feat: AI事前预警 — 现金流预测+预警扩展+准确率+情景建议
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Hermes CI Fix
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<template>
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<div>
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<div class="page-header">
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<h3>预测准确率报表</h3>
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<div class="header-actions">
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<el-select v-model="entityId" size="small" style="width:200px;" @change="loadAccuracy">
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<el-option label="陕西酣客（白酒经销）" :value="1" />
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<el-option label="陕西博海科技（IT服务）" :value="2" />
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</el-select>
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<el-button size="small" @click="loadAccuracy" :loading="loading" type="primary">刷新</el-button>
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</div>
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</div>
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<!-- 汇总卡片 -->
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<el-row :gutter="16" style="margin-bottom:16px;">
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<el-col :span="8">
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<el-card shadow="never">
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<div class="summary-card">
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<div class="s-label">平均绝对误差 (MAE)</div>
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<div class="s-value" :class="summary.avg_mae < 5 ? 'green' : summary.avg_mae < 10 ? 'orange' : 'red'">
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{{ summary.avg_mae?.toFixed(2) || '--' }}
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<span style="font-size:12px;color:#909399;">万元</span>
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</div>
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</div>
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</el-card>
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</el-col>
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<el-col :span="8">
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<el-card shadow="never">
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<div class="summary-card">
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<div class="s-label">平均百分比误差 (MAPE)</div>
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<div class="s-value" :class="summary.avg_mape < 15 ? 'green' : summary.avg_mape < 30 ? 'orange' : 'red'">
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{{ summary.avg_mape?.toFixed(2) || '--' }}
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<span style="font-size:12px;color:#909399;">%</span>
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</div>
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</div>
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</el-card>
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</el-col>
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<el-col :span="8">
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<el-card shadow="never">
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<div class="summary-card">
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<div class="s-label">统计周期数</div>
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<div class="s-value" style="color:#409eff;">
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{{ summary.total_periods || 0 }}
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<span style="font-size:12px;color:#909399;">个月</span>
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</div>
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</div>
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</el-card>
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</el-col>
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</el-row>
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<!-- 准确率趋势图 -->
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<el-card style="margin-bottom:16px;">
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<template #header>
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<span>📈 预测准确率趋势（MAE/MAPE）</span>
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</template>
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<div ref="accuracyChartRef" style="height:360px;width:100%;"></div>
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</el-card>
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<!-- 每月明细 -->
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<el-card>
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<template #header>
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<span>📋 每月预测 vs 实际对比</span>
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<span style="margin-left:12px;font-size:12px;color:#999;" v-if="accuracyData.length">共 {{ accuracyData.length }} 期</span>
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</template>
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<el-table :data="accuracyData" v-loading="loading" border stripe size="small" style="width:100%;">
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<el-table-column prop="period" label="期间" width="100" />
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<el-table-column prop="forecast_value" label="预测值(万)" width="130" align="right">
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<template #default="{ row }">{{ row.forecast_value?.toFixed(2) }}</template>
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</el-table-column>
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<el-table-column prop="actual_value" label="实际值(万)" width="130" align="right">
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<template #default="{ row }">{{ row.actual_value?.toFixed(2) }}</template>
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</el-table-column>
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<el-table-column label="差异(万)" width="120" align="right">
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<template #default="{ row }">
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<span :style="{ color: Math.abs(row.forecast_value - row.actual_value) < 5 ? '#67c23a' : '#f56c6c', fontWeight:600 }">
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{{ (row.forecast_value - row.actual_value) > 0 ? '+' : '' }}{{ (row.forecast_value - row.actual_value)?.toFixed(2) }}
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</span>
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</template>
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</el-table-column>
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<el-table-column prop="mae" label="MAE(万)" width="100" align="right">
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<template #default="{ row }">
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<span :style="{ color: row.mae < 5 ? '#67c23a' : row.mae < 10 ? '#e6a23c' : '#f56c6c' }">{{ row.mae?.toFixed(2) }}</span>
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</template>
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</el-table-column>
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<el-table-column prop="mape" label="MAPE(%)" width="100" align="right">
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<template #default="{ row }">
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<span :style="{ color: row.mape < 15 ? '#67c23a' : row.mape < 30 ? '#e6a23c' : '#f56c6c' }">{{ row.mape?.toFixed(2) }}%</span>
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</template>
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</el-table-column>
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<el-table-column label="评级" width="80" align="center">
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<template #default="{ row }">
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<el-tag :type="row.mape < 15 ? 'success' : row.mape < 30 ? 'warning' : 'danger'" size="small">
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{{ row.mape < 15 ? '准确' : row.mape < 30 ? '一般' : '偏差大' }}
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</el-tag>
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</template>
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</el-table-column>
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</el-table>
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</el-card>
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</div>
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</template>
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<script setup lang="ts">
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import { ref, nextTick, onMounted } from 'vue'
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import { ElMessage } from 'element-plus'
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import { predictApi } from '../api/index'
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const loading = ref(false)
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const entityId = ref(1)
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const accuracyData = ref<any[]>([])
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const summary = ref<any>({})
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const accuracyChartRef = ref<HTMLElement | null>(null)
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let accuracyChart: any = null
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async function loadAccuracy() {
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loading.value = true
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try {
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const r: any = await predictApi.forecastAccuracy({ entity_id: entityId.value })
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accuracyData.value = r.data || []
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summary.value = r.summary || {}
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nextTick(() => renderAccuracyChart())
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} catch (e) {
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ElMessage.error('加载预测准确率失败')
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}
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loading.value = false
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}
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function renderAccuracyChart() {
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if (!accuracyChartRef.value || !accuracyData.value.length) return
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import('echarts').then(echarts => {
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if (accuracyChart) accuracyChart.dispose()
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accuracyChart = echarts.init(accuracyChartRef.value!)
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const periods = accuracyData.value.map((d: any) => d.period)
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const maeData = accuracyData.value.map((d: any) => d.mae)
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const mapeData = accuracyData.value.map((d: any) => d.mape)
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const forecastVals = accuracyData.value.map((d: any) => d.forecast_value)
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const actualVals = accuracyData.value.map((d: any) => d.actual_value)
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accuracyChart.setOption({
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grid: [{ left: 60, right: 30, top: 20, bottom: 50 }, { left: 60, right: 30, top: 320, bottom: 50 }],
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xAxis: [
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{ type: 'category', data: periods, axisLabel: { rotate: 45, fontSize: 10 }, gridIndex: 0 },
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{ type: 'category', data: periods, axisLabel: { rotate: 45, fontSize: 10 }, gridIndex: 1 },
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],
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yAxis: [
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{ type: 'value', name: '误差', gridIndex: 0 },
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{ type: 'value', name: '现金(万)', gridIndex: 1 },
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],
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series: [
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{
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name: 'MAE', type: 'bar', data: maeData, xAxisIndex: 0, yAxisIndex: 0,
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itemStyle: { color: '#409eff', borderRadius: [4, 4, 0, 0] },
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barWidth: '30%',
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},
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{
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name: 'MAPE(%)', type: 'line', data: mapeData, xAxisIndex: 0, yAxisIndex: 0,
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lineStyle: { color: '#e6a23c', width: 2 },
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symbol: 'circle', symbolSize: 6,
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itemStyle: { color: '#e6a23c' },
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},
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{
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name: '预测值', type: 'line', data: forecastVals, xAxisIndex: 1, yAxisIndex: 1,
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lineStyle: { color: '#409eff', width: 2 },
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symbol: 'diamond', symbolSize: 8,
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itemStyle: { color: '#409eff' },
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},
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{
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name: '实际值', type: 'line', data: actualVals, xAxisIndex: 1, yAxisIndex: 1,
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lineStyle: { color: '#67c23a', width: 2 },
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symbol: 'circle', symbolSize: 6,
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itemStyle: { color: '#67c23a' },
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},
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],
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tooltip: { trigger: 'axis' },
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legend: { bottom: 0, icon: 'circle', itemWidth: 8, itemHeight: 8 },
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})
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})
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}
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onMounted(() => {
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loadAccuracy()
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})
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</script>
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<style scoped>
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.page-header { display:flex; justify-content:space-between; align-items:center; margin-bottom:16px; }
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.page-header h3 { margin:0; }
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.header-actions { display:flex; gap:8px; }
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.summary-card { text-align:center; padding:8px 0; }
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.s-label { font-size:13px; color:#909399; margin-bottom:8px; }
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.s-value { font-size:28px; font-weight:bold; }
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.s-value.green { color:#67c23a; }
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.s-value.orange { color:#e6a23c; }
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.s-value.red { color:#f56c6c; }
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</style>
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