\u5e94\u7528\u5bf9\u5c31\u4e1a\u4e0e\u6536\u5165\u589e\u957f\u7684\u533a\u57df\u5dee\u5f02\u5206\u6790\u53ca\u53ef\u89c6\u5316\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u8bba\u6587\u53c2\u8003<\/h2>\n<h2>6\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684AI\u5e94\u7528\u5bf9\u5c31\u4e1a\u4e0e\u6536\u5165\u589e\u957f\u7684\u533a\u57df\u5dee\u5f02\u5206\u6790\u53ca\u53ef\u89c6\u5316\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u6210\u679c\u5c55\u793a<\/h2>\n<h3>6.1\u6f14\u793a\u89c6\u9891<\/h3>\n<p>\u6f14\u793a\u89c6\u9891\u7684\u5730\u5740<\/p>\n<h3>6.2\u6f14\u793a\u56fe\u7247<\/h3>\n<p>\u2600\ufe0f\u533a\u57df\u5c31\u4e1a\u6d1e\u5bdf\u2600\ufe0f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260908031308-6a9f7d445f040.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u884c\u4e1a\u7ed3\u6784\u6d1e\u5bdf\u7565\u2600\ufe0f <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260908031308-6a9f7d44c5c11.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u683c\u5c40\u6316\u6398\u6d1e\u5bdf\u2600\ufe0f <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260908031309-6a9f7d45321b0.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u5927\u5c4f\u53ef\u89c6\u5316\u2600\ufe0f <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260908031309-6a9f7d45977d6.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>7\u3001\u4ee3\u7801\u5c55\u793a<\/h2>\n<p>1.\u533a\u57dfK-means\u805a\u7c7b\u5206\u6790\u529f\u80fd\u3010\u4ee3\u7801\u5982\u4e0b&#xff08;\u793a\u4f8b&#xff09;&#xff1a;\u3011<\/p>\n<p>from pyspark.sql <span class=\"token function\">import<\/span> SparkSession<br \/>\nfrom pyspark.sql.functions <span class=\"token function\">import<\/span> avg, col, round<br \/>\nfrom pyspark.ml.feature <span class=\"token function\">import<\/span> VectorAssembler, StandardScaler<br \/>\nfrom pyspark.ml.clustering <span class=\"token function\">import<\/span> KMeans<\/p>\n<p>spark <span class=\"token operator\">&#061;<\/span> SparkSession.builder <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .appName<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;RegionEmploymentCluster&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .enableHiveSupport<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .getOrCreate<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>source_df <span class=\"token operator\">&#061;<\/span> spark.sql<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#034;<\/span>&#034;<br \/>\n    SELECT region_name,<br \/>\n           unemployment_rate,<br \/>\n           income_growth_rate,<br \/>\n           ai_adoption_rate<br \/>\n    FROM hive_employment_ai.region_yearly_analysis<br \/>\n    WHERE unemployment_rate IS NOT NULL<br \/>\n      AND income_growth_rate IS NOT NULL<br \/>\n      AND ai_adoption_rate IS NOT NULL<br \/>\n<span class=\"token string\">&#034;&#034;<\/span>&#034;<span class=\"token punctuation\">)<\/span><\/p>\n<p>region_df <span class=\"token operator\">&#061;<\/span> source_df.groupBy<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;region_name&#034;<\/span><span class=\"token punctuation\">)<\/span>.agg<span class=\"token punctuation\">(<\/span><br \/>\n    round<span class=\"token punctuation\">(<\/span>avg<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;unemployment_rate&#034;<\/span><span class=\"token punctuation\">)<\/span>, <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;avg_unemployment_rate&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n    round<span class=\"token punctuation\">(<\/span>avg<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;income_growth_rate&#034;<\/span><span class=\"token punctuation\">)<\/span>, <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;avg_income_growth_rate&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n    round<span class=\"token punctuation\">(<\/span>avg<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ai_adoption_rate&#034;<\/span><span class=\"token punctuation\">)<\/span>, <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;avg_ai_adoption_rate&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>assembler <span class=\"token operator\">&#061;<\/span> VectorAssembler<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token assign-left variable\">inputCols<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token string\">&#034;avg_unemployment_rate&#034;<\/span>,<br \/>\n        <span class=\"token string\">&#034;avg_income_growth_rate&#034;<\/span>,<br \/>\n        <span class=\"token string\">&#034;avg_ai_adoption_rate&#034;<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span>,<br \/>\n    <span class=\"token assign-left variable\">outputCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;feature_vector&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>vector_df <span class=\"token operator\">&#061;<\/span> assembler.transform<span class=\"token punctuation\">(<\/span>region_df<span class=\"token punctuation\">)<\/span><\/p>\n<p>scaler <span class=\"token operator\">&#061;<\/span> StandardScaler<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token assign-left variable\">inputCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;feature_vector&#034;<\/span>,<br \/>\n    <span class=\"token assign-left variable\">outputCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;scaled_features&#034;<\/span>,<br \/>\n    <span class=\"token assign-left variable\">withMean<\/span><span class=\"token operator\">&#061;<\/span>True,<br \/>\n    <span class=\"token assign-left variable\">withStd<\/span><span class=\"token operator\">&#061;<\/span>True<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>scaled_model <span class=\"token operator\">&#061;<\/span> scaler.fit<span class=\"token punctuation\">(<\/span>vector_df<span class=\"token punctuation\">)<\/span><br \/>\nscaled_df <span class=\"token operator\">&#061;<\/span> scaled_model.transform<span class=\"token punctuation\">(<\/span>vector_df<span class=\"token punctuation\">)<\/span><\/p>\n<p>kmeans <span class=\"token operator\">&#061;<\/span> KMeans<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token assign-left variable\">k<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span>,<br \/>\n    <span class=\"token assign-left variable\">seed<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">2025<\/span>,<br \/>\n    <span class=\"token assign-left variable\">featuresCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;scaled_features&#034;<\/span>,<br \/>\n    <span class=\"token assign-left variable\">predictionCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;cluster_id&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>2.\u533a\u57df\u5931\u4e1a\u4e0e\u6536\u5165\u589e\u957f\u6563\u70b9\u53ef\u89c6\u5316\u529f\u80fd\u3010\u4ee3\u7801\u5982\u4e0b&#xff08;\u793a\u4f8b&#xff09;&#xff1a;\u3011<\/p>\n<p><span class=\"token operator\">&lt;<\/span>template<span class=\"token operator\">&gt;<\/span><br \/>\n  <span class=\"token operator\">&lt;<\/span>div <span class=\"token assign-left variable\">class<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;chart-container&#034;<\/span><span class=\"token operator\">&gt;<\/span><br \/>\n    <span class=\"token operator\">&lt;<\/span>div <span class=\"token assign-left variable\">ref<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;scatterRef&#034;<\/span> <span class=\"token assign-left variable\">class<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;scatter-chart&#034;<\/span><span class=\"token operator\">&gt;<\/span><span class=\"token operator\">&lt;<\/span>\/div<span class=\"token operator\">&gt;<\/span><br \/>\n  <span class=\"token operator\">&lt;<\/span>\/div<span class=\"token operator\">&gt;<\/span><br \/>\n<span class=\"token operator\">&lt;<\/span>\/template<span class=\"token operator\">&gt;<\/span><\/p>\n<p><span class=\"token operator\">&lt;<\/span>script<span class=\"token operator\">&gt;<\/span><br \/>\n<span class=\"token function\">import<\/span> * as echarts from <span class=\"token string\">&#034;echarts&#034;<\/span><br \/>\n<span class=\"token function\">import<\/span> axios from <span class=\"token string\">&#034;axios&#034;<\/span><\/p>\n<p><span class=\"token builtin class-name\">export<\/span> default <span class=\"token punctuation\">{<\/span><br \/>\n  name: <span class=\"token string\">&#034;RegionEmploymentIncomeScatter&#034;<\/span>,<br \/>\n  <span class=\"token function-name function\">data<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token builtin class-name\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      chart: null,<br \/>\n      regionData: <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span>,<br \/>\n  <span class=\"token function-name function\">mounted<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    this.loadScatterData<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    window.addEventListener<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;resize&#034;<\/span>, this.resizeChart<span class=\"token punctuation\">)<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span>,<br \/>\n  <span class=\"token function-name function\">beforeUnmount<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    window.removeEventListener<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;resize&#034;<\/span>, this.resizeChart<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>this.chart<span class=\"token punctuation\">)<\/span> this.chart.dispose<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span>,<br \/>\n  methods: <span class=\"token punctuation\">{<\/span><br \/>\n    async <span class=\"token function-name function\">loadScatterData<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      const response <span class=\"token operator\">&#061;<\/span> await axios.get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/api\/region\/cluster\/scatter\/&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n      this.regionData <span class=\"token operator\">&#061;<\/span> response.data.data<br \/>\n      this.initChart<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span>,<br \/>\n    <span class=\"token function-name function\">initChart<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      this.chart <span class=\"token operator\">&#061;<\/span> echarts.init<span class=\"token punctuation\">(<\/span>this.<span class=\"token variable\">$refs<\/span>.scatterRef<span class=\"token punctuation\">)<\/span><\/p>\n<p>      const seriesData <span class=\"token operator\">&#061;<\/span> this.regionData.map<span class=\"token punctuation\">(<\/span>item <span class=\"token operator\">&#061;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n        name: item.region_name,<br \/>\n        value: <span class=\"token punctuation\">[<\/span><br \/>\n          item.avg_unemployment_rate,<br \/>\n          item.avg_income_growth_rate,<br \/>\n          item.avg_ai_adoption_rate,<br \/>\n          item.cluster_id<br \/>\n        <span class=\"token punctuation\">]<\/span>,<br \/>\n        itemStyle: <span class=\"token punctuation\">{<\/span><br \/>\n          color: <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;#31c48d&#034;<\/span>, <span class=\"token string\">&#034;#22a6d5&#034;<\/span>, <span class=\"token string\">&#034;#a855f7&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span>item.cluster_id<span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n      <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">))<\/span><\/p>\n<p>      const option <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        backgroundColor: <span class=\"token string\">&#034;transparent&#034;<\/span>,<br \/>\n        tooltip: <span class=\"token punctuation\">{<\/span><br \/>\n          trigger: <span class=\"token string\">&#034;item&#034;<\/span>,<br \/>\n          formatter: params <span class=\"token operator\">&#061;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            const value <span class=\"token operator\">&#061;<\/span> params.value<br \/>\n            <span class=\"token builtin class-name\">return<\/span> <span class=\"token variable\"><span class=\"token variable\">&#096;<\/span>$<span class=\"token punctuation\">{<\/span>params.name<span class=\"token punctuation\">}<\/span><span class=\"token operator\">&lt;<\/span>br\/<span class=\"token operator\">&gt;<\/span><br \/>\n                    \u5e73\u5747\u5931\u4e1a\u5360\u6bd4&#xff1a;$<span class=\"token punctuation\">{<\/span>value<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span>%<span class=\"token operator\">&lt;<\/span>br\/<span class=\"token operator\">&gt;<\/span><br \/>\n                    \u5e73\u5747\u6536\u5165\u589e\u957f&#xff1a;$<span class=\"token punctuation\">{<\/span>value<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span>%<span class=\"token operator\">&lt;<\/span>br\/<span class=\"token operator\">&gt;<\/span><br \/>\n                    AI\u91c7\u7eb3\u7387&#xff1a;$<span class=\"token punctuation\">{<\/span>value<span class=\"token punctuation\">[<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span>%<span class=\"token operator\">&lt;<\/span>br\/<span class=\"token operator\">&gt;<\/span><br \/>\n                    \u805a\u7c7b\u7c7b\u522b&#xff1a;$<span class=\"token punctuation\">{<\/span>value<span class=\"token punctuation\">[<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><span class=\"token variable\">&#096;<\/span><\/span><br \/>\n          <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span>,<br \/>\n        xAxis: <span class=\"token punctuation\">{<\/span><br \/>\n          name: <span class=\"token string\">&#034;\u5e73\u5747\u5931\u4e1a\u5360\u6bd4&#xff08;%&#xff09;&#034;<\/span>,<br \/>\n          type: <span class=\"token string\">&#034;value&#034;<\/span>,<br \/>\n          axisLabel: <span class=\"token punctuation\">{<\/span> color: <span class=\"token string\">&#034;#cbd5e1&#034;<\/span> <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token 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