{ "surface": "report", "manifest": { "version": 1, "surface": "report", "title": "赛迪与首都机场：上线以来哪些功能真正被使用", "description": "基于两个线上生产库的只读聚合，按首个有效订单日至2026-08-03识别累计高频功能，并以近30天作为趋势补充。", "generatedAt": "2026-08-04T19:18:25+08:00", "cards": [ { "id": "airport-orders", "description": "首都机场自首个有效订单日至2026-08-03的累计有效订单。", "dataset": "headline_metrics", "filter": { "project_key": "airport" }, "sourceId": "orders-source", "metrics": [ { "label": "首都机场累计订单", "field": "orders", "format": "compact" }, { "label": "近30天环比", "field": "recent_orders_delta", "format": "percent", "signed": true } ] }, { "id": "airport-users", "description": "首都机场上线以来有有效订单的去重用户与累计人均订单。", "dataset": "headline_metrics", "filter": { "project_key": "airport" }, "sourceId": "orders-source", "metrics": [ { "label": "首都机场累计用户", "field": "active_users", "format": "compact" }, { "label": "累计人均订单", "field": "orders_per_user", "format": "number" } ] }, { "id": "airport-amount", "description": "首都机场上线以来有效订单流水与平均订单金额，不等于收入。", "dataset": "headline_metrics", "filter": { "project_key": "airport" }, "sourceId": "orders-source", "metrics": [ { "label": "首都机场累计流水", "field": "amount", "format": "currency" }, { "label": "平均订单金额", "field": "avg_order_value", "format": "currency" } ] }, { "id": "saidi-orders", "description": "赛迪物业自首个有效订单日至2026-08-03的累计有效订单。", "dataset": "headline_metrics", "filter": { "project_key": "saidi" }, "sourceId": "orders-source", "metrics": [ { "label": "赛迪物业累计订单", "field": "orders", "format": "compact" }, { "label": "近30天环比", "field": "recent_orders_delta", "format": "percent", "signed": true } ] }, { "id": "saidi-users", "description": "赛迪物业上线以来有有效订单的去重用户与累计人均订单。", "dataset": "headline_metrics", "filter": { "project_key": "saidi" }, "sourceId": "orders-source", "metrics": [ { "label": "赛迪物业累计用户", "field": "active_users", "format": "compact" }, { "label": "累计人均订单", "field": "orders_per_user", "format": "number" } ] }, { "id": "saidi-amount", "description": "赛迪物业上线以来有效订单流水与平均订单金额，不等于收入。", "dataset": "headline_metrics", "filter": { "project_key": "saidi" }, "sourceId": "orders-source", "metrics": [ { "label": "赛迪物业累计流水", "field": "amount", "format": "currency" }, { "label": "平均订单金额", "field": "avg_order_value", "format": "currency" } ] } ], "charts": [ { "id": "channel-share", "title": "上线以来功能渠道占比", "subtitle": "每个项目内部累计有效订单结构；百分比不用于比较两项目绝对规模。", "showDescription": true, "intent": "composition", "question": "项目上线以来，哪些业务入口真正承载了订单？", "rationale": "水平条形图适合比较项目与长标签渠道组合。", "type": "horizontalBar", "dataset": "lifetime_channel_share", "sourceId": "orders-source", "encodings": { "x": { "field": "project_channel", "type": "nominal", "label": "项目｜渠道" }, "y": { "field": "order_share", "type": "quantitative", "format": "percent", "label": "累计订单占比" }, "tooltip": [ { "field": "orders", "type": "quantitative", "format": "number", "label": "累计订单" }, { "field": "active_users", "type": "quantitative", "format": "number", "label": "累计用户" }, { "field": "amount", "type": "quantitative", "format": "currency", "label": "累计流水" } ] }, "valueFormat": "percent", "layout": "full", "palette": { "kind": "categorical", "name": "blue" }, "settings": { "orientation": "horizontal", "sort": "descending", "showValues": true }, "surface": { "surface": "explorer", "viewMode": "both" } }, { "id": "airport-monthly", "title": "首都机场上线以来月度有效订单", "subtitle": "2026年1月从20日起、8月仅含1日至3日，两个不完整月不与整月直接比较。", "showDescription": true, "intent": "trend", "question": "机场上线以来的累计运行规模如何形成？", "rationale": "月度趋势覆盖完整上线周期，同时避免日度噪声。", "type": "line", "dataset": "monthly_airport", "sourceId": "orders-source", "encodings": { "x": { "field": "month_date", "type": "temporal", "label": "月份" }, "y": { "field": "orders", "type": "quantitative", "format": "compact", "label": "有效订单" }, "tooltip": [ { "field": "active_users", "type": "quantitative", "format": "number", "label": "活跃用户" }, { "field": "amount", "type": "quantitative", "format": "currency", "label": "订单流水" } ] }, "layout": "full", "palette": { "kind": "identity", "name": "blue" }, "surface": { "surface": "explorer", "viewMode": "both" } }, { "id": "saidi-monthly", "title": "赛迪物业上线以来月度有效订单", "subtitle": "2026年1月从18日起、8月仅含1日至3日，两个不完整月不与整月直接比较。", "showDescription": true, "intent": "trend", "question": "赛迪上线以来的累计运行规模如何形成？", "rationale": "月度趋势覆盖完整上线周期，同时避免日度噪声。", "type": "line", "dataset": "monthly_saidi", "sourceId": "orders-source", "encodings": { "x": { "field": "month_date", "type": "temporal", "label": "月份" }, "y": { "field": "orders", "type": "quantitative", "format": "compact", "label": "有效订单" }, "tooltip": [ { "field": "active_users", "type": "quantitative", "format": "number", "label": "活跃用户" }, { "field": "amount", "type": "quantitative", "format": "currency", "label": "订单流水" } ] }, "layout": "full", "palette": { "kind": "identity", "name": "orange" }, "surface": { "surface": "explorer", "viewMode": "both" } }, { "id": "meal-share", "title": "上线以来餐段结构", "subtitle": "每个项目内部累计有效订单占比。", "showDescription": true, "intent": "composition", "question": "上线以来使用集中在哪些餐段？", "rationale": "项目与餐段组合后的水平条形图便于看长期结构差异。", "type": "horizontalBar", "dataset": "lifetime_meal_mix", "sourceId": "orders-source", "encodings": { "x": { "field": "project_meal", "type": "nominal", "label": "项目｜餐段" }, "y": { "field": "order_share", "type": "quantitative", "format": "percent", "label": "累计订单占比" }, "tooltip": [ { "field": "orders", "type": "quantitative", "format": "number", "label": "累计订单" }, { "field": "active_users", "type": "quantitative", "format": "number", "label": "累计用户" } ] }, "valueFormat": "percent", "layout": "full", "palette": { "kind": "categorical", "name": "blue" }, "settings": { "orientation": "horizontal", "sort": "descending", "showValues": true }, "surface": { "surface": "explorer", "viewMode": "both" } } ], "tables": [ { "id": "channel-comparison-table", "title": "功能渠道累计与近期对比", "subtitle": "累计口径为主；近30天环比只用于识别近期变化。", "showDescription": true, "dataset": "channel_comparison", "defaultSort": { "field": "lifetime_orders", "direction": "desc" }, "density": "spacious", "sourceId": "orders-source", "layout": "full", "columns": [ { "field": "project", "label": "项目", "type": "text" }, { "field": "channel", "label": "功能渠道", "type": "text" }, { "field": "lifetime_orders", "label": "累计订单", "format": "number" }, { "field": "lifetime_share", "label": "累计占比", "format": "percent" }, { "field": "lifetime_active_users", "label": "累计用户", "format": "number" }, { "field": "current_30d_orders", "label": "近30天订单", "format": "number" }, { "field": "recent_delta", "label": "近30天环比", "format": "percent", "movement": true }, { "field": "lifetime_amount", "label": "累计流水", "format": "currency" } ] }, { "id": "payment-table", "title": "上线以来支付方式结构", "subtitle": "支付方式来自订单业务字段。", "showDescription": true, "dataset": "lifetime_payment_mix", "defaultSort": { "field": "orders", "direction": "desc" }, "density": "spacious", "sourceId": "orders-source", "layout": "full", "columns": [ { "field": "project", "label": "项目", "type": "text" }, { "field": "payment", "label": "支付方式", "type": "text" }, { "field": "orders", "label": "累计订单", "format": "number" }, { "field": "order_share", "label": "累计占比", "format": "percent" }, { "field": "active_users", "label": "累计用户", "format": "number" }, { "field": "amount", "label": "累计流水", "format": "currency" } ] }, { "id": "concentration-table", "title": "上线以来使用强度与场景集中度", "subtitle": "高频定义为项目上线以来累计21单及以上。", "showDescription": true, "dataset": "concentration", "defaultSort": { "field": "high_frequency_order_share", "direction": "desc" }, "density": "spacious", "sourceId": "orders-source", "layout": "full", "columns": [ { "field": "project", "label": "项目", "type": "text" }, { "field": "high_frequency_user_share", "label": "高频用户占比", "format": "percent" }, { "field": "high_frequency_order_share", "label": "高频用户订单贡献", "format": "percent" }, { "field": "top3_restaurant_share", "label": "Top3餐厅订单占比", "format": "percent" }, { "field": "weekend_order_share", "label": "周末订单占比", "format": "percent" } ] }, { "id": "restaurants-table", "title": "上线以来各项目 Top 5 使用场景", "subtitle": "按累计有效订单排序；餐厅名称来自项目主数据。", "showDescription": true, "dataset": "top_restaurants", "defaultSort": { "field": "orders", "direction": "desc" }, "density": "dense", "sourceId": "orders-source", "layout": "full", "columns": [ { "field": "project", "label": "项目", "type": "text" }, { "field": "rank", "label": "项目内排名", "format": "number" }, { "field": "restaurant", "label": "餐厅/场景", "type": "text" }, { "field": "orders", "label": "累计订单", "format": "number" }, { "field": "order_share", "label": "项目内占比", "format": "percent" }, { "field": "active_users", "label": "累计用户", "format": "number" }, { "field": "amount", "label": "累计流水", "format": "currency" } ] }, { "id": "feature-signals-table", "title": "订单之外的累计功能使用证据", "subtitle": "上线以来有记录的业务行为；近30天只用于观察变化。", "showDescription": true, "dataset": "feature_signals", "defaultSort": { "field": "lifetime_records", "direction": "desc" }, "density": "dense", "sourceId": "feature-source", "layout": "full", "columns": [ { "field": "project", "label": "项目", "type": "text" }, { "field": "feature", "label": "功能", "type": "text" }, { "field": "evidence_type", "label": "证据类型", "type": "text" }, { "field": "lifetime_records", "label": "累计记录", "format": "number" }, { "field": "lifetime_distinct_actors", "label": "累计去重主体", "format": "number" }, { "field": "current_30d_records", "label": "近30天记录", "format": "number" }, { "field": "recent_delta", "label": "近30天环比", "format": "percent", "movement": true } ] }, { "id": "zero-use-table", "title": "上线以来未见业务记录的能力", "subtitle": "0 仅表示指定业务表无记录；没有页面点击流，不能证明页面从未打开。", "showDescription": true, "dataset": "zero_use_features", "defaultSort": { "field": "project", "direction": "asc" }, "density": "dense", "sourceId": "feature-source", "layout": "full", "columns": [ { "field": "project", "label": "项目", "type": "text" }, { "field": "feature", "label": "能力", "type": "text" }, { "field": "evidence_type", "label": "证据类型", "type": "text" }, { "field": "lifetime_records", "label": "累计记录", "format": "number" }, { "field": "current_30d_records", "label": "近30天记录", "format": "number" } ] }, { "id": "management-table", "title": "上线以来后台管理操作", "subtitle": "报表导出与赛迪安全审计聚合；不展示操作者身份。", "showDescription": true, "dataset": "management_activity", "defaultSort": { "field": "events", "direction": "desc" }, "density": "dense", "sourceId": "feature-source", "layout": "full", "columns": [ { "field": "project_name", "label": "项目", "type": "text" }, { "field": "category", "label": "类别", "type": "text" }, { "field": "activity", "label": "操作", "type": "text" }, { "field": "result", "label": "结果", "type": "text" }, { "field": "events", "label": "累计记录", "format": "number" }, { "field": "distinct_operators", "label": "累计去重操作者", "format": "number" } ] } ], "sources": [ { "id": "orders-source", "label": "生产库只读聚合：上线以来有效订单", "path": "analyze_feature_usage.py", "query": { "engine": "MySQL", "description": "两个项目自首个有效订单日起的订单、渠道、支付、餐段、餐厅、频次与月趋势聚合。", "executed_at": "2026-08-04T19:18:25+08:00", "language": "SQL", "sql": "-- 分别在 zhct_jc_new 与 zhct_saidi 的只读连接执行\nSELECT MIN(meal_date) AS observable_launch_date\nFROM ydy_meal_order\nWHERE pay_status=20 AND order_status=30 AND is_delete=0 AND user_id>0;\n\nSELECT COUNT(*) AS orders, ROUND(SUM(total_price),2) AS amount,\n COUNT(DISTINCT user_id) AS active_users, COUNT(DISTINCT meal_date) AS active_days\nFROM ydy_meal_order\nWHERE pay_status=20 AND order_status=30 AND is_delete=0 AND user_id>0\n AND meal_date BETWEEN :observable_launch_date AND '2026-08-03';", "tables_used": [ "zhct_jc_new.ydy_meal_order", "zhct_saidi.ydy_meal_order", "ydy_restaurants" ], "filters": [ "首都机场：2026-01-20 至 2026-08-03；赛迪：2026-01-18 至 2026-08-03", "pay_status=20；order_status=30；is_delete=0；user_id>0", "近30天与前30天仅用于辅助趋势，不作为主规模口径" ], "metric_definitions": [ "可观察上线起点：生产订单库中首个满足有效订单条件的 meal_date；不等同于合同上线或验收日期。", "有效订单：满足支付、完成、未删除和有效用户条件的订单记录数。", "订单流水：有效订单 total_price 合计，不等于收入、回款或毛利。" ] } }, { "id": "feature-source", "label": "生产库只读聚合：上线以来功能行为与管理操作", "path": "feature_activity.csv", "query": { "engine": "MySQL", "description": "退款、评价、取餐、报表、审计、卡片、消费限额及健康相关业务表的上线以来聚合。", "executed_at": "2026-08-04T19:18:25+08:00", "language": "SQL", "sql": "-- 各业务表使用项目可观察上线起点至 2026-08-03 的业务日期或创建时间聚合\nSELECT COUNT(*) FROM ydy_export_log WHERE status=1 AND create_time BETWEEN :start AND :end;\nSELECT COUNT(*) FROM ydy_consume_limit_block_log WHERE consume_time BETWEEN :start AND :end;\nSELECT prepare_status, COUNT(*) FROM ydy_meal_order_pickup\nWHERE meal_date BETWEEN :start AND :end GROUP BY prepare_status;", "tables_used": [ "ydy_ai_conversation", "ydy_billing_record", "ydy_consume_limit_block_log", "ydy_device_weight_event", "ydy_export_log", "ydy_health_record", "ydy_locker_pickup_api_log", "ydy_meal_order_pickup", "ydy_meal_order_refund", "ydy_measurement_session", "ydy_menus_attendance", "ydy_menus_subscribe", "ydy_order_evaluate", "ydy_purchase", "ydy_recharge_order", "ydy_security_audit_log", "ydy_sign_daka", "ydy_staff_card", "ydy_staff_face", "ydy_vending_shipment_result" ], "filters": [ "仅保存项目级聚合；未导出人员、手机号、订单或日志明细" ], "metric_definitions": [ "主动业务动作、流程记录、规则触发、配置/建档分开解释。", "记录数不等于页面访问人数；0 表示指定业务表无记录，不证明页面从未被打开。" ] } }, { "id": "quality-source", "label": "生产库只读聚合：数据质量检查", "path": "data_quality.csv", "query": { "engine": "MySQL", "description": "订单键唯一性、未来用餐日期、状态完整性和取餐流程状态检查。", "executed_at": "2026-08-04T19:18:25+08:00", "language": "SQL", "sql": "SELECT COUNT(*) AS rows, COUNT(DISTINCT id), COUNT(DISTINCT order_no),\nSUM(user_id=0), SUM(meal_date>'2026-08-03'), SUM(pay_status<>20),\nSUM(order_status<>30), SUM(is_delete<>0), MIN(meal_date), MAX(meal_date)\nFROM ydy_meal_order;", "tables_used": [ "zhct_jc_new.ydy_meal_order", "zhct_saidi.ydy_meal_order", "zhct_saidi.ydy_meal_order_pickup" ], "filters": [ "报告截止日 2026-08-03；未来用餐订单不计入累计完成量" ], "metric_definitions": [ "未来用餐订单可能是正常预约，不自动标记为错误。" ] } } ], "blocks": [ { "id": "title", "type": "markdown", "body": "# 赛迪与首都机场：上线以来哪些功能真正被使用" }, { "id": "executive-summary", "type": "markdown", "body": "## Executive Summary\n\n- **首都机场：上线以来是高规模消费机项目。** 从 2026-01-20 至 2026-08-03 共 895,908 单、8,039 位用户；消费机占 89.43%，外部订单接入占 10.57%。\n- **赛迪：上线以来是“消费机＋闸机”双核心。** 从 2026-01-18 至 2026-08-03 共 145,955 单、3,677 位用户；消费机占 81.09%，闸机占 18.55%，线上订餐仅占 0.36%。\n- **后台最明确的长期刚需仍是运营管理。** 机场累计报表导出 1,379 次，但只有 1 位操作者；赛迪累计实体卡、审计、限额控制和取餐流程都有真实记录。\n- **近期变化只作补充。** 机场近30天订单环比 +4.30%；赛迪订单环比 +13.01%、活跃用户环比 +12.10%。赛迪近30天限额拦截 95 次、前30天 21 次，仍需排查。" }, { "id": "headline-strip", "type": "metric-strip", "cardIds": [ "airport-orders", "airport-users", "airport-amount", "saidi-orders", "saidi-users", "saidi-amount" ] }, { "id": "scope", "type": "markdown", "sourceId": "orders-source", "body": "## 这版如何定义“上线以来”\n\n生产库没有统一可核验的合同上线日期字段，因此以**首个有效订单日**作为“数据可观察上线起点”：赛迪为 2026-01-18，首都机场为 2026-01-20，统一统计至 2026-08-03。这个日期表示业务数据开始出现，不等同于合同签署、部署、验收或正式运营日期；若后续拿到项目正式上线证明，应替换起点并重新跑数。" }, { "id": "channel-finding", "type": "markdown", "sourceId": "orders-source", "body": "## 上线以来，真正高频的是交易入口\n\n**首都机场**累计消费机 801,171 单、占 89.43%；外部订单接入 94,737 单、占 10.57%。产品与运维优先级应围绕消费机稳定性、外部订单一致性、退款和对账展开。\n\n**赛迪物业**累计消费机 118,350 单、占 81.09%；闸机 27,074 单、占 18.55%；线上订餐 531 单、仅占 0.36%。长期结构证明“消费机＋闸机”是双核心，线上订餐仍是补充入口。" }, { "id": "channel-chart-block", "type": "chart", "chartId": "channel-share" }, { "id": "channel-table-block", "type": "table", "tableId": "channel-comparison-table" }, { "id": "airport-trend-finding", "type": "markdown", "sourceId": "orders-source", "body": "## 首都机场：高频用户和分散场景构成规模基础\n\n上线以来累计人均 111.45 单；累计21单以上用户占 84.55%，贡献 98.86% 的订单。Top3 餐厅只占 38.61%，业务分布在多个餐厅与设备场景；周末占 14.53%，保障不能只按普通工作日食堂设计。" }, { "id": "airport-monthly-block", "type": "chart", "chartId": "airport-monthly" }, { "id": "saidi-trend-finding", "type": "markdown", "sourceId": "orders-source", "body": "## 赛迪物业：工作日核心点位高度集中\n\n上线以来累计人均 39.69 单；累计21单以上用户占 37.86%，贡献 87.47% 的订单。Top3 餐厅贡献 91.99%，周末仅占 2.55%，适合围绕少数工作日高密度点位完成产品试点和问题闭环。" }, { "id": "saidi-monthly-block", "type": "chart", "chartId": "saidi-monthly" }, { "id": "meal-finding", "type": "markdown", "sourceId": "orders-source", "body": "## 长期餐段与支付结构决定保障重点\n\n机场午餐占 49.27%、早餐 33.28%、晚餐 17.45%，三餐均有稳定规模；支付以刷卡 55.09%、消费码 34.91%、线上 10.00% 为主。赛迪午餐占 62.92%、早餐 28.15%，支付高度集中在消费码 84.43%。机场需要多餐段、多支付链路保障；赛迪应重点守住工作日午餐和消费码链路。" }, { "id": "meal-chart-block", "type": "chart", "chartId": "meal-share" }, { "id": "payment-table-block", "type": "table", "tableId": "payment-table" }, { "id": "concentration-table-block", "type": "table", "tableId": "concentration-table" }, { "id": "restaurants-table-block", "type": "table", "tableId": "restaurants-table" }, { "id": "secondary-finding", "type": "markdown", "sourceId": "feature-source", "body": "## 订单之外，长期真实使用集中在报表、退款、卡片和规则控制\n\n机场上线以来累计报表导出 1,379 次，其中消费订单导出 1,177 次；全部导出记录仅涉及 1 位操作者。另有退款申请 1,473 条、实体卡 11,016 条。后台管理需求明确，但操作人集中度需要确认是否符合岗位与权限设计。\n\n赛迪上线以来累计实体卡 2,180 条、安全审计 1,347 条、消费限额拦截 210 次、取餐流程 257 条。取餐记录全部停留在 `prepare_status=10`（备餐中）；这是累计范围内的流程闭环问题，不只是最近30天现象。" }, { "id": "feature-signals-block", "type": "table", "tableId": "feature-signals-table" }, { "id": "management-table-block", "type": "table", "tableId": "management-table" }, { "id": "zero-use-finding", "type": "markdown", "sourceId": "feature-source", "body": "## 已部署不等于已使用：营养健康与 AI 上线以来仍未形成可见闭环\n\n在本次核查的业务表中，两个项目上线以来均未见 AI 营养对话、餐单预约、签到打卡或线上充值记录；赛迪的健康测量、健康数据、称重设备、采购、账单缴费、取餐柜和售货机也为 0。赛迪历史仅有 7 条人脸记录，但订单中没有刷脸支付。\n\n**解释边界：** 这只能说明指定业务表没有记录。生产库没有统一页面点击流，因此不能用 0 证明页面从未打开，也不能直接判断功能无价值。" }, { "id": "zero-use-table-block", "type": "table", "tableId": "zero-use-table" }, { "id": "recommendations", "type": "markdown", "body": "## 下一步建议\n\n1. **机场 P0：** 对消费机与外部订单接入建立按餐厅/设备的成功率、延迟、离线单、重复单、退款率与对账监控；将高频报表改为自动订阅或定时生成，降低单人操作依赖。\n2. **赛迪 P0：** 以消费机＋闸机为双核心，统一监控成功率、重复消费/通行、订单一致性和午餐高峰容量；线上订餐先验证目标用户与复购，再决定投入。\n3. **赛迪一周内核查：** 复盘累计 210 次限额拦截的规则分布，重点抽查近30天 95 次激增；核对 257 条取餐记录全部“备餐中”是业务设计、历史数据还是状态回写缺陷。\n4. **补统一埋点：** PC、小程序、H5 和设备统一记录 page_view、feature_action、success、fail，才能回答页面访问排行、点击后失败和功能漏斗。\n5. **以后所有项目统一口径：** 主看“上线以来累计使用”，再辅以近30天活跃度、环比和异常变化；不要用近期窗口替代项目全生命周期结论。" }, { "id": "caveats", "type": "markdown", "sourceId": "quality-source", "body": "## 口径与限制\n\n- 主统计期：首都机场 2026-01-20 至 2026-08-03；赛迪 2026-01-18 至 2026-08-03。起点均为首个有效订单日。\n- 近期辅助窗口：近30天 2026-07-05 至 2026-08-03；前30天 2026-06-05 至 2026-07-04；时区 Asia/Shanghai。\n- 核心订单按 `meal_date` 统计，必须已支付、已完成、未删除、用户 ID 有效；2026-08-04 当日未纳入。\n- 月度图中首月和2026年8月均为不完整月，不能与整月直接比较。\n- 订单流水不等于收入、回款、合同额或毛利；未来用餐订单可能是正常预约，不自动判为异常。\n- 本报告能回答“哪些功能产生了数据库业务记录”，不能完整回答“哪些页面被打开最多”。" } ] }, "snapshot": { "version": 1, "generatedAt": "2026-08-04T19:18:25+08:00", "status": "ready", "datasets": { "headline_metrics": [ { "project_key": "airport", "project": "首都机场", "orders": 895908, "recent_orders_delta": 0.042950835840031454, "active_users": 8039, "orders_per_user": 111.45, "amount": 19427756.77, "avg_order_value": 21.68, "launch_date": "2026-01-20" }, { "project_key": "saidi", "project": "赛迪物业", "orders": 145955, "recent_orders_delta": 0.13009437555546155, "active_users": 3677, "orders_per_user": 39.69, "amount": 2683422.08, "avg_order_value": 18.39, "launch_date": "2026-01-18" } ], "channel_comparison": [ { "project": "首都机场", "channel": "消费机", "project_channel": "首都机场｜消费机", "lifetime_orders": 801171, "lifetime_active_users": 7879, "lifetime_amount": 14675748.98, "lifetime_share": 0.894256, "current_30d_orders": 131971, "previous_30d_orders": 126339, "recent_delta": 0.04457847537181703 }, { "project": "首都机场", "channel": "外部订单接入", "project_channel": "首都机场｜外部订单接入", "lifetime_orders": 94737, "lifetime_active_users": 3452, "lifetime_amount": 4752007.79, "lifetime_share": 0.105744, "current_30d_orders": 16079, "previous_30d_orders": 15614, "recent_delta": 0.029780965799923065 }, { "project": "赛迪物业", "channel": "消费机", "project_channel": "赛迪物业｜消费机", "lifetime_orders": 118350, "lifetime_active_users": 2131, "lifetime_amount": 1751612.08, "lifetime_share": 0.810866, "current_30d_orders": 20076, "previous_30d_orders": 18019, "recent_delta": 0.11415727842832557 }, { "project": "赛迪物业", "channel": "闸机", "project_channel": "赛迪物业｜闸机", "lifetime_orders": 27074, "lifetime_active_users": 2016, "lifetime_amount": 812220, "lifetime_share": 0.185496, "current_30d_orders": 6529, "previous_30d_orders": 5508, "recent_delta": 0.18536673928830782 }, { "project": "赛迪物业", "channel": "线上订餐", "project_channel": "赛迪物业｜线上订餐", "lifetime_orders": 531, "lifetime_active_users": 142, "lifetime_amount": 119590, "lifetime_share": 0.003638, "current_30d_orders": 98, "previous_30d_orders": 102, "recent_delta": -0.039215686274509776 } ], "lifetime_channel_share": [ { "project": "首都机场", "channel": "消费机", "project_channel": "首都机场｜消费机", "orders": 801171, "active_users": 7879, "amount": 14675748.98, "order_share": 0.894256 }, { "project": "首都机场", "channel": "外部订单接入", "project_channel": "首都机场｜外部订单接入", "orders": 94737, "active_users": 3452, "amount": 4752007.79, "order_share": 0.105744 }, { "project": "赛迪物业", "channel": "消费机", "project_channel": "赛迪物业｜消费机", "orders": 118350, "active_users": 2131, "amount": 1751612.08, "order_share": 0.810866 }, { "project": "赛迪物业", "channel": "闸机", "project_channel": "赛迪物业｜闸机", "orders": 27074, "active_users": 2016, "amount": 812220, "order_share": 0.185496 }, { "project": "赛迪物业", "channel": "线上订餐", "project_channel": "赛迪物业｜线上订餐", "orders": 531, "active_users": 142, "amount": 119590, "order_share": 0.003638 } ], "lifetime_payment_mix": [ { "project": "首都机场", "payment": "刷卡", "orders": 493571, "active_users": 6450, "amount": 9353818.54, "order_share": 0.550917 }, { "project": "首都机场", "payment": "消费码", "orders": 312762, "active_users": 6029, "amount": 5708509.9, "order_share": 0.349101 }, { "project": "首都机场", "payment": "线上支付", "orders": 89575, "active_users": 3389, "amount": 4365428.33, "order_share": 0.099982 }, { "project": "赛迪物业", "payment": "消费码", "orders": 123234, "active_users": 1916, "amount": 1909722.87, "order_share": 0.844329 }, { "project": "赛迪物业", "payment": "刷卡", "orders": 22190, "active_users": 1749, "amount": 654109.21, "order_share": 0.152033 }, { "project": "赛迪物业", "payment": "线上支付", "orders": 531, "active_users": 142, "amount": 119590, "order_share": 0.003638 } ], "lifetime_meal_mix": [ { "project": "首都机场", "meal": "午餐", "project_meal": "首都机场｜午餐", "orders": 441395, "active_users": 7720, "amount": 10495835.13, "order_share": 0.492679 }, { "project": "首都机场", "meal": "早餐", "project_meal": "首都机场｜早餐", "orders": 298199, "active_users": 7165, "amount": 4048397.12, "order_share": 0.332846 }, { "project": "首都机场", "meal": "晚餐", "project_meal": "首都机场｜晚餐", "orders": 156314, "active_users": 6697, "amount": 4883524.52, "order_share": 0.174476 }, { "project": "赛迪物业", "meal": "午餐", "project_meal": "赛迪物业｜午餐", "orders": 91834, "active_users": 3545, "amount": 1786126.51, "order_share": 0.629194 }, { "project": "赛迪物业", "meal": "早餐", "project_meal": "赛迪物业｜早餐", "orders": 41082, "active_users": 2720, "amount": 523347.18, "order_share": 0.28147 }, { "project": "赛迪物业", "meal": "晚餐", "project_meal": "赛迪物业｜晚餐", "orders": 12949, "active_users": 2300, "amount": 371440.39, "order_share": 0.088719 }, { "project": "赛迪物业", "meal": "夜宵", "project_meal": "赛迪物业｜夜宵", "orders": 90, "active_users": 71, "amount": 2508, "order_share": 0.000617 } ], "monthly_airport": [ { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "month": "2026-01", "orders": 35211, "active_users": 5874, "amount": 893407.65, "month_date": "2026-01-01" }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "month": "2026-02", "orders": 113778, "active_users": 6729, "amount": 3146302.51, "month_date": "2026-02-01" }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "month": "2026-03", "orders": 146993, "active_users": 6858, "amount": 2912758.28, "month_date": "2026-03-01" }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "month": "2026-04", "orders": 143318, "active_users": 6895, "amount": 3018659.55, "month_date": "2026-04-01" }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "month": "2026-05", "orders": 141920, "active_users": 7045, "amount": 2936012.76, "month_date": "2026-05-01" }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "month": "2026-06", "orders": 145775, "active_users": 7116, "amount": 2994927.09, "month_date": "2026-06-01" }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "month": "2026-07", "orders": 158087, "active_users": 7137, "amount": 3289632.41, "month_date": "2026-07-01" }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "month": "2026-08", "orders": 10826, "active_users": 4840, "amount": 236056.52, "month_date": "2026-08-01" } ], "monthly_saidi": [ { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "month": "2026-01", "orders": 10920, "active_users": 1440, "amount": 183934.96, "month_date": "2026-01-01" }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "month": "2026-02", "orders": 10659, "active_users": 1422, "amount": 173569.76, "month_date": "2026-02-01" }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "month": "2026-03", "orders": 22091, "active_users": 1707, "amount": 375723.41, "month_date": "2026-03-01" }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "month": "2026-04", "orders": 24313, "active_users": 1991, "amount": 490185.43, "month_date": "2026-04-01" }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "month": "2026-05", "orders": 22213, "active_users": 1609, "amount": 425859.08, "month_date": "2026-05-01" }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "month": "2026-06", "orders": 25713, "active_users": 1668, "amount": 483730.7, "month_date": "2026-06-01" }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "month": "2026-07", "orders": 28813, "active_users": 1845, "amount": 529415.44, "month_date": "2026-07-01" }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "month": "2026-08", "orders": 1233, "active_users": 803, "amount": 21003.3, "month_date": "2026-08-01" } ], "concentration": [ { "project": "首都机场", "high_frequency_user_share": 0.845503172036323, "high_frequency_order_share": 0.9886015081905731, "top3_restaurant_share": 0.38612000339320557, "weekend_order_share": 0.14528500694267715 }, { "project": "赛迪物业", "high_frequency_user_share": 0.37856948599401685, "high_frequency_order_share": 0.8747353636394779, "top3_restaurant_share": 0.9198794148881505, "weekend_order_share": 0.025507862012264054 } ], "top_restaurants": [ { "project": "首都机场", "rank": 1, "restaurant": "大餐线1", "orders": 154356, "active_users": 3751, "amount": 1541871.17, "order_share": 0.17229 }, { "project": "首都机场", "rank": 2, "restaurant": "BGS食堂设备1", "orders": 96999, "active_users": 1992, "amount": 2408713.69, "order_share": 0.108269 }, { "project": "首都机场", "rank": 3, "restaurant": "美食登机牌", "orders": 94573, "active_users": 3448, "amount": 4730375.92, "order_share": 0.105561 }, { "project": "首都机场", "rank": 4, "restaurant": "小卖部", "orders": 80061, "active_users": 3781, "amount": 2646447.24, "order_share": 0.089363 }, { "project": "首都机场", "rank": 5, "restaurant": "大餐线2", "orders": 72063, "active_users": 3109, "amount": 567696.89, "order_share": 0.080436 }, { "project": "赛迪物业", "rank": 1, "restaurant": "大厦-零点", "orders": 63026, "active_users": 1131, "amount": 831825.72, "order_share": 0.431818 }, { "project": "赛迪物业", "rank": 2, "restaurant": "员工餐厅-份菜档口", "orders": 38944, "active_users": 1068, "amount": 588889.49, "order_share": 0.266822 }, { "project": "赛迪物业", "rank": 3, "restaurant": "诚园餐厅", "orders": 32291, "active_users": 2281, "amount": 924172.01, "order_share": 0.221239 }, { "project": "赛迪物业", "rank": 4, "restaurant": "员工餐厅-风味档口", "orders": 7248, "active_users": 777, "amount": 112822.66, "order_share": 0.049659 }, { "project": "赛迪物业", "rank": 5, "restaurant": "大厦-自助", "orders": 3915, "active_users": 542, "amount": 106122.2, "order_share": 0.026823 } ], "feature_signals": [ { "project": "首都机场", "feature": "退款申请", "evidence_type": "主动业务动作", "lifetime_records": 1473, "lifetime_distinct_actors": 958, "current_30d_records": 187, "previous_30d_records": 228, "recent_delta": -0.17982456140350878, "source_table": "ydy_meal_order_refund" }, { "project": "首都机场", "feature": "就餐评价", "evidence_type": "主动业务动作", "lifetime_records": 72, "lifetime_distinct_actors": 50, "current_30d_records": 6, "previous_30d_records": 2, "recent_delta": 2.0, "source_table": "ydy_order_evaluate" }, { "project": "首都机场", "feature": "后台报表导出", "evidence_type": "主动业务动作", "lifetime_records": 1379, "lifetime_distinct_actors": 1, "current_30d_records": 192, "previous_30d_records": 132, "recent_delta": 0.4545454545454546, "source_table": "ydy_export_log" }, { "project": "首都机场", "feature": "消费限额拦截", "evidence_type": "规则触发记录", "lifetime_records": 23, "lifetime_distinct_actors": 8, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_consume_limit_block_log" }, { "project": "首都机场", "feature": "实体卡建档", "evidence_type": "配置/建档", "lifetime_records": 11016, "lifetime_distinct_actors": 9170, "current_30d_records": 85, "previous_30d_records": 101, "recent_delta": -0.15841584158415845, "source_table": "ydy_staff_card" }, { "project": "赛迪物业", "feature": "退款申请", "evidence_type": "主动业务动作", "lifetime_records": 114, "lifetime_distinct_actors": 65, "current_30d_records": 3, "previous_30d_records": 2, "recent_delta": 0.5, "source_table": "ydy_meal_order_refund" }, { "project": "赛迪物业", "feature": "订餐取餐流程", "evidence_type": "业务流程记录", "lifetime_records": 257, "lifetime_distinct_actors": 0, "current_30d_records": 98, "previous_30d_records": 102, "recent_delta": -0.039215686274509776, "source_table": "ydy_meal_order_pickup" }, { "project": "赛迪物业", "feature": "后台报表导出", "evidence_type": "主动业务动作", "lifetime_records": 129, "lifetime_distinct_actors": 8, "current_30d_records": 10, "previous_30d_records": 18, "recent_delta": -0.4444444444444444, "source_table": "ydy_export_log" }, { "project": "赛迪物业", "feature": "消费限额拦截", "evidence_type": "规则触发记录", "lifetime_records": 210, "lifetime_distinct_actors": 113, "current_30d_records": 95, "previous_30d_records": 21, "recent_delta": 3.5238095238095237, "source_table": "ydy_consume_limit_block_log" }, { "project": "赛迪物业", "feature": "后台安全审计操作", "evidence_type": "业务流程记录", "lifetime_records": 1347, "lifetime_distinct_actors": 15, "current_30d_records": 547, "previous_30d_records": 436, "recent_delta": 0.25458715596330284, "source_table": "ydy_security_audit_log" }, { "project": "赛迪物业", "feature": "实体卡建档", "evidence_type": "配置/建档", "lifetime_records": 2180, "lifetime_distinct_actors": 2059, "current_30d_records": 486, "previous_30d_records": 283, "recent_delta": 0.7173144876325088, "source_table": "ydy_staff_card" }, { "project": "赛迪物业", "feature": "人脸建档", "evidence_type": "配置/建档", "lifetime_records": 7, "lifetime_distinct_actors": 7, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_staff_face" } ], "zero_use_features": [ { "project": "首都机场", "feature": "餐单预约", "evidence_type": "主动业务动作", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_menus_subscribe" }, { "project": "首都机场", "feature": "就餐考勤", "evidence_type": "业务流程记录", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_menus_attendance" }, { "project": "首都机场", "feature": "线上充值", "evidence_type": "主动业务动作", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_recharge_order" }, { "project": "首都机场", "feature": "AI 营养对话", "evidence_type": "主动业务动作", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_ai_conversation" }, { "project": "首都机场", "feature": "签到打卡", "evidence_type": "主动业务动作", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_sign_daka" }, { "project": "首都机场", "feature": "采购单", "evidence_type": "主动业务动作", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_purchase" }, { "project": "赛迪物业", "feature": "餐单预约", "evidence_type": "主动业务动作", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_menus_subscribe" }, { "project": "赛迪物业", "feature": "就餐考勤", "evidence_type": "业务流程记录", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_menus_attendance" }, { "project": "赛迪物业", "feature": "线上充值", "evidence_type": "主动业务动作", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_recharge_order" }, { "project": "赛迪物业", "feature": "AI 营养对话", "evidence_type": "主动业务动作", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_ai_conversation" }, { "project": "赛迪物业", "feature": "健康测量会话", "evidence_type": "主动业务动作", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_measurement_session" }, { "project": "赛迪物业", "feature": "健康数据记录", "evidence_type": "业务流程记录", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_health_record" }, { "project": "赛迪物业", "feature": "签到打卡", "evidence_type": "主动业务动作", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_sign_daka" }, { "project": "赛迪物业", "feature": "称重设备事件", "evidence_type": "业务流程记录", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_device_weight_event" }, { "project": "赛迪物业", "feature": "采购单", "evidence_type": "主动业务动作", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_purchase" }, { "project": "赛迪物业", "feature": "账单缴费", "evidence_type": "主动业务动作", "lifetime_records": 0, "lifetime_distinct_actors": 0, "current_30d_records": 0, "previous_30d_records": 0, "recent_delta": null, "source_table": "ydy_billing_record" } ], "management_activity": [ { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "消费订单导出", "result": "成功", "events": 1177, "distinct_operators": 1 }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "补贴统计", "result": "成功", "events": 103, "distinct_operators": 1 }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "充值统计", "result": "成功", "events": 61, "distinct_operators": 1 }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "人员消费报表", "result": "成功", "events": 24, "distinct_operators": 1 }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "消费订单导出", "result": "状态4", "events": 10, "distinct_operators": 1 }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "设备消费报表", "result": "成功", "events": 8, "distinct_operators": 1 }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "现金退款", "result": "成功", "events": 5, "distinct_operators": 1 }, { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "部门消费报表", "result": "成功", "events": 1, "distinct_operators": 1 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "消费订单导出", "result": "成功", "events": 115, "distinct_operators": 6 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "人员消费报表", "result": "成功", "events": 10, "distinct_operators": 4 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "消费订单导出", "result": "状态4", "events": 2, "distinct_operators": 1 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "设备消费报表", "result": "成功", "events": 2, "distinct_operators": 1 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "部门消费报表", "result": "成功", "events": 1, "distinct_operators": 1 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "period": "上线以来", "category": "报表导出", "activity": "菜品销量统计", "result": "成功", "events": 1, "distinct_operators": 1 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "period": "上线以来", "category": "审计:auth", "activity": "login", "result": "success", "events": 970, "distinct_operators": 1 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "period": "上线以来", "category": "审计:auth", "activity": "logout", "result": "success", "events": 193, "distinct_operators": 14 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "period": "上线以来", "category": "审计:auth", "activity": "login", "result": "fail", "events": 168, "distinct_operators": 1 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "period": "上线以来", "category": "审计:meal_order", "activity": "refundAgree", "result": "success", "events": 7, "distinct_operators": 1 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "period": "上线以来", "category": "审计:meal_order", "activity": "refund", "result": "success", "events": 7, "distinct_operators": 1 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "period": "上线以来", "category": "审计:auth", "activity": "change_expired_pwd", "result": "success", "events": 2, "distinct_operators": 1 } ], "data_quality": [ { "project_key": "airport", "project_name": "首都机场智慧营养健康餐厅", "rows": 901949, "distinct_ids": 901949, "distinct_order_numbers": 901949, "missing_user_orders": 0, "future_meal_orders": 6041, "not_paid": 0, "not_completed": 0, "deleted": 0, "first_meal_date": "2026-01-20", "last_meal_date": "2026-08-04", "period": "", "quality_check": "", "prepare_status": "", "records": "" }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "rows": 147141, "distinct_ids": 147141, "distinct_order_numbers": 147141, "missing_user_orders": 0, "future_meal_orders": 1120, "not_paid": 66, "not_completed": 66, "deleted": 0, "first_meal_date": "2026-01-18", "last_meal_date": "2026-08-07", "period": "", "quality_check": "", "prepare_status": "", "records": "" }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "rows": "", "distinct_ids": "", "distinct_order_numbers": "", "missing_user_orders": "", "future_meal_orders": "", "not_paid": "", "not_completed": "", "deleted": "", "first_meal_date": "", "last_meal_date": "", "period": "上线以来", "quality_check": "取餐流程状态", "prepare_status": 10, "records": 257 }, { "project_key": "saidi", "project_name": "北京赛迪物业智慧营养健康餐厅", "rows": "", "distinct_ids": "", "distinct_order_numbers": "", "missing_user_orders": "", "future_meal_orders": "", "not_paid": "", "not_completed": "", "deleted": "", "first_meal_date": "", "last_meal_date": "", "period": "近30天", "quality_check": "取餐流程状态", "prepare_status": 10, "records": 98 } ] } }, "sources": [ { "id": "orders-source", "label": "生产库只读聚合：上线以来有效订单", "path": "analyze_feature_usage.py", "query": { "engine": "MySQL", "description": "两个项目自首个有效订单日起的订单、渠道、支付、餐段、餐厅、频次与月趋势聚合。", "executed_at": "2026-08-04T19:18:25+08:00", "language": "SQL", "sql": "-- 分别在 zhct_jc_new 与 zhct_saidi 的只读连接执行\nSELECT MIN(meal_date) AS observable_launch_date\nFROM ydy_meal_order\nWHERE pay_status=20 AND order_status=30 AND is_delete=0 AND user_id>0;\n\nSELECT COUNT(*) AS orders, ROUND(SUM(total_price),2) AS amount,\n COUNT(DISTINCT user_id) AS active_users, COUNT(DISTINCT meal_date) AS active_days\nFROM ydy_meal_order\nWHERE pay_status=20 AND order_status=30 AND is_delete=0 AND user_id>0\n AND meal_date BETWEEN :observable_launch_date AND '2026-08-03';", "tables_used": [ "zhct_jc_new.ydy_meal_order", "zhct_saidi.ydy_meal_order", "ydy_restaurants" ], "filters": [ "首都机场：2026-01-20 至 2026-08-03；赛迪：2026-01-18 至 2026-08-03", "pay_status=20；order_status=30；is_delete=0；user_id>0", "近30天与前30天仅用于辅助趋势，不作为主规模口径" ], "metric_definitions": [ "可观察上线起点：生产订单库中首个满足有效订单条件的 meal_date；不等同于合同上线或验收日期。", "有效订单：满足支付、完成、未删除和有效用户条件的订单记录数。", "订单流水：有效订单 total_price 合计，不等于收入、回款或毛利。" ] } }, { "id": "feature-source", "label": "生产库只读聚合：上线以来功能行为与管理操作", "path": "feature_activity.csv", "query": { "engine": "MySQL", "description": "退款、评价、取餐、报表、审计、卡片、消费限额及健康相关业务表的上线以来聚合。", "executed_at": "2026-08-04T19:18:25+08:00", "language": "SQL", "sql": "-- 各业务表使用项目可观察上线起点至 2026-08-03 的业务日期或创建时间聚合\nSELECT COUNT(*) FROM ydy_export_log WHERE status=1 AND create_time BETWEEN :start AND :end;\nSELECT COUNT(*) FROM ydy_consume_limit_block_log WHERE consume_time BETWEEN :start AND :end;\nSELECT prepare_status, COUNT(*) FROM ydy_meal_order_pickup\nWHERE meal_date BETWEEN :start AND :end GROUP BY prepare_status;", "tables_used": [ "ydy_ai_conversation", "ydy_billing_record", "ydy_consume_limit_block_log", "ydy_device_weight_event", "ydy_export_log", "ydy_health_record", "ydy_locker_pickup_api_log", "ydy_meal_order_pickup", "ydy_meal_order_refund", "ydy_measurement_session", "ydy_menus_attendance", "ydy_menus_subscribe", "ydy_order_evaluate", "ydy_purchase", "ydy_recharge_order", "ydy_security_audit_log", "ydy_sign_daka", "ydy_staff_card", "ydy_staff_face", "ydy_vending_shipment_result" ], "filters": [ "仅保存项目级聚合；未导出人员、手机号、订单或日志明细" ], "metric_definitions": [ "主动业务动作、流程记录、规则触发、配置/建档分开解释。", "记录数不等于页面访问人数；0 表示指定业务表无记录，不证明页面从未被打开。" ] } }, { "id": "quality-source", "label": "生产库只读聚合：数据质量检查", "path": "data_quality.csv", "query": { "engine": "MySQL", "description": "订单键唯一性、未来用餐日期、状态完整性和取餐流程状态检查。", "executed_at": "2026-08-04T19:18:25+08:00", "language": "SQL", "sql": "SELECT COUNT(*) AS rows, COUNT(DISTINCT id), COUNT(DISTINCT order_no),\nSUM(user_id=0), SUM(meal_date>'2026-08-03'), SUM(pay_status<>20),\nSUM(order_status<>30), SUM(is_delete<>0), MIN(meal_date), MAX(meal_date)\nFROM ydy_meal_order;", "tables_used": [ "zhct_jc_new.ydy_meal_order", "zhct_saidi.ydy_meal_order", "zhct_saidi.ydy_meal_order_pickup" ], "filters": [ "报告截止日 2026-08-03；未来用餐订单不计入累计完成量" ], "metric_definitions": [ "未来用餐订单可能是正常预约，不自动标记为错误。" ] } } ] }