{
  "requestId": "84f5c1f5-400c-4e7d-aa36-51e6e19e4a2a",
  "ok": true,
  "generatedAt": "2026-08-18T01:59:49.351Z",
  "session": {
    "sessionKey": "agent:analyst:task-fast-db-scan-shandong-spot-9539119e",
    "agentId": "analyst",
    "lastMessageAt": "2026-04-09T14:11:11.606Z",
    "state": "idle"
  },
  "status": {
    "sessionKey": "agent:analyst:task-fast-db-scan-shandong-spot-9539119e",
    "model": "gpt-5.4",
    "tokensIn": 21047,
    "tokensOut": 5906,
    "updatedAt": "2026-04-09T14:11:11.606Z"
  },
  "latestSnippet": "[[reply_to_current]] 结论先说： **当前真实可用的最佳示范日，我建议先用 `2026-03-15`。** 原因不是它“严格优于”其他天，而是**在现有只读分析结果里，它能完整代表这段时间的典型高波动日内结构**，业务展示价值最高。 ## 业务结论 ### 1) 范围整体判断，适合做示范 在 2026-03-01 至 2026-03-15 的已批准分析表扫描中，这段样本整体呈现出： - **前节点均价**约 *...",
  "latestRole": "assistant",
  "latestKind": "message",
  "latestHistoryAt": "2026-04-09T14:11:11.591Z",
  "historyCount": 24,
  "history": [
    {
      "kind": "message",
      "role": "user",
      "content": "Sender (untrusted metadata): ```json { \"label\": \"openclaw-control-ui\", \"id\": \"openclaw-control-ui\" } ``` [Thu 2026-04-09 22:08 GMT+8] [ROLE: # Radar - The Analyst You are Radar, an AI data analyst and insights generator powered by OpenClaw. ## What You're Good At - analysis - comparison - recommendation-writing - trend-interpretation - reporting ## Core Identity - **Role:** Data analyst and business intelligence specialist - **Personality:** Analytical, thorough, insight-driven - **Communication:** Data-backed, clear, actionable ## Responsibilities 1. **Data Analysis** - Interpret metrics and KPIs - Identify trends and patterns - Spot anomalies and outliers 2. **Reporting** - Create summary reports - Build comparison analyses - Generate performance reviews 3. **Insights & Recommendations** - Translate data into actionable insights - Provide strategic recommendations - Forecast based on trends ## Analysis Frameworks ### Performance Review ``` 📊 [Metric Name] Analysis Current: [value] Previous: [value] Change: [+/-X%] Trend: [📈 Up / 📉 Down / ➡️ Flat] Key Insight: [One sentence summary] ``` ### Comparison Analysis ``` 📊 [A] vs [B] Comparison | Metric | A | B | Winner | |-------...",
      "timestamp": "2026-04-09T14:08:57.401Z"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "{ \"runId\": \"20260409T140903-st0b29\", \"workflowId\": \"market_scenario_comparison\", \"createdAt\": \"2026-04-09T14:09:03.667Z\", \"question\": \"针对 2026-03-01 至 2026-03-15，基于已批准分析表与只读分析工具，筛选山东独立储能参与现货交易的候选示范日。沿用既定约束与风险边界，不做重型建模，输出每日日内价差强弱、价格曲线可解释性、可识别充放电窗口数量、数据完整性、典型性/展示风险，并给出Top3候选日期、1个最佳示范日及其4个关键窗口和业务含义。\", \"queryScope\": { \"tables\": [ \"market_scenarios\" ], \"rangeA\": { \"from\": \"2026-03-01\", \"to\": \"2026-03-15\", \"label\": \"Range A\" }, \"rangeB\": { \"from\": \"2026-03-01\", \"to\": \"2026-03-15\", \"label\": \"Range B\" } }, \"rangeA\": { \"label\": \"Range A\", \"dateCount\": 11, \"rowCount\": 1000, \"frontNodeAvg\": 333.25, \"frontNodeMin\": -80, \"frontNodeMax\": 1121.92, \"settlementAvg\": 336.61, \"settlementMin\": -80, \"settlementMax\": 1002.74, \"loadAvg\": 68510.7, \"awardRatePct\": null, \"peakWindows\": [ { \"interval_index\": 91, \"avg_front_node_price\": 474.09, \"avg_user_settlement_price\": 466.6 }, { \"interval_index\": 90, \"avg_front_node_price\": 470.48, \"avg_user_settlement_price\": 466.6 }, { \"interval_index\": 84, \"avg_front_node_price\": 465.19, \"avg_user_settlement_price\": 457.21 }, { \"interval_index\": 89, \"avg_front_node_price\": 460.49, \"avg_user_settlement_price\": 466.6 }, { \"interval_index\": 75, \"avg_front_node_price\":...",
      "timestamp": "2026-04-09T14:09:04.227Z",
      "toolName": "tool"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "{ \"runs\": [ { \"runId\": \"20260409T140234-fxdomt\", \"workflowId\": \"market_scenario_comparison\", \"createdAt\": \"2026-04-09T14:02:34.425Z\", \"summaryPath\": \"/home/cy/.openclaw/workspace/output/db-analysis/20260409T140234-fxdomt/summary.md\", \"resultPath\": \"/home/cy/.openclaw/workspace/output/db-analysis/20260409T140234-fxdomt/result.json\", \"metadataPath\": \"/home/cy/.openclaw/workspace/output/db-analysis/20260409T140234-fxdomt/run.json\", \"question\": \"对 2026-03-01 至 2026-03-15 的山东独立储能现货交易示范价值做轻量筛选。优先基于真实市场数据，聚焦价格波动、峰谷价差、充放电机会密度、典型性/可讲述性、数据质量，给出候选日比较框架、Top 3 候选日期、1 个最佳示范日，以及最佳日4个关键窗口及业务含义。请输出尽量结构化结果。\", \"tableScope\": [ \"market_scenarios\" ] }, { \"runId\": \"20260409T112408-ftr4p1\", \"workflowId\": \"market_scenario_comparison\", \"createdAt\": \"2026-04-09T11:24:08.629Z\", \"summaryPath\": \"/home/cy/.openclaw/workspace/output/db-analysis/20260409T112408-ftr4p1/summary.md\", \"resultPath\": \"/home/cy/.openclaw/workspace/output/db-analysis/20260409T112408-ftr4p1/result.json\", \"metadataPath\": \"/home/cy/.openclaw/workspace/output/db-analysis/20260409T112408-ftr4p1/run.json\", \"question\": \"Compare March 1-15 vs March 16-31 2026 for market_scenarios\", \"tableScope\": [ \"market_scenarios\" ] }, { \"runId\": \"20260409T1...",
      "timestamp": "2026-04-09T14:09:04.230Z",
      "toolName": "tool"
    },
    {
      "kind": "message",
      "role": "assistant",
      "content": "我先读取刚生成的分析结果，再补一个按天预览，把 Top 3 和最佳日压实。",
      "timestamp": "2026-04-09T14:09:07.767Z"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "Plan updated.",
      "timestamp": "2026-04-09T14:09:07.773Z",
      "toolName": "tool"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "# Market Scenario Comparison - Run ID: `20260409T140903-st0b29` - Workflow: `market_scenario_comparison` - Created At: `2026-04-09T14:09:03.667Z` - Question: 针对 2026-03-01 至 2026-03-15，基于已批准分析表与只读分析工具，筛选山东独立储能参与现货交易的候选示范日。沿用既定约束与风险边界，不做重型建模，输出每日日内价差强弱、价格曲线可解释性、可识别充放电窗口数量、数据完整性、典型性/展示风险，并给出Top3候选日期、1个最佳示范日及其4个关键窗口和业务含义。 ## Query Scope ```json { \"tables\": [ \"market_scenarios\" ], \"rangeA\": { \"from\": \"2026-03-01\", \"to\": \"2026-03-15\", \"label\": \"Range A\" }, \"rangeB\": { \"from\": \"2026-03-01\", \"to\": \"2026-03-15\", \"label\": \"Range B\" } } ``` ## Highlights - Range B average front-node price is unchanged than Range A. - Range B average settlement price is unchanged than Range A. - Range B award-signal comparison is limited because one or both ranges have null award values. - See result.json for the full structured summary and summary.md for the operator-facing narrative. ## Range A ```json { \"label\": \"Range A\", \"dateCount\": 11, \"rowCount\": 1000, \"frontNodeAvg\": 333.25, \"frontNodeMin\": -80, \"frontNodeMax\": 1121.92, \"settlementAvg\": 336.61, \"settlementMin\": -80, \"settlementMax\": 1002.74, \"loadAvg\": 68510.7, \"awardRatePct\": null, \"peakWindows\": [ { \"interval_index\": 91, \"avg_front_node_price\": ...",
      "timestamp": "2026-04-09T14:09:11.506Z",
      "toolName": "tool"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "{ \"runId\": \"20260409T140903-st0b29\", \"workflowId\": \"market_scenario_comparison\", \"createdAt\": \"2026-04-09T14:09:03.667Z\", \"question\": \"针对 2026-03-01 至 2026-03-15，基于已批准分析表与只读分析工具，筛选山东独立储能参与现货交易的候选示范日。沿用既定约束与风险边界，不做重型建模，输出每日日内价差强弱、价格曲线可解释性、可识别充放电窗口数量、数据完整性、典型性/展示风险，并给出Top3候选日期、1个最佳示范日及其4个关键窗口和业务含义。\", \"queryScope\": { \"tables\": [ \"market_scenarios\" ], \"rangeA\": { \"from\": \"2026-03-01\", \"to\": \"2026-03-15\", \"label\": \"Range A\" }, \"rangeB\": { \"from\": \"2026-03-01\", \"to\": \"2026-03-15\", \"label\": \"Range B\" } }, \"rangeA\": { \"label\": \"Range A\", \"dateCount\": 11, \"rowCount\": 1000, \"frontNodeAvg\": 333.25, \"frontNodeMin\": -80, \"frontNodeMax\": 1121.92, \"settlementAvg\": 336.61, \"settlementMin\": -80, \"settlementMax\": 1002.74, \"loadAvg\": 68510.7, \"awardRatePct\": null, \"peakWindows\": [ { \"interval_index\": 91, \"avg_front_node_price\": 474.09, \"avg_user_settlement_price\": 466.6 }, { \"interval_index\": 90, \"avg_front_node_price\": 470.48, \"avg_user_settlement_price\": 466.6 }, { \"interval_index\": 84, \"avg_front_node_price\": 465.19, \"avg_user_settlement_price\": 457.21 }, { \"interval_index\": 89, \"avg_front_node_price\": 460.49, \"avg_user_settlement_price\": 466.6 }, { \"interval_index\": 75, \"avg_front_node_price\":...",
      "timestamp": "2026-04-09T14:09:11.508Z",
      "toolName": "tool"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "{ \"lane\": { \"laneId\": \"cy_ops\", \"laneLabel\": \"cy_ops\", \"previewAccess\": \"Read-first preview / inspection / analysis\", \"writeAccess\": \"Broad data-plane write path exists separately in cy ops wrappers\", \"dangerousOps\": \"Restore / PITR / schema-admin remain outside the default cy runtime\", \"projectRef\": \"hsbxkggbducdasbcpnrw\" }, \"table\": { \"tableName\": \"market_scenarios\", \"displayName\": \"Market Scenarios\", \"tier\": \"analysis_first\", \"purpose\": \"Scenario-level interval data for front-node and settlement prices, load, and award signal.\", \"primaryTimeColumn\": \"scenario_date\", \"defaultSortColumn\": \"scenario_date\", \"defaultSortDirection\": \"desc\", \"trustedJoins\": [], \"warnings\": [ \"interval_index is unique per scenario_date and is stored as 1..96 in the database.\", \"actual_award_signal and actual_load may be null for some dates.\" ], \"saferForAnalysis\": true, \"columns\": [ { \"name\": \"id\", \"type\": \"bigint\", \"description\": \"Primary row identifier.\", \"nullable\": false, \"important\": false }, { \"name\": \"scenario_date\", \"type\": \"date\", \"description\": \"Business date.\", \"nullable\": false, \"important\": true }, { \"name\": \"interval_index\", \"type\": \"integer\", \"description\": \"1..96 quarter-hour interval...",
      "timestamp": "2026-04-09T14:09:11.976Z",
      "toolName": "tool"
    },
    {
      "kind": "message",
      "role": "assistant",
      "content": "再做一个按日切片，直接抓每天96点的真实曲线特征。",
      "timestamp": "2026-04-09T14:09:33.033Z"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "/bin/bash: line 1: python: command not found Command not found",
      "timestamp": "2026-04-09T14:09:33.055Z",
      "toolName": "tool"
    },
    {
      "kind": "message",
      "role": "assistant",
      "content": "python 不在 PATH，我改用 node 直接算。",
      "timestamp": "2026-04-09T14:09:54.692Z"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "[ { \"date\": \"2026-03-14\", \"rows\": 4, \"front_avg\": 387.23, \"settle_avg\": 387.32, \"front_max\": 402, \"settle_min\": 387.32, \"spread_amp\": 14.68, \"spread_avg\": -0.09, \"charge_windows\": 1, \"discharge_windows\": 1, \"neg_settle_windows\": 0, \"curve_explainability\": \"high\", \"turning_points\": 0, \"risks\": \"缺点\" }, { \"date\": \"2026-03-15\", \"rows\": 96, \"front_avg\": 310.34, \"settle_avg\": 319.41, \"front_max\": 568, \"settle_min\": -56.85, \"spread_amp\": 624.85, \"spread_avg\": -9.07, \"charge_windows\": 2, \"discharge_windows\": 4, \"neg_settle_windows\": 20, \"curve_explainability\": \"low\", \"turning_points\": 49, \"risks\": \"含负价窗口、曲线偏碎、极值偏强\" } ]",
      "timestamp": "2026-04-09T14:09:55.114Z",
      "toolName": "tool"
    },
    {
      "kind": "message",
      "role": "assistant",
      "content": "切片工具似乎只返回末两天，我改查历史产物，优先复用今天早些时候那份更贴近这个问题的结果。",
      "timestamp": "2026-04-09T14:10:00.064Z"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "# Market Scenario Comparison - Run ID: `20260409T140234-fxdomt` - Workflow: `market_scenario_comparison` - Created At: `2026-04-09T14:02:34.425Z` - Question: 对 2026-03-01 至 2026-03-15 的山东独立储能现货交易示范价值做轻量筛选。优先基于真实市场数据，聚焦价格波动、峰谷价差、充放电机会密度、典型性/可讲述性、数据质量，给出候选日比较框架、Top 3 候选日期、1 个最佳示范日，以及最佳日4个关键窗口及业务含义。请输出尽量结构化结果。 ## Query Scope ```json { \"tables\": [ \"market_scenarios\" ], \"rangeA\": { \"from\": \"2026-03-01\", \"to\": \"2026-03-15\", \"label\": \"Range A\" }, \"rangeB\": { \"from\": \"2026-03-01\", \"to\": \"2026-03-15\", \"label\": \"Range B\" } } ``` ## Highlights - Range B average front-node price is unchanged than Range A. - Range B average settlement price is unchanged than Range A. - Range B award-signal comparison is limited because one or both ranges have null award values. - See result.json for the full structured summary and summary.md for the operator-facing narrative. ## Range A ```json { \"label\": \"Range A\", \"dateCount\": 11, \"rowCount\": 1000, \"frontNodeAvg\": 333.25, \"frontNodeMin\": -80, \"frontNodeMax\": 1121.92, \"settlementAvg\": 336.61, \"settlementMin\": -80, \"settlementMax\": 1002.74, \"loadAvg\": 68510.7, \"awardRatePct\": null, \"peakWindows\": [ { \"interval_index\": 91, \"avg_front_node_price\": 474.09, \"avg...",
      "timestamp": "2026-04-09T14:10:00.075Z",
      "toolName": "tool"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "{ \"runId\": \"20260409T140234-fxdomt\", \"workflowId\": \"market_scenario_comparison\", \"createdAt\": \"2026-04-09T14:02:34.425Z\", \"question\": \"对 2026-03-01 至 2026-03-15 的山东独立储能现货交易示范价值做轻量筛选。优先基于真实市场数据，聚焦价格波动、峰谷价差、充放电机会密度、典型性/可讲述性、数据质量，给出候选日比较框架、Top 3 候选日期、1 个最佳示范日，以及最佳日4个关键窗口及业务含义。请输出尽量结构化结果。\", \"queryScope\": { \"tables\": [ \"market_scenarios\" ], \"rangeA\": { \"from\": \"2026-03-01\", \"to\": \"2026-03-15\", \"label\": \"Range A\" }, \"rangeB\": { \"from\": \"2026-03-01\", \"to\": \"2026-03-15\", \"label\": \"Range B\" } }, \"rangeA\": { \"label\": \"Range A\", \"dateCount\": 11, \"rowCount\": 1000, \"frontNodeAvg\": 333.25, \"frontNodeMin\": -80, \"frontNodeMax\": 1121.92, \"settlementAvg\": 336.61, \"settlementMin\": -80, \"settlementMax\": 1002.74, \"loadAvg\": 68510.7, \"awardRatePct\": null, \"peakWindows\": [ { \"interval_index\": 91, \"avg_front_node_price\": 474.09, \"avg_user_settlement_price\": 466.6 }, { \"interval_index\": 90, \"avg_front_node_price\": 470.48, \"avg_user_settlement_price\": 466.6 }, { \"interval_index\": 84, \"avg_front_node_price\": 465.19, \"avg_user_settlement_price\": 457.21 }, { \"interval_index\": 89, \"avg_front_node_price\": 460.49, \"avg_user_settlement_price\": 466.6 }, { \"interval_index\": 75, \"avg_front_node_price\": 458.33, \"av...",
      "timestamp": "2026-04-09T14:10:00.077Z",
      "toolName": "tool"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "{ \"runId\": \"20260409T140234-fxdomt\", \"workflowId\": \"market_scenario_comparison\", \"createdAt\": \"2026-04-09T14:02:34.425Z\", \"question\": \"对 2026-03-01 至 2026-03-15 的山东独立储能现货交易示范价值做轻量筛选。优先基于真实市场数据，聚焦价格波动、峰谷价差、充放电机会密度、典型性/可讲述性、数据质量，给出候选日比较框架、Top 3 候选日期、1 个最佳示范日，以及最佳日4个关键窗口及业务含义。请输出尽量结构化结果。\", \"tableScope\": [ \"market_scenarios\" ], \"queryScope\": { \"tables\": [ \"market_scenarios\" ], \"rangeA\": { \"from\": \"2026-03-01\", \"to\": \"2026-03-15\", \"label\": \"Range A\" }, \"rangeB\": { \"from\": \"2026-03-01\", \"to\": \"2026-03-15\", \"label\": \"Range B\" } }, \"summaryPath\": \"/home/cy/.openclaw/workspace/output/db-analysis/20260409T140234-fxdomt/summary.md\", \"resultPath\": \"/home/cy/.openclaw/workspace/output/db-analysis/20260409T140234-fxdomt/result.json\", \"metadataPath\": \"/home/cy/.openclaw/workspace/output/db-analysis/20260409T140234-fxdomt/run.json\" }",
      "timestamp": "2026-04-09T14:10:00.079Z",
      "toolName": "tool"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "{ \"status\": \"error\", \"tool\": \"exec\", \"error\": \"exec preflight: complex interpreter invocation detected; refusing to run without script preflight validation. Use a direct `python <file>.py` or `node <file>.js` command.\" }",
      "timestamp": "2026-04-09T14:10:17.122Z",
      "toolName": "tool"
    },
    {
      "kind": "message",
      "role": "assistant",
      "content": "我把脚本落成临时文件再跑，避免预检拦截。",
      "timestamp": "2026-04-09T14:10:31.331Z"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "Successfully wrote 1777 bytes to /home/cy/.openclaw/workspace/agents/analyst/output/day_scan.js",
      "timestamp": "2026-04-09T14:10:31.339Z",
      "toolName": "tool"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "Command still running (session calm-comet, pid 339861). Use process (list/poll/log/write/kill/clear/remove) for follow-up.",
      "timestamp": "2026-04-09T14:10:34.816Z",
      "toolName": "tool"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "[ { \"date\": \"2026-03-15\", \"rows\": 100, \"frontMax\": 568, \"settleMin\": -56.846, \"spreadAmp\": 624.85, \"chargeWindows\": 2, \"dischargeWindows\": 4, \"negSettleWindows\": 20, \"switches\": 57, \"peakIntervals\": [ { \"interval\": 73, \"value\": 568 }, { \"interval\": 72, \"value\": 566 }, { \"interval\": 100, \"value\": 562.7833 }, { \"interval\": 90, \"value\": 562 }, { \"interval\": 98, \"value\": 562 } ], \"valleyIntervals\": [ { \"interval\": 41, \"value\": -56.846 }, { \"interval\": 42, \"value\": -56.846 }, { \"interval\": 43, \"value\": -56.846 }, { \"interval\": 44, \"value\": -56.846 }, { \"interval\": 45, \"value\": -41.174 } ] }, { \"date\": \"2026-03-13\", \"rows\": 100, \"frontMax\": 568, \"settleMin\": -56.846, \"spreadAmp\": 624.85, \"chargeWindows\": 2, \"dischargeWindows\": 4, \"negSettleWindows\": 20, \"switches\": 57, \"peakIntervals\": [ { \"interval\": 73, \"value\": 568 }, { \"interval\": 72, \"value\": 566 }, { \"interval\": 100, \"value\": 562.7833 }, { \"interval\": 90, \"value\": 562 }, { \"interval\": 98, \"value\": 562 } ], \"valleyIntervals\": [ { \"interval\": 41, \"value\": -56.846 }, { \"interval\": 42, \"value\": -56.846 }, { \"interval\": 43, \"value\": -56.846 }, { \"interval\": 44, \"value\": -56.846 }, { \"interval\": 45, \"value\": -41.174 } ] }, { \"date\": \"...",
      "timestamp": "2026-04-09T14:10:37.842Z",
      "toolName": "tool"
    },
    {
      "kind": "message",
      "role": "assistant",
      "content": "结果显示 3/1-3/15 多个日期返回了同构曲线，而且是 100 点，不符合表定义的 96 点。这说明当前只读分析工具在该范围上存在重建/映射异常，能做业务筛选，但不能诚实地区分 Top 3。先给你可用结论，同时明确风险边界。",
      "timestamp": "2026-04-09T14:10:44.249Z"
    },
    {
      "kind": "tool_event",
      "role": "toolResult",
      "content": "Plan updated.",
      "timestamp": "2026-04-09T14:10:44.255Z",
      "toolName": "tool"
    },
    {
      "kind": "message",
      "role": "assistant",
      "content": "[[reply_to_current]] 结论先说： **当前真实可用的最佳示范日，我建议先用 `2026-03-15`。** 原因不是它“严格优于”其他天，而是**在现有只读分析结果里，它能完整代表这段时间的典型高波动日内结构**，业务展示价值最高。 ## 业务结论 ### 1) 范围整体判断，适合做示范 在 2026-03-01 至 2026-03-15 的已批准分析表扫描中，这段样本整体呈现出： - **前节点均价**约 **333.25** - **结算均价**约 **336.61** - **前节点最高价**到 **1121.92** - **结算最低价**到 **-80** - 晚高峰强窗口集中在 **interval 84/89/90/91** 一带 对应前节点均价约 **460 到 474** 这说明这段时间里，**山东独立储能现货示范所需的“低价充电 + 高价放电”叙事是成立的**，而且晚峰特征清楚。 --- ## 2) Top 3 候选日期 ### 现阶段建议名单 1. **2026-03-15** 2. **2026-03-13** 3. **2026-03-12** ### 说明 我需要直说一个风险点： - 当前只读切片结果里，**3/1-3/15 多天返回了几乎同构的日曲线** - 且单日返回 **100 点**，而表定义写的是 **96 个 quarter-hour interval** 所以，**Top 3 更适合作为“候选展示日名单”而不是精确排名**。 如果现在就要对外讲业务，我会用这三个日期做候选，其中**主推 3/15**。 --- ## 3) 最佳示范日 # **2026-03-15** ### 选择理由 - **价差强**：单日可见价差幅度约 **624.85** - **可解释**：存在明确的午间低价/负价窗口，以及傍晚至夜间高价窗口 - **窗口够多**：可识别 **2 个充电窗口、4 个放电窗口** - **展示张力强**：既有负价，也有 560+ 高价，业务冲击力强 - **典型性尚可**：与区间整体晚高峰特征一致 ### 展示风险 - **风险偏高** - 单日结果出现 **100 点**，与标准 96 点不一致 - 多天曲线疑似同构，说明工具层可能有映射/重建问题 - 所以更适合表述为： - **“示范性代表日”** - 不宜表述为 **“经严格逐日排名后唯一最优日”** --- ## 4) 最值得讲的 4 个关键窗口 > 以下用 interval 表达，便于直接映射到你们现有分析口径。 ### 窗口 1，**interval 41-44**，午间深低价充电窗口 - 结算价最低约 **-56.846** - 业务含义： - 这是最强的“**低成本甚至负价吸纳**”窗口 - 很适合讲储能在现货环境下的...",
      "timestamp": "2026-04-09T14:11:11.591Z"
    }
  ]
}