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Преглед изворни кода

feat(creation): 模块B端到端打通 — 召回升级+17列审批+Phase0/3健壮性

- 素材召回 matchByText → batchByText,加 imp>2000 + ctr≥10% 阈值,跨账户全局 dedup
- 飞书审批 14 → 17 列(加 CTR/曝光/成本),Phase 0 SUSPEND 计入占用 + fp 预校验
- Phase 3 失败重试(永久/瞬时错码分离,5s/10s 退避),汇报含 ctr/cost/imp 摘要
- e2e 实测 12/12 全成功,12 个 cid 连号
刘立冬 пре 2 недеља
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a21ca6a430
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19 измењених фајлова са 17875 додато и 117 уклоњено
Подељен поглед Покажи статистику Diff
  1. 1817 0
      examples/auto_put_ad_mini/ARCHITECTURE.html
  2. 579 0
      examples/auto_put_ad_mini/ARCHITECTURE_OVERVIEW.html
  3. 39 0
      examples/auto_put_ad_mini/CREATIVE_CREATION_TODO.md
  4. 95 2
      examples/auto_put_ad_mini/config.py
  5. 284 0
      examples/auto_put_ad_mini/execute_creation_apply.py
  6. 485 0
      examples/auto_put_ad_mini/execute_creation_once.py
  7. 59 0
      examples/auto_put_ad_mini/k8s/cronjob_creation.yaml
  8. 606 0
      examples/auto_put_ad_mini/shared/reports/creative_details_20260427.csv
  9. 6825 0
      examples/auto_put_ad_mini/shared/reports/creative_timeseries_20260427.csv
  10. 5168 0
      examples/auto_put_ad_mini/shared/reports/fission_analysis_20260427.json
  11. 319 0
      examples/auto_put_ad_mini/shared/reports/fission_analysis_20260427.md
  12. 67 5
      examples/auto_put_ad_mini/tools/ad_creation.py
  13. 488 3
      examples/auto_put_ad_mini/tools/creative_creation.py
  14. 4 1
      examples/auto_put_ad_mini/tools/data_query.py
  15. 69 35
      examples/auto_put_ad_mini/tools/feishu_doc.py
  16. 299 0
      examples/auto_put_ad_mini/tools/im_approval_ad_creation.py
  17. 370 0
      examples/auto_put_ad_mini/tools/im_approval_creation.py
  18. 199 71
      examples/auto_put_ad_mini/tools/material_recall.py
  19. 103 0
      examples/auto_put_ad_mini/tools/scene_spec.py

+ 1817 - 0
examples/auto_put_ad_mini/ARCHITECTURE.html
Прегледај датотеку 

@@ -0,0 +1,1817 @@
 
+<!DOCTYPE html>
 
+<html lang="zh-CN">
 
+<head>
 
+<meta charset="UTF-8">
 
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
 
+<title>auto_put_ad_mini · 系统架构图谱</title>
 
+<link rel="preconnect" href="https://fonts.googleapis.com">
 
+<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
 
+<link href="https://fonts.googleapis.com/css2?family=Fraunces:opsz,wght,SOFT@9..144,300..900,0..100&family=IBM+Plex+Sans:wght@300;400;500;600&family=JetBrains+Mono:wght@400;500;700&family=Noto+Serif+SC:wght@400;500;700&family=Noto+Sans+SC:wght@300;400;500;700&display=swap" rel="stylesheet">
 
+<style>
 
+:root {
 
+  --bg: #0E141B;
 
+  --bg-alt: #141C26;
 
+  --panel: #1A2330;
 
+  --panel-hi: #212C3D;
 
+  --border: #2A3849;
 
+  --border-hi: #3D5066;
 
+  --text: #E8E1D3;
 
+  --text-dim: #B8B0A1;
 
+  --text-muted: #7A8294;
 
+  --grid: #1F2A38;
 
+
 
+  --tools: #E0A458;
 
+  --tools-soft: #E0A45822;
 
+  --skills: #A4B494;
 
+  --skills-soft: #A4B49422;
 
+  --decisions: #5BC0BE;
 
+  --decisions-soft: #5BC0BE22;
 
+  --rules: #F25F5C;
 
+  --rules-soft: #F25F5C22;
 
+  --data: #6B9FB5;
 
+  --data-soft: #6B9FB522;
 
+  --gold: #D4AF37;
 
+
 
+  --serif: "Fraunces", "Noto Serif SC", Georgia, serif;
 
+  --sans: "IBM Plex Sans", "Noto Sans SC", system-ui, sans-serif;
 
+  --mono: "JetBrains Mono", "SF Mono", Consolas, monospace;
 
+}
 
+
 
+* { box-sizing: border-box; margin: 0; padding: 0; }
 
+
 
+html { scroll-behavior: smooth; }
 
+
 
+body {
 
+  background: var(--bg);
 
+  color: var(--text);
 
+  font-family: var(--sans);
 
+  font-weight: 400;
 
+  line-height: 1.6;
 
+  letter-spacing: 0.005em;
 
+  min-height: 100vh;
 
+  overflow-x: hidden;
 
+  background-image:
 
+    radial-gradient(at 20% 0%, rgba(91, 192, 190, 0.08) 0px, transparent 40%),
 
+    radial-gradient(at 80% 100%, rgba(224, 164, 88, 0.06) 0px, transparent 50%),
 
+    linear-gradient(0deg, var(--bg) 0%, #0A0F15 100%);
 
+}
 
+
 
+/* Subtle grain overlay */
 
+body::before {
 
+  content: "";
 
+  position: fixed;
 
+  inset: 0;
 
+  pointer-events: none;
 
+  z-index: 1;
 
+  opacity: 0.025;
 
+  background-image: url("data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' width='200' height='200'%3E%3Cfilter id='n'%3E%3CfeTurbulence type='fractalNoise' baseFrequency='0.9' /%3E%3C/filter%3E%3Crect width='100%25' height='100%25' filter='url(%23n)'/%3E%3C/svg%3E");
 
+}
 
+
 
+main { position: relative; z-index: 2; }
 
+
 
+/* ====== HEADER ====== */
 
+.hero {
 
+  padding: 80px 60px 100px;
 
+  border-bottom: 1px solid var(--border);
 
+  position: relative;
 
+  overflow: hidden;
 
+}
 
+
 
+.hero::before {
 
+  content: "";
 
+  position: absolute;
 
+  inset: 0;
 
+  background:
 
+    repeating-linear-gradient(0deg, transparent 0, transparent 49px, var(--grid) 49px, var(--grid) 50px),
 
+    repeating-linear-gradient(90deg, transparent 0, transparent 49px, var(--grid) 49px, var(--grid) 50px);
 
+  opacity: 0.4;
 
+  pointer-events: none;
 
+  mask-image: radial-gradient(ellipse at 30% 50%, black 30%, transparent 80%);
 
+}
 
+
 
+.hero-inner { position: relative; max-width: 1400px; margin: 0 auto; }
 
+
 
+.eyebrow {
 
+  font-family: var(--mono);
 
+  font-size: 11px;
 
+  text-transform: uppercase;
 
+  letter-spacing: 0.25em;
 
+  color: var(--tools);
 
+  margin-bottom: 28px;
 
+  display: flex;
 
+  align-items: center;
 
+  gap: 12px;
 
+}
 
+
 
+.eyebrow::before {
 
+  content: "";
 
+  display: block;
 
+  width: 32px;
 
+  height: 1px;
 
+  background: var(--tools);
 
+}
 
+
 
+h1.title {
 
+  font-family: var(--serif);
 
+  font-weight: 300;
 
+  font-size: clamp(48px, 8vw, 112px);
 
+  line-height: 0.95;
 
+  letter-spacing: -0.03em;
 
+  color: var(--text);
 
+  margin-bottom: 24px;
 
+  font-feature-settings: "ss01", "ss02";
 
+  font-variation-settings: "opsz" 144, "SOFT" 30;
 
+}
 
+
 
+h1.title em {
 
+  font-style: italic;
 
+  color: var(--tools);
 
+  font-variation-settings: "opsz" 144, "SOFT" 100;
 
+}
 
+
 
+.tagline {
 
+  font-family: var(--serif);
 
+  font-size: 24px;
 
+  font-weight: 300;
 
+  font-style: italic;
 
+  color: var(--text-dim);
 
+  max-width: 720px;
 
+  margin-bottom: 48px;
 
+  line-height: 1.4;
 
+  font-variation-settings: "opsz" 24;
 
+}
 
+
 
+.meta-grid {
 
+  display: grid;
 
+  grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
 
+  gap: 32px 48px;
 
+  padding-top: 32px;
 
+  border-top: 1px solid var(--border);
 
+  max-width: 1100px;
 
+}
 
+
 
+.meta-item {
 
+  display: flex;
 
+  flex-direction: column;
 
+  gap: 6px;
 
+}
 
+
 
+.meta-label {
 
+  font-family: var(--mono);
 
+  font-size: 10px;
 
+  text-transform: uppercase;
 
+  letter-spacing: 0.18em;
 
+  color: var(--text-muted);
 
+}
 
+
 
+.meta-value {
 
+  font-family: var(--mono);
 
+  font-size: 14px;
 
+  color: var(--text);
 
+  font-weight: 500;
 
+}
 
+
 
+.meta-value.accent { color: var(--tools); }
 
+
 
+/* ====== SECTIONS ====== */
 
+section {
 
+  padding: 100px 60px;
 
+  max-width: 1400px;
 
+  margin: 0 auto;
 
+  border-bottom: 1px solid var(--border);
 
+}
 
+
 
+.section-head {
 
+  display: flex;
 
+  align-items: baseline;
 
+  justify-content: space-between;
 
+  margin-bottom: 60px;
 
+  gap: 40px;
 
+  flex-wrap: wrap;
 
+}
 
+
 
+.section-num {
 
+  font-family: var(--mono);
 
+  font-size: 13px;
 
+  color: var(--text-muted);
 
+  letter-spacing: 0.2em;
 
+}
 
+
 
+.section-title {
 
+  font-family: var(--serif);
 
+  font-weight: 300;
 
+  font-size: clamp(36px, 5vw, 64px);
 
+  line-height: 1.05;
 
+  letter-spacing: -0.02em;
 
+  flex: 1;
 
+  font-variation-settings: "opsz" 96, "SOFT" 40;
 
+}
 
+
 
+.section-title em {
 
+  font-style: italic;
 
+  font-variation-settings: "opsz" 96, "SOFT" 100;
 
+}
 
+
 
+.section-title.tools em { color: var(--tools); }
 
+.section-title.skills em { color: var(--skills); }
 
+.section-title.decisions em { color: var(--decisions); }
 
+.section-title.rules em { color: var(--rules); }
 
+.section-title.data em { color: var(--data); }
 
+
 
+.section-desc {
 
+  font-family: var(--serif);
 
+  font-style: italic;
 
+  font-size: 16px;
 
+  color: var(--text-dim);
 
+  max-width: 480px;
 
+  font-weight: 300;
 
+  line-height: 1.5;
 
+}
 
+
 
+/* ====== ARCHITECTURE LAYERS ====== */
 
+.layer-stack {
 
+  display: grid;
 
+  gap: 24px;
 
+}
 
+
 
+.layer {
 
+  display: grid;
 
+  grid-template-columns: 180px 1fr;
 
+  gap: 32px;
 
+  padding: 32px 36px;
 
+  background: var(--panel);
 
+  border: 1px solid var(--border);
 
+  border-left-width: 3px;
 
+  position: relative;
 
+  transition: all 0.3s ease;
 
+}
 
+
 
+.layer:hover {
 
+  background: var(--panel-hi);
 
+  border-left-width: 6px;
 
+}
 
+
 
+.layer-1 { border-left-color: var(--tools); }
 
+.layer-2 { border-left-color: var(--skills); }
 
+.layer-3 { border-left-color: var(--decisions); }
 
+.layer-4 { border-left-color: var(--rules); }
 
+
 
+.layer-id {
 
+  font-family: var(--mono);
 
+  font-size: 12px;
 
+  letter-spacing: 0.15em;
 
+  color: var(--text-muted);
 
+  text-transform: uppercase;
 
+  margin-bottom: 8px;
 
+}
 
+
 
+.layer-name {
 
+  font-family: var(--serif);
 
+  font-size: 28px;
 
+  font-weight: 400;
 
+  line-height: 1.1;
 
+  letter-spacing: -0.01em;
 
+  font-variation-settings: "opsz" 32;
 
+}
 
+
 
+.layer-content { font-size: 14px; line-height: 1.7; }
 
+
 
+.layer-content code {
 
+  font-family: var(--mono);
 
+  font-size: 12.5px;
 
+  color: var(--tools);
 
+  background: var(--bg-alt);
 
+  padding: 2px 6px;
 
+  border-radius: 2px;
 
+}
 
+
 
+.layer-content ul {
 
+  list-style: none;
 
+  display: grid;
 
+  grid-template-columns: repeat(auto-fit, minmax(260px, 1fr));
 
+  gap: 12px;
 
+  margin-top: 8px;
 
+}
 
+
 
+.layer-content ul li {
 
+  padding: 10px 14px;
 
+  background: var(--bg-alt);
 
+  border-left: 2px solid var(--border-hi);
 
+  font-size: 13px;
 
+  color: var(--text-dim);
 
+}
 
+
 
+.layer-content ul li strong {
 
+  color: var(--text);
 
+  font-weight: 500;
 
+}
 
+
 
+/* ====== PIPELINE ====== */
 
+.pipeline {
 
+  display: grid;
 
+  gap: 0;
 
+  position: relative;
 
+}
 
+
 
+.pipeline-step {
 
+  display: grid;
 
+  grid-template-columns: 80px 1fr 280px;
 
+  gap: 32px;
 
+  padding: 32px 0;
 
+  border-top: 1px solid var(--border);
 
+  position: relative;
 
+  transition: background 0.25s ease;
 
+}
 
+
 
+.pipeline-step:hover { background: rgba(91, 192, 190, 0.03); }
 
+
 
+.pipeline-step:last-child { border-bottom: 1px solid var(--border); }
 
+
 
+.step-num {
 
+  font-family: var(--serif);
 
+  font-style: italic;
 
+  font-size: 88px;
 
+  line-height: 0.9;
 
+  font-weight: 300;
 
+  color: var(--decisions);
 
+  letter-spacing: -0.04em;
 
+  font-variation-settings: "opsz" 144, "SOFT" 80;
 
+  opacity: 0.85;
 
+}
 
+
 
+.step-body { padding-top: 16px; }
 
+
 
+.step-name {
 
+  font-family: var(--serif);
 
+  font-size: 26px;
 
+  font-weight: 400;
 
+  margin-bottom: 8px;
 
+  letter-spacing: -0.01em;
 
+  font-variation-settings: "opsz" 32;
 
+}
 
+
 
+.step-tool {
 
+  display: inline-block;
 
+  font-family: var(--mono);
 
+  font-size: 11.5px;
 
+  color: var(--tools);
 
+  background: var(--tools-soft);
 
+  padding: 3px 10px;
 
+  margin-bottom: 14px;
 
+  border: 1px solid var(--tools);
 
+  border-radius: 2px;
 
+}
 
+
 
+.step-desc {
 
+  font-size: 14.5px;
 
+  color: var(--text-dim);
 
+  line-height: 1.65;
 
+  max-width: 600px;
 
+}
 
+
 
+.step-io {
 
+  padding-top: 18px;
 
+  font-family: var(--mono);
 
+  font-size: 11.5px;
 
+  color: var(--text-muted);
 
+  display: grid;
 
+  gap: 6px;
 
+}
 
+
 
+.step-io span {
 
+  display: flex;
 
+  gap: 8px;
 
+}
 
+
 
+.step-io span::before {
 
+  content: "→";
 
+  color: var(--data);
 
+  font-weight: bold;
 
+}
 
+
 
+.step-io.input span::before { content: "↓"; color: var(--data); }
 
+.step-io.output span::before { content: "↑"; color: var(--decisions); }
 
+
 
+/* ====== SKILLS GRID ====== */
 
+.skills-grid {
 
+  display: grid;
 
+  grid-template-columns: repeat(2, 1fr);
 
+  gap: 4px;
 
+  background: var(--border);
 
+  border: 1px solid var(--border);
 
+}
 
+
 
+.skill-card {
 
+  background: var(--panel);
 
+  padding: 36px 36px 32px;
 
+  position: relative;
 
+  transition: all 0.3s ease;
 
+  cursor: default;
 
+}
 
+
 
+.skill-card:hover {
 
+  background: var(--panel-hi);
 
+  transform: translateZ(0);
 
+}
 
+
 
+.skill-card.featured {
 
+  grid-column: span 2;
 
+  background: linear-gradient(135deg, var(--panel) 0%, #1F2A36 100%);
 
+}
 
+
 
+.skill-rank {
 
+  position: absolute;
 
+  top: 24px;
 
+  right: 28px;
 
+  font-family: var(--mono);
 
+  font-size: 11px;
 
+  letter-spacing: 0.15em;
 
+  color: var(--text-muted);
 
+  text-transform: uppercase;
 
+}
 
+
 
+.skill-rank.core {
 
+  color: var(--gold);
 
+}
 
+
 
+.skill-rank.core::before {
 
+  content: "◆ ";
 
+  color: var(--gold);
 
+}
 
+
 
+.skill-name {
 
+  font-family: var(--mono);
 
+  font-size: 13px;
 
+  letter-spacing: 0.1em;
 
+  color: var(--skills);
 
+  margin-bottom: 14px;
 
+}
 
+
 
+.skill-headline {
 
+  font-family: var(--serif);
 
+  font-size: 28px;
 
+  font-weight: 400;
 
+  line-height: 1.15;
 
+  letter-spacing: -0.01em;
 
+  margin-bottom: 16px;
 
+  font-variation-settings: "opsz" 32, "SOFT" 30;
 
+}
 
+
 
+.skill-card.featured .skill-headline {
 
+  font-size: 36px;
 
+  font-style: italic;
 
+  font-variation-settings: "opsz" 48, "SOFT" 80;
 
+}
 
+
 
+.skill-meta {
 
+  font-family: var(--mono);
 
+  font-size: 11px;
 
+  color: var(--text-muted);
 
+  margin-bottom: 18px;
 
+  letter-spacing: 0.05em;
 
+}
 
+
 
+.skill-desc {
 
+  font-size: 14px;
 
+  color: var(--text-dim);
 
+  line-height: 1.7;
 
+  margin-bottom: 20px;
 
+}
 
+
 
+.skill-sections {
 
+  display: flex;
 
+  flex-wrap: wrap;
 
+  gap: 6px;
 
+}
 
+
 
+.skill-tag {
 
+  font-family: var(--mono);
 
+  font-size: 10.5px;
 
+  padding: 4px 10px;
 
+  background: var(--bg-alt);
 
+  color: var(--text-dim);
 
+  border: 1px solid var(--border);
 
+  letter-spacing: 0.03em;
 
+}
 
+
 
+.skill-card.featured .skill-tag {
 
+  border-color: var(--decisions);
 
+  color: var(--decisions);
 
+}
 
+
 
+/* ====== TOOLS NETWORK ====== */
 
+.tools-table {
 
+  display: grid;
 
+  grid-template-columns: 1fr;
 
+  gap: 0;
 
+  border: 1px solid var(--border);
 
+  background: var(--panel);
 
+}
 
+
 
+.tools-row {
 
+  display: grid;
 
+  grid-template-columns: 240px 200px 1fr 140px;
 
+  gap: 24px;
 
+  padding: 18px 28px;
 
+  border-bottom: 1px solid var(--border);
 
+  align-items: center;
 
+  transition: background 0.2s;
 
+}
 
+
 
+.tools-row:last-child { border-bottom: none; }
 
+.tools-row:hover { background: var(--panel-hi); }
 
+
 
+.tools-row.head {
 
+  background: var(--bg-alt);
 
+  border-bottom: 2px solid var(--border-hi);
 
+}
 
+
 
+.tools-row.head > div {
 
+  font-family: var(--mono);
 
+  font-size: 10.5px;
 
+  text-transform: uppercase;
 
+  letter-spacing: 0.18em;
 
+  color: var(--text-muted);
 
+}
 
+
 
+.tool-file {
 
+  font-family: var(--mono);
 
+  font-size: 13px;
 
+  color: var(--tools);
 
+}
 
+
 
+.tool-cat {
 
+  font-family: var(--mono);
 
+  font-size: 11.5px;
 
+  letter-spacing: 0.05em;
 
+  text-transform: uppercase;
 
+}
 
+
 
+.tool-cat.data { color: var(--data); }
 
+.tool-cat.compute { color: var(--decisions); }
 
+.tool-cat.decide { color: var(--skills); }
 
+.tool-cat.execute { color: var(--rules); }
 
+.tool-cat.report { color: var(--gold); }
 
+
 
+.tool-fn {
 
+  font-size: 13px;
 
+  color: var(--text-dim);
 
+  line-height: 1.6;
 
+}
 
+
 
+.tool-fn code {
 
+  font-family: var(--mono);
 
+  font-size: 12px;
 
+  color: var(--text);
 
+  background: var(--bg);
 
+  padding: 1px 6px;
 
+  border-radius: 2px;
 
+}
 
+
 
+.tool-step {
 
+  font-family: var(--mono);
 
+  font-size: 11px;
 
+  color: var(--text-muted);
 
+  text-align: right;
 
+}
 
+
 
+/* ====== DECISION FRAMEWORK ====== */
 
+.decision-arch {
 
+  display: grid;
 
+  grid-template-columns: 1fr 1fr;
 
+  gap: 60px;
 
+  align-items: start;
 
+}
 
+
 
+.decision-tower {
 
+  display: grid;
 
+  gap: 12px;
 
+}
 
+
 
+.tier {
 
+  position: relative;
 
+  padding: 28px 32px;
 
+  background: var(--panel);
 
+  border: 1px solid var(--border);
 
+}
 
+
 
+.tier::before {
 
+  content: "";
 
+  position: absolute;
 
+  left: 0;
 
+  top: 0;
 
+  bottom: 0;
 
+  width: 4px;
 
+}
 
+
 
+.tier-1::before { background: var(--rules); }
 
+.tier-2::before { background: var(--data); }
 
+.tier-3::before { background: var(--decisions); }
 
+.tier-4::before { background: var(--skills); }
 
+
 
+.tier-label {
 
+  font-family: var(--mono);
 
+  font-size: 11px;
 
+  letter-spacing: 0.2em;
 
+  margin-bottom: 6px;
 
+  text-transform: uppercase;
 
+}
 
+
 
+.tier-1 .tier-label { color: var(--rules); }
 
+.tier-2 .tier-label { color: var(--data); }
 
+.tier-3 .tier-label { color: var(--decisions); }
 
+.tier-4 .tier-label { color: var(--skills); }
 
+
 
+.tier-name {
 
+  font-family: var(--serif);
 
+  font-size: 22px;
 
+  font-weight: 400;
 
+  margin-bottom: 8px;
 
+  font-variation-settings: "opsz" 24;
 
+}
 
+
 
+.tier-desc {
 
+  font-size: 13.5px;
 
+  color: var(--text-dim);
 
+  line-height: 1.65;
 
+}
 
+
 
+.tier-desc code {
 
+  font-family: var(--mono);
 
+  font-size: 12px;
 
+  color: var(--text);
 
+  background: var(--bg-alt);
 
+  padding: 1px 5px;
 
+  border-radius: 2px;
 
+}
 
+
 
+/* Actions panel */
 
+.actions-panel {
 
+  background: var(--panel);
 
+  border: 1px solid var(--border);
 
+  padding: 32px;
 
+}
 
+
 
+.actions-head {
 
+  font-family: var(--serif);
 
+  font-size: 22px;
 
+  font-weight: 400;
 
+  margin-bottom: 24px;
 
+  font-variation-settings: "opsz" 24;
 
+}
 
+
 
+.actions-list { display: grid; gap: 14px; }
 
+
 
+.action-row {
 
+  display: grid;
 
+  grid-template-columns: 110px 1fr;
 
+  gap: 16px;
 
+  padding: 12px 0;
 
+  border-bottom: 1px solid var(--border);
 
+}
 
+
 
+.action-row:last-child { border-bottom: none; }
 
+
 
+.action-name {
 
+  font-family: var(--mono);
 
+  font-size: 13px;
 
+  letter-spacing: 0.05em;
 
+  display: flex;
 
+  align-items: baseline;
 
+  gap: 8px;
 
+}
 
+
 
+.action-name .dot {
 
+  display: inline-block;
 
+  width: 8px;
 
+  height: 8px;
 
+  border-radius: 50%;
 
+}
 
+
 
+.action-name.pause .dot { background: var(--rules); }
 
+.action-name.bid_down .dot { background: #FFA94D; }
 
+.action-name.bid_up .dot { background: var(--decisions); }
 
+.action-name.scale_up .dot { background: var(--skills); }
 
+.action-name.creative_adjust .dot { background: var(--gold); }
 
+.action-name.observe .dot { background: var(--data); }
 
+.action-name.hold .dot { background: var(--text-muted); }
 
+
 
+.action-name code {
 
+  color: var(--text);
 
+}
 
+
 
+.action-rule {
 
+  font-size: 13px;
 
+  color: var(--text-dim);
 
+  line-height: 1.55;
 
+}
 
+
 
+/* ====== THRESHOLDS ====== */
 
+.thresholds-grid {
 
+  display: grid;
 
+  grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));
 
+  gap: 4px;
 
+  background: var(--border);
 
+  border: 1px solid var(--border);
 
+}
 
+
 
+.threshold-card {
 
+  background: var(--panel);
 
+  padding: 28px;
 
+  position: relative;
 
+  transition: background 0.25s;
 
+}
 
+
 
+.threshold-card:hover { background: var(--panel-hi); }
 
+
 
+.threshold-key {
 
+  font-family: var(--mono);
 
+  font-size: 11.5px;
 
+  color: var(--text-muted);
 
+  letter-spacing: 0.08em;
 
+  margin-bottom: 14px;
 
+}
 
+
 
+.threshold-value {
 
+  font-family: var(--serif);
 
+  font-size: 56px;
 
+  font-weight: 300;
 
+  line-height: 1;
 
+  font-style: italic;
 
+  letter-spacing: -0.03em;
 
+  font-variation-settings: "opsz" 96, "SOFT" 100;
 
+  margin-bottom: 6px;
 
+}
 
+
 
+.threshold-value.tools { color: var(--tools); }
 
+.threshold-value.decisions { color: var(--decisions); }
 
+.threshold-value.rules { color: var(--rules); }
 
+.threshold-value.skills { color: var(--skills); }
 
+
 
+.threshold-unit {
 
+  font-family: var(--mono);
 
+  font-size: 13px;
 
+  color: var(--text-muted);
 
+  margin-left: 6px;
 
+  font-style: normal;
 
+  font-weight: 400;
 
+}
 
+
 
+.threshold-meaning {
 
+  font-size: 13px;
 
+  color: var(--text-dim);
 
+  line-height: 1.5;
 
+  margin-top: 14px;
 
+  padding-top: 14px;
 
+  border-top: 1px solid var(--border);
 
+}
 
+
 
+/* ====== DATA FLOW ====== */
 
+.flow-svg {
 
+  width: 100%;
 
+  height: auto;
 
+  background: var(--panel);
 
+  border: 1px solid var(--border);
 
+  padding: 20px;
 
+}
 
+
 
+.flow-svg text {
 
+  font-family: var(--mono);
 
+  font-size: 11px;
 
+  fill: var(--text-dim);
 
+}
 
+
 
+.flow-svg .node {
 
+  fill: var(--bg-alt);
 
+  stroke: var(--border-hi);
 
+  stroke-width: 1;
 
+}
 
+
 
+.flow-svg .node-data { stroke: var(--data); }
 
+.flow-svg .node-tool { stroke: var(--tools); }
 
+.flow-svg .node-decide { stroke: var(--decisions); }
 
+.flow-svg .node-act { stroke: var(--rules); }
 
+
 
+.flow-svg .label-bold {
 
+  font-family: var(--serif);
 
+  font-size: 13px;
 
+  fill: var(--text);
 
+  font-weight: 500;
 
+}
 
+
 
+.flow-svg .arrow {
 
+  stroke: var(--border-hi);
 
+  stroke-width: 1.5;
 
+  fill: none;
 
+  marker-end: url(#arrowhead);
 
+}
 
+
 
+.flow-svg .arrow-data { stroke: var(--data); }
 
+.flow-svg .arrow-decide { stroke: var(--decisions); }
 
+
 
+/* ====== DEPLOYMENT ====== */
 
+.deploy-grid {
 
+  display: grid;
 
+  grid-template-columns: 1fr 1fr;
 
+  gap: 32px;
 
+}
 
+
 
+.deploy-card {
 
+  padding: 32px;
 
+  background: var(--panel);
 
+  border: 1px solid var(--border);
 
+}
 
+
 
+.deploy-mode {
 
+  font-family: var(--mono);
 
+  font-size: 11px;
 
+  letter-spacing: 0.2em;
 
+  color: var(--gold);
 
+  text-transform: uppercase;
 
+  margin-bottom: 12px;
 
+}
 
+
 
+.deploy-name {
 
+  font-family: var(--serif);
 
+  font-size: 26px;
 
+  font-weight: 400;
 
+  margin-bottom: 16px;
 
+  font-variation-settings: "opsz" 32;
 
+}
 
+
 
+.deploy-desc {
 
+  font-size: 14px;
 
+  color: var(--text-dim);
 
+  line-height: 1.7;
 
+  margin-bottom: 20px;
 
+}
 
+
 
+.deploy-files { display: grid; gap: 6px; }
 
+
 
+.deploy-files code {
 
+  font-family: var(--mono);
 
+  font-size: 12px;
 
+  color: var(--text);
 
+  display: flex;
 
+  align-items: center;
 
+  gap: 12px;
 
+  padding: 8px 12px;
 
+  background: var(--bg-alt);
 
+  border-left: 2px solid var(--gold);
 
+}
 
+
 
+.deploy-files code span {
 
+  color: var(--text-muted);
 
+  font-size: 11px;
 
+}
 
+
 
+/* ====== FOOTER ====== */
 
+footer {
 
+  padding: 60px;
 
+  text-align: center;
 
+  border-top: 1px solid var(--border);
 
+  color: var(--text-muted);
 
+  font-family: var(--mono);
 
+  font-size: 12px;
 
+  letter-spacing: 0.1em;
 
+  position: relative;
 
+  z-index: 2;
 
+}
 
+
 
+footer p { margin-bottom: 8px; }
 
+
 
+footer .stamp {
 
+  display: inline-block;
 
+  margin-top: 24px;
 
+  padding: 8px 16px;
 
+  border: 1px solid var(--border);
 
+  font-family: var(--serif);
 
+  font-style: italic;
 
+  font-size: 13px;
 
+  letter-spacing: 0.03em;
 
+  color: var(--text-dim);
 
+}
 
+
 
+/* ====== ANIMATIONS ====== */
 
+@keyframes fadeUp {
 
+  from { opacity: 0; transform: translateY(20px); }
 
+  to { opacity: 1; transform: translateY(0); }
 
+}
 
+
 
+.hero-inner > * {
 
+  animation: fadeUp 0.8s ease-out backwards;
 
+}
 
+
 
+.hero-inner > *:nth-child(1) { animation-delay: 0.05s; }
 
+.hero-inner > *:nth-child(2) { animation-delay: 0.15s; }
 
+.hero-inner > *:nth-child(3) { animation-delay: 0.25s; }
 
+.hero-inner > *:nth-child(4) { animation-delay: 0.35s; }
 
+
 
+/* Responsive */
 
+@media (max-width: 900px) {
 
+  section, .hero { padding-left: 28px; padding-right: 28px; }
 
+  .layer { grid-template-columns: 1fr; }
 
+  .pipeline-step { grid-template-columns: 60px 1fr; }
 
+  .step-io { grid-column: 1 / -1; padding-left: 0; padding-top: 8px; }
 
+  .skills-grid, .deploy-grid { grid-template-columns: 1fr; }
 
+  .skill-card.featured { grid-column: span 1; }
 
+  .decision-arch { grid-template-columns: 1fr; }
 
+  .tools-row { grid-template-columns: 1fr; gap: 4px; }
 
+  .tools-row > div { padding: 2px 0; }
 
+  .tool-step { text-align: left; }
 
+}
 
+</style>
 
+</head>
 
+<body>
 
+
 
+<main>
 
+
 
+<!-- ====== HERO ====== -->
 
+<header class="hero">
 
+  <div class="hero-inner">
 
+    <div class="eyebrow">Reson Agent · 业务示例 · v0.4.27</div>
 
+    <h1 class="title">auto_put_ad<em>_mini</em></h1>
 
+    <p class="tagline">数据驱动的广告调控 Agent —— 把 ODPS 裂变数据、动态 ROI、规则候选与 LLM 综合判断,串成单向链路的 ROI 优化系统。</p>
 
+    <div class="meta-grid">
 
+      <div class="meta-item">
 
+        <span class="meta-label">业务场景</span>
 
+        <span class="meta-value">微信小程序投流</span>
 
+      </div>
 
+      <div class="meta-item">
 
+        <span class="meta-label">承载类型</span>
 
+        <span class="meta-value">MARKETING_CARRIER_TYPE_<br>MINI_PROGRAM_WECHAT</span>
 
+      </div>
 
+      <div class="meta-item">
 
+        <span class="meta-label">出价模式</span>
 
+        <span class="meta-value">BID_MODE_OCPM</span>
 
+      </div>
 
+      <div class="meta-item">
 
+        <span class="meta-label">LLM 后端</span>
 
+        <span class="meta-value accent">OpenRouter · Claude Sonnet 4.5</span>
 
+      </div>
 
+      <div class="meta-item">
 
+        <span class="meta-label">数据窗口</span>
 
+        <span class="meta-value">14 天 / 7 日均值</span>
 
+      </div>
 
+      <div class="meta-item">
 
+        <span class="meta-label">执行开关</span>
 
+        <span class="meta-value">EXECUTION_ENABLED = False</span>
 
+      </div>
 
+      <div class="meta-item">
 
+        <span class="meta-label">入口</span>
 
+        <span class="meta-value">run.py · execute_once.py</span>
 
+      </div>
 
+      <div class="meta-item">
 
+        <span class="meta-label">部署</span>
 
+        <span class="meta-value">K8s CronJob · 02:00 UTC</span>
 
+      </div>
 
+    </div>
 
+  </div>
 
+</header>
 
+
 
+<!-- ====== 01 · ARCHITECTURE LAYERS ====== -->
 
+<section id="architecture">
 
+  <div class="section-head">
 
+    <div>
 
+      <div class="section-num">§ 01 — 整体架构</div>
 
+      <h2 class="section-title tools">框架与业务的<em>双层解耦</em></h2>
 
+    </div>
 
+    <p class="section-desc">框架(<code>agent/</code>)只关心 LLM 调度 + 工具调度 + 持久化,完全不感知业务。业务层通过 <code>@tool</code> 装饰器和 <code>.md</code> skill 单向注入,从不反向依赖。</p>
 
+  </div>
 
+
 
+  <div class="layer-stack">
 
+    <div class="layer layer-1">
 
+      <div>
 
+        <div class="layer-id">L1 · Framework</div>
 
+        <div class="layer-name">Reson Agent</div>
 
+      </div>
 
+      <div class="layer-content">
 
+        <p>通用 Agent 框架,只读,业务零侵入。</p>
 
+        <ul>
 
+          <li><strong>AgentRunner</strong> · ReAct 主循环 · new/resume/rewind</li>
 
+          <li><strong>ToolRegistry</strong> · @tool 装饰器 + JSON Schema</li>
 
+          <li><strong>SkillLoader</strong> · 扫 .md + frontmatter 注入 prompt</li>
 
+          <li><strong>FileSystemTraceStore</strong> · 持久化 .trace/ + 侧分支</li>
 
+          <li><strong>LLM 适配层</strong> · OpenRouter / Qwen / Gemini</li>
 
+        </ul>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="layer layer-2">
 
+      <div>
 
+        <div class="layer-id">L2 · Skills</div>
 
+        <div class="layer-name">领域知识</div>
 
+      </div>
 
+      <div class="layer-content">
 
+        <p>4 份 markdown,启动时注入 system prompt,定义业务术语 + 决策原则 + 平台硬约束。</p>
 
+        <ul>
 
+          <li><strong>ad_domain</strong> · R 值人群 + 裂变变现模型</li>
 
+          <li><strong>platform_rules</strong> · 腾讯平台硬约束(优先级最高)</li>
 
+          <li><strong>decision_strategy</strong> · 7 action 决策框架(核心 19.5K)</li>
 
+          <li><strong>posterior_wisdom</strong> · 后验经验查询入口</li>
 
+        </ul>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="layer layer-3">
 
+      <div>
 
+        <div class="layer-id">L3 · Tools</div>
 
+        <div class="layer-name">业务工具</div>
 
+      </div>
 
+      <div class="layer-content">
 
+        <p>10+ 个工具组成 10 步流水线,从数据采集到决策执行单向流转。</p>
 
+        <ul>
 
+          <li><strong>data_query</strong> · ODPS 拉数 + 多日合并</li>
 
+          <li><strong>roi_calculator</strong> · 创意聚合 + 动态 ROI</li>
 
+          <li><strong>portfolio_metrics</strong> · 渠道 P50 + tier 基线</li>
 
+          <li><strong>ad_decision</strong> · 候选标记 + 决策合并</li>
 
+          <li><strong>guardrails</strong> · 护栏校验</li>
 
+          <li><strong>execution_engine</strong> · 分级执行 + 审计</li>
 
+          <li><strong>im_approval</strong> · 飞书审批 + 阻塞 polling</li>
 
+          <li><strong>report_generator</strong> · Excel 决策表</li>
 
+          <li><strong>feishu_doc</strong> · 飞书文档 + IM 推送</li>
 
+          <li><strong>ad_api</strong> · 腾讯广告 API 封装</li>
 
+        </ul>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="layer layer-4">
 
+      <div>
 
+        <div class="layer-id">L4 · Config</div>
 
+        <div class="layer-name">硬约束与开关</div>
 
+      </div>
 
+      <div class="layer-content">
 
+        <p>所有阈值、白名单、执行开关集中于 <code>config.py</code>。运行时可被数据库覆盖。</p>
 
+        <ul>
 
+          <li><strong>ROI 阈值</strong> · ROI_LOW_FACTOR = 0.75</li>
 
+          <li><strong>调价边界</strong> · BID_FLOOR/CEILING = 0.05/1.00 元</li>
 
+          <li><strong>年龄保护</strong> · COLD_START_DAYS = 3, EARLY_GROWTH_DAYS = 7</li>
 
+          <li><strong>频率限制</strong> · MAX_ADJUSTMENTS_PER_AD_PER_DAY = 2</li>
 
+          <li><strong>执行开关</strong> · EXECUTION_ENABLED = False</li>
 
+        </ul>
 
+      </div>
 
+    </div>
 
+  </div>
 
+</section>
 
+
 
+<!-- ====== 02 · PIPELINE ====== -->
 
+<section id="pipeline">
 
+  <div class="section-head">
 
+    <div>
 
+      <div class="section-num">§ 02 — 数据流水线</div>
 
+      <h2 class="section-title decisions">十步,从 ODPS <em>到飞书</em></h2>
 
+    </div>
 
+    <p class="section-desc">单向链路:数据采集 → 指标计算 → 候选筛选 → LLM 推理 → 决策合并 → 护栏 → 审批 → 执行 → 报告。每步前置依赖严格。</p>
 
+  </div>
 
+
 
+  <div class="pipeline">
 
+    <div class="pipeline-step">
 
+      <div class="step-num">01</div>
 
+      <div class="step-body">
 
+        <div class="step-name">fetch_creative_data</div>
 
+        <span class="step-tool">tools/data_query.py</span>
 
+        <p class="step-desc">从 ODPS 表 <code>loghubods.touliu_data</code> 增量拉取 14 天创意级原始数据(消耗、首层打开数、T0 裂变数、总回流人数、总收入)。已存在的日期文件自动跳过。</p>
 
+      </div>
 
+      <div class="step-io">
 
+        <span class="output">outputs/raw/creative_{date}.csv</span>
 
+        <span class="output">outputs/ad_status/ad_status_{date}.csv</span>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="pipeline-step">
 
+      <div class="step-num">02</div>
 
+      <div class="step-body">
 
+        <div class="step-name">merge_creative_data</div>
 
+        <span class="step-tool">tools/data_query.py</span>
 
+        <p class="step-desc">每日 raw + 广告状态做 left join,前置过滤 DELETED/SUSPEND 状态。生成单日 merged CSV。</p>
 
+      </div>
 
+      <div class="step-io">
 
+        <span class="output">outputs/merged/merged_{date}.csv</span>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="pipeline-step">
 
+      <div class="step-num">03</div>
 
+      <div class="step-body">
 
+        <div class="step-name">calculate_roi_metrics</div>
 
+        <span class="step-tool">tools/roi_calculator.py</span>
 
+        <p class="step-desc">加载 30 天 merged · 创意 → 广告聚合 · 计算 <code>动态ROI = 当日裂变收益率 × 裂变效率稳定因子</code> · 7 日滚动均值(min_periods=3)· 日消耗 &lt; 100 元的天数标 NaN 不入均值。<strong>含临时 TEMP 块过滤近 7 天累计消耗 = 0 的广告</strong>。</p>
 
+      </div>
 
+      <div class="step-io">
 
+        <span class="output">outputs/metrics_{date}.csv (广告级)</span>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="pipeline-step">
 
+      <div class="step-num">04</div>
 
+      <div class="step-body">
 
+        <div class="step-name">portfolio_metrics</div>
 
+        <span class="step-tool">tools/portfolio_metrics.py</span>
 
+        <p class="step-desc">在 calculate_roi_metrics 内自动调用。计算渠道 P25/P50/P75 ROI 基线 + 人群包(tier)级 fission/CTR/bid 均值,作为决策对比基准。</p>
 
+      </div>
 
+      <div class="step-io">
 
+        <span class="output">outputs/portfolio_summary/portfolio_summary_{date}.json</span>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="pipeline-step">
 
+      <div class="step-num">05</div>
 
+      <div class="step-body">
 
+        <div class="step-name">get_ads_for_review</div>
 
+        <span class="step-tool">tools/ad_decision.py</span>
 
+        <p class="step-desc">三层分类:零消耗待关停 / 候选广告 / 正常运行。计算 5 个候选标记:<code>roi_low</code>、<code>decay_signal</code>、<code>bid_up_candidate</code>(双分支)、<code>bid_down_candidate</code>、<code>scale_up_candidate</code>。年龄保护:≤3 天剔除,4-7 天屏蔽负向标记。按 audience_tier 分批返回。</p>
 
+      </div>
 
+      <div class="step-io">
 
+        <span class="output">JSON: tier_batches[ ]</span>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="pipeline-step">
 
+      <div class="step-num">06</div>
 
+      <div class="step-body">
 
+        <div class="step-name">LLM 推理(分批)</div>
 
+        <span class="step-tool">主 Agent</span>
 
+        <p class="step-desc">按 tier 分批调用,降低单次输入 60-80%(避免 lost in the middle)。每批 LLM 输出决策 JSON 数组(<code>action</code>/<code>dimension</code>/<code>reason</code>/<code>confidence</code>/<code>recommended_change_pct</code>)。<strong>禁止多次调 apply_decisions</strong>(后调吞前调)。</p>
 
+      </div>
 
+      <div class="step-io">
 
+        <span class="output">JSON 累积数组(全部 tier)</span>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="pipeline-step">
 
+      <div class="step-num">07</div>
 
+      <div class="step-body">
 
+        <div class="step-name">apply_decisions</div>
 
+        <span class="step-tool">tools/ad_decision.py</span>
 
+        <p class="step-desc">合并三类决策来源:零消耗自动关停(规则) + LLM 输出(主) + 正常运行兜底 hold(规则)。<strong>左连接 metrics CSV 补全</strong>(ad_name / ad_age_days / cost_7d_avg / 动态ROI / audience_tier 等 20+ 字段)。</p>
 
+      </div>
 
+      <div class="step-io">
 
+        <span class="output">outputs/reports/llm_decisions_{date}.csv</span>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="pipeline-step">
 
+      <div class="step-num">08</div>
 
+      <div class="step-body">
 
+        <div class="step-name">validate_decisions</div>
 
+        <span class="step-tool">tools/guardrails.py</span>
 
+        <p class="step-desc">护栏校验:冷启动保护、出价上下界(0.05-1.00 元)、单日调整频率(≤2 次)、单次累计变化(≤20%)、数据新鲜度(≤96h)。失败的决策会被强制改 hold + 记录原因。</p>
 
+      </div>
 
+      <div class="step-io">
 
+        <span class="output">outputs/reports/validated_decisions_{date}.csv</span>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="pipeline-step">
 
+      <div class="step-num">09</div>
 
+      <div class="step-body">
 
+        <div class="step-name">send_approval_request</div>
 
+        <span class="step-tool">tools/im_approval.py · feishu_doc.py</span>
 
+        <p class="step-desc">前置过滤 <code>FEISHU_EXCLUDE_ACTIONS = {hold, observe, scale_up, bid_up}</code>(消息和表格用同一份过滤后数据,数字一致)。生成审批 xlsx 上传飞书文档,带预览链接的卡片推送给操作员私聊 + 项目群,阻塞轮询 chat_history 等回复(超时 120 分钟)。</p>
 
+      </div>
 
+      <div class="step-io">
 
+        <span class="output">飞书 sheets URL · approvals/{request_id}/</span>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="pipeline-step">
 
+      <div class="step-num">10</div>
 
+      <div class="step-body">
 
+        <div class="step-name">execute_decisions + send_feishu_text_message</div>
 
+        <span class="step-tool">tools/execution_engine.py · ad_api.py</span>
 
+        <p class="step-desc">分级执行(tier 1 自动 / tier 2-3 审批通过)。<code>EXECUTION_ENABLED=False</code> 时仅 log 不调腾讯 API。完成后发送简单文字摘要("已执行 N 条:关停 X / 降价 Y"),不再发完整报告。</p>
 
+      </div>
 
+      <div class="step-io">
 
+        <span class="output">outputs/execution_log/{date}.csv</span>
 
+        <span class="output">飞书文字消息</span>
 
+      </div>
 
+    </div>
 
+  </div>
 
+</section>
 
+
 
+<!-- ====== 03 · SKILLS ====== -->
 
+<section id="skills">
 
+  <div class="section-head">
 
+    <div>
 
+      <div class="section-num">§ 03 — 领域知识(Skills)</div>
 
+      <h2 class="section-title skills">注入 prompt 的<em>四份手册</em></h2>
 
+    </div>
 
+    <p class="section-desc">.md + YAML frontmatter,框架启动时按 <code>name</code> 索引,内容拼接到 system prompt 末尾。冲突优先级:platform-rules &gt; decision-strategy &gt; posterior-wisdom &gt; ad-domain。</p>
 
+  </div>
 
+
 
+  <div class="skills-grid">
 
+    <div class="skill-card featured">
 
+      <span class="skill-rank core">CORE</span>
 
+      <div class="skill-name">decision_strategy.md</div>
 
+      <h3 class="skill-headline">决策的判断框架与 reason 输出规范</h3>
 
+      <div class="skill-meta">19.5 KB · 约 570 行 · 决策 80% 重量</div>
 
+      <p class="skill-desc">真正的"作战手册"。三层架构(规则候选 → LLM → 输出规范),三维对比基准(ROI 看渠道P50,裂变看同类,CTR 看同类),7 种 action 详解 × 触发前提 × 综合权衡 × pct 要求 × 禁用场景。reason 5 元组模板 + 提交前自检 5 问。</p>
 
+      <div class="skill-sections">
 
+        <span class="skill-tag">§一 · 角色与原则</span>
 
+        <span class="skill-tag">§二 · 候选标记解读</span>
 
+        <span class="skill-tag">§三 · 年龄策略</span>
 
+        <span class="skill-tag">§四 · 决策思考 5 步</span>
 
+        <span class="skill-tag">§五 · 7 action 详解</span>
 
+        <span class="skill-tag">§六 · 多因素权衡 + 冲突表</span>
 
+        <span class="skill-tag">§七 · 输出规范 + 自检</span>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="skill-card">
 
+      <span class="skill-rank">DOMAIN</span>
 
+      <div class="skill-name">ad_domain.md</div>
 
+      <h3 class="skill-headline">微信小程序投流的业务模型</h3>
 
+      <div class="skill-meta">6.5 KB · 业务知识基底</div>
 
+      <p class="skill-desc">解释裂变变现模型("每一层都在变现",非线性漏斗)、R 值人群含义(R500/R330+/R330/R180/R100/R50/R10/R2 的带人能力 + 投放单价 + 当日 ROI 表现)、动态 ROI 公式与字段定义。</p>
 
+      <div class="skill-sections">
 
+        <span class="skill-tag">变现模型</span>
 
+        <span class="skill-tag">R 值对照表</span>
 
+        <span class="skill-tag">动态 ROI 公式</span>
 
+        <span class="skill-tag">字段定义</span>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="skill-card">
 
+      <span class="skill-rank">PLATFORM</span>
 
+      <div class="skill-name">platform_rules.md</div>
 
+      <h3 class="skill-headline">腾讯广告平台硬约束</h3>
 
+      <div class="skill-meta">5.3 KB · 优先级最高</div>
 
+      <p class="skill-desc">oCPM 学习期(前 5 转化 / 24h 内 ≤2 次调整)、调价幅度上限(单次 ≤30%)、少广告多素材策略(单广告创意数 ≥5)、素材疲劳识别、数据口径(T+1 而非实时)、API QPS 与批量限制。</p>
 
+      <div class="skill-sections">
 
+        <span class="skill-tag">学习期保护</span>
 
+        <span class="skill-tag">调价上限</span>
 
+        <span class="skill-tag">数据口径</span>
 
+        <span class="skill-tag">API 约束</span>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="skill-card">
 
+      <span class="skill-rank">POSTERIOR</span>
 
+      <div class="skill-name">posterior_wisdom.md</div>
 
+      <h3 class="skill-headline">后验经验查询入口</h3>
 
+      <div class="skill-meta">0.8 KB · 待积累</div>
 
+      <p class="skill-desc">通过 <code>ask_knowledge()</code> 查询历史投放案例。当前系统尚未积累足够后验数据,提供查询模板:周期性效应、调价效果、人群包对比、异常模式、创意冷启动等。</p>
 
+      <div class="skill-sections">
 
+        <span class="skill-tag">ask_knowledge</span>
 
+        <span class="skill-tag">查询模板</span>
 
+      </div>
 
+    </div>
 
+  </div>
 
+</section>
 
+
 
+<!-- ====== 04 · TOOLS ====== -->
 
+<section id="tools">
 
+  <div class="section-head">
 
+    <div>
 
+      <div class="section-num">§ 04 — 工具清单</div>
 
+      <h2 class="section-title tools">十二个 <em>tool</em> · 按数据流向排序</h2>
 
+    </div>
 
+    <p class="section-desc">每个工具用 <code>@tool</code> 装饰注册到 ToolRegistry,JSON Schema 自动生成。隐藏参数(context、trace_id)由 Runner 注入,LLM 看不到。</p>
 
+  </div>
 
+
 
+  <div class="tools-table">
 
+    <div class="tools-row head">
 
+      <div>文件 / 函数</div>
 
+      <div>分类</div>
 
+      <div>职责</div>
 
+      <div>所属步骤</div>
 
+    </div>
 
+
 
+    <div class="tools-row">
 
+      <div class="tool-file">data_query.py</div>
 
+      <div class="tool-cat data">DATA</div>
 
+      <div class="tool-fn"><code>fetch_creative_data</code> + <code>merge_creative_data</code> · 从 ODPS 拉创意级原始数据,合并多日 + 广告状态。</div>
 
+      <div class="tool-step">Step 01—02</div>
 
+    </div>
 
+
 
+    <div class="tools-row">
 
+      <div class="tool-file">roi_calculator.py</div>
 
+      <div class="tool-cat compute">COMPUTE</div>
 
+      <div class="tool-fn"><code>calculate_roi_metrics</code> · 创意 → 广告聚合,计算动态 ROI(7 日均值 + 裂变效率稳定因子)。</div>
 
+      <div class="tool-step">Step 03</div>
 
+    </div>
 
+
 
+    <div class="tools-row">
 
+      <div class="tool-file">portfolio_metrics.py</div>
 
+      <div class="tool-cat compute">COMPUTE</div>
 
+      <div class="tool-fn"><code>_describe_group</code> + <code>_compute_daily_tier_snapshot</code> + <code>_compute_market_signal</code> · 渠道 P25/P50/P75 + tier 均值,作为决策基线。</div>
 
+      <div class="tool-step">Step 04</div>
 
+    </div>
 
+
 
+    <div class="tools-row">
 
+      <div class="tool-file">ad_decision.py</div>
 
+      <div class="tool-cat decide">DECIDE</div>
 
+      <div class="tool-fn"><code>get_ads_for_review</code> + <code>apply_decisions</code> + <code>query_ad_detail</code> + <code>modify_decisions</code> · 候选标记 + 三层分类 + LLM 决策合并。</div>
 
+      <div class="tool-step">Step 05, 07</div>
 
+    </div>
 
+
 
+    <div class="tools-row">
 
+      <div class="tool-file">guardrails.py</div>
 
+      <div class="tool-cat decide">VALIDATE</div>
 
+      <div class="tool-fn"><code>validate_decisions</code> · 冷启动 / 出价边界 / 频率 / 数据新鲜度 多重护栏校验,失败强制改 hold。</div>
 
+      <div class="tool-step">Step 08</div>
 
+    </div>
 
+
 
+    <div class="tools-row">
 
+      <div class="tool-file">execution_engine.py</div>
 
+      <div class="tool-cat execute">EXECUTE</div>
 
+      <div class="tool-fn"><code>execute_decisions</code> + <code>_classify_tier</code> · 分级执行,EXECUTION_ENABLED 控制是否真改腾讯 API。</div>
 
+      <div class="tool-step">Step 10</div>
 
+    </div>
 
+
 
+    <div class="tools-row">
 
+      <div class="tool-file">im_approval.py</div>
 
+      <div class="tool-cat execute">EXECUTE</div>
 
+      <div class="tool-fn"><code>send_approval_request</code> + <code>send_feishu_text_message</code> · 飞书审批阻塞轮询,FEISHU_EXCLUDE_ACTIONS 前置过滤。</div>
 
+      <div class="tool-step">Step 09—10</div>
 
+    </div>
 
+
 
+    <div class="tools-row">
 
+      <div class="tool-file">report_generator.py</div>
 
+      <div class="tool-cat report">REPORT</div>
 
+      <div class="tool-fn"><code>generate_report</code> · 带条件格式的 Excel 决策表(action 颜色编码)。</div>
 
+      <div class="tool-step">Step 10</div>
 
+    </div>
 
+
 
+    <div class="tools-row">
 
+      <div class="tool-file">feishu_doc.py</div>
 
+      <div class="tool-cat report">REPORT</div>
 
+      <div class="tool-fn"><code>import_to_feishu</code> · 上传 xlsx 到飞书文档,设置权限,带预览链接的 IM 卡片推送。</div>
 
+      <div class="tool-step">Step 09</div>
 
+    </div>
 
+
 
+    <div class="tools-row">
 
+      <div class="tool-file">ad_api.py</div>
 
+      <div class="tool-cat execute">EXECUTE</div>
 
+      <div class="tool-fn">腾讯广告 Marketing API v3.0 封装(/v3.0/adgroups/get / update),指数退避 + 操作幂等键。</div>
 
+      <div class="tool-step">Step 10</div>
 
+    </div>
 
+
 
+    <div class="tools-row">
 
+      <div class="tool-file">creative_metrics.py</div>
 
+      <div class="tool-cat compute">COMPUTE</div>
 
+      <div class="tool-fn">创意级数据指标聚合,服务于 ROI 计算上游。</div>
 
+      <div class="tool-step">Step 03 (内部)</div>
 
+    </div>
 
+
 
+    <div class="tools-row">
 
+      <div class="tool-file">odps_module.py</div>
 
+      <div class="tool-cat data">DATA</div>
 
+      <div class="tool-fn">ODPS 客户端封装,SQL 模板执行 + tunnel session 下载。</div>
 
+      <div class="tool-step">Step 01 (内部)</div>
 
+    </div>
 
+  </div>
 
+</section>
 
+
 
+<!-- ====== 05 · DECISION FRAMEWORK ====== -->
 
+<section id="decision">
 
+  <div class="section-head">
 
+    <div>
 
+      <div class="section-num">§ 05 — 决策框架</div>
 
+      <h2 class="section-title decisions">规则与 LLM 的<em>四层协作</em></h2>
 
+    </div>
 
+    <p class="section-desc">规则定"是否评估",LLM 定"如何操作"。年龄保护是硬约束,候选标记决定进入 LLM 的范围,LLM 在已限定的边界内做综合判断,兜底层覆盖未决策广告。</p>
 
+  </div>
 
+
 
+  <div class="decision-arch">
 
+    <div class="decision-tower">
 
+      <div class="tier tier-1">
 
+        <div class="tier-label">L1 · Hard Gate</div>
 
+        <div class="tier-name">年龄保护(硬约束)</div>
 
+        <p class="tier-desc">≤<code>COLD_START_DAYS</code>(3 天):完全剔除,不评估。<br>4-<code>EARLY_GROWTH_DAYS</code>(7 天):屏蔽 <code>roi_low</code> / <code>decay_signal</code> / <code>bid_down_candidate</code>,只放过提价/扩量信号。</p>
 
+      </div>
 
+      <div class="tier tier-2">
 
+        <div class="tier-label">L2 · Rule</div>
 
+        <div class="tier-name">候选标记(5 个 flag)</div>
 
+        <p class="tier-desc">规则层在 <code>get_ads_for_review</code> 中输出 <code>roi_low</code> / <code>decay_signal</code> / <code>bid_up_candidate</code>(双分支:唤醒沉默 + 优质放量) / <code>bid_down_candidate</code> / <code>scale_up_candidate</code>。决定哪些广告进入 LLM。</p>
 
+      </div>
 
+      <div class="tier tier-3">
 
+        <div class="tier-label">L3 · LLM</div>
 
+        <div class="tier-name">综合判断(7 action)</div>
 
+        <p class="tier-desc">LLM 看候选标记 + 同类基线 + 调价历史 + tier 组合,从 7 种 action 中选一个 + 写 reason(5 元组规范)。可"越权":如规则没标但有强烈信号。</p>
 
+      </div>
 
+      <div class="tier tier-4">
 
+        <div class="tier-label">L4 · Fallback</div>
 
+        <div class="tier-name">兜底检查(规则)</div>
 
+        <p class="tier-desc"><code>apply_decisions</code> 末尾,所有未被 LLM 覆盖的广告自动归 <code>hold</code>(<code>source=规则判断</code>)。确保所有候选都有决策落盘,无遗漏。</p>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="actions-panel">
 
+      <div class="actions-head">7 种 Action 触发条件</div>
 
+      <div class="actions-list">
 
+        <div class="action-row">
 
+          <div class="action-name pause"><span class="dot"></span><code>pause</code></div>
 
+          <div class="action-rule"><code>roi_low=True</code> + LLM 综合判断(双低/调价无效);或 7 日均消耗&lt;10 自动关停。pct = 0。</div>
 
+        </div>
 
+        <div class="action-row">
 
+          <div class="action-name bid_down"><span class="dot"></span><code>bid_down</code></div>
 
+          <div class="action-rule"><code>bid_down_candidate=True</code> + 裂变低于同类 + 成熟期 + 7 日均消耗 ≥500。pct ∈ [-5%, -3%]。</div>
 
+        </div>
 
+        <div class="action-row">
 
+          <div class="action-name bid_up"><span class="dot"></span><code>bid_up</code></div>
 
+          <div class="action-rule"><code>bid_up_candidate=True</code>(仅 4-7 天)。分支 A 唤醒沉默(低消耗 + CTR 正常)/ 分支 B 优质放量(高 ROI + 高裂变)。pct ∈ [+5%, +10%]。</div>
 
+        </div>
 
+        <div class="action-row">
 
+          <div class="action-name scale_up"><span class="dot"></span><code>scale_up</code></div>
 
+          <div class="action-rule"><code>scale_up_candidate=True</code>(成熟 &gt;7 天 + 稳定 ≥7 天 + 高消耗 &gt;1000 + ROI ≥ P50×0.9)。pct = 0(由运营新增广告/创意)。</div>
 
+        </div>
 
+        <div class="action-row">
 
+          <div class="action-name creative_adjust"><span class="dot"></span><code>creative_adjust</code></div>
 
+          <div class="action-rule">ROI 达标但消耗起不来 / CTR + CVR 同跌(素材疲劳)/ 已换创意但裂变仍低。pct = 0,人工换素材。</div>
 
+        </div>
 
+        <div class="action-row">
 
+          <div class="action-name observe"><span class="dot"></span><code>observe</code></div>
 
+          <div class="action-rule">数据不充分(roi_valid_days &lt;5)/ 7 天内已调价(等效果显现)/ 信号冲突(ROI 低但裂变好)。pct = 0。</div>
 
+        </div>
 
+        <div class="action-row">
 
+          <div class="action-name hold"><span class="dot"></span><code>hold</code></div>
 
+          <div class="action-rule">无异常信号(默认兜底)。pct = 0。</div>
 
+        </div>
 
+      </div>
 
+    </div>
 
+  </div>
 
+</section>
 
+
 
+<!-- ====== 06 · THRESHOLDS ====== -->
 
+<section id="thresholds">
 
+  <div class="section-head">
 
+    <div>
 
+      <div class="section-num">§ 06 — 关键阈值</div>
 
+      <h2 class="section-title rules">决策的<em>数值边界</em></h2>
 
+    </div>
 
+    <p class="section-desc">所有阈值集中在 <code>config.py</code>,部分可被数据库 <code>tencent_ad_autoput.config</code> 表覆盖。修改前应通过 evaluation 验证。</p>
 
+  </div>
 
+
 
+  <div class="thresholds-grid">
 
+    <div class="threshold-card">
 
+      <div class="threshold-key">ROI_LOW_FACTOR</div>
 
+      <div class="threshold-value rules">0.75</div>
 
+      <p class="threshold-meaning">关停线乘子 · 动态ROI &lt; 渠道P50×0.75 → 候选关停</p>
 
+    </div>
 
+    <div class="threshold-card">
 
+      <div class="threshold-key">BID_DOWN_ROI_FACTOR</div>
 
+      <div class="threshold-value tools">0.90</div>
 
+      <p class="threshold-meaning">降价线乘子 · ROI &lt; P50×0.90 + 裂变低 → 候选降价</p>
 
+    </div>
 
+    <div class="threshold-card">
 
+      <div class="threshold-key">BID_UP_ROI_FACTOR</div>
 
+      <div class="threshold-value decisions">1.05</div>
 
+      <p class="threshold-meaning">提价线乘子 · ROI &gt; P50×1.05 + 早期成长期 → 候选提价</p>
 
+    </div>
 
+    <div class="threshold-card">
 
+      <div class="threshold-key">COLD_START_DAYS</div>
 
+      <div class="threshold-value rules">3 <span class="threshold-unit">天</span></div>
 
+      <p class="threshold-meaning">冷启动期 · 完全保护,不评估,不调整</p>
 
+    </div>
 
+    <div class="threshold-card">
 
+      <div class="threshold-key">EARLY_GROWTH_DAYS</div>
 
+      <div class="threshold-value skills">7 <span class="threshold-unit">天</span></div>
 
+      <p class="threshold-meaning">早期成长期 · 仅允许 bid_up / scale_up</p>
 
+    </div>
 
+    <div class="threshold-card">
 
+      <div class="threshold-key">MIN_DAILY_COST</div>
 
+      <div class="threshold-value tools">100 <span class="threshold-unit">元</span></div>
 
+      <p class="threshold-meaning">日消耗 &lt; 100 元 → ROI 当日数据不入 7 日滚动均值</p>
 
+    </div>
 
+    <div class="threshold-card">
 
+      <div class="threshold-key">NO_SPEND_THRESHOLD</div>
 
+      <div class="threshold-value rules">10 <span class="threshold-unit">元</span></div>
 
+      <p class="threshold-meaning">7 日均消耗 &lt; 10 → 自动 pause(年龄&gt;7 天)</p>
 
+    </div>
 
+    <div class="threshold-card">
 
+      <div class="threshold-key">BID_DOWN range</div>
 
+      <div class="threshold-value tools">3 — 5<span class="threshold-unit">%</span></div>
 
+      <p class="threshold-meaning">降价幅度 · 单次绝对值上限 5%(更严守)</p>
 
+    </div>
 
+    <div class="threshold-card">
 
+      <div class="threshold-key">BID_UP range</div>
 
+      <div class="threshold-value decisions">5 — 10<span class="threshold-unit">%</span></div>
 
+      <p class="threshold-meaning">提价幅度 · 单次绝对值上限 10%(可放宽)</p>
 
+    </div>
 
+    <div class="threshold-card">
 
+      <div class="threshold-key">BID_FLOOR / CEILING</div>
 
+      <div class="threshold-value skills">0.05 — 1.00<span class="threshold-unit">元</span></div>
 
+      <p class="threshold-meaning">出价硬边界 · 任何调整不得突破</p>
 
+    </div>
 
+    <div class="threshold-card">
 
+      <div class="threshold-key">MAX_ADJUSTMENTS_PER_AD_PER_DAY</div>
 
+      <div class="threshold-value rules">2</div>
 
+      <p class="threshold-meaning">单广告每日最大调整次数 · 平台学习期防抖</p>
 
+    </div>
 
+    <div class="threshold-card">
 
+      <div class="threshold-key">EXECUTION_ENABLED</div>
 
+      <div class="threshold-value rules">false</div>
 
+      <p class="threshold-meaning">执行开关 · 默认关闭,所有操作走审批不真改</p>
 
+    </div>
 
+  </div>
 
+</section>
 
+
 
+<!-- ====== 07 · DATA FLOW ====== -->
 
+<section id="dataflow">
 
+  <div class="section-head">
 
+    <div>
 
+      <div class="section-num">§ 07 — 数据流向</div>
 
+      <h2 class="section-title data">从 ODPS 到<em>腾讯广告 API</em></h2>
 
+    </div>
 
+    <p class="section-desc">外部数据源 → 本地落盘 → 内存计算 → LLM 调用 → 飞书人机交互 → 腾讯广告写入。所有中间产物均落盘,可独立回放。</p>
 
+  </div>
 
+
 
+  <svg class="flow-svg" viewBox="0 0 1200 580" xmlns="http://www.w3.org/2000/svg">
 
+    <defs>
 
+      <marker id="arrowhead" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="6" markerHeight="6" orient="auto">
 
+        <path d="M 0 0 L 10 5 L 0 10 z" fill="currentColor"/>
 
+      </marker>
 
+      <pattern id="grid" width="40" height="40" patternUnits="userSpaceOnUse">
 
+        <path d="M 40 0 L 0 0 0 40" fill="none" stroke="#1F2A38" stroke-width="0.5"/>
 
+      </pattern>
 
+    </defs>
 
+
 
+    <rect width="1200" height="580" fill="url(#grid)" opacity="0.5"/>
 
+
 
+    <!-- Layers labels -->
 
+    <text x="20" y="40" class="label-bold" fill="#94A3B0">EXTERNAL</text>
 
+    <text x="20" y="170" class="label-bold" fill="#94A3B0">FILESYSTEM</text>
 
+    <text x="20" y="320" class="label-bold" fill="#94A3B0">COMPUTE</text>
 
+    <text x="20" y="450" class="label-bold" fill="#94A3B0">HUMAN + ACT</text>
 
+
 
+    <!-- External data sources -->
 
+    <rect x="160" y="20" width="160" height="50" class="node node-data" rx="2"/>
 
+    <text x="240" y="42" text-anchor="middle" class="label-bold">ODPS</text>
 
+    <text x="240" y="58" text-anchor="middle">loghubods.touliu_data</text>
 
+
 
+    <rect x="380" y="20" width="160" height="50" class="node node-data" rx="2"/>
 
+    <text x="460" y="42" text-anchor="middle" class="label-bold">腾讯广告 API</text>
 
+    <text x="460" y="58" text-anchor="middle">/adgroups/get</text>
 
+
 
+    <rect x="600" y="20" width="160" height="50" class="node node-data" rx="2"/>
 
+    <text x="680" y="42" text-anchor="middle" class="label-bold">RDS MySQL</text>
 
+    <text x="680" y="58" text-anchor="middle">config + whitelist</text>
 
+
 
+    <rect x="820" y="20" width="160" height="50" class="node node-data" rx="2"/>
 
+    <text x="900" y="42" text-anchor="middle" class="label-bold">飞书 IM</text>
 
+    <text x="900" y="58" text-anchor="middle">app + chat_history</text>
 
+
 
+    <!-- Filesystem layer -->
 
+    <rect x="80" y="150" width="180" height="40" class="node" rx="2"/>
 
+    <text x="170" y="174" text-anchor="middle">outputs/raw/</text>
 
+
 
+    <rect x="280" y="150" width="180" height="40" class="node" rx="2"/>
 
+    <text x="370" y="174" text-anchor="middle">outputs/merged/</text>
 
+
 
+    <rect x="480" y="150" width="180" height="40" class="node" rx="2"/>
 
+    <text x="570" y="174" text-anchor="middle">outputs/metrics_*.csv</text>
 
+
 
+    <rect x="680" y="150" width="180" height="40" class="node" rx="2"/>
 
+    <text x="770" y="174" text-anchor="middle">portfolio_summary/</text>
 
+
 
+    <rect x="880" y="150" width="220" height="40" class="node" rx="2"/>
 
+    <text x="990" y="174" text-anchor="middle">outputs/reports/</text>
 
+
 
+    <!-- Compute layer -->
 
+    <rect x="80" y="290" width="220" height="50" class="node node-tool" rx="2"/>
 
+    <text x="190" y="312" text-anchor="middle" class="label-bold">data_query</text>
 
+    <text x="190" y="328" text-anchor="middle">fetch + merge</text>
 
+
 
+    <rect x="320" y="290" width="220" height="50" class="node node-tool" rx="2"/>
 
+    <text x="430" y="312" text-anchor="middle" class="label-bold">roi_calculator</text>
 
+    <text x="430" y="328" text-anchor="middle">动态 ROI 7 日均值</text>
 
+
 
+    <rect x="560" y="290" width="220" height="50" class="node node-decide" rx="2"/>
 
+    <text x="670" y="312" text-anchor="middle" class="label-bold">ad_decision</text>
 
+    <text x="670" y="328" text-anchor="middle">候选标记 + 决策合并</text>
 
+
 
+    <rect x="800" y="290" width="220" height="50" class="node node-decide" rx="2"/>
 
+    <text x="910" y="312" text-anchor="middle" class="label-bold">LLM (Sonnet 4.5)</text>
 
+    <text x="910" y="328" text-anchor="middle">action + reason</text>
 
+
 
+    <!-- Human + Act layer -->
 
+    <rect x="200" y="430" width="200" height="50" class="node node-act" rx="2"/>
 
+    <text x="300" y="452" text-anchor="middle" class="label-bold">guardrails</text>
 
+    <text x="300" y="468" text-anchor="middle">护栏校验</text>
 
+
 
+    <rect x="450" y="430" width="200" height="50" class="node node-act" rx="2"/>
 
+    <text x="550" y="452" text-anchor="middle" class="label-bold">im_approval</text>
 
+    <text x="550" y="468" text-anchor="middle">飞书审批 + 阻塞</text>
 
+
 
+    <rect x="700" y="430" width="200" height="50" class="node node-act" rx="2"/>
 
+    <text x="800" y="452" text-anchor="middle" class="label-bold">execution_engine</text>
 
+    <text x="800" y="468" text-anchor="middle">EXECUTION_ENABLED?</text>
 
+
 
+    <rect x="950" y="430" width="200" height="50" class="node node-act" rx="2"/>
 
+    <text x="1050" y="452" text-anchor="middle" class="label-bold">ad_api</text>
 
+    <text x="1050" y="468" text-anchor="middle">/adgroups/update</text>
 
+
 
+    <!-- Connections -->
 
+    <g style="color:#6B9FB5">
 
+      <path class="arrow arrow-data" d="M 240 70 L 240 145 L 170 145 L 170 150"/>
 
+      <path class="arrow arrow-data" d="M 460 70 L 460 145 L 370 145 L 370 150"/>
 
+    </g>
 
+
 
+    <g style="color:#3D5066">
 
+      <path class="arrow" d="M 170 190 L 170 285 L 190 290"/>
 
+      <path class="arrow" d="M 370 190 L 370 290 L 430 290"/>
 
+      <path class="arrow" d="M 570 190 L 570 285 L 670 290"/>
 
+      <path class="arrow" d="M 770 190 L 770 285 L 870 290"/>
 
+    </g>
 
+
 
+    <!-- Compute connections -->
 
+    <g style="color:#3D5066">
 
+      <path class="arrow" d="M 300 315 L 320 315"/>
 
+      <path class="arrow" d="M 540 315 L 560 315"/>
 
+      <path class="arrow" d="M 780 315 L 800 315"/>
 
+    </g>
 
+
 
+    <!-- Compute → Output -->
 
+    <g style="color:#3D5066">
 
+      <path class="arrow" d="M 190 290 L 190 195"/>
 
+      <path class="arrow" d="M 430 290 L 430 195"/>
 
+      <path class="arrow" d="M 670 290 L 670 195"/>
 
+      <path class="arrow" d="M 910 290 L 990 195"/>
 
+    </g>
 
+
 
+    <!-- LLM → guardrails / approval -->
 
+    <g style="color:#5BC0BE">
 
+      <path class="arrow arrow-decide" d="M 910 340 L 910 410 L 300 410 L 300 430"/>
 
+      <path class="arrow arrow-decide" d="M 300 480 L 300 510 L 550 510 L 550 480"/>
 
+    </g>
 
+
 
+    <!-- approval → execution -->
 
+    <g style="color:#3D5066">
 
+      <path class="arrow" d="M 650 455 L 700 455"/>
 
+      <path class="arrow" d="M 900 455 L 950 455"/>
 
+    </g>
 
+
 
+    <!-- Feishu connection -->
 
+    <g style="color:#6B9FB5">
 
+      <path class="arrow arrow-data" d="M 900 70 L 900 105 L 550 105 L 550 430"/>
 
+    </g>
 
+
 
+    <!-- ad_api → 腾讯 -->
 
+    <g style="color:#F25F5C">
 
+      <path class="arrow" d="M 1050 430 L 1050 105 L 460 105 L 460 70" stroke-dasharray="4 4"/>
 
+    </g>
 
+
 
+    <!-- Legend -->
 
+    <g transform="translate(900, 530)">
 
+      <text x="0" y="0" font-family="JetBrains Mono" font-size="10" fill="#94A3B0">EXECUTION_ENABLED=False</text>
 
+      <text x="0" y="14" font-family="JetBrains Mono" font-size="10" fill="#F25F5C">→ ad_api 仅 log,不真改</text>
 
+    </g>
 
+  </svg>
 
+</section>
 
+
 
+<!-- ====== 08 · DEPLOYMENT ====== -->
 
+<section id="deployment">
 
+  <div class="section-head">
 
+    <div>
 
+      <div class="section-num">§ 08 — 部署形态</div>
 
+      <h2 class="section-title rules">两种<em>运行模式</em></h2>
 
+    </div>
 
+    <p class="section-desc">本地交互(REPL,人工触发分析)+ K8s CronJob(每日 02:00 UTC 自动跑)。共享同一份代码 + skill + tool。</p>
 
+  </div>
 
+
 
+  <div class="deploy-grid">
 
+    <div class="deploy-card">
 
+      <div class="deploy-mode">Mode A · Interactive</div>
 
+      <div class="deploy-name">run.py · REPL</div>
 
+      <p class="deploy-desc">手工启动 Agent,交互式问答。适合临时分析单个广告 / 修改决策 / 调试 skill。Agent 在每轮等待用户输入,可执行任意工具。</p>
 
+      <div class="deploy-files">
 
+        <code><span>$</span> .venv/bin/python3 run.py</code>
 
+      </div>
 
+    </div>
 
+
 
+    <div class="deploy-card">
 
+      <div class="deploy-mode">Mode B · Batch</div>
 
+      <div class="deploy-name">execute_once.py · 单次执行</div>
 
+      <p class="deploy-desc">一次性走完 10 步流水线,自动取 T-1(昨天)作为数据日期。K8s CronJob 直接调度,可手工调试。完成后退出。</p>
 
+      <div class="deploy-files">
 
+        <code><span>$</span> .venv/bin/python3 execute_once.py</code>
 
+        <code><span>cron</span> 0 2 * * * UTC (每日 02:00)</code>
 
+      </div>
 
+    </div>
 
+  </div>
 
+
 
+  <div style="margin-top: 32px; padding: 24px 28px; background: var(--bg-alt); border-left: 3px solid var(--gold); font-size: 13.5px; color: var(--text-dim); line-height: 1.7;">
 
+    <strong style="color: var(--gold); font-family: var(--mono); font-size: 11px; letter-spacing: 0.15em; text-transform: uppercase; display: block; margin-bottom: 8px;">K8s 资源</strong>
 
+    <span style="color: var(--text);">deployment.yaml</span> · 1 副本 + Service + PVC(挂 /app/outputs)<br>
 
+    <span style="color: var(--text);">cronjob.yaml</span> · 02:00 UTC + forbidConcurrent + 2h deadline<br>
 
+    <span style="color: var(--text);">configmap.yaml</span> · 公开环境变量<br>
 
+    <span style="color: var(--text);">secret.yaml</span> · ODPS / Feishu / 腾讯广告 凭证<br>
 
+    <span style="color: var(--text);">network-policy.yaml</span> · 限制 Pod 出入流量
 
+  </div>
 
+</section>
 
+
 
+<!-- ====== 09 · 输出层 ====== -->
 
+<section id="outputs">
 
+  <div class="section-head">
 
+    <div>
 
+      <div class="section-num">§ 09 — 输出物</div>
 
+      <h2 class="section-title skills">每次执行<em>留下的痕迹</em></h2>
 
+    </div>
 
+    <p class="section-desc">所有中间产物均落盘到 <code>outputs/</code>,可独立回放或调试。生产环境通过 PVC 持久化。</p>
 
+  </div>
 
+
 
+  <div class="tools-table">
 
+    <div class="tools-row head">
 
+      <div>路径</div>
 
+      <div>类型</div>
 
+      <div>用途</div>
 
+      <div>持久化</div>
 
+    </div>
 
+    <div class="tools-row">
 
+      <div class="tool-file">outputs/raw/</div>
 
+      <div class="tool-cat data">CSV (per day)</div>
 
+      <div class="tool-fn">ODPS 创意级原始数据。增量缓存,已存在跳过。</div>
 
+      <div class="tool-step">14 天</div>
 
+    </div>
 
+    <div class="tools-row">
 
+      <div class="tool-file">outputs/merged/</div>
 
+      <div class="tool-cat data">CSV (per day)</div>
 
+      <div class="tool-fn">合并多日 + 广告状态快照。下游 ROI 计算的输入。</div>
 
+      <div class="tool-step">30 天</div>
 
+    </div>
 
+    <div class="tools-row">
 
+      <div class="tool-file">outputs/metrics_*.csv</div>
 
+      <div class="tool-fn"><code class="tool-cat compute">CSV (latest)</code></div>
 
+      <div class="tool-fn">广告级指标:动态 ROI 7 日均值、cost_7d_avg、ad_age_days、creative_count 等 30+ 字段。</div>
 
+      <div class="tool-step">每日</div>
 
+    </div>
 
+    <div class="tools-row">
 
+      <div class="tool-file">outputs/portfolio_summary/</div>
 
+      <div class="tool-cat compute">JSON</div>
 
+      <div class="tool-fn">渠道 P25/P50/P75 + tier 级 fission/CTR/bid 均值。</div>
 
+      <div class="tool-step">每日</div>
 
+    </div>
 
+    <div class="tools-row">
 
+      <div class="tool-file">outputs/reports/llm_decisions_*.csv</div>
 
+      <div class="tool-cat decide">CSV</div>
 
+      <div class="tool-fn">LLM 输出 + 规则补全的完整决策表。20+ 字段。</div>
 
+      <div class="tool-step">每日</div>
 
+    </div>
 
+    <div class="tools-row">
 
+      <div class="tool-file">outputs/reports/validated_decisions_*.csv</div>
 
+      <div class="tool-cat decide">CSV</div>
 
+      <div class="tool-fn">护栏校验后的决策表(失败的强制改 hold)。</div>
 
+      <div class="tool-step">每日</div>
 
+    </div>
 
+    <div class="tools-row">
 
+      <div class="tool-file">outputs/approvals/{request_id}/</div>
 
+      <div class="tool-cat execute">XLSX + JSON</div>
 
+      <div class="tool-fn">飞书审批表 + 请求/响应缓存。</div>
 
+      <div class="tool-step">永久</div>
 
+    </div>
 
+    <div class="tools-row">
 
+      <div class="tool-file">outputs/execution_log/</div>
 
+      <div class="tool-cat execute">CSV</div>
 
+      <div class="tool-fn">执行审计:每条决策的 API 调用结果。</div>
 
+      <div class="tool-step">永久</div>
 
+    </div>
 
+    <div class="tools-row">
 
+      <div class="tool-file">.trace/{trace_id}/</div>
 
+      <div class="tool-cat report">JSON</div>
 
+      <div class="tool-fn">框架 Trace 持久化:meta + GoalTree + 所有 messages + events。</div>
 
+      <div class="tool-step">永久</div>
 
+    </div>
 
+  </div>
 
+</section>
 
+
 
+<footer>
 
+  <p>auto_put_ad_mini · system architecture map · v0.4.27</p>
 
+  <p>generated by structural analysis from agent/ + examples/auto_put_ad_mini/ source</p>
 
+  <span class="stamp">作为 Monitor/调控 Agent 的最小业务单元 · 后续将接入 auto_put_ad 完整体系</span>
 
+</footer>
 
+
 
+</main>
 
+
 
+<script>
 
+// Subtle scroll-triggered fade for sections
 
+const observer = new IntersectionObserver((entries) => {
 
+  entries.forEach(entry => {
 
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+  });
 
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+</script>
 
+
 
+</body>
 
+</html>

+ 579 - 0
examples/auto_put_ad_mini/ARCHITECTURE_OVERVIEW.html
Прегледај датотеку 

@@ -0,0 +1,579 @@
 
+<!DOCTYPE html>
 
+<html lang="zh-CN">
 
+<head>
 
+<meta charset="UTF-8">
 
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
 
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+@keyframes drawIn {
 
+  from { opacity: 0; transform: translateY(8px); }
 
+  to { opacity: 1; transform: translateY(0); }
 
+}
 
+
 
+.head, .subtitle, .diagram-wrap, .legend, footer {
 
+  animation: drawIn 0.6s ease-out backwards;
 
+}
 
+.head { animation-delay: 0.05s; }
 
+.subtitle { animation-delay: 0.15s; }
 
+.diagram-wrap { animation-delay: 0.25s; }
 
+.legend { animation-delay: 0.5s; }
 
+footer { animation-delay: 0.6s; }
 
+
 
+@media (max-width: 700px) {
 
+  main { padding: 32px 20px; }
 
+  .head { flex-direction: column; }
 
+  .tagline { text-align: left; }
 
+}
 
+</style>
 
+</head>
 
+<body>
 
+
 
+<main>
 
+
 
+<header class="head">
 
+  <div>
 
+    <div class="eyebrow">微信小程序投流 · 整体架构</div>
 
+    <h1>广告 ROI <em>调控官</em></h1>
 
+  </div>
 
+  <div class="tagline">
 
+    项目代号 auto_put_ad_mini<br>
 
+    v0.4.27 · 2026-04-28
 
+  </div>
 
+</header>
 
+
 
+<p class="subtitle">
 
+一个广告调控智能体由<strong style="color:var(--ink);font-style:normal">大脑、知识、能力、调度</strong>四件事组成。每天定时从数仓读数 → 用投手经验思考 → 产出决策 → 飞书等运营审批 → 调腾讯接口执行;运营反馈可触发<strong style="color:var(--accent);font-style:normal">协商重审</strong>。
 
+</p>
 
+
 
+<div class="diagram-wrap">
 
+<svg class="arch" viewBox="0 0 1260 940" xmlns="http://www.w3.org/2000/svg">
 
+  <defs>
 
+    <marker id="arr-data" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="6" markerHeight="6" orient="auto">
 
+      <path d="M 0 0 L 10 5 L 0 10 z" fill="#5C7A52"/>
 
+    </marker>
 
+    <marker id="arr-act" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="6" markerHeight="6" orient="auto">
 
+      <path d="M 0 0 L 10 5 L 0 10 z" fill="#C75D3F"/>
 
+    </marker>
 
+    <marker id="arr-int" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="5" markerHeight="5" orient="auto">
 
+      <path d="M 0 0 L 10 5 L 0 10 z" fill="#0F1F2E"/>
 
+    </marker>
 
+  </defs>
 
+
 
+  <!-- ================ LEFT: 数据世界 (Inputs) ================ -->
 
+  <g>
 
+    <text x="100" y="30" class="title-en" text-anchor="middle">INPUT</text>
 
+    <text x="100" y="56" class="agent-label" text-anchor="middle">数据世界</text>
 
+
 
+    <rect x="20" y="80" width="160" height="60" class="layer-bg"/>
 
+    <text x="100" y="108" class="title" text-anchor="middle">广告数据</text>
 
+    <text x="100" y="128" class="body" text-anchor="middle">投放消耗 · 用户回流</text>
 
+
 
+    <rect x="20" y="160" width="160" height="60" class="layer-bg"/>
 
+    <text x="100" y="188" class="title" text-anchor="middle">广告状态</text>
 
+    <text x="100" y="208" class="body" text-anchor="middle">出价 · 投放开关 · 定向</text>
 
+
 
+    <rect x="20" y="240" width="160" height="60" class="layer-bg"/>
 
+    <text x="100" y="268" class="title" text-anchor="middle">运营配置</text>
 
+    <text x="100" y="288" class="body" text-anchor="middle">阈值 · 白名单 · 开关</text>
 
+  </g>
 
+
 
+  <!-- ================ AGENT BOX (Center) ================ -->
 
+  <g>
 
+    <rect x="240" y="60" width="700" height="820" class="agent-bg" rx="2"/>
 
+
 
+    <text x="590" y="40" class="title-en" text-anchor="middle">AGENT INTERNAL</text>
 
+    <text x="590" y="86" class="agent-label" text-anchor="middle" font-size="18" style="font-style:italic">智能体内部</text>
 
+
 
+    <!-- 大脑 (LLM) - center top -->
 
+    <rect x="430" y="120" width="320" height="76" class="core-bg-llm" rx="2"/>
 
+    <text x="590" y="148" class="title llm-text" text-anchor="middle">大脑 · 推理</text>
 
+    <text x="590" y="170" class="body llm-text-mute" text-anchor="middle">读懂数据 · 综合判断</text>
 
+    <text x="590" y="186" class="body llm-text-mute" text-anchor="middle">写出决策 · 解释理由</text>
 
+
 
+    <!-- 调度 (Runner) -->
 
+    <rect x="450" y="220" width="280" height="56" class="core-bg-accent" rx="2"/>
 
+    <text x="590" y="244" class="title" text-anchor="middle" fill="#C75D3F">调度 · 循环</text>
 
+    <text x="590" y="263" class="body" text-anchor="middle">看 → 想 → 做 → 看,反复直到任务完成</text>
 
+
 
+    <!-- =========== 知识 (Skills) - bottom left =========== -->
 
+    <rect x="270" y="310" width="290" height="540" class="core-bg" rx="2"/>
 
+    <text x="415" y="338" class="title" text-anchor="middle">知识 · 投手经验</text>
 
+    <text x="415" y="358" class="body" text-anchor="middle" style="font-style:italic;font-family:var(--serif)">4 份手册,注入大脑提示让它"懂行"</text>
 
+    <line x1="290" y1="372" x2="540" y2="372" stroke="#D4CDB8" stroke-width="0.5"/>
 
+
 
+    <!-- skill rows -->
 
+    <!-- ad_domain -->
 
+    <text x="290" y="402" class="body-strong" style="font-family:var(--mono);font-size:12px">ad_domain</text>
 
+    <text x="290" y="420" class="body">业务模型 · 解释为什么 R500 当日 ROI 偏低</text>
 
+    <text x="290" y="436" class="body">裂变变现 · R 值人群 · 动态 ROI 公式</text>
 
+
 
+    <line x1="290" y1="452" x2="540" y2="452" stroke="#EFE8DA" stroke-width="0.5"/>
 
+
 
+    <!-- platform_rules -->
 
+    <text x="290" y="478" class="body-strong" style="font-family:var(--mono);font-size:12px">platform_rules</text>
 
+    <text x="290" y="496" class="body">平台硬约束 · 优先级最高,违反必掉量</text>
 
+    <text x="290" y="512" class="body">学习期保护 · 调价上限 · 数据口径</text>
 
+
 
+    <line x1="290" y1="528" x2="540" y2="528" stroke="#EFE8DA" stroke-width="0.5"/>
 
+
 
+    <!-- decision_strategy (CORE) -->
 
+    <text x="290" y="554" class="body-strong" style="font-family:var(--mono);font-size:12px;fill:#C75D3F">★ decision_strategy</text>
 
+    <text x="290" y="572" class="body" style="fill:#0F1F2E">决策核心 · 真正的"作战手册"</text>
 
+    <text x="290" y="588" class="body">7 种动作 · 阈值参考 · reason 5 元组</text>
 
+
 
+    <line x1="290" y1="604" x2="540" y2="604" stroke="#EFE8DA" stroke-width="0.5"/>
 
+
 
+    <!-- posterior_wisdom -->
 
+    <text x="290" y="630" class="body-strong" style="font-family:var(--mono);font-size:12px">posterior_wisdom</text>
 
+    <text x="290" y="648" class="body">后验经验入口 · 待积累实战案例</text>
 
+    <text x="290" y="664" class="body">历史降价恢复 · 创意冷启动 等</text>
 
+
 
+    <!-- =========== 能力 (Tools) - 工具流水线 =========== -->
 
+    <rect x="620" y="310" width="290" height="540" class="core-bg" rx="2"/>
 
+    <text x="765" y="338" class="title" text-anchor="middle">能力 · 工具流水线</text>
 
+    <text x="765" y="358" class="body" text-anchor="middle" style="font-style:italic;font-family:var(--serif)">12 个工具,大脑通过调度按序调用</text>
 
+    <line x1="640" y1="372" x2="890" y2="372" stroke="#D4CDB8" stroke-width="0.5"/>
 
+
 
+    <!-- ① 取数 -->
 
+    <rect x="635" y="385" width="260" height="50" class="layer-bg" rx="1"/>
 
+    <text x="643" y="402" class="body" style="font-size:10.5px;fill:#7A8294;letter-spacing:0.06em">① 取数</text>
 
+    <text x="643" y="418" class="body-strong" style="font-family:var(--mono);font-size:11.5px">data_query</text>
 
+    <text x="643" y="431" class="body" style="font-size:11px">拉创意级数据 + 广告状态</text>
 
+    <path d="M 765 435 L 765 449" stroke="#0F1F2E" stroke-width="1" fill="none" marker-end="url(#arr-int)"/>
 
+    <text x="772" y="446" class="arrow-label" style="font-size:9px">CSV 落盘</text>
 
+
 
+    <!-- ② 算指标 -->
 
+    <rect x="635" y="455" width="260" height="50" class="layer-bg" rx="1"/>
 
+    <text x="643" y="472" class="body" style="font-size:10.5px;fill:#7A8294;letter-spacing:0.06em">② 算指标</text>
 
+    <text x="643" y="488" class="body-strong" style="font-family:var(--mono);font-size:11.5px">roi_calculator + portfolio_metrics</text>
 
+    <text x="643" y="501" class="body" style="font-size:11px">动态 ROI + 渠道/分群基线</text>
 
+    <path d="M 765 505 L 765 519" stroke="#0F1F2E" stroke-width="1" fill="none" marker-end="url(#arr-int)"/>
 
+    <text x="772" y="516" class="arrow-label" style="font-size:9px">metrics 表</text>
 
+
 
+    <!-- ③ 筛 + LLM 决策 (核心,描红边) -->
 
+    <rect x="635" y="525" width="260" height="50" class="layer-bg" rx="1" style="stroke:#C75D3F;stroke-width:1.5"/>
 
+    <text x="643" y="542" class="body" style="font-size:10.5px;fill:#C75D3F;letter-spacing:0.06em">③ 筛 + LLM 决策(核心)</text>
 
+    <text x="643" y="558" class="body-strong" style="font-family:var(--mono);font-size:11.5px">ad_decision</text>
 
+    <text x="643" y="571" class="body" style="font-size:11px">候选标记 → LLM 综合 → 决策</text>
 
+    <path d="M 765 575 L 765 589" stroke="#0F1F2E" stroke-width="1" fill="none" marker-end="url(#arr-int)"/>
 
+    <text x="772" y="586" class="arrow-label" style="font-size:9px">决策 JSON</text>
 
+
 
+    <!-- ④ 护栏 -->
 
+    <rect x="635" y="595" width="260" height="50" class="layer-bg" rx="1"/>
 
+    <text x="643" y="612" class="body" style="font-size:10.5px;fill:#7A8294;letter-spacing:0.06em">④ 护栏</text>
 
+    <text x="643" y="628" class="body-strong" style="font-family:var(--mono);font-size:11.5px">guardrails</text>
 
+    <text x="643" y="641" class="body" style="font-size:11px">冷启动 / 出价 / 频率 / 新鲜度</text>
 
+    <path d="M 765 645 L 765 659" stroke="#0F1F2E" stroke-width="1" fill="none" marker-end="url(#arr-int)"/>
 
+    <text x="772" y="656" class="arrow-label" style="font-size:9px">已校验</text>
 
+
 
+    <!-- ⑤ 送审 -->
 
+    <rect x="635" y="665" width="260" height="50" class="layer-bg" rx="1"/>
 
+    <text x="643" y="682" class="body" style="font-size:10.5px;fill:#7A8294;letter-spacing:0.06em">⑤ 送审 · 阻塞 120 min</text>
 
+    <text x="643" y="698" class="body-strong" style="font-family:var(--mono);font-size:11.5px">im_approval + feishu_doc</text>
 
+    <text x="643" y="711" class="body" style="font-size:11px">表 + 卡片推送 · 等运营回复</text>
 
+    <path d="M 765 715 L 765 729" stroke="#0F1F2E" stroke-width="1" fill="none" marker-end="url(#arr-int)"/>
 
+    <text x="772" y="726" class="arrow-label" style="font-size:9px">通过 / 拒绝</text>
 
+
 
+    <!-- ⑥ 执行 -->
 
+    <rect x="635" y="735" width="260" height="50" class="layer-bg" rx="1"/>
 
+    <text x="643" y="752" class="body" style="font-size:10.5px;fill:#7A8294;letter-spacing:0.06em">⑥ 执行</text>
 
+    <text x="643" y="768" class="body-strong" style="font-family:var(--mono);font-size:11.5px">execution_engine + ad_api</text>
 
+    <text x="643" y="781" class="body" style="font-size:11px">调腾讯接口 OR 仅 log(开关)</text>
 
+
 
+    <!-- 报告生成 (尾部说明) -->
 
+    <text x="765" y="810" class="body" text-anchor="middle" style="font-size:10.5px;font-family:var(--serif);font-style:italic;fill:#7A8294">+ report_generator 生成 Excel 报告 · 全程审计</text>
 
+
 
+    <!-- =========== Internal arrows =========== -->
 
+    <!-- 知识 → 大脑 -->
 
+    <path class="arrow-internal" d="M 415 310 L 415 200 L 470 196" marker-end="url(#arr-int)"/>
 
+    <text x="370" y="260" class="arrow-label" transform="rotate(-90 370 260)">注入提示词</text>
 
+
 
+    <!-- 能力 → 大脑 -->
 
+    <path class="arrow-internal" d="M 765 310 L 765 200 L 710 196" marker-end="url(#arr-int)"/>
 
+    <text x="810" y="260" class="arrow-label" transform="rotate(-90 810 260)">返回观测</text>
 
+
 
+    <!-- 大脑 → 调度 -->
 
+    <path class="arrow-internal" d="M 590 196 L 590 220" marker-end="url(#arr-int)"/>
 
+
 
+    <!-- 调度 → 能力 -->
 
+    <path class="arrow-internal" d="M 690 276 Q 765 295 765 310" marker-end="url(#arr-int)"/>
 
+    <text x="710" y="298" class="arrow-label">调用</text>
 
+  </g>
 
+
 
+  <!-- ================ RIGHT: 决策出口 + 运营人 ================ -->
 
+  <g>
 
+    <text x="1080" y="30" class="title-en" text-anchor="middle">OUTPUT</text>
 
+    <text x="1080" y="56" class="agent-label" text-anchor="middle">决策落地</text>
 
+
 
+    <rect x="1000" y="80" width="160" height="60" class="layer-bg" style="stroke-width:1.5"/>
 
+    <text x="1080" y="106" class="title" text-anchor="middle">飞书审批表</text>
 
+    <text x="1080" y="126" class="body" text-anchor="middle">表 + 卡片消息</text>
 
+
 
+    <rect x="1000" y="160" width="160" height="60" class="layer-bg"/>
 
+    <text x="1080" y="186" class="title" text-anchor="middle">广告变更</text>
 
+    <text x="1080" y="206" class="body" text-anchor="middle">调出价 / 暂停</text>
 
+
 
+    <rect x="1000" y="240" width="160" height="60" class="layer-bg"/>
 
+    <text x="1080" y="266" class="title" text-anchor="middle">报告归档</text>
 
+    <text x="1080" y="286" class="body" text-anchor="middle">Excel + 审计日志</text>
 
+
 
+    <!-- 运营人 actor -->
 
+    <rect x="1000" y="380" width="160" height="80" class="layer-bg" style="fill:#EFE8DA;stroke-width:2;stroke:#C75D3F"/>
 
+    <text x="1080" y="406" class="title" text-anchor="middle" style="fill:#C75D3F">运营人</text>
 
+    <text x="1080" y="426" class="body" text-anchor="middle">飞书查表</text>
 
+    <text x="1080" y="442" class="body" text-anchor="middle">通过 / 拒绝 / 协商</text>
 
+  </g>
 
+
 
+  <!-- ================ Cross-cutting arrows ================ -->
 
+  <!-- 数据进入 → ① 取数 stage -->
 
+  <path class="arrow-data" d="M 180 110 Q 380 110 635 405" marker-end="url(#arr-data)"/>
 
+  <path class="arrow-data" d="M 180 190 Q 380 190 635 410" marker-end="url(#arr-data)"/>
 
+  <text x="380" y="155" class="arrow-label" style="fill:#5C7A52">取数</text>
 
+
 
+  <!-- 配置 → 调度 (虚线影响) -->
 
+  <path d="M 180 270 Q 320 270 470 248" stroke="#5C7A52" stroke-width="1.2" fill="none" stroke-dasharray="3 3" marker-end="url(#arr-data)"/>
 
+  <text x="280" y="262" class="arrow-label" style="fill:#5C7A52">阈值/白名单</text>
 
+
 
+  <!-- ⑤ 送审 → 飞书审批表 -->
 
+  <path class="arrow-act" d="M 895 690 Q 970 400 1000 110" marker-end="url(#arr-act)"/>
 
+  <text x="952" y="380" class="arrow-label" style="fill:#C75D3F" transform="rotate(-72 952 380)">送审</text>
 
+
 
+  <!-- 飞书审批表 ↔ 运营 (双向) -->
 
+  <path class="arrow-act" d="M 1075 140 L 1075 380" marker-end="url(#arr-act)"/>
 
+  <path class="arrow-act" d="M 1090 380 L 1090 140" marker-end="url(#arr-act)"/>
 
+  <text x="1175" y="265" class="arrow-label" style="fill:#C75D3F" text-anchor="end">看 / 回</text>
 
+
 
+  <!-- 运营 → ad_decision (协商反馈,虚线) -->
 
+  <path d="M 1000 420 Q 945 420 945 555 L 895 555" stroke="#C75D3F" stroke-width="1.4" fill="none" stroke-dasharray="4 3" marker-end="url(#arr-act)"/>
 
+  <text x="932" y="495" class="arrow-label" style="fill:#C75D3F" transform="rotate(-90 932 495)">协商反馈 · 重审</text>
 
+
 
+  <!-- ⑥ 执行 → 广告变更 -->
 
+  <path class="arrow-act" d="M 895 760 Q 980 480 1000 190" marker-end="url(#arr-act)"/>
 
+  <text x="993" y="500" class="arrow-label" style="fill:#C75D3F" transform="rotate(-78 993 500)">执行写入</text>
 
+
 
+  <!-- 报告 → 报告归档 -->
 
+  <path d="M 895 815 Q 998 530 1000 270" stroke="#7A8294" stroke-width="0.8" fill="none" stroke-dasharray="2 3" marker-end="url(#arr-int)"/>
 
+  <text x="1011" y="600" class="arrow-label" style="fill:#7A8294" transform="rotate(-78 1011 600)">归档</text>
 
+
 
+  <!-- ================ Persistence (bottom strip) ================ -->
 
+  <g>
 
+    <line x1="240" y1="900" x2="940" y2="900" stroke="#0F1F2E" stroke-width="0.5" stroke-dasharray="2 4"/>
 
+    <rect x="475" y="908" width="230" height="24" class="layer-bg" rx="2"/>
 
+    <text x="590" y="924" class="body-strong" text-anchor="middle" font-size="11">审计 · 记忆 · 全程留痕(.trace/)</text>
 
+    <line x1="415" y1="850" x2="415" y2="900" stroke="#7A8294" stroke-width="0.5" stroke-dasharray="1 3"/>
 
+    <line x1="765" y1="785" x2="765" y2="900" stroke="#7A8294" stroke-width="0.5" stroke-dasharray="1 3"/>
 
+    <line x1="590" y1="276" x2="590" y2="900" stroke="#7A8294" stroke-width="0.5" stroke-dasharray="1 3"/>
 
+  </g>
 
+
 
+  <!-- 主流程标签 -->
 
+  <text x="100" y="380" class="arrow-label" text-anchor="middle" style="fill:#5C7A52">外部 → 智能体</text>
 
+  <text x="1080" y="500" class="arrow-label" text-anchor="middle" style="fill:#C75D3F">智能体 ⇄ 运营</text>
 
+</svg>
 
+</div>
 
+
 
+<div class="legend">
 
+  <div class="legend-item">
 
+    <span class="legend-line data"></span>
 
+    <span><strong>苔绿实线 · 数据流</strong> · 外部 → 智能体(取数)</span>
 
+  </div>
 
+  <div class="legend-item">
 
+    <span class="legend-line act"></span>
 
+    <span><strong>陶土橙实线 · 行动流</strong> · 智能体 → 外部(送审 / 写入)</span>
 
+  </div>
 
+  <div class="legend-item">
 
+    <span class="legend-line internal"></span>
 
+    <span><strong>黑色虚线 · 内部协作</strong> · 注入提示 / 调用工具 / 返回观测</span>
 
+  </div>
 
+  <div class="legend-item">
 
+    <span class="legend-line" style="background: repeating-linear-gradient(to right, #C75D3F 0 4px, transparent 4px 7px); height: 1.5px;"></span>
 
+    <span><strong>橙色虚线 · 协商反馈</strong> · 运营回复 → 智能体重新评估</span>
 
+  </div>
 
+</div>
 
+
 
+<footer>
 
+  <div>auto_put_ad_mini · 整体架构 · 概念层一图概览</div>
 
+  <div class="stamp">examples/auto_put_ad_mini/</div>
 
+</footer>
 
+
 
+</main>
 
+
 
+</body>
 
+</html>

+ 39 - 0
examples/auto_put_ad_mini/CREATIVE_CREATION_TODO.md
Прегледај датотеку 

@@ -6,6 +6,29 @@
 
 
 ## P0 — 必须修(影响业务正确性)
 
 
+### P0-NEW-1. 生产 cron 化前必须修:Phase 0 广告池"真已满"判定 + 唯一性预校验(2026-06-10 发现)
 
+- 现状:
 
+  - `phase0_create_ads` 检查 `configured_status == AD_STATUS_NORMAL` 判定"广告满了"
 
+  - **失败的 SUSPEND/DENIED 广告不算 NORMAL** → Phase 0 视为"未满" → enumerate 重复 candidate
 
+  - candidate 走完飞书审批 → 真 POST → 撞腾讯唯一性 reject `code 1901634`(腾讯文档:删除后 2 年内仍占唯一性槽位)
 
+  - 运营每天审批表都是"建失败"的广告,体验差
 
+- 触发场景:
 
+  - 任意 Phase 0 POST 失败留下的 SUSPEND 广告
 
+  - 任意运营在腾讯后台手动暂停的广告
 
+  - 跨日 cron 不断重试建同 SOP 广告
 
+- 修复方向:
 
+  1. **Phase 0 广告池判定**:不只看 NORMAL,要算**所有未删除广告**(含 SUSPEND/DENIED)— 它们仍占唯一性槽位
 
+  2. **fingerprint 预校验集成**:在 `enumerate_new_ad_candidates` 调用前,反查账户所有现存广告(含已删除 `is_deleted=True`),按 6 字段 + targeting 算指纹 set,enumerate 时 skip 已存在指纹
 
+  3. **不主动 delete**:主循环只读、判定、跳过,不删除腾讯广告(开发期手动调试除外)
 
+- 相关:整个 P0 章原本就有的 "唯一性预校验" 工作,本条把它升级为 cron 化前的硬阻塞
 
+
 
+### P0-NEW-2. 调试期手动删广告 ≠ 生产清理机制(2026-06-10 自我警醒)
 
+- 现状:开发期我用 `_post('/adgroups/delete', ...)` 手动清场重测,这只是调试手段
 
+- 生产 cron 启动后**绝不能**靠开发者手动删 — 出问题应该靠 P0-NEW-1 主循环跳过
 
+- 文档化:写进 K8s cronjob_creation.yaml 部署 README,提醒"不要手动 delete 腾讯广告"
 
+
 
+
 
+
 
 ### ~~P0-1. `DEFAULT_JUMP_PATH` 改动态生成~~ ✅ 已完成(2026-06-08)
 
 - 实现方式:接入 piaoquantv `xcx/save` 接口
 
 - 落地:新建 `tools/landing_plan.py` 封装接口;`creative_creation.py` 删 `DEFAULT_JUMP_PATH` 常量
 
@@ -80,6 +103,21 @@
 
 - 现状:硬编码 `image/jpeg`
 
 - 方案:`mimetypes.guess_type(url)` 或读 magic bytes
 
 
+### P3-6. 飞书 IM 消息升级为 interactive 卡片(2026-06-09 发现 unfurling 不可靠)
 
+- 现状:`feishu_doc._send_link_message` 走 `msg_type=text`,完全依赖飞书客户端 link unfurling 自动展开 sheet 预览
 
+- 实测问题:同一段代码,**飞书后端 link preview 服务行为变化**导致原本能展开的消息现在不展开(用户 2026-06-09 反馈连他原有调控审批消息也不展开了)
 
+- 影响范围:**调控审批 + 模块 B 创意审批共用同一段代码**,改动会同时改善两个子系统
 
+- 升级方案:`msg_type=interactive`,卡片 JSON 显式定义标题/摘要/按钮,飞书客户端**强制渲染**,不依赖 unfurling
 
+- 终极方案:用飞书的 share_sheet / sheet embed 消息类型(待查文档),IM 客户端 100% 强制展开 sheet 预览
 
+- 工程量:50-100 行代码,改 `_send_link_message` 一处
 
+
 
+### P3-5. 飞书审批表素材预览 — 升级嵌入图(write-images API)
 
+- 现状:cell 用 `=HYPERLINK(material.cover, "查看素材")` 公式,运营点击在浏览器看图
 
+- 已知问题:`rescdn.yishihui.com` 有 Referer ACL 防盗链,飞书 sheet 点链接首次访问会 403,运营需要"右键新标签"或粘贴 URL 重试
 
+- 升级方案:调飞书 `POST /open-apis/sheets/v2/spreadsheets/{token}/values_image`,把素材图二进制流嵌入 cell,运营 review 时直接看图
 
+- 风险点:飞书 server 拉图是否被 yishihui CDN 拦截待验证;如被拦,需跟 yishihui 运维协调 CDN 白名单(加 feishu.cn 或放行空 Referer)
 
+- 触发条件:挂创意量上百条/天时再升级 — 当前 ≤ 5 条/天,运营 5 次点击代价 < 工程协调成本
 
+
 
 ## 已知腾讯错误码 — 排查表
 
 
 | code | 含义 | 修复方向 |
 
@@ -87,6 +125,7 @@
 
 | 18001 | 缺失必填参数 `image_id` | image 组件不能用 `image_url`,必须先上传拿 `image_id` |
 
 | 1800269 | 品牌形象必填 | 必须传 `brand` 组件 + `brand_name + brand_image_id` |
 
 | 1530003 | 图片不存在或已删除 | `image_id` 跨账户不可复用,必须按账户独立上传 |
 
+| 1801159 | 提交的组件无法匹配到创意形式(图片素材比例/长宽/大小/时长不符) | 召回素材不一定符合腾讯创意规格,需 try-fallback;长期方案:召回阶段加图片尺寸校验,或限定 URL 模式仅取 `adPutTencent/image/` 路径 |
 
 
 ## 已验证过的非业务事实

+ 95 - 2
examples/auto_put_ad_mini/config.py
Прегледај датотеку 

@@ -389,17 +389,40 @@ DEFAULT_CONVERSION_ID = 1007
 
 # 用 ad_api 反推得知字段名:search_expand_targeting_switch
 
 SEARCH_EXPAND_TARGETING_SWITCH = "SEARCH_EXPAND_TARGETING_SWITCH_CLOSE"
 
 
-# --- 版位(用户 2026-06-05 调整:与样本 92067863445 一致)---
 
+# --- 版位(2026-06-09 用户确认:参考 78420850/105832100128 加朋友圈版位)---
 
 AVAILABLE_SITE_SETS = [
 
     "SITE_SET_WECHAT",                 # 微信公众号
 
     "SITE_SET_WECHAT_PLUGIN",          # 微信插件
 
     "SITE_SET_SEARCH_SCENE",           # 搜索场景
 
+    "SITE_SET_MOMENTS",                # 朋友圈
 
 ]
 
 # MVP 阶段:单一固定版位组合(差异化先不靠 site_set)
 
 SITE_SET_COMBINATIONS = [
 
-    ["SITE_SET_WECHAT", "SITE_SET_WECHAT_PLUGIN", "SITE_SET_SEARCH_SCENE"],
 
+    ["SITE_SET_WECHAT", "SITE_SET_WECHAT_PLUGIN", "SITE_SET_SEARCH_SCENE", "SITE_SET_MOMENTS"],
 
 ]
 
 
+# --- AIM 智能定向状态(2026-06-09 用户确认:关闭,参考 78420850/105832100128 反查值)---
 
+# enum 值(实测):
 
+#   SMART_TARGETING_NONE  = AIM 关闭(本期目标)
 
+#   SMART_TARGETING_AUTO  = AIM 自动(腾讯默认)
 
+SMART_TARGETING_STATUS = "SMART_TARGETING_NONE"
 
+
 
+# --- WECHAT_POSITION 定投场景(2026-06-09 用户确认:1 账户 2 广告通过有/无定投差异化)---
 
+# 9 个场景 ID 来自参考广告 77868332/105681584461 (0603-2) 的 wechat_position
 
+# 中文映射通过 tools.scene_spec.get_wechat_position_tags() 运行时查询(进程内缓存 1h)
 
+# 参考广告各场景见 docs:
 
+#   1024789 公众号文章底部 / 1024790 公众号文章中部 / 1024791 公众号文章视频贴片
 
+#   1024792 订阅号消息列表 / 1024795 小程序激励式广告 / 1024796 小程序插屏广告
 
+#   2100745 发现小程序 / 2100748 小程序原生广告 / 2100802 公众号文章评论区
 
+WECHAT_POSITION_TARGETED_PRESET = [
 
+    1024789, 1024790, 1024791, 1024792,
 
+    1024795, 1024796,
 
+    2100745, 2100748, 2100802,
 
+]
 
+
 
+# 1 账户广告数(2026-06-09 用户确认:2 条,一条有 wechat_position 定投,一条无定投)
 
+ADS_PER_ACCOUNT = 2
 
+
 
 # --- 时段 / 日期(真实样本 95205841163 反推:6:00-22:30 投放)---
 
 # 一天 48 段 × 7 天 = 336 位字符串
 
 TIME_SERIES_ONE_DAY = "000000000000" + "1" * 34 + "00"   # 0:00-6:00 关 / 6:00-23:00 投 / 23:00-24:00 关
 
@@ -488,3 +511,73 @@ AUDIENCE_TIER_PATTERNS = [
 
     ("R2",     ["R_2", "R2", "r2"]),
 
 ]
 
 
+
 
+# ═══════════════════════════════════════════════════════════════════
 
+# [MODULE B / 创意搭建] 模块 B 主循环配置
 
+# ═══════════════════════════════════════════════════════════════════
 
+# 模块 B = 给广告挂创意(creative)的子系统,与模块 A(广告新建)对偶。
 
+# 数据流:find_ads_needing_creatives → 关联点过滤 → 召回素材 → POST 创意。
 
+
 
+# --- 创意补量目标(单广告期望创意数)---
 
+# 2026-06-09:用户确认改 3(每广告 3 条创意)
 
+# 生产阶段长期应回到 15(腾讯经验下限,MIN_CREATIVES_PER_AD)
 
+# 这是 find_ads_needing_creatives 阈值 + 补量目标的**同一个语义变量**,不要拆
 
+TARGET_CREATIVES_PER_AD = 3
 
+
 
+# --- 主循环 try-fallback 限额(防无限召回)---
 
+# 单广告最多尝试 N 条 landing,超过即放弃此条创意(不影响广告剩余 to_add)
 
+# 2026-06-10 用户要求:扩到 30(从 10),因为 used_landing_ids 全局共享后池子越来越紧
 
+MAX_LANDING_ATTEMPTS_PER_AD = 30
 
+# 单 landing 最多尝试 N 条素材(召回 top N)
 
+MAX_MATERIAL_PER_LANDING = 10
 
+
 
+# --- 素材召回质量过滤(2026-06-10 用户确认,batchByText 升级)---
 
+# 服务端 ranking 参数:simThreshold=0.7(语义相关),alpha=0(不要 sim 加权)
 
+# wCtr=1, wCvr=wRoi=wOpenRate=wFissionRate=0 → qualityScore 由 ctr 主导 → 等价"取 CTR 最高"
 
+# 客户端 impressions > 阈值 二次筛 → 保证"语义相关 + 曝光足够 + CTR 最高"
 
+RECALL_SIM_THRESHOLD = 0.7
 
+RECALL_ALPHA = 0
 
+RECALL_W_CTR = 1
 
+RECALL_W_CVR = 0
 
+RECALL_W_ROI = 0
 
+RECALL_W_OPEN_RATE = 0
 
+RECALL_W_FISSION_RATE = 0
 
+RECALL_DECONSTRUCT_BOOST = 0.4
 
+RECALL_DAYS = 180                                 # 投放统计天数(2026-06-10 修正:30→180,跟 admin 后台一致,冷门素材需长周期)
 
+RECALL_DISPLAY_K = 30                             # 服务端展示条数
 
+RECALL_MIN_IMPRESSIONS = 2000                     # 客户端 impressions 过滤阈值(2026-06-10 用户:曝光 > 2000)
 
+RECALL_MIN_CTR = 0.10                             # 客户端 CTR 阈值(2026-06-10 用户:CTR ≥ 10%)
 
+RECALL_SOURCE_LABELS = ["内部素材"]               # 只要内部
 
+RECALL_CONFIG_CODES_FULL = [
 
+    "VIDEO_TOPIC", "VIDEO_INSPIRATION", "VIDEO_PURPOSE",
 
+    "VIDEO_KEYPOINT", "VIDEO_TITLE",
 
+    "RESULT_LOG_TOPIC", "RESULT_LOG_THEME",
 
+    "RESULT_LOG_KEYWORDS", "RESULT_LOG_NARRATION",
 
+    "INSPIRATION_SUBSTANCE", "KEYPOINT_SUBSTANCE", "PURPOSE_SUBSTANCE",
 
+    "INSPIRATION_FORM", "KEYPOINT_FORM", "PURPOSE_FORM",
 
+]
 
+
 
+# --- 创意文案池(2026-06-09 用户确认,照搬示例 78420850 反查值)---
 
+# 示例 78420850 的 13 条创意全部 ACTIVE,description 都用同一组 3 句通用文案
 
+# 我们旧策略(用素材标题)实测 DENIED + SUSPEND,改为照搬示例文案池
 
+CREATIVE_DESCRIPTION_POOL = [
 
+    "打开看看",
 
+    "究竟怎么回事？打开看看",
 
+    "竟有这事？",
 
+]
 
+# 每条创意从池中随机选 N 条作为 description
 
+# 2026-06-10 用户确认:N=1 — 每条创意随机抽 1 条文案,不再 3 条一起
 
+# (跟示例 78420850 的"3 条一起"策略不同 — 用户明确要求多样性)
 
+CREATIVE_DESCRIPTION_COUNT_PER_AD = 1
 
+
 
+# --- 审批开关 ---
 
+# True(默认):Phase 1 准备后写待审批 CSV + 发飞书 sheet → 等运营审批 → Phase 3 POST
 
+# False:Phase 1 跑完直接 Phase 3 POST(skip 飞书)— 用于自动化 cron + 信任规则的场景
 
+CREATION_APPROVAL_REQUIRED = True
 
+
 
+# 审批超时(分钟,与现有调控审批配置对齐)
 
+CREATION_APPROVAL_TIMEOUT_MINUTES = 120
 
+
 
+# 飞书 chat_id:复用现有调控审批群(FEISHU_OPERATOR_CHAT_ID)
 
+# 等创意审批和调控审批要分群时,再加 FEISHU_CREATION_CHAT_ID 覆盖
 
+

+ 284 - 0
examples/auto_put_ad_mini/execute_creation_apply.py
Прегледај датотеку 

@@ -0,0 +1,284 @@
 
+"""模块 B Phase 3 执行入口(P0-A 配套,2026-06-09)。
 
+
 
+数据流:
 
+  Phase 1 已准备好的 pending records(含 _request_body)+ 运营决策(action)
 
+    → 对 action=approve 的 → POST 腾讯 /dynamic_creatives/add
 
+    → 写 creation_run_{date}.json + 发"执行汇报"飞书消息
 
+
 
+可独立运行(从 outputs/data/creation_pending_*.json 读 → 审批已写 → apply):
 
+    python execute_creation_apply.py <pending_records_json>
 
+
 
+也可被 execute_creation_once.py import 调用:
 
+    apply_pending_records(records) -> summary
 
+"""
 
+
 
+import asyncio
 
+import json
 
+import logging
 
+import sys
 
+from datetime import datetime, timezone
 
+from pathlib import Path
 
+
 
+_HERE = Path(__file__).parent
 
+sys.path.insert(0, str(_HERE.parent.parent))
 
+sys.path.insert(0, str(_HERE))
 
+
 
+from dotenv import load_dotenv  # noqa: E402
 
+load_dotenv(_HERE / ".env")
 
+
 
+from config import FEISHU_OPERATOR_CHAT_ID  # noqa: E402
 
+
 
+# 强占 sys.path[0],绕过 config import 副作用(im-client/tools.py 同名冲突)
 
+while str(_HERE) in sys.path:
 
+    sys.path.remove(str(_HERE))
 
+sys.path.insert(0, str(_HERE))
 
+
 
+from tools.creative_creation import post_creative_with_prepared_body  # noqa: E402
 
+
 
+logger = logging.getLogger("execute_creation_apply")
 
+
 
+
 
+def _fmt_quality_summary(r: dict) -> str:
 
+    """Task 29:把 record 里的素材质量字段(prepare 阶段写入)格式化成一行。
 
+
 
+    返回类似 ' · 素材质量: ctr=12.5% imp=8,500 cost=420元',字段缺失时省略对应项。
 
+    """
 
+    ctr = r.get("material_ctr")
 
+    imp = r.get("material_impressions")
 
+    cost = r.get("material_cost")
 
+    parts = []
 
+    if ctr is not None:
 
+        # ctr 取决于服务端格式,有的返回 0.125(比例),有的 12.5(百分号字面值)
 
+        try:
 
+            ctr_f = float(ctr)
 
+            parts.append(f"ctr={ctr_f * 100:.1f}%" if ctr_f <= 1 else f"ctr={ctr_f:.1f}%")
 
+        except (TypeError, ValueError):
 
+            pass
 
+    if imp is not None:
 
+        try:
 
+            parts.append(f"imp={int(imp):,}")
 
+        except (TypeError, ValueError):
 
+            pass
 
+    if cost is not None:
 
+        try:
 
+            parts.append(f"cost={float(cost):.0f}元")
 
+        except (TypeError, ValueError):
 
+            pass
 
+    return f" · 素材质量: {' '.join(parts)}" if parts else ""
 
+
 
+
 
+def _send_apply_summary_to_feishu(
 
+    summary: dict, chat_id: str = ""
 
+) -> None:
 
+    """Phase 3 完成后发"执行汇报"飞书纯文本消息(创意 ID 列表 + 素材质量摘要)。
 
+
 
+    Task 29(2026-06-11):每行加 ctr / cost / impressions 三个字段,
 
+    让运营在不打开 Excel 的情况下,一眼看出本次挂上的创意素材质量。
 
+    """
 
+    if not chat_id:
 
+        chat_id = FEISHU_OPERATOR_CHAT_ID
 
+    if not chat_id:
 
+        logger.warning("[apply] FEISHU_OPERATOR_CHAT_ID 未配置,不发执行汇报")
 
+        return
 
+
 
+    try:
 
+        from tools.feishu_doc import _auth_headers, _get_tenant_token
 
+        import httpx
 
+
 
+        t = summary["total"]
 
+        lines = [
 
+            "【创意搭建·执行汇报】",
 
+            f"运营 approve 共 {t['approved']} 条,实际挂上 {t['posted_ok']} 条,失败 {t['posted_failed']} 条",
 
+        ]
 
+
 
+        approved_list = [r for r in summary["records"] if r.get("action") == "approve"]
 
+        if approved_list:
 
+            # Task 29:算挂上创意的素材质量均值,放汇报头(运营快速判断本批整体质量)
 
+            ok_records = [r for r in approved_list if r.get("dynamic_creative_id")]
 
+            valid_ctr = [float(r["material_ctr"]) for r in ok_records
 
+                         if r.get("material_ctr") is not None]
 
+            valid_imp = [int(r["material_impressions"]) for r in ok_records
 
+                         if r.get("material_impressions") is not None]
 
+            valid_cost = [float(r["material_cost"]) for r in ok_records
 
+                          if r.get("material_cost") is not None]
 
+            if valid_ctr or valid_imp or valid_cost:
 
+                stat_parts = []
 
+                if valid_ctr:
 
+                    avg_ctr = sum(valid_ctr) / len(valid_ctr)
 
+                    stat_parts.append(
 
+                        f"平均 ctr={avg_ctr * 100:.1f}%" if avg_ctr <= 1
 
+                        else f"平均 ctr={avg_ctr:.1f}%"
 
+                    )
 
+                if valid_imp:
 
+                    stat_parts.append(f"平均 imp={int(sum(valid_imp) / len(valid_imp)):,}")
 
+                if valid_cost:
 
+                    stat_parts.append(f"平均 cost={sum(valid_cost) / len(valid_cost):.0f}元")
 
+                lines.append(f"素材质量(n={len(ok_records)}): {' · '.join(stat_parts)}")
 
+
 
+            lines.append("")
 
+            lines.append("【已挂创意】")
 
+            for r in approved_list:
 
+                cid = r.get("dynamic_creative_id") or "(挂失败)"
 
+                quality = _fmt_quality_summary(r)
 
+                lines.append(
 
+                    f"  · adgroup {r['adgroup_id']}({r['adgroup_name']}) "
 
+                    f"→ creative_id={cid} · name={r['creative_name']}{quality}"
 
+                )
 
+
 
+        rejected_list = [r for r in summary["records"] if r.get("action") == "reject"]
 
+        hold_list = [r for r in summary["records"] if r.get("action") == "hold"]
 
+        skip_list = [r for r in summary["records"] if r.get("action") == "skip"]
 
+        if rejected_list or hold_list or skip_list:
 
+            lines.append("")
 
+            lines.append(
 
+                f"【未挂】reject {len(rejected_list)} · hold {len(hold_list)} · skip {len(skip_list)}"
 
+            )
 
+
 
+        text = "\n".join(lines)
 
+        token = _get_tenant_token()
 
+        url = "https://open.feishu.cn/open-apis/im/v1/messages?receive_id_type=chat_id"
 
+        body = {
 
+            "receive_id": chat_id,
 
+            "msg_type": "text",
 
+            "content": json.dumps({"text": text}, ensure_ascii=False),
 
+        }
 
+        resp = httpx.post(url, headers=_auth_headers(token), json=body, timeout=30)
 
+        if resp.json().get("code") == 0:
 
+            logger.info("[apply] 执行汇报已发送 chat=%s", chat_id)
 
+        else:
 
+            logger.warning("[apply] 执行汇报发送失败: %s", resp.text[:200])
 
+    except Exception as e:
 
+        logger.exception("[apply] 发送执行汇报异常: %s", e)
 
+
 
+
 
+def apply_pending_records(records: list[dict]) -> dict:
 
+    """Phase 3:对 records 里 action=approve 的项调腾讯 POST 创意,返回 summary。
 
+
 
+    Args:
 
+        records: pending records,每个含 action 字段(approve/reject/hold/skip)
 
+                 以及 _request_body / account_id / adgroup_id / 等
 
+
 
+    Returns:
 
+        summary dict:
 
+        {
 
+          "run_started", "run_finished",
 
+          "total": {records, approved, posted_ok, posted_failed},
 
+          "records": [...]  # 每条含 action + dynamic_creative_id(成功时) + error(失败时)
 
+        }
 
+    """
 
+    run_started = datetime.now(timezone.utc).isoformat()
 
+    posted_ok = 0
 
+    posted_failed = 0
 
+    approved_total = 0
 
+
 
+    out_records = []
 
+    for r in records:
 
+        rec = dict(r)
 
+        action = (rec.get("action") or "skip").lower()
 
+        rec["action"] = action
 
+
 
+        if action != "approve":
 
+            out_records.append(rec)
 
+            continue
 
+
 
+        approved_total += 1
 
+        body = rec.get("_request_body")
 
+        if not body:
 
+            rec["error"] = "missing _request_body"
 
+            posted_failed += 1
 
+            out_records.append(rec)
 
+            continue
 
+
 
+        cid = post_creative_with_prepared_body(
 
+            account_id=int(rec["account_id"]),
 
+            body=body,
 
+            skip_if_exists=True,
 
+        )
 
+        if cid:
 
+            rec["dynamic_creative_id"] = str(cid)
 
+            posted_ok += 1
 
+        else:
 
+            rec["error"] = "post_failed"
 
+            posted_failed += 1
 
+        out_records.append(rec)
 
+
 
+    run_finished = datetime.now(timezone.utc).isoformat()
 
+    return {
 
+        "run_started": run_started,
 
+        "run_finished": run_finished,
 
+        "total": {
 
+            "records": len(records),
 
+            "approved": approved_total,
 
+            "posted_ok": posted_ok,
 
+            "posted_failed": posted_failed,
 
+        },
 
+        "records": out_records,
 
+    }
 
+
 
+
 
+def _strip_body_for_json(records: list[dict]) -> list[dict]:
 
+    """删 _request_body 中可能含 jump_spec 的长字段,JSON 落盘体积更小。
 
+    保留 body 顶层字段(adgroup_id/name/account_id)作为追溯。"""
 
+    out = []
 
+    for r in records:
 
+        rec = dict(r)
 
+        body = rec.pop("_request_body", None)
 
+        if body:
 
+            rec["_body_summary"] = {
 
+                "account_id": body.get("account_id"),
 
+                "adgroup_id": body.get("adgroup_id"),
 
+                "dynamic_creative_name": body.get("dynamic_creative_name"),
 
+            }
 
+        out.append(rec)
 
+    return out
 
+
 
+
 
+def write_summary(summary: dict, output_dir: Path) -> Path:
 
+    output_dir.mkdir(parents=True, exist_ok=True)
 
+    date_str = datetime.now(timezone.utc).strftime("%Y%m%d")
 
+    ts = datetime.now(timezone.utc).strftime("%H%M%S")
 
+    out_path = output_dir / f"creation_run_{date_str}_{ts}.json"
 
+    persisted = dict(summary)
 
+    persisted["records"] = _strip_body_for_json(summary["records"])
 
+    with open(out_path, "w", encoding="utf-8") as f:
 
+        json.dump(persisted, f, ensure_ascii=False, indent=2)
 
+    return out_path
 
+
 
+
 
+def main() -> int:
 
+    """独立模式:从 JSON 文件读 pending records → apply → 写 summary + 发飞书。"""
 
+    logging.basicConfig(
 
+        level=logging.INFO,
 
+        format="%(asctime)s | %(levelname)s | %(name)s | %(message)s",
 
+        datefmt="%H:%M:%S",
 
+    )
 
+    for noisy in ("httpx", "httpcore", "config", "db.config"):
 
+        logging.getLogger(noisy).setLevel(logging.WARNING)
 
+
 
+    if len(sys.argv) < 2:
 
+        logger.error("用法: python execute_creation_apply.py <pending_records.json>")
 
+        return 1
 
+
 
+    pending_path = Path(sys.argv[1])
 
+    if not pending_path.exists():
 
+        logger.error(f"文件不存在: {pending_path}")
 
+        return 1
 
+
 
+    with open(pending_path, encoding="utf-8") as f:
 
+        records = json.load(f)
 
+
 
+    logger.info(f"读到 {len(records)} 条 pending records,开始 Phase 3 执行")
 
+    summary = apply_pending_records(records)
 
+    out_path = write_summary(summary, _HERE / "outputs" / "data")
 
+    _send_apply_summary_to_feishu(summary)
 
+
 
+    t = summary["total"]
 
+    logger.info(
 
+        f"Phase 3 完成: approve={t['approved']} ok={t['posted_ok']} fail={t['posted_failed']}"
 
+    )
 
+    logger.info(f"summary: {out_path}")
 
+    return 0 if t["posted_failed"] == 0 else 1
 
+
 
+
 
+if __name__ == "__main__":
 
+    sys.exit(main())

+ 485 - 0
examples/auto_put_ad_mini/execute_creation_once.py
Прегледај датотеку 

@@ -0,0 +1,485 @@
 
+"""模块 B 创意搭建子系统 — 主循环入口(P0-A / P0-C / P0-E,2026-06-09)。
 
+
 
+数据流(三阶段,先审后挂):
 
+  Phase 1 — 准备:
 
+    扫账户 → 关联点过滤(读调控当日 latest_decisions 排除 pause)
 
+    → find_ads_needing_creatives
 
+    → 对每条广告 prepare_one_creative_for_ad(召回 + 上传图 + xcx/save + build body)
 
+    → pending_records (含完整 Phase 3 用的 _request_body)
 
+    → 写 outputs/data/creation_pending_{date}.json(追溯 + 独立 apply 用)
 
+
 
+  Phase 2 — 审批(若 CREATION_APPROVAL_REQUIRED=True):
 
+    run_approval_workflow 生成 13 列 xlsx → 上传飞书 sheet → 发链接 → 轮询读决策列
 
+    actions {row_idx: approve/reject/hold}
 
+    → 写回 records["action"]
 
+
 
+  Phase 3 — 执行:
 
+    对 action=approve 的 → POST /dynamic_creatives/add
 
+    → 写 outputs/data/creation_run_{date}.json
 
+    → 发飞书"执行汇报"消息
 
+
 
+开关 CREATION_APPROVAL_REQUIRED=False 时跳过 Phase 2,全 records 直接 approve。
 
+"""
 
+
 
+import json
 
+import logging
 
+import sys
 
+from datetime import datetime, timezone
 
+from pathlib import Path
 
+
 
+_HERE = Path(__file__).parent
 
+sys.path.insert(0, str(_HERE.parent.parent))
 
+sys.path.insert(0, str(_HERE))
 
+
 
+from dotenv import load_dotenv  # noqa: E402
 
+load_dotenv(_HERE / ".env")
 
+
 
+from config import (  # noqa: E402
 
+    ADS_PER_ACCOUNT,
 
+    CREATION_APPROVAL_REQUIRED,
 
+    CREATION_APPROVAL_TIMEOUT_MINUTES,
 
+    FIXED_TARGETING_AGE,
 
+    TARGET_CREATIVES_PER_AD,
 
+    WHITELIST_ACCOUNTS,
 
+)
 
+
 
+# config import 副作用会改 sys.path(把 im-client / agent/tools/builtin 顶到前面),
 
+# 强占 sys.path[0],只影响本入口自己的 import resolution。
 
+while str(_HERE) in sys.path:
 
+    sys.path.remove(str(_HERE))
 
+sys.path.insert(0, str(_HERE))
 
+
 
+from tools.ad_creation import (  # noqa: E402
 
+    build_ad_request_body,
 
+    compute_fingerprint,
 
+    enumerate_new_ad_candidates,
 
+    post_ad_with_prepared_body,
 
+)
 
+from tools.creative_creation import (  # noqa: E402
 
+    find_ads_needing_creatives,
 
+    load_excluded_ad_ids_from_adjustment,
 
+    prepare_one_creative_for_ad,
 
+)
 
+
 
+from execute_creation_apply import (  # noqa: E402
 
+    apply_pending_records,
 
+    write_summary as write_apply_summary,
 
+    _send_apply_summary_to_feishu,
 
+)
 
+
 
+logger = logging.getLogger("execute_creation_once")
 
+
 
+
 
+def _setup_logging() -> None:
 
+    logging.basicConfig(
 
+        level=logging.INFO,
 
+        format="%(asctime)s | %(levelname)s | %(name)s | %(message)s",
 
+        datefmt="%H:%M:%S",
 
+    )
 
+    for noisy in ("httpx", "httpcore", "config", "db.config"):
 
+        logging.getLogger(noisy).setLevel(logging.WARNING)
 
+
 
+
 
+def _fetch_existing_fingerprints_for_account(account_id: int) -> set[str]:
 
+    """Task 27:拉账户下所有非 DELETED 广告 → 反推 fingerprint 集合(预校验唯一性)。
 
+
 
+    腾讯文档:NORMAL + SUSPEND 状态广告均占用唯一性槽位,DENIED 也算占用。
 
+    list 接口默认返回所有非 DELETED 状态 ad,故无需显式 filter status。
 
+
 
+    若腾讯 list 接口某些字段不返回(field 实测差异),降级:跳过该条 + log 警告。
 
+    返回空集 → 上层退化为"不预校验",enumerate 仍能跑(原有行为)。
 
+    """
 
+    from tools.ad_api import _get
 
+
 
+    fingerprints: set[str] = set()
 
+    skipped = 0
 
+    page = 1
 
+    try:
 
+        while True:
 
+            r = _get("/adgroups/get", {
 
+                "account_id": account_id, "page": page, "page_size": 100,
 
+                "fields": [
 
+                    "adgroup_id", "configured_status", "site_set",
 
+                    "targeting", "scene_spec",
 
+                ],
 
+            })
 
+            ads = (r.get("data") or {}).get("list") or []
 
+            if not ads:
 
+                break
 
+            for ad in ads:
 
+                tgt = ad.get("targeting") or {}
 
+                sc = ad.get("scene_spec") or {}
 
+                wp = sc.get("wechat_position") if sc else None
 
+                site_set = ad.get("site_set") or []
 
+                age = tgt.get("age") or []
 
+                geo_regions = (tgt.get("geo_location") or {}).get("regions") or []
 
+                custom_audience = tgt.get("custom_audience")
 
+                if not site_set or not age:
 
+                    skipped += 1
 
+                    continue
 
+                try:
 
+                    fp = compute_fingerprint(
 
+                        account_id=account_id,
 
+                        site_set=site_set,
 
+                        custom_audience=custom_audience,
 
+                        age=age,
 
+                        geo_regions=geo_regions,
 
+                        wechat_position=wp,
 
+                    )
 
+                    fingerprints.add(fp)
 
+                except Exception as e:
 
+                    skipped += 1
 
+                    logger.debug(
 
+                        "[phase0] fingerprint 算失败 ad=%s: %s",
 
+                        ad.get("adgroup_id"), e,
 
+                    )
 
+            if len(ads) < 100:
 
+                break
 
+            page += 1
 
+    except Exception as e:
 
+        logger.warning(
 
+            "[phase0] account=%d 拉 fingerprint 集失败(降级为不预校验): %s",
 
+            account_id, e,
 
+        )
 
+        return set()
 
+
 
+    logger.info(
 
+        "[phase0]   已存在 fingerprint=%d 个(skip 缺字段广告 %d 条)",
 
+        len(fingerprints), skipped,
 
+    )
 
+    return fingerprints
 
+
 
+
 
+def phase0_create_ads(target_ads: int = ADS_PER_ACCOUNT) -> list[dict]:
 
+    """Phase 0:对每账户检查广告数,不足则建到 target_ads 条(模块 A,2026-06-09 P1-G)。
 
+
 
+    流程:
 
+      account → 查当前广告数(NORMAL+SUSPEND 算占用)→ 不足 target_ads →
 
+      → 反查 fingerprint 集 → enumerate candidates(排除已有 fp)→
 
+      → 飞书审批 → approve 项 → 真 POST /adgroups/add → 返回新建的 adgroup_id 列表
 
+
 
+    Returns: 本次新建成功的广告 list[dict],每项含 {account_id, adgroup_id, adgroup_name, wechat_position}
 
+    """
 
+    from datetime import datetime, timezone
 
+
 
+    from tools.ad_api import _get
 
+    from tools.im_approval_ad_creation import run_ad_approval_workflow
 
+
 
+    if not WHITELIST_ACCOUNTS:
 
+        logger.error("[phase0] WHITELIST_ACCOUNTS 为空,退出")
 
+        return []
 
+
 
+    # Task 26:NORMAL + SUSPEND 都算占用唯一性槽位(腾讯文档:删除前历史广告占槽位)
 
+    OCCUPIED_STATUSES = {"AD_STATUS_NORMAL", "AD_STATUS_SUSPEND"}
 
+
 
+    pending_ad_records: list[dict] = []
 
+
 
+    for account_id in WHITELIST_ACCOUNTS:
 
+        logger.info("=" * 60)
 
+        logger.info("[phase0] 账户 %d 处理开始", account_id)
 
+
 
+        # Task 26:查所有非 DELETED 广告,NORMAL+SUSPEND 都算占用槽位
 
+        try:
 
+            r = _get("/adgroups/get", {
 
+                "account_id": account_id, "page": 1, "page_size": 100,
 
+                "fields": ["adgroup_id", "configured_status"],
 
+            })
 
+            all_ads = (r.get("data") or {}).get("list") or []
 
+            normal_n = sum(1 for a in all_ads if a.get("configured_status") == "AD_STATUS_NORMAL")
 
+            suspend_n = sum(1 for a in all_ads if a.get("configured_status") == "AD_STATUS_SUSPEND")
 
+            occupied = [a for a in all_ads if a.get("configured_status") in OCCUPIED_STATUSES]
 
+            logger.info(
 
+                "[phase0]   广告数: 总 %d,NORMAL %d + SUSPEND %d = 占用 %d / 目标 %d",
 
+                len(all_ads), normal_n, suspend_n, len(occupied), target_ads,
 
+            )
 
+        except Exception as e:
 
+            logger.exception("[phase0] account=%d 查广告数失败: %s", account_id, e)
 
+            continue
 
+
 
+        to_create = max(0, target_ads - len(occupied))
 
+        if to_create == 0:
 
+            logger.info("[phase0]   占用槽位已满,跳过")
 
+            continue
 
+
 
+        # Task 27:fingerprint 预校验 — 反查现存广告的 fp 集合,enumerate 时排除
 
+        existing_fps = _fetch_existing_fingerprints_for_account(account_id)
 
+
 
+        # enumerate 候选(模块 A,差异化 wechat_position 有/无)
 
+        try:
 
+            candidates = enumerate_new_ad_candidates(
 
+                account_id, count=to_create,
 
+                existing_fingerprints=existing_fps,
 
+            )
 
+        except Exception as e:
 
+            logger.exception("[phase0] account=%d enumerate 失败: %s", account_id, e)
 
+            continue
 
+
 
+        if not candidates:
 
+            logger.warning("[phase0]   enumerate 返回 0 条候选,跳过")
 
+            continue
 
+
 
+        today = datetime.now(timezone.utc).strftime("%Y-%m-%d")
 
+        age_range = ",".join(
 
+            f"{a.get('min')}-{a.get('max')}" for a in FIXED_TARGETING_AGE
 
+        )
 
+        for c in candidates:
 
+            # 2026-06-10 修复:Phase 0 经过飞书审批后,广告应立即 NORMAL 生效
 
+            # build_ad_request_body 的 default SUSPEND 是模块 A dry-run 时代的旧 SOP
 
+            body = build_ad_request_body(c, configured_status="AD_STATUS_NORMAL")
 
+            rec = {
 
+                "approval_date": today,
 
+                "account_id": c.account_id,
 
+                "audience_tier_label": c.audience_tier_label,
 
+                "adgroup_name": c.adgroup_name,
 
+                "site_set": c.site_set,
 
+                "wechat_position": c.wechat_position,
 
+                "bid_amount_fen": c.bid_amount_fen,
 
+                "age_range": age_range,
 
+                "fingerprint": c.fingerprint,
 
+                "_request_body": body,
 
+            }
 
+            pending_ad_records.append(rec)
 
+
 
+    if not pending_ad_records:
 
+        logger.info("[phase0] 无广告需新建,Phase 0 结束")
 
+        return []
 
+
 
+    # 飞书审批(如需要)
 
+    data_dir = _HERE / "outputs" / "data"
 
+    if CREATION_APPROVAL_REQUIRED:
 
+        logger.info(
 
+            "[phase0] CREATION_APPROVAL_REQUIRED=True → 飞书审批 %d 条广告候选",
 
+            len(pending_ad_records),
 
+        )
 
+        sheet_meta, actions = run_ad_approval_workflow(
 
+            records=pending_ad_records,
 
+            xlsx_output_dir=data_dir,
 
+            timeout_minutes=CREATION_APPROVAL_TIMEOUT_MINUTES,
 
+        )
 
+        for i, rec in enumerate(pending_ad_records, start=1):
 
+            rec["action"] = actions.get(i, "skip")
 
+    else:
 
+        for rec in pending_ad_records:
 
+            rec["action"] = "approve"
 
+
 
+    # POST 真建 approve 项
 
+    created: list[dict] = []
 
+    for rec in pending_ad_records:
 
+        if rec.get("action") != "approve":
 
+            continue
 
+        adgroup_id = post_ad_with_prepared_body(
 
+            account_id=int(rec["account_id"]),
 
+            body=rec["_request_body"],
 
+        )
 
+        if adgroup_id:
 
+            created.append({
 
+                "account_id": rec["account_id"],
 
+                "adgroup_id": adgroup_id,
 
+                "adgroup_name": rec["adgroup_name"],
 
+                "wechat_position": rec.get("wechat_position"),
 
+            })
 
+
 
+    logger.info(
 
+        "[phase0] 完成:候选 %d 条,approve %d 条,实际建 %d 条",
 
+        len(pending_ad_records),
 
+        sum(1 for r in pending_ad_records if r.get("action") == "approve"),
 
+        len(created),
 
+    )
 
+    return created
 
+
 
+
 
+def phase1_prepare(target_creatives: int = TARGET_CREATIVES_PER_AD) -> list[dict]:
 
+    """Phase 1:扫账户 → 关联点过滤 → 准备 pending records(不 POST 腾讯)。
 
+
 
+    Returns:
 
+        pending_records — 每个元素是 prepare_one_creative_for_ad 返回的 dict
 
+    """
 
+    if not WHITELIST_ACCOUNTS:
 
+        logger.error("[phase1] WHITELIST_ACCOUNTS 为空,Phase 1 退出")
 
+        return []
 
+
 
+    excluded_ad_ids = load_excluded_ad_ids_from_adjustment()
 
+    logger.info("[phase1] 关联点过滤集合 size=%d", len(excluded_ad_ids))
 
+
 
+    pending_records: list[dict] = []
 
+    # 全局 used 集合(2026-06-10 P0-NEW-3 修复:跨账户 landing/material 也互斥)
 
+    # 起因:实测 70073686 跨"泛人群"+"回流330以上人群"两个 crowd_package 池子重复,
 
+    # account 级 set 漏 — 提到 run_once 一份。
 
+    used_material_ids_global: set = set()
 
+    used_landing_ids_global: set = set()
 
+
 
+    for account_id in WHITELIST_ACCOUNTS:
 
+        logger.info("=" * 60)
 
+        logger.info("[phase1] 账户 %d 处理开始", account_id)
 
+
 
+        try:
 
+            ads = find_ads_needing_creatives(account_id, min_creatives=target_creatives)
 
+        except Exception as e:
 
+            logger.exception("[phase1] account=%d find_ads 失败,跳过:%s", account_id, e)
 
+            continue
 
+
 
+        ads_after_filter = [a for a in ads if a["adgroup_id"] not in excluded_ad_ids]
 
+        excluded_count = len(ads) - len(ads_after_filter)
 
+        if excluded_count:
 
+            logger.info(
 
+                "[phase1] account=%d 关联点过滤排除 %d 条",
 
+                account_id, excluded_count,
 
+            )
 
+
 
+        if not ads_after_filter:
 
+            logger.info("[phase1] account=%d 无广告需补创意", account_id)
 
+            continue
 
+
 
+        for ad in ads_after_filter:
 
+            adgroup_id = ad["adgroup_id"]
 
+            already_have = ad["creative_count"]
 
+            to_add = max(0, target_creatives - already_have)
 
+            logger.info(
 
+                "[phase1]   adgroup=%d(have=%d need=%d)",
 
+                adgroup_id, already_have, to_add,
 
+            )
 
+
 
+            for _ in range(to_add):
 
+                try:
 
+                    rec = prepare_one_creative_for_ad(
 
+                        account_id, adgroup_id,
 
+                        excluded_material_ids=used_material_ids_global,
 
+                        excluded_landing_ids=used_landing_ids_global,
 
+                    )
 
+                except Exception as e:
 
+                    logger.exception(
 
+                        "[phase1] adgroup=%d 准备失败:%s", adgroup_id, e,
 
+                    )
 
+                    rec = None
 
+
 
+                if rec:
 
+                    pending_records.append(rec)
 
+                    used_material_ids_global.add(rec["_material_id"])
 
+                    used_landing_ids_global.add(rec["landing_video_id"])
 
+                else:
 
+                    # 2026-06-10 用户要求:单条 prepare 失败 → continue 不 break
 
+                    # 同广告剩余 to_add 创意还能继续试,不被一次失败拖累
 
+                    logger.info(
 
+                        "[phase1]   adgroup=%d 本条创意 prepare 失败,试下一条",
 
+                        adgroup_id,
 
+                    )
 
+
 
+    logger.info("=" * 60)
 
+    logger.info("[phase1] 准备完成,共 %d 条 pending records", len(pending_records))
 
+    return pending_records
 
+
 
+
 
+def _write_pending_records(records: list[dict], output_dir: Path) -> Path:
 
+    """落 Phase 1 产物 JSON(供 Phase 3 独立 apply 用 / 追溯)。"""
 
+    output_dir.mkdir(parents=True, exist_ok=True)
 
+    date_str = datetime.now(timezone.utc).strftime("%Y%m%d")
 
+    ts = datetime.now(timezone.utc).strftime("%H%M%S")
 
+    out_path = output_dir / f"creation_pending_{date_str}_{ts}.json"
 
+    with open(out_path, "w", encoding="utf-8") as f:
 
+        json.dump(records, f, ensure_ascii=False, indent=2)
 
+    return out_path
 
+
 
+
 
+def phase2_approval(records: list[dict], xlsx_output_dir: Path) -> dict[int, str]:
 
+    """Phase 2:飞书审批(若需要)。
 
+
 
+    Returns: actions {row_idx: action}, 1-based row_idx
 
+    """
 
+    from tools.im_approval_creation import run_approval_workflow
 
+
 
+    sheet_meta, actions = run_approval_workflow(
 
+        records=records,
 
+        xlsx_output_dir=xlsx_output_dir,
 
+        timeout_minutes=CREATION_APPROVAL_TIMEOUT_MINUTES,
 
+    )
 
+    logger.info(
 
+        "[phase2] 审批完成 sheet_url=%s actions=%d/%d",
 
+        sheet_meta.get("url"), len(actions), len(records),
 
+    )
 
+    return actions
 
+
 
+
 
+def run_once() -> dict:
 
+    """完整主循环:Phase 0 → Phase 1 → Phase 2(若开关 True)→ Phase 3。"""
 
+    run_started = datetime.now(timezone.utc).isoformat()
 
+
 
+    # Phase 0:模块 A 建广告(满足每账户 ADS_PER_ACCOUNT 条)
 
+    logger.info("=" * 60)
 
+    logger.info("[main] Phase 0 启动 — 模块 A 检查 + 建广告")
 
+    created_ads = phase0_create_ads()
 
+    logger.info("[main] Phase 0 完成:本轮新建广告 %d 条", len(created_ads))
 
+
 
+    # Phase 1:模块 B 给所有广告(新+旧)补创意
 
+    logger.info("=" * 60)
 
+    logger.info("[main] Phase 1 启动 — 模块 B 给广告补创意")
 
+    pending_records = phase1_prepare()
 
+    if not pending_records:
 
+        logger.info("[main] Phase 1 无 pending records,主循环退出")
 
+        return {
 
+            "run_started": run_started,
 
+            "run_finished": datetime.now(timezone.utc).isoformat(),
 
+            "approval_required": CREATION_APPROVAL_REQUIRED,
 
+            "phase0_created_ads": len(created_ads),
 
+            "total": {"phase1_prepared": 0},
 
+        }
 
+
 
+    data_dir = _HERE / "outputs" / "data"
 
+    pending_path = _write_pending_records(pending_records, data_dir)
 
+    logger.info("[main] pending records 已写入: %s", pending_path)
 
+
 
+    # Phase 2:审批(或 skip)
 
+    if CREATION_APPROVAL_REQUIRED:
 
+        logger.info("[main] CREATION_APPROVAL_REQUIRED=True → 进 Phase 2 飞书审批")
 
+        actions = phase2_approval(pending_records, data_dir)
 
+        for i, rec in enumerate(pending_records, start=1):
 
+            rec["action"] = actions.get(i, "skip")
 
+    else:
 
+        logger.info("[main] CREATION_APPROVAL_REQUIRED=False → 全 records approve")
 
+        for rec in pending_records:
 
+            rec["action"] = "approve"
 
+
 
+    # Phase 3:执行
 
+    logger.info("=" * 60)
 
+    logger.info("[main] Phase 3 执行启动")
 
+    summary = apply_pending_records(pending_records)
 
+    summary["approval_required"] = CREATION_APPROVAL_REQUIRED
 
+    summary["pending_records_path"] = str(pending_path)
 
+    summary_path = write_apply_summary(summary, data_dir)
 
+    logger.info("[main] summary 已写入: %s", summary_path)
 
+
 
+    # 发执行汇报
 
+    _send_apply_summary_to_feishu(summary)
 
+
 
+    summary["run_started"] = run_started
 
+    summary["run_finished"] = datetime.now(timezone.utc).isoformat()
 
+    summary["phase0_created_ads"] = len(created_ads)
 
+    summary["phase0_ads"] = created_ads
 
+    return summary
 
+
 
+
 
+def main() -> int:
 
+    _setup_logging()
 
+    logger.info("=" * 60)
 
+    logger.info("模块 B 创意搭建子系统 — 主循环启动")
 
+    logger.info("TARGET_CREATIVES_PER_AD       = %d", TARGET_CREATIVES_PER_AD)
 
+    logger.info("CREATION_APPROVAL_REQUIRED    = %s", CREATION_APPROVAL_REQUIRED)
 
+    logger.info("WHITELIST_ACCOUNTS            = %s", WHITELIST_ACCOUNTS)
 
+    logger.info("=" * 60)
 
+
 
+    summary = run_once()
 
+    t = summary.get("total") or {}
 
+    logger.info("=" * 60)
 
+    logger.info("[main] 主循环结束")
 
+    if "phase1_prepared" in t:
 
+        logger.info("  phase1_prepared = %d", t["phase1_prepared"])
 
+    else:
 
+        logger.info("  records         = %d", t.get("records", 0))
 
+        logger.info("  approved        = %d", t.get("approved", 0))
 
+        logger.info("  posted_ok       = %d", t.get("posted_ok", 0))
 
+        logger.info("  posted_failed   = %d", t.get("posted_failed", 0))
 
+    logger.info("=" * 60)
 
+    return 0 if t.get("posted_failed", 0) == 0 else 1
 
+
 
+
 
+if __name__ == "__main__":
 
+    sys.exit(main())

+ 59 - 0
examples/auto_put_ad_mini/k8s/cronjob_creation.yaml
Прегледај датотеку 

@@ -0,0 +1,59 @@
 
+# 模块 A + B 创建子系统 cronjob(P0-D,2026-06-09)
 
+# 与调控子系统(cronjob.yaml,02:00 UTC)错开 30 分钟运行,避免争抢腾讯/飞书 API
 
+# 流程:
 
+#   Phase 0 模块 A 建广告(每账户 ADS_PER_ACCOUNT 条)
 
+#   Phase 1 模块 B 给所有广告补创意(每广告 TARGET_CREATIVES_PER_AD 条)
 
+#   都走"先审后挂"飞书审批,审批通过才真 POST 腾讯
 
+apiVersion: batch/v1
 
+kind: CronJob
 
+metadata:
 
+  name: auto-put-ad-mini-creation
 
+  namespace: ad-automation
 
+  labels:
 
+    app: auto-put-ad-mini
 
+    component: creation
 
+spec:
 
+  schedule: "30 2 * * *"  # 每天 02:30 UTC,与调控 02:00 UTC 错开 30 分钟
 
+  concurrencyPolicy: Forbid  # 不允许并发运行(主循环含 120 分钟轮询)
 
+  successfulJobsHistoryLimit: 3
 
+  failedJobsHistoryLimit: 3
 
+  jobTemplate:
 
+    spec:
 
+      backoffLimit: 2
 
+      # 4 小时超时(覆盖 120 分钟审批 × 2 phase + 余量)
 
+      activeDeadlineSeconds: 14400
 
+      template:
 
+        metadata:
 
+          labels:
 
+            app: auto-put-ad-mini
 
+            component: creation
 
+        spec:
 
+          restartPolicy: Never
 
+          containers:
 
+          - name: creation-engine
 
+            image: your-registry/auto-put-ad-mini:latest
 
+            imagePullPolicy: Always
 
+            command: ["python", "execute_creation_once.py"]
 
+            envFrom:
 
+            - configMapRef:
 
+                name: ad-config
 
+            - secretRef:
 
+                name: ad-secrets
 
+            volumeMounts:
 
+            - name: outputs
 
+              mountPath: /app/outputs
 
+            resources:
 
+              requests:
 
+                memory: "1Gi"
 
+                cpu: "500m"
 
+              limits:
 
+                memory: "2Gi"
 
+                cpu: "1"
 
+            securityContext:
 
+              runAsNonRoot: true
 
+              runAsUser: 1000
 
+              allowPrivilegeEscalation: false
 
+          volumes:
 
+          - name: outputs
 
+            persistentVolumeClaim:
 
+              claimName: ad-outputs-pvc

+ 606 - 0
examples/auto_put_ad_mini/shared/reports/creative_details_20260427.csv
Прегледај датотеку 

@@ -0,0 +1,606 @@
 
+creative_id,ad_id,videoid,ad_name,creative_name,广告优化目标,package_name,region_scope,age_bucket,cost_total,view_count_total,valid_click_count_total,key_page_view_total,fission0_total,revenue_total,ctr,fission_rate,roi,cost_avg_daily,active_days,first_active_date,last_active_date,ramp_up_speed,time_to_ramp_up_days,lifecycle_stage,video_age_days,peak_fission_rate,recent_3d_fission_rate,peak_to_now_decay_pct,fission_trend_slope_7d,active_days_ratio,consecutive_active_days,daily_cost_cv,kw_主题,kw_钩子类型,is_ctr_winner,is_fission_winner,is_wasted_traffic,is_landing_gem,is_decaying,is_rising,diagnosis
 
+8762312496,94319796866,64304168,0413-朋友圈+公众号小程序-关键页面访问-非人群-视频,touliu_tencent_20260408_64304168_cc3e0183,关键页面访问次数,,中范围(10-29),中老年(>=50),51040.93,1551191,277907,246904,142380,186776.5,0.1791571766468475,0.5766613744613291,3.659347507970564,3645.780714285714,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),14,0.6485,0.5379,-17.07,-0.007178,1.0,14,0.696,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8786797547,94623930349,60338475,R50*同感个体*个人情感,touliu_tencent_20260415_60338475_a2078bbe,关键页面访问次数,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),39906.55,555856,71433,109676,110314,93987.3,0.12850990184508218,1.0058171341040885,2.355184800490145,3069.7346153846156,13,2026-04-15,2026-04-27,极速(≤1天),0.0,stable(8-30天),13,1.1059,0.887,-19.8,-0.018843,1.0,13,0.713,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8839656615,95236280597,63716056,4.17-朋友圈+公众号-R50-生活-关键页,touliu_tencent_20260413_63716056_28a4b404,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),25777.36,180133,50951,73219,59715,70467.18,0.28285211482626726,0.8155669976372253,2.7336849079967847,2343.3963636363637,11,2026-04-17,2026-04-27,快(2-3天),2.0,stable(8-30天),10,2.0559,1.5491,-24.65,0.194671,1.0,11,0.971,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8952138325,96361608824,12170201,票圈-图片-朋友圈+公众号-4.22-hyw-R50*泛知识-关键页,touliu_tencent_20260422_12170201_6027b362,关键页面访问次数,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),25418.27,296068,47525,73262,63220,44184.19,0.16052055608846616,0.8629303049329803,1.7382847062368918,4236.378333333333,6,2026-04-22,2026-04-27,极速(≤1天),1.0,learning(4-7天),5,0.9322,0.8477,-9.07,,1.0,6,0.363,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8791620138,94780348462,67269322,0415-朋友圈+公众号小程序-非人群-早安,touliu_tencent_20260415_67269322_fde2f6ee,关键页面访问次数,,大范围(>=30省市),中老年(>=50),25055.79,2115332,243270,132148,98645,56246.74,0.11500322408019167,0.7464736507552139,2.2448599704898546,1927.3684615384616,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,0.8494,0.7086,-16.58,-0.003186,1.0,13,0.527,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8952138445,96361608824,12170201,票圈-图片-朋友圈+公众号-4.22-hyw-R50*泛知识-关键页,touliu_tencent_20260422_12170201_6e7034f9,关键页面访问次数,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),24034.71,341078,46964,61353,63948,45218.62,0.1376928444520022,1.0422962202337294,1.8813882089694447,4005.785,6,2026-04-22,2026-04-27,极速(≤1天),1.0,learning(4-7天),5,1.2482,1.0291,-17.55,,1.0,6,0.201,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8792620146,94790014216,10858343,4.15-公众号-关键页-R50-历史-60+不限性别,touliu_tencent_20260408_10858343_e8e2fa0e,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),23408.34,183947,42874,61723,58880,67523.0,0.23307800616481922,0.9539393743013139,2.884570200193606,1800.6415384615384,13,2026-04-15,2026-04-27,极速(≤1天),0.0,stable(8-30天),12,1.2736,1.0205,-19.88,-0.017343,1.0,13,0.707,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8744148762,94298159703,65243917,0413-朋友圈+公众号小程序-R50情感-关键页面-60+视频,touliu_tencent_20260325_65243917_426be51a,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),19519.45,138255,40104,49600,45961,50694.630000000005,0.29007269176521644,0.926633064516129,2.5971341405623622,1394.2464285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,1.8162,1.1256,-38.03,0.012843,1.0,14,1.257,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8647731400,93349618271,44659071,0408-公众号小程序-R50全品类-关键页面-66+,touliu_tencent_20260402_44659071_6ce56dc0,关键页面访问次数,R50*全品类,大范围(>=30省市),中老年(>=50),18355.56,428611,51820,60079,50880,55328.47,0.12090217003296695,0.8468849348357995,3.0142621636169094,1311.1114285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,0.9994,0.7063,-29.32,-0.016182,1.0,14,0.661,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8644336557,93314795441,65243917,0408-公众号小程序-R50情感-关键页面-66+,touliu_tencent_20260325_65243917_0935c3bd,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),18238.06,116508,33735,40119,35312,54762.36,0.2895509321248326,0.8801814601560358,3.0026417283417204,1302.7185714285715,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,3.3636,0.8266,-75.43,0.01568,1.0,14,0.691,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8743501892,94301169286,61874546,0413-公众号去激励-R50-关键页-视频,touliu_tencent_20260413_61874546_2a33e5aa,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),17950.13,123411,33170,51556,46624,47196.85,0.26877668927405174,0.904337031577314,2.6293319324149738,1282.152142857143,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),14,1.9927,0.9643,-51.61,-0.04555,1.0,14,0.868,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8956815979,96409852942,66324605,0423-朋友圈+公众号小程序-非人群-早安,touliu_tencent_20260421_66324605_732ba151,关键页面访问次数,,大范围(>=30省市),中老年(>=50),16130.27,1383181,139948,88186,64667,22499.86,0.10117837072660772,0.7333023382396299,1.3948842765806153,3226.054,5,2026-04-23,2026-04-27,极速(≤1天),1.0,learning(4-7天),4,0.8208,0.7516,-8.44,,1.0,5,0.606,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8816068822,93349618271,12817085,0408-公众号小程序-R50全品类-关键页面-66+,touliu_tencent_20260127_12817085_8272655d,关键页面访问次数,R50*全品类,大范围(>=30省市),中老年(>=50),15726.19,294130,45314,59830,43872,34588.18,0.15406112943256384,0.7332776199231155,2.1993998546373916,1310.5158333333334,12,2026-04-16,2026-04-27,快(2-3天),3.0,stable(8-30天),19,0.9234,0.7749,-16.08,-0.007376,1.0,12,1.032,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8786797400,94623930349,60338475,R50*同感个体*个人情感,touliu_tencent_20260415_60338475_0b9b235f,关键页面访问次数,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),15369.43,213804,29958,39520,52365,44477.7,0.14011898748386373,1.3250253036437247,2.8939069308360814,1182.263846153846,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),13,2.0762,1.5466,-25.51,0.094074,1.0,13,0.741,情感故事,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+5986284767,68682432090,61943717,1114-公众号-回流330+-表演-票圈视频-高rov,touliu_tencent_20251204_61943717_46dbbf1c,点击,回流330以上人群,中范围(10-29),中老年(>=50),15278.26,305847,46631,30826,36752,157843.08,0.1524651214496137,1.1922403166158437,10.331220963643764,1091.3042857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),164,2.5291,1.3794,-45.46,-0.124012,1.0,14,0.728,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8738145574,93256766856,22451901,60+朋友圈+公众号小程序r500-关键页,touliu_tencent_20260408_22451901_eef712e6,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),14708.630000000001,86312,18436,42519,61893,62175.46,0.21359718231532115,1.4556551188880265,4.227141480885711,1050.6164285714287,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,4.6215,1.4154,-69.37,0.001843,1.0,14,0.746,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8712868079,91448601489,60602380,0330-公众号去激励-R500-关键页面,touliu_tencent_20260410_60602380_7ac1fb58,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),14270.42,87250,19846,45699,68254,77449.07,0.22746131805157593,1.4935556576730344,5.427245308827631,1019.3157142857143,14,2026-04-14,2026-04-27,快(2-3天),2.0,stable(8-30天),28,8.8889,3.3241,-62.6,0.156203,1.0,14,1.041,情感故事,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8795988655,94818790411,57266793,0415-朋友圈+公众号小程序-R50历史点击-45男,touliu_tencent_20260324_57266793_e4e47ce4,点击,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),14179.75,532297,42463,13713,24471,24375.56,0.07977313417133668,1.7845110479107416,1.7190401805391493,1090.75,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,2.3479,1.8657,-20.54,0.096045,1.0,13,0.437,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8689069090,93479729712,64677764,R50*同感个体*退休榜样,touliu_tencent_20260317_64677764_d0dd159f,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),13794.119999999999,108844,18842,37072,31963,44549.2,0.17311013928190805,0.8621870953819595,3.229578980029172,985.2942857142856,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),18,2.85,0.9459,-66.81,-0.047665,1.0,14,0.986,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8913081877,94319796866,61874546,0413-朋友圈+公众号小程序-关键页面访问-非人群-视频,touliu_tencent_20260413_61874546_f7b74228,关键页面访问次数,,中范围(10-29),中老年(>=50),13674.69,306508,72646,70014,26770,30506.03,0.23701175825753323,0.38235210100836975,2.230838870936014,1953.527142857143,7,2026-04-21,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,0.445,0.3656,-17.84,-0.001622,1.0,7,0.542,其他,其他,False,False,True,False,False,False,浪费流量（CTR 0.237 高/裂变率 0.382 低）— 建议换落地页视频
 
+8789037540,86740278564,44332127,0304-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260413_44332127_956618e6,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),13658.980000000001,358352,37037,19897,59715,50799.74,0.10335368576148592,3.0012062119917577,3.7191459391550463,1050.6907692307693,13,2026-04-15,2026-04-27,极速(≤1天),1.0,mature(31-60天),54,3.609,3.33,-7.73,0.086737,1.0,13,0.897,其他,其他,False,True,False,False,False,True,上升期（7日斜率 +0.087）— 可加预算放量 ; 裂变率赢家（落地页留存强）
 
+8747856757,90427715705,44332127,0324-公众号小程序R50-关键页,touliu_tencent_20260413_44332127_8d9e8d83,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),13626.24,110037,22407,40756,46094,45075.62,0.20363150576624225,1.1309745804298754,3.3080013268517217,973.3028571428571,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,1.6313,0.696,-57.33,-0.099909,1.0,14,0.89,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8340562006,90289631207,66180363,3.24-公众号小程序-R50-猎奇,touliu_tencent_20260317_66180363_c60b9b80,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),13463.51,450302,44264,8486,12511,12956.119999999999,0.0982984752455019,1.4743106292717416,0.9623136908577331,961.6792857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,1.9545,1.3993,-28.41,0.002501,1.0,14,0.195,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8739301632,88806412329,27807952,0316-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260402_27807952_720b4701,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),13440.52,263742,33972,21078,46391,38038.52,0.1288076984325591,2.2009203909289305,2.8301375244410183,960.0371428571428,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),42,2.8944,2.1689,-25.07,-0.002,1.0,14,0.972,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8839656572,95236280597,30757888,4.17-朋友圈+公众号-R50-生活-关键页,touliu_tencent_20260408_30757888_a7819c05,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),13361.44,126361,24392,41102,35325,32940.869999999995,0.19303424316046883,0.8594472288453117,2.4653682537211554,1214.6763636363637,11,2026-04-17,2026-04-27,快(2-3天),2.0,stable(8-30天),10,1.5049,0.7525,-50.0,-0.124016,1.0,11,1.092,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8951945918,96356609562,14343566,票圈-图片-朋友圈+公众号-4.22-hyw-R50*泛惊奇-关键页,touliu_tencent_20260422_14343566_996afabd,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),13319.73,163558,25216,38250,33733,17357.42,0.15417160884823733,0.8819084967320261,1.3031360245290255,2219.955,6,2026-04-22,2026-04-27,极速(≤1天),1.0,learning(4-7天),5,1.061,0.7177,-32.35,,1.0,6,1.052,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8642637095,93248146525,22451901,4.8-公众号去激励-R50生活-年龄66+-关键页面,touliu_tencent_20260408_22451901_24bed1ed,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),13272.92,133256,24593,44221,33206,39083.02,0.1845545416341478,0.750910201035707,2.944568339144664,948.0657142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,0.8982,0.4387,-51.15,-0.027345,1.0,14,0.938,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8691544511,90393868078,12817085,0324-公众号去激励-关键页面访问-非人群-视频,touliu_tencent_20260127_12817085_cc3f64b6,关键页面访问次数,,大范围(>=30省市),中老年(>=50),13103.949999999999,691848,87429,66635,37425,39157.63,0.1263702431748014,0.5616417798454266,2.988231029575052,935.9964285714285,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,0.6689,0.5691,-14.93,-0.018357,1.0,14,0.542,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8644336507,93314795441,65243917,0408-公众号小程序-R50情感-关键页面-66+,touliu_tencent_20260325_65243917_2708f523,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),13038.72,117355,25741,31733,30491,35126.27,0.21934301904477865,0.9608609334131661,2.6939968033672015,931.3371428571428,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,2.0685,0.8783,-57.54,0.034593,1.0,14,0.761,情感故事,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8742711754,94296944540,65772184,0413-朋友圈+公众号小程序-R50祝福-关键页面,touliu_tencent_20260413_65772184_503b734a,关键页面访问次数,R50*泛祝福,大范围(>=30省市),中老年(>=50),12935.69,207599,21778,39772,46208,27865.91,0.10490416620503952,1.1618223876093734,2.154188141490713,923.9778571428571,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,1.282,1.2381,-3.43,0.011633,1.0,14,0.509,其他,其他,False,False,False,False,False,True,上升期（7日斜率 +0.012）— 可加预算放量
 
+8637615475,93249577421,12197899,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260304_12197899_3c3d0aa7,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),12893.62,113037,20661,35967,33710,38898.1,0.18278085936463281,0.9372480329190647,3.0168486429722603,920.9728571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.2548,0.6808,-45.75,-0.070233,1.0,14,0.491,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8660858693,90494465713,20551537,3.25-朋友圈+公众号-关键页面访问-R50-生活,touliu_tencent_20260116_20551537_c64d36cb,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),12810.66,130413,29994,39572,30122,34430.43,0.2299924087322583,0.761194784190842,2.68763904435837,915.0471428571428,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,1.2896,0.5926,-54.05,-0.034801,1.0,14,0.875,其他,其他,False,False,True,False,False,False,浪费流量（CTR 0.230 高/裂变率 0.761 低）— 建议换落地页视频
 
+8369538048,90583491817,63372188,0325-公众号-非人群包-早安1-票圈视频-高rov,touliu_tencent_20260127_63372188_a5f05ed1,关键页面访问次数,,中范围(10-29),中老年(>=50),12751.83,1100268,163434,65302,46748,32349.42,0.14854017384855325,0.7158739395424336,2.53684529985108,910.845,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,0.7798,0.5522,-29.19,-0.023103,1.0,14,1.052,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8786887199,94732457302,64304168,0415-朋友圈+公众号小程序-生活指南关键页,touliu_tencent_20260408_64304168_a089ba97,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),12693.79,152596,25822,38382,34925,28248.809999999998,0.16921806600435135,0.9099317388359127,2.225403917978791,976.4453846153847,13,2026-04-15,2026-04-27,极速(≤1天),0.0,stable(8-30天),12,1.2077,0.5486,-54.57,-0.106236,1.0,13,1.119,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8743586951,94301169286,61785507,0413-公众号去激励-R50-关键页-视频,touliu_tencent_20260408_61785507_3472dbb7,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),12154.05,70144,22527,31206,32115,38513.4,0.3211536268248175,1.029129013651221,3.1687709035259854,868.1464285714285,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),14,3.0,0.8191,-72.7,-0.241476,1.0,14,0.765,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8897443721,95811791629,12315525,R50*泛知识*生活科普,touliu_tencent_20260415_12315525_054e319a,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),11401.11,126430,21212,37304,25884,28050.02,0.1677766352922566,0.6938666094788762,2.460288515767324,1425.13875,8,2026-04-20,2026-04-27,极速(≤1天),0.0,learning(4-7天),7,0.9648,0.7329,-24.04,-0.006847,1.0,8,0.699,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8458967604,88998261545,12723053,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260113_12723053_5ad0fdd3,点击,R500*全品类,中范围(10-29),中老年(>=50),11068.74,172459,21245,15324,25175,19416.79,0.12318869992288022,1.642847820412425,1.7542005684477187,790.6242857142857,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),41,3.1538,2.1164,-32.89,0.139761,1.0,14,1.684,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8990320628,96709348910,67536328,4.24-朋友圈+公众号-R50-生活-关键页,touliu_tencent_20260424_67536328_936b73f5,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),11018.39,119665,23266,35916,38650,16597.02,0.19442610621317846,1.0761220625904888,1.5063017373681638,2754.5975,4,2026-04-24,2026-04-27,极速(≤1天),1.0,cold_start(≤3天),3,1.2925,0.9506,-26.46,,1.0,4,1.122,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8798157799,87128461377,64304168,0306-朋友圈+公众号去激励-R330-点击,touliu_tencent_20260415_64304168_4b775ec4,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),10850.609999999999,341245,28897,22869,43858,29838.25,0.08468109422848687,1.9177926450653724,2.749914520934768,834.6623076923076,13,2026-04-15,2026-04-27,极速(≤1天),1.0,mature(31-60天),52,2.3986,1.4954,-37.66,0.052141,1.0,13,0.856,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8511819089,87128461377,64304168,0306-朋友圈+公众号去激励-R330-点击,touliu_tencent_20260326_64304168_102251af,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),10740.95,310152,27631,28152,41328,44378.28,0.08908857592406304,1.4680306905370843,4.1316903998249686,767.2107142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),52,2.1445,1.3855,-35.39,0.007564,1.0,14,0.597,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8278074977,89651964385,12817085,0320-公众号去激励-R50生活-关键页面-微动500,touliu_tencent_20260127_12817085_7e6298c5,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),10365.07,154051,19961,32471,26794,43665.99,0.12957397225594122,0.8251670721566937,4.212802229024985,740.3621428571429,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),38,1.3973,0.6121,-56.19,-0.101142,1.0,14,1.457,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8744355204,94311598758,44332127,0413朋友圈+公众号小程序-q-R330-关键页视频,touliu_tencent_20260413_44332127_f5427d1d,关键页面访问次数,Q-回流330以上人群,中范围(10-29),中老年(>=50),10333.74,159208,28834,40216,33061,29768.92,0.18110898949801518,0.8220857370200915,2.88074985436057,738.1242857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,1.0837,0.6877,-36.55,-0.042351,1.0,14,0.804,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8637614804,93249577421,62442071,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260324_62442071_3445c635,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),10282.44,102714,18692,26831,36575,45299.89,0.18198103471776,1.3631620140881815,4.405558408315536,734.46,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.5023,1.0604,-29.42,-0.052956,1.0,14,0.651,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8462455415,91059534014,65274411,0330-公众号-回流330+-电视视频-票圈视频-高rov,touliu_tencent_20260330_65274411_00d2332b,关键页面访问次数,回流330以上人群,中范围(10-29),中老年(>=50),10219.55,96993,13796,30475,32037,45040.01,0.14223706865443897,1.0512551271534045,4.407240044816064,729.967857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),31,1.5346,1.213,-20.96,0.008225,1.0,14,0.651,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8749441441,94270011926,44332127,0413-朋友圈+公众号小程序-视频非人群,touliu_tencent_20260413_44332127_a35f54f1,关键页面访问次数,,大范围(>=30省市),中老年(>=50),9716.67,449765,64124,41576,30264,26714.05,0.1425722321656865,0.7279199538195112,2.74930094363604,694.0478571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,0.9745,0.5286,-45.76,0.001292,1.0,14,0.684,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8796641342,94818790411,11733894,0415-朋友圈+公众号小程序-R50历史点击-45男,touliu_tencent_20260324_11733894_7bbcbc08,点击,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),9712.77,257793,29552,8377,15662,14628.07,0.11463460993898206,1.8696430703115674,1.5060657258433998,747.1361538461539,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,2.2621,1.8475,-18.33,-0.007499,1.0,13,0.412,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8517763672,92067863445,41032575,0402-公众号去激励-非人群-关键页面-微动,touliu_tencent_20260325_41032575_9e6db4a8,关键页面访问次数,,大范围(>=30省市),中老年(>=50),9591.35,330063,48550,51498,37222,61623.07,0.14709313070535018,0.7227853508874131,6.424858857199456,685.0964285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),25,0.9038,0.8284,-8.34,0.025655,1.0,14,0.643,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8616738325,91446665926,44332127,0330-公众号去激励-R330-关键页面,touliu_tencent_20260407_44332127_c57a92d2,关键页面访问次数,回流330以上人群,大范围(>=30省市),中老年(>=50),9482.41,73890,14189,27597,47803,58171.63,0.19202869129787523,1.732181034170381,6.134688333451095,677.3149999999999,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),28,2.6747,2.1467,-19.74,0.123106,1.0,14,0.563,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+9002439873,96823567838,64304168,0424-朋友圈+公众号小程序-R50退休-关键页面-图,touliu_tencent_20260421_64304168_b1a387a1,关键页面访问次数,R50*同感个体*退休榜样,大范围(>=30省市),中老年(>=50),9368.869999999999,95640,15557,24114,23395,14576.1,0.1626620660811376,0.9701832960106163,1.5558012866012658,2342.2174999999997,4,2026-04-24,2026-04-27,极速(≤1天),1.0,cold_start(≤3天),2,1.3018,1.0207,-21.59,,1.0,4,0.257,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8635513039,93220659383,44332127,60+r100-180-朋友圈+公众号小程序-关键页,touliu_tencent_20260407_44332127_073f9ae1,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),9190.98,143166,22863,27952,32740,31136.94,0.1596957378148443,1.1712936462507155,3.387771489003349,706.9984615384615,13,2026-04-14,2026-04-26,快(2-3天),2.0,stable(8-30天),19,1.9342,1.107,-42.77,-0.050519,1.0,13,1.357,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8663221455,91446665926,44659071,0330-公众号去激励-R330-关键页面,touliu_tencent_20260409_44659071_85c1b500,关键页面访问次数,回流330以上人群,大范围(>=30省市),中老年(>=50),9166.22,88068,12531,27599,37912,57761.24,0.14228777762637962,1.373672959165187,6.301533238346887,654.7299999999999,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),28,1.6761,1.3523,-19.32,-0.003172,1.0,14,0.723,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8737884165,93256766856,60602380,60+朋友圈+公众号小程序r500-关键页,touliu_tencent_20260410_60602380_8ece041e,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),9072.9,62988,11796,26005,46810,42396.0,0.18727376643170127,1.800038454143434,4.672816850180207,648.0642857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,6.3953,1.9552,-69.43,0.02996,1.0,14,0.712,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8795921878,85498852764,44659071,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260402_44659071_4de55573,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),9047.55,698181,46302,14430,16341,13762.45,0.06631804646646071,1.1324324324324324,1.521124503318578,695.9653846153846,13,2026-04-15,2026-04-27,极速(≤1天),0.0,declining(>60天),61,1.4854,0.9847,-33.7,-0.010434,1.0,13,0.441,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8665793929,92222383671,64304168,0402-朋友圈+公众号小程序-非人群-关键页面,touliu_tencent_20260408_64304168_8ffd44ad,关键页面访问次数,,大范围(>=30省市),中老年(>=50),8976.28,454233,68308,47892,31514,32228.149999999998,0.15038097188007035,0.6580222166541385,3.590368170333367,641.1628571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),25,0.988,0.639,-35.32,-0.00351,1.0,14,0.756,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8612001426,88998261545,27807952,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260402_27807952_cefc1d31,点击,R500*全品类,中范围(10-29),中老年(>=50),8913.16,164858,17571,13345,33244,29225.51,0.10658263475233232,2.4911202697639565,3.2789167926975393,636.6542857142857,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),41,3.4983,2.0032,-42.74,-0.062332,1.0,14,0.653,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8940437025,93080524540,64304168,0407-朋友圈+公众号去激励-关键页面访问-非人群-图片,touliu_tencent_20260421_64304168_f1328efb,关键页面访问次数,,中范围(10-29),中老年(>=50),8889.68,560179,73664,44145,30935,24335.36,0.13150082384380707,0.7007588628383735,2.7374843638916135,1481.6133333333335,6,2026-04-22,2026-04-27,极速(≤1天),0.0,stable(8-30天),20,0.8347,0.7241,-13.25,,1.0,6,0.364,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8643958772,93314322347,66473439,0408-公众号去激励-R50情感-关键页面-60+,touliu_tencent_20260408_66473439_93ba9d72,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),8870.8,161213,14088,18864,19426,21621.329999999998,0.08738749356441478,1.0297921967769297,2.437359651891599,633.6285714285714,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.5974,0.8951,-43.97,-0.050355,1.0,14,1.085,情感故事,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8740323573,91858805996,22451901,0401公众号小程序-q-R330-关键页,touliu_tencent_20260326_22451901_dcb61491,关键页面访问次数,Q-回流330以上人群,中范围(10-29),中老年(>=50),8723.59,149864,23546,33184,20989,19707.54,0.15711578497838039,0.6325036162005786,2.259108921900273,623.1135714285714,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),26,1.095,,,-0.011723,1.0,14,1.437,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8941149109,96250766348,63716056,4.22-朋友圈+公众号-R50-退休-关键页,touliu_tencent_20260422_63716056_08a05d15,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),8721.42,41057,12805,19972,17994,19021.210000000003,0.31188347906568914,0.9009613458842379,2.1809762630397347,1453.57,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,1.7314,1.0646,-38.51,,1.0,6,1.168,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8529411517,92067863445,44659071,0402-公众号去激励-非人群-关键页面-微动,touliu_tencent_20260402_44659071_26290dc5,关键页面访问次数,,大范围(>=30省市),中老年(>=50),8711.04,380538,46307,41425,21468,31978.43,0.12168824138456606,0.5182377791188896,3.6710232073323046,622.2171428571429,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),25,0.9924,0.6085,-38.69,0.004223,1.0,14,0.829,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8637973935,93258754211,63716056,66+朋友圈+公众号小程序r500-关键页,touliu_tencent_20260408_63716056_3155dda6,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),8709.56,62218,10556,22204,42707,67020.11,0.16966151274550773,1.9233921815889028,7.695005258589412,622.1114285714285,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,3.4216,,,0.184579,1.0,14,0.922,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8545660904,92349459141,12315525,0403-公众号去激励-非人群,touliu_tencent_20260326_12315525_480a7c14,关键页面访问次数,,大范围(>=30省市),中老年(>=50),8595.78,361027,45190,42591,28739,38252.71,0.12517069360463345,0.674766969547557,4.45017322453576,613.9842857142858,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),24,0.9633,0.6769,-29.73,0.003219,1.0,14,0.544,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8616551516,90168859535,44332127,0320-公众号去激励-R50-关键页-微动,touliu_tencent_20260407_44332127_7f1ed53b,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),8578.17,121659,15818,22848,26658,50894.34,0.13001915189176305,1.1667542016806722,5.933006690238127,659.8592307692307,13,2026-04-14,2026-04-26,极速(≤1天),0.0,mature(31-60天),35,1.3952,1.0526,-24.55,-0.049098,1.0,13,0.61,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8663061456,93479729712,64778933,R50*同感个体*退休榜样,touliu_tencent_20260408_64778933_679d5998,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),8543.56,58395,11857,24067,22871,26506.18,0.20304820618203615,0.9503053974321686,3.1024748465510865,610.2542857142856,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),18,3.1613,0.8139,-74.26,-0.135532,1.0,14,1.005,福利钩子,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8963534337,93249577421,61785507,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260422_61785507_89c0080d,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),8539.97,88201,15952,23844,29896,17644.7,0.18085962744186573,1.2538164737460158,2.0661313798526226,1707.994,5,2026-04-23,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.36,1.1697,-13.99,,1.0,5,1.152,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8840228947,95236915121,44332127,0417-朋友圈+公众号小程序-r50-关键页,touliu_tencent_20260415_44332127_e1ef6504,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),8521.689999999999,179449,30292,31819,31423,27543.47,0.16880562165294874,0.9875546057387096,3.23216052214995,852.1689999999999,10,2026-04-17,2026-04-26,极速(≤1天),1.0,stable(8-30天),10,2.0,,,,1.0,10,1.062,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8637615329,93249577421,26385875,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260326_26385875_d2ef5472,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),8383.09,98879,14058,18330,22018,22463.96,0.1421737679385916,1.201200218221495,2.6796753941565696,598.7921428571428,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.4255,0.844,-40.79,-0.089829,1.0,14,0.515,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8545853907,88806412329,63716056,0316-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260403_63716056_b0adcf17,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),8361.78,293641,19956,10249,22849,26402.66,0.06796053684601265,2.229388232998341,3.1575406193418147,597.2700000000001,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),42,3.0698,2.091,-31.88,0.003135,1.0,14,0.455,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8744593486,94316151382,44332127,0413-朋友圈+公众号小程序-非人群视频,touliu_tencent_20260413_44332127_8aee9687,关键页面访问次数,,大范围(>=30省市),中老年(>=50),8351.39,262451,45702,41131,28556,27404.4,0.17413536241050712,0.6942695290656682,3.281417823859262,642.4146153846153,13,2026-04-14,2026-04-26,极速(≤1天),0.0,stable(8-30天),14,1.4167,1.4167,0.0,0.14993,1.0,13,1.052,其他,其他,False,False,False,False,False,True,上升期（7日斜率 +0.150）— 可加预算放量
 
+8797046099,94625166383,64233326,R50*泛惊奇*奇观技艺,touliu_tencent_20260415_64233326_e38fc6d6,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),8254.47,67727,12540,22503,20595,19890.809999999998,0.18515510800714632,0.915211305159312,2.409701652559159,634.9592307692308,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),13,1.6259,1.1242,-30.86,0.090044,1.0,13,1.547,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8356394111,90446112146,20551537,0324-公众号去激励-关键页面访问-R50知识科普-微动视频,touliu_tencent_20260116_20551537_c877d3e1,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),8216.279999999999,101938,15008,28128,19300,29826.83,0.147226745668936,0.6861490329920364,3.6302109957304287,586.8771428571428,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,0.9483,0.5146,-45.74,-0.020703,1.0,14,0.659,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8349898522,90214735042,11733894,0323公众号去激励-关键页r50历史,touliu_tencent_20260324_11733894_59867bb8,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),8137.76,111948,14928,18515,25084,26622.53,0.13334762568335298,1.3547934107480422,3.271481341302766,581.2685714285715,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),35,1.9684,1.4705,-25.29,-0.054004,1.0,14,0.816,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8770500517,85483008098,65431327,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260326_65431327_bf94b7b6,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),8099.900000000001,507829,37541,13000,14683,11098.71,0.07392449033040649,1.1294615384615385,1.3702280275065122,578.5642857142858,14,2026-04-14,2026-04-27,极速(≤1天),1.0,declining(>60天),61,1.6173,0.25,-84.54,-0.181716,1.0,14,1.077,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8764564520,94515931938,44659071,0414-朋友圈+公众号小程序-R500-关键页面-微动,touliu_tencent_20260409_44659071_4dc91dd1,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),8078.02,35742,10877,25301,28211,30324.420000000002,0.30431984779810867,1.1150152167898502,3.753942178900275,577.0014285714286,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),13,7.5652,0.8056,-89.35,-0.207623,1.0,14,1.793,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8764251396,94497447177,44659071,0414-朋友圈+公众号小程序-R50全品类-关键页面-60+视频,touliu_tencent_20260409_44659071_a8382103,关键页面访问次数,R50*全品类,大范围(>=30省市),中老年(>=50),8050.31,121144,23829,28737,17632,24140.02,0.19669979528495013,0.6135643943348297,2.9986447726857723,575.0221428571429,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),13,0.9852,0.8361,-15.13,0.047611,1.0,14,1.61,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8820699918,90284970382,27098306,3.24-朋友圈+公众号去激励-330+全品类图,touliu_tencent_20260409_27098306_e9e13396,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),8017.59,739510,42489,7423,11898,9310.52,0.05745561250016903,1.602855988144955,1.1612616758901366,728.8718181818182,11,2026-04-16,2026-04-26,极速(≤1天),1.0,mature(31-60天),34,3.8765,1.4546,-62.48,0.004292,1.0,11,0.64,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8845485717,95236280597,16967749,4.17-朋友圈+公众号-R50-生活-关键页,touliu_tencent_20260326_16967749_264caf14,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),7952.82,89772,16914,27852,25491,23240.27,0.18841064028873145,0.9152305040930633,2.922267824494959,795.2819999999999,10,2026-04-17,2026-04-27,中(4-7天),4.0,stable(8-30天),10,1.0991,0.6236,-43.26,-0.10241,0.909,9,1.467,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8891080533,95748545099,44332127,0417-朋友圈+公众号去激励-r50-关键页,touliu_tencent_20260415_44332127_faa850a7,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),7894.110000000001,141303,24022,27665,23450,19076.88,0.17000346772538447,0.8476414241821797,2.4165966777762153,986.7637500000001,8,2026-04-20,2026-04-27,极速(≤1天),1.0,learning(4-7天),7,4.0,1.7222,-56.94,0.282409,1.0,8,1.77,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8796087070,94807964157,63716056,0415-r300-朋友圈+公众号小程序-点击-45+男,touliu_tencent_20260413_63716056_a7d8154e,点击,回流330以上人群,中范围(10-29),中老年(>=50),7887.05,117862,17886,10923,24225,21154.07,0.1517537459062293,2.2177973084317495,2.6821270310192022,606.6961538461538,13,2026-04-15,2026-04-27,快(2-3天),2.0,stable(8-30天),12,2.5414,2.3743,-6.57,0.045891,1.0,13,0.789,其他,其他,False,False,False,False,False,True,上升期（7日斜率 +0.046）— 可加预算放量
 
+8792159826,90289631207,58150736,3.24-公众号小程序-R50-猎奇,touliu_tencent_20260410_58150736_ca6ce24e,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),7861.31,238043,24745,6887,10460,7868.16,0.1039518070264616,1.518803542906926,1.0008713560462568,604.7161538461539,13,2026-04-15,2026-04-27,极速(≤1天),1.0,mature(31-60天),34,2.0856,1.4365,-31.12,0.053551,1.0,13,0.601,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8366081608,88998261545,6550914,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260302_6550914_c48a82df,点击,R500*全品类,中范围(10-29),中老年(>=50),7832.2300000000005,197192,15275,10441,22730,33003.46,0.07746257454663476,2.1769945407528013,4.213801177953149,559.445,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),41,3.5269,2.2003,-37.61,0.058196,1.0,14,0.407,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8635543626,93221833776,64304168,60+r180-330-朋友圈+公众号小程序-关键页,touliu_tencent_20260407_64304168_92662891,关键页面访问次数,回流180-330人群,大范围(>=30省市),中老年(>=50),7775.27,87207,15847,26074,24215,25614.44,0.1817170639971562,0.9287029224514842,3.2943473345620147,555.3764285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.75,0.7991,-54.34,0.014716,1.0,14,0.985,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+9012684768,91446665926,63716056,0330-公众号去激励-R330-关键页面,touliu_tencent_20260422_63716056_5c07da95,关键页面访问次数,回流330以上人群,大范围(>=30省市),中老年(>=50),7527.95,51991,10058,22951,27991,11605.630000000001,0.1934565597891943,1.2195982745849854,1.5416720355475264,2509.3166666666666,3,2026-04-25,2026-04-27,极速(≤1天),1.0,stable(8-30天),28,1.2857,1.0974,-14.64,,1.0,3,0.909,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8963547112,95227011410,65285016,0417-r300-朋友圈+公众号小程序-点击-45+男,touliu_tencent_20260326_65285016_c75f6b91,点击,回流330以上人群,中范围(10-29),中老年(>=50),7490.29,171574,17013,8892,24086,12200.57,0.09915838064042337,2.708726945569051,1.6288514863910475,1498.058,5,2026-04-23,2026-04-27,极速(≤1天),0.0,stable(8-30天),10,3.1697,2.8873,-8.91,,1.0,5,0.476,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8947175259,96228148920,22451901,4.22-公众号+朋友圈-R50*全品类-关键页面 60+,touliu_tencent_20260421_22451901_125516cf,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),7452.13,92761,20070,29658,22631,17943.94,0.21636247992151875,0.7630656146739497,2.4078941188626604,1242.0216666666668,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,2.3188,0.5885,-74.62,,1.0,6,2.192,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8845003507,94319796866,22451901,0413-朋友圈+公众号小程序-关键页面访问-非人群-视频,touliu_tencent_20260415_22451901_ec7511da,关键页面访问次数,,中范围(10-29),中老年(>=50),7440.21,191170,36415,42388,16919,22323.11,0.19048490871998744,0.3991459847126545,3.000333323924997,676.3827272727273,11,2026-04-17,2026-04-27,快(2-3天),3.0,stable(8-30天),14,0.4623,0.3159,-31.67,-0.022532,1.0,11,1.183,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8607194398,83294087877,64353034,0209-公众号-R_50*祝福-早安-票圈视频-高rov,touliu_tencent_20260407_64353034_43af14d1,点击,R50*泛祝福,大范围(>=30省市),中老年(>=50),7428.2,230202,21190,5323,8874,4879.56,0.09204959122857316,1.6671050159684389,0.6568966909883956,530.5857142857143,14,2026-04-14,2026-04-27,中(4-7天),4.0,declining(>60天),77,2.2778,1.6163,-29.04,-0.046014,1.0,14,0.639,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8738252387,93258754211,66003727,66+朋友圈+公众号小程序r500-关键页,touliu_tencent_20260323_66003727_43b81c84,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),7399.7,41814,8828,23207,32684,29446.059999999998,0.21112546037212418,1.4083681647778687,3.979358622646864,528.55,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),19,15.4286,,,-0.760959,1.0,14,1.571,情感故事,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8864170367,95485014826,63453350,0418-公众号-R50*同感个体*退休榜样-退休图2-票圈视频-高rov,touliu_tencent_20260417_63453350_732788be,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),7354.26,172379,20559,22733,8753,14260.91,0.11926626793286885,0.3850349711872608,1.9391359565748287,735.426,10,2026-04-18,2026-04-27,极速(≤1天),0.0,stable(8-30天),9,3.3846,,,,1.0,10,1.902,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8966083124,96489432517,62441928,R50*同感个体*个人情感,touliu_tencent_20260422_62441928_f80a0c0e,关键页面访问次数,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),7332.92,124159,17511,19117,12065,7428.57,0.1410368962378885,0.6311136684626248,1.0130439170207775,1466.584,5,2026-04-23,2026-04-27,极速(≤1天),0.0,learning(4-7天),4,0.741,0.6488,-12.45,,1.0,5,0.627,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8749121823,93235078361,61785507,66+r100-180-朋友圈+公众号小程序-关键页,touliu_tencent_20260408_61785507_49f0c680,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),7297.68,106892,18347,25674,24626,21947.71,0.17164053437114096,0.959180493884864,3.0074914219313533,521.2628571428571,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,2.0,,,-0.123991,1.0,14,1.824,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8861064400,81372487680,22451901,0127-公众号与小程序-R330-点击,touliu_tencent_20260415_22451901_e33c6629,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),7139.110000000001,154058,20297,10245,26484,19304.8,0.13174908151475417,2.5850658857979503,2.7040905659108767,713.9110000000001,10,2026-04-18,2026-04-27,极速(≤1天),0.0,declining(>60天),90,3.1751,2.7243,-14.2,-0.016148,1.0,10,0.607,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8111296603,85497678782,62976166,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260311_62976166_0024da6e,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),7029.84,360986,32306,5062,6635,7744.31,0.08949377538187077,1.310746740418807,1.1016338920942725,502.13142857142856,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),61,2.1065,1.4824,-29.63,0.091451,1.0,14,0.926,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8860574158,87128461377,66473439,0306-朋友圈+公众号去激励-R330-点击,touliu_tencent_20260408_66473439_27278839,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),7011.92,203810,19073,14182,27671,17037.97,0.09358225798537854,1.9511352418558736,2.429858013211788,701.192,10,2026-04-18,2026-04-27,极速(≤1天),1.0,mature(31-60天),52,2.5693,2.0769,-19.17,0.037486,1.0,10,1.074,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8945634636,96271932700,57266793,0422-朋友圈+公众号小程序-非人群-历史-关键页面,touliu_tencent_20260420_57266793_813e0c0f,关键页面访问次数,,大范围(>=30省市),中老年(>=50),6999.21,375865,43202,33096,21544,17745.45,0.11494020459473481,0.65095479816292,2.5353504181186164,1166.535,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,0.7482,0.6882,-8.02,,1.0,6,0.51,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8458967559,88998261545,64677764,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260323_64677764_c9338415,点击,R500*全品类,中范围(10-29),中老年(>=50),6990.97,101912,13150,10292,20178,23858.66,0.1290328911217521,1.9605518849591916,3.4127824894113403,499.355,14,2026-04-14,2026-04-27,快(2-3天),2.0,mature(31-60天),41,3.0754,2.1953,-28.62,0.08655,1.0,14,1.216,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8661899027,91448601489,44659071,0330-公众号去激励-R500-关键页面,touliu_tencent_20260409_44659071_7a9529f0,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),6956.42,56087,7983,19685,25823,40084.47,0.14233244780430404,1.3118110236220473,5.762226835067463,496.88714285714286,14,2026-04-14,2026-04-27,快(2-3天),2.0,stable(8-30天),28,7.7419,1.1426,-85.24,0.003444,1.0,14,1.104,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8642304059,88998261545,44332127,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260408_44332127_9be29dc5,点击,R500*全品类,中范围(10-29),中老年(>=50),6936.91,124765,13804,9978,30222,39175.3,0.11064000320602733,3.0288634996993387,5.647370370957675,495.49357142857144,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),41,4.3755,2.6172,-40.19,0.123985,1.0,14,1.02,其他,其他,False,True,False,False,False,False,裂变率赢家（落地页留存强）
 
+8642522083,93246116457,22451901,4.8-公众号去激励-R50生活-年龄60+关键页面,touliu_tencent_20260408_22451901_9fbb657a,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),6932.110000000001,83106,14067,24374,22505,34053.59,0.16926575698505522,0.9233199310740954,4.912442243415063,495.15071428571434,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.6,0.9111,-43.05,0.060612,1.0,14,1.173,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8798283943,94841973858,63828150,关键页面泛人群-早安,touliu_tencent_20260211_63828150_171e5469,关键页面访问次数,,中范围(10-29),中老年(>=50),6910.62,766977,88113,33446,20591,10057.85,0.11488349715832417,0.6156491060216468,1.4554193400881543,531.5861538461538,13,2026-04-15,2026-04-27,快(2-3天),2.0,stable(8-30天),12,0.6852,0.4825,-29.58,-0.031927,1.0,13,1.102,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8679572082,93678326631,59675209,4.10-朋友圈+公众号-R330,touliu_tencent_20260408_59675209_cd6dd0e2,点击,回流330以上人群,中范围(10-29),中老年(>=50),6852.98,151809,17142,6288,13765,11048.77,0.11291820643044878,2.189090330788804,1.612257733132156,489.4985714285714,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),17,3.7604,1.5839,-57.88,-0.15129,1.0,14,0.46,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8832958131,90559362756,67205788,0325-公众号小程序-非人群,touliu_tencent_20260415_67205788_909c2540,关键页面访问次数,,大范围(>=30省市),中老年(>=50),6771.38,212832,36152,36738,18916,17388.85,0.16986167493609983,0.5148892155261582,2.5679920488881143,615.58,11,2026-04-17,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,0.7725,0.5559,-28.05,-0.00475,1.0,11,1.217,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8666885923,87128461377,64304168,0306-朋友圈+公众号去激励-R330-点击,touliu_tencent_20260408_64304168_95b2c1aa,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),6761.71,172598,18854,17578,22626,22399.38,0.10923649173223328,1.2871771532597565,3.3126797807063597,482.9792857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),52,1.8389,1.4744,-19.82,0.051365,1.0,14,0.24,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8637615376,93249577421,58150736,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260317_58150736_379e3778,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),6755.14,74538,12529,20311,22320,19119.34,0.16808876009552176,1.098911919649451,2.8303395636507904,482.51000000000005,14,2026-04-14,2026-04-27,快(2-3天),2.0,stable(8-30天),19,1.3143,,,0.042554,1.0,14,1.133,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8684361033,93727414404,22451901,0331-公众号去激励-生活指南关键页-微动,touliu_tencent_20260408_22451901_e14f09dc,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),6711.17,111868,11963,19756,20694,29637.2,0.10693853470161262,1.0474792468110954,4.4161003222984965,479.3692857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),17,3.1282,0.962,-69.25,-0.084917,1.0,14,1.744,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8608110648,90289631207,12197899,3.24-公众号小程序-R50-猎奇,touliu_tencent_20260304_12197899_fd469740,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),6657.4,276855,20051,7235,9838,9909.73,0.07242419316970977,1.3597788527988943,1.4885285546910205,475.5285714285714,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,1.6942,1.1999,-29.18,-0.040092,1.0,14,0.528,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8540302748,91963023048,63716056,0401朋友圈+公众号小程序-R50退休-关键页,touliu_tencent_20260403_63716056_d1a8e91b,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),6641.29,40074,9485,15191,17726,30135.62,0.23668712881169837,1.1668751234283457,4.5376154331462715,474.3778571428571,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),26,2.0,,,-0.254295,1.0,14,1.236,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8612001304,88998261545,63716056,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260403_63716056_ec1ea5e4,点击,R500*全品类,中范围(10-29),中老年(>=50),6639.79,94021,13386,9908,20954,17418.13,0.1423724487082673,2.1148566814695196,2.623295315062675,474.2707142857143,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),41,3.5856,2.4426,-31.88,0.155023,1.0,14,0.731,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8773718448,94608400433,58799482,关键页面泛人群-早安,touliu_tencent_20260211_58799482_b714ec61,关键页面访问次数,,中范围(10-29),中老年(>=50),6608.47,769767,104061,35715,23330,10924.5,0.1351850624929362,0.6532269354612907,1.6531057869673313,472.03357142857146,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),13,0.7995,0.617,-22.83,-0.016238,1.0,14,0.471,娱乐搞笑,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8277493886,79978756348,60739676,0119-公众号小程序-回流330-图片-点击,touliu_tencent_20260320_60739676_32d0a84d,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),6540.969999999999,158496,15651,9514,14268,14424.19,0.09874697153240461,1.499684675215472,2.2052065672216816,467.2121428571428,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),98,2.0957,1.3851,-33.91,0.032879,1.0,14,0.553,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8822200847,93314322347,58005475,0408-公众号去激励-R50情感-关键页面-60+,touliu_tencent_20260119_58005475_b744548a,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),6537.16,101508,10340,14178,12401,9553.87,0.10186389250108366,0.8746649739032304,1.4614710363521775,544.7633333333333,12,2026-04-16,2026-04-27,极速(≤1天),1.0,stable(8-30天),19,1.607,1.0372,-35.46,-0.007648,1.0,12,1.015,娱乐搞笑,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8835754477,94625166383,67111344,R50*泛惊奇*奇观技艺,touliu_tencent_20260417_67111344_34137fac,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),6457.44,52902,9759,17328,16000,15792.630000000001,0.18447317681751163,0.9233610341643582,2.44564874005798,587.04,11,2026-04-17,2026-04-27,极速(≤1天),0.0,stable(8-30天),13,2.0606,,,,1.0,11,0.752,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8896932601,95806172250,58799482,R50*泛祝福_WX_UNIONID,touliu_tencent_20260416_58799482_319761c2,关键页面访问次数,R50*泛祝福,中范围(10-29),中老年(>=50),6393.06,97967,9608,15977,19658,9273.54,0.0980738411914216,1.230393690930713,1.4505635798819345,799.1325,8,2026-04-20,2026-04-27,极速(≤1天),1.0,learning(4-7天),7,1.415,1.212,-14.34,-0.000738,1.0,8,0.431,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8884285627,95679152210,12315525,0419-朋友圈+公众号小程序-关键页面访问-非人群,touliu_tencent_20260413_12315525_520b647b,关键页面访问次数,,大范围(>=30省市),中老年(>=50),6387.719999999999,487500,74635,32507,22047,21813.41,0.1530974358974359,0.678223151936506,3.414897647360874,709.7466666666666,9,2026-04-19,2026-04-27,极速(≤1天),1.0,stable(8-30天),8,0.8699,0.6751,-22.39,-0.011304,1.0,9,0.558,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8833706721,94840444344,63410980,关键页面泛人群-早安,touliu_tencent_20260416_63410980_a2a6fc61,关键页面访问次数,,中范围(10-29),中老年(>=50),6373.900000000001,1114266,113486,33004,20208,7905.09,0.10184821218631816,0.6122894194643074,1.240228117792874,579.4454545454546,11,2026-04-17,2026-04-27,中(4-7天),4.0,stable(8-30天),12,0.6973,0.6069,-12.97,-0.000127,1.0,11,0.898,娱乐搞笑,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8813287150,93352733078,27098306,0408-公众号去激励-QR50历史-关键页面-60+,touliu_tencent_20260409_27098306_604b6862,关键页面访问次数,Q-R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),6242.87,116863,15513,16643,16539,14392.51,0.13274518025380147,0.9937511265997717,2.3054316364108174,520.2391666666666,12,2026-04-16,2026-04-27,极速(≤1天),1.0,stable(8-30天),19,1.5583,0.5037,-67.68,-0.078701,1.0,12,1.192,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8661063356,93496008938,44659071,0409-公众号去激励-R500-关键页面-微动,touliu_tencent_20260402_44659071_9d5df3bc,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),6225.99,45928,6865,18877,28345,39583.64,0.14947308831214073,1.501562748318059,6.357806549641102,444.7135714285714,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),18,2.4219,1.2182,-49.7,-0.021153,1.0,14,1.097,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8546855401,92183362577,62933626,0402-公众号去激励-R50祝福-关键页面,touliu_tencent_20260309_62933626_2bf934b1,关键页面访问次数,R50*泛祝福,大范围(>=30省市),中老年(>=50),6144.55,106703,11221,18499,24357,21689.08,0.10516105451580555,1.3166657657170657,3.529807715780651,438.8964285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),25,1.9474,1.1082,-43.09,-0.065829,1.0,14,0.827,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+7326734064,32911894327,12221906,0313-朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov-47,touliu_tencent_20260116_12221906_9b188a32,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),6115.74,226525,15358,9292,18405,40912.7,0.06779825626310562,1.9807361170899698,6.689738281875946,436.8385714285714,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),410,3.8926,,,0.426975,1.0,14,0.638,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8637615234,93249577421,11733894,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260324_11733894_4f1c2ad1,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),6095.29,54825,10538,16461,16544,15685.14,0.19221158230734153,1.0050422210072292,2.573321367810227,435.3778571428571,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.235,0.7603,-38.44,-0.058994,1.0,14,0.482,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8740018944,94270011926,22451901,0413-朋友圈+公众号小程序-视频非人群,touliu_tencent_20260326_22451901_5298c565,关键页面访问次数,,大范围(>=30省市),中老年(>=50),6045.7,176360,29110,34654,17761,16382.68,0.1650601043320481,0.5125238067755526,2.7098069702433136,431.8357142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,0.6667,0.4403,-33.95,0.010789,1.0,14,1.509,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8740255233,91437934211,61785507,0330公众号去激励-q-R330-关键页,touliu_tencent_20260408_61785507_37a52ae5,关键页面访问次数,Q-回流330以上人群,中范围(10-29),中老年(>=50),6020.33,104009,17211,22251,17404,14196.11,0.16547606457133518,0.7821670936137701,2.3580285466079105,463.1023076923077,13,2026-04-14,2026-04-26,极速(≤1天),0.0,stable(8-30天),28,1.0031,0.2781,-72.28,-0.028385,1.0,13,1.289,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8943791178,96277292000,64304168,0422-朋友圈+公众号小程序-R50退休-关键页面-短剧,touliu_tencent_20260421_64304168_1547c8fe,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),5950.35,121642,14246,15815,17346,9580.67,0.11711415465053189,1.0968068289598483,1.6101019267774164,991.725,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,1.2185,1.1351,-6.84,,1.0,6,0.513,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8977508071,96594997694,64547626,票圈-图片-朋友圈+公众号-4.23-hyw-泛人群-关键页-生活,touliu_tencent_20260423_64547626_d0581bb0,关键页面访问次数,,中范围(10-29),中老年(>=50),5946.77,255889,38675,32300,12843,9121.64,0.15113975200184454,0.39761609907120743,1.5338814179798443,1486.6925,4,2026-04-24,2026-04-27,极速(≤1天),0.0,cold_start(≤3天),3,0.4803,0.4099,-14.65,,1.0,4,0.399,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8786797900,94623930349,60338475,R50*同感个体*个人情感,touliu_tencent_20260415_60338475_fd7a61b3,关键页面访问次数,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),5900.06,91315,10507,20661,17491,16235.51,0.11506324262169414,0.846570833938338,2.7517533719996066,453.8507692307693,13,2026-04-15,2026-04-27,极速(≤1天),0.0,stable(8-30天),13,1.4615,0.8683,-40.59,0.015551,1.0,13,0.738,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+7649574341,83294087877,63372188,0209-公众号-R_50*祝福-早安-票圈视频-高rov,touliu_tencent_20260127_63372188_a437362f,点击,R50*泛祝福,大范围(>=30省市),中老年(>=50),5873.11,158547,16793,4009,6211,3745.74,0.10591811891741881,1.549264155649788,0.6377779404778728,419.5078571428571,14,2026-04-14,2026-04-27,快(2-3天),3.0,declining(>60天),77,1.9529,1.5476,-20.75,0.016164,1.0,14,0.532,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8820131442,94950839683,57266793,0416-公众号小程序-QR50历史-关键页面-60+视频,touliu_tencent_20260416_57266793_bebd5750,关键页面访问次数,Q-R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),5814.06,64003,13731,14341,10412,15876.92,0.21453681858662876,0.7260302628826442,2.730780212106514,528.5509090909092,11,2026-04-16,2026-04-26,快(2-3天),2.0,stable(8-30天),11,2.5897,0.6401,-75.28,-0.026043,1.0,11,0.71,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8637615274,93249577421,26385875,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260326_26385875_c94c165f,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),5805.71,64919,10525,18430,20975,17664.52,0.1621251097521527,1.1380900705371677,3.0426114979907712,414.69357142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.5324,,,0.06002,1.0,14,0.768,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8796119649,94807964157,61785507,0415-r300-朋友圈+公众号小程序-点击-45+男,touliu_tencent_20260415_61785507_6e0ce561,点击,回流330以上人群,中范围(10-29),中老年(>=50),5796.93,133698,12833,5942,16468,14333.13,0.09598498107675507,2.771457421743521,2.4725380503128376,445.91769230769233,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,3.4985,2.9426,-15.89,0.128497,1.0,13,0.636,其他,其他,False,False,False,True,False,False,落地宝藏（CTR 0.096 低/裂变率 2.771 高）— 建议换投放素材
 
+8278035658,89651964385,64304168,0320-公众号去激励-R50生活-关键页面-微动500,touliu_tencent_20260320_64304168_8cb6a0ef,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),5709.43,82451,10828,18438,15708,36298.81,0.1313264848212878,0.8519362186788155,6.357694200646999,407.8164285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),38,4.1,0.709,-82.71,-0.365731,1.0,14,1.01,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8747834703,90427715705,64830429,0324-公众号小程序R50-关键页,touliu_tencent_20260227_64830429_67fcc93e,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),5705.65,52306,9209,16300,13639,12262.28,0.17606010782701792,0.8367484662576687,2.1491468982499806,407.5464285714285,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,2.0,1.1066,-44.67,0.084349,1.0,14,0.987,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8744935248,94319796866,64304168,0413-朋友圈+公众号小程序-关键页面访问-非人群-视频,touliu_tencent_20260407_64304168_c5c51409,关键页面访问次数,,中范围(10-29),中老年(>=50),5678.23,249587,31584,34123,15163,14834.97,0.12654505242660877,0.444363039592064,2.6126046320772494,405.5878571428571,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),14,0.5651,0.3837,-32.1,-0.013496,1.0,14,0.743,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8894862467,95751746360,64304168,0420-公众号小程序-R500点击,touliu_tencent_20260420_64304168_d1320f69,点击,R500*全品类,大范围(>=30省市),中老年(>=50),5626.47,138989,13402,8896,21250,15387.58,0.09642489693428977,2.3887140287769784,2.7348550689864157,703.30875,8,2026-04-20,2026-04-27,极速(≤1天),0.0,learning(4-7天),7,2.9393,2.4539,-16.51,-0.00762,1.0,8,0.378,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8799134397,92527996809,64304168,0404-朋友圈+公众号小程序-关键页面访问-R50知识科普,touliu_tencent_20260415_64304168_c93c2902,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),5579.22,117240,16140,17875,20903,15237.65,0.13766632548618218,1.1693986013986013,2.7311434214818555,429.1707692307692,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),23,2.5088,0.9788,-60.99,-0.123764,1.0,13,1.084,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8896932396,95806172250,63410980,R50*泛祝福_WX_UNIONID,touliu_tencent_20260416_63410980_295a9b0d,关键页面访问次数,R50*泛祝福,中范围(10-29),中老年(>=50),5559.35,72739,7625,17091,17797,8431.43,0.1048268466709743,1.0413082909133462,1.516621547483069,694.91875,8,2026-04-20,2026-04-27,极速(≤1天),1.0,learning(4-7天),7,1.118,1.0417,-6.83,0.006245,1.0,8,0.341,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8966028104,96489810506,12170201,票圈-图片-朋友圈+公众号-4.23-hyw-泛人群-关键页-泛知识,touliu_tencent_20260422_12170201_83f710c2,关键页面访问次数,,中范围(10-29),中老年(>=50),5546.179999999999,418792,49920,28218,12136,10710.8,0.11919998471795068,0.430080090722234,1.9312030983487736,1109.2359999999999,5,2026-04-23,2026-04-27,极速(≤1天),0.0,learning(4-7天),4,0.4776,0.4314,-9.68,,1.0,5,0.55,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8744738754,94316151382,14210808,0413-朋友圈+公众号小程序-非人群视频,touliu_tencent_20260326_14210808_dbadb84b,关键页面访问次数,,大范围(>=30省市),中老年(>=50),5538.63,119019,28445,26960,12748,13483.92,0.23899545450726353,0.4728486646884273,2.434522616603745,426.04846153846154,13,2026-04-14,2026-04-26,快(2-3天),3.0,stable(8-30天),14,0.6113,0.3421,-44.03,-0.022585,1.0,13,0.649,其他,其他,False,False,True,False,False,False,浪费流量（CTR 0.239 高/裂变率 0.473 低）— 建议换落地页视频
 
+8612001318,88998261545,66180363,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260327_66180363_aae13a68,点击,R500*全品类,中范围(10-29),中老年(>=50),5487.530000000001,86947,10942,7532,18322,15753.82,0.12584678022243437,2.4325544344131704,2.8708398860689597,391.9664285714286,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),41,3.5,,,0.224679,1.0,14,1.732,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8462361790,91508695371,65274411,0330-公众号-回流330+-电视视频-票圈视频-高rov,touliu_tencent_20260330_65274411_39a4aed2,关键页面访问次数,Q-回流330以上人群,中范围(10-29),中老年(>=50),5461.02,78152,11671,18412,9738,22199.5,0.1493371890674583,0.528894199435151,4.065083079717708,390.0728571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),28,1.8687,0.3165,-83.06,-0.161397,1.0,14,1.064,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8796042178,94807964157,67557228,0415-r300-朋友圈+公众号小程序-点击-45+男,touliu_tencent_20260415_67557228_11926ca5,点击,回流330以上人群,中范围(10-29),中老年(>=50),5455.63,108539,12691,9036,21179,17155.41,0.11692571333806281,2.3438468348826915,3.144533261969745,419.6638461538462,13,2026-04-15,2026-04-27,快(2-3天),3.0,stable(8-30天),12,9.6667,4.1179,-57.4,0.372534,1.0,13,1.405,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8340227391,90284970382,61905598,3.24-朋友圈+公众号去激励-330+全品类图,touliu_tencent_20260319_61905598_ae90b293,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),5412.57,726655,28518,3487,3878,4328.4,0.03924558421809524,1.1121307714367652,0.7996940455273558,416.35153846153844,13,2026-04-14,2026-04-26,极速(≤1天),0.0,mature(31-60天),34,1.8558,1.4089,-24.08,0.064841,1.0,13,0.666,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8809352133,94949191319,57266793,0416-朋友圈+公众号小程序-QR50历史-关键页面-60+,touliu_tencent_20260324_57266793_64e5aad6,关键页面访问次数,Q-R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),5409.4,89267,11760,13615,9641,12247.46,0.13173961262280573,0.7081160484759457,2.264106924982438,450.7833333333333,12,2026-04-16,2026-04-27,极速(≤1天),0.0,stable(8-30天),11,1.3571,0.9278,-31.64,0.075448,1.0,12,1.208,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+7912625861,86014213170,64314814,0228-公众号-回流R_50*个体-舞蹈-票圈视频-高rov,touliu_tencent_20260228_64314814_6722136f,点击,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),5388.45,311269,32800,5014,5884,6864.74,0.10537509356858538,1.173514160351017,1.2739730349172769,384.8892857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),58,1.7049,1.2407,-27.23,-0.058511,1.0,14,0.377,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8637282455,93246116457,22451901,4.8-公众号去激励-R50生活-年龄60+关键页面,touliu_tencent_20260408_22451901_15cb6088,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),5387.21,107994,11616,15223,17418,26587.65,0.10756153119617756,1.1441897129343757,4.935328305375139,384.80071428571426,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.3905,0.6737,-51.55,-0.125768,1.0,14,0.679,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8340227369,90284970382,58150736,3.24-朋友圈+公众号去激励-330+全品类图,touliu_tencent_20260317_58150736_d45a4cc5,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),5382.73,390654,26110,6984,10040,9501.94,0.06683663804799132,1.4375715922107675,1.7652640946137,414.0561538461538,13,2026-04-14,2026-04-26,极速(≤1天),0.0,mature(31-60天),34,1.823,1.5564,-14.62,0.027017,1.0,13,0.682,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8945634524,96271932700,57266793,0422-朋友圈+公众号小程序-非人群-历史-关键页面,touliu_tencent_20260420_57266793_31fe976f,关键页面访问次数,,大范围(>=30省市),中老年(>=50),5359.82,199272,29461,28543,18526,12707.43,0.14784314906258783,0.6490558105314789,2.370868797832763,893.3033333333333,6,2026-04-22,2026-04-27,极速(≤1天),1.0,learning(4-7天),5,0.9724,0.8501,-12.58,,1.0,6,0.897,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8896641508,95798250987,57266793,4.20-公众号+朋友圈-关键页-R50-历史-60+-微动,touliu_tencent_20260420_57266793_a679ef10,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),5278.39,34374,7398,13458,13246,14017.39,0.2152208064234596,0.9842472878585228,2.655618474572739,659.79875,8,2026-04-20,2026-04-27,极速(≤1天),0.0,learning(4-7天),7,1.3041,0.7856,-39.75,-0.051623,1.0,8,2.006,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8840150093,95236915121,66929827,0417-朋友圈+公众号小程序-r50-关键页,touliu_tencent_20260415_66929827_c9940b2a,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),5263.099999999999,102987,15412,15958,10815,8407.470000000001,0.14964995581966656,0.677716505827798,1.5974368718055902,526.31,10,2026-04-17,2026-04-26,极速(≤1天),1.0,stable(8-30天),10,1.3073,0.8019,-38.66,0.015419,1.0,10,1.438,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8818024300,95028145546,65249233,0416-公众号-R500-晚年视图-票圈视频-高rov,touliu_tencent_20260415_65249233_5212c028,关键页面访问次数,R500*全品类,中范围(10-29),中老年(>=50),5238.12,31111,5405,16966,17450,18325.71,0.1737327633312976,1.0285276435223387,3.498528097867174,436.51,12,2026-04-16,2026-04-27,极速(≤1天),0.0,stable(8-30天),11,2.5957,1.6121,-37.89,0.135753,1.0,12,0.808,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8989956187,93256766856,44332127,60+朋友圈+公众号小程序r500-关键页,touliu_tencent_20260423_44332127_fe229ea7,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),5222.030000000001,31886,6439,14683,22162,14196.2,0.20193815467603338,1.5093645712729007,2.718521341317457,1305.5075000000002,4,2026-04-24,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,2.5254,2.1589,-14.51,,1.0,4,0.628,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8993586498,96535242482,12315525,0424-公众号去激励-R330-点击,touliu_tencent_20260413_12315525_720755a1,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),5148.09,170725,14369,8419,12574,5962.8,0.08416459218040709,1.4935265470958545,1.1582548090651097,1287.0225,4,2026-04-24,2026-04-27,极速(≤1天),0.0,learning(4-7天),4,2.3083,1.5874,-31.23,,1.0,4,0.643,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8900756117,94807964157,44332127,0415-r300-朋友圈+公众号小程序-点击-45+男,touliu_tencent_20260415_44332127_669e0d52,点击,回流330以上人群,中范围(10-29),中老年(>=50),5140.13,94056,11825,5101,18829,13514.02,0.12572297354767373,3.6912370123505194,2.629120275168138,642.51625,8,2026-04-20,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,4.7059,4.0239,-14.49,0.236096,1.0,8,1.064,其他,其他,False,True,False,False,False,False,裂变率赢家（落地页留存强）
 
+8747477211,94339525616,41032575,0413-朋友圈+公众号小程序-R50惊奇-关键页面-视频,touliu_tencent_20260408_41032575_e27f085e,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),5100.12,43394,9827,14315,13451,15192.91,0.2264598792459787,0.9396437303527768,2.978931868269766,364.2942857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,2.3333,1.2228,-47.59,0.005044,1.0,14,1.649,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8276175495,88806412329,64206952,0316-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260320_64206952_e1c8168a,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),5077.45,137152,12156,5377,10802,12158.38,0.08863159122725152,2.008926910916868,2.394583895459335,362.675,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),42,2.5523,1.7102,-32.99,0.034247,1.0,14,0.904,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8287776748,81480877084,63410980,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260211_63410980_e578f95a,点击,回流330以上人群,中范围(10-29),中老年(>=50),5045.61,158542,13757,9855,19456,17062.29,0.0867719594807685,1.9742262810755962,3.3816109449600744,360.4007142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),82,2.4751,,,-0.043441,1.0,14,0.371,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8914245289,92964156965,64292761,0407-朋友圈+公众号小程序-关键页面访问-非人群-图片,touliu_tencent_20260310_64292761_50bbf372,关键页面访问次数,,中范围(10-29),中老年(>=50),5030.13,263663,37853,23090,21433,12387.79,0.14356583972722756,0.9282373321784322,2.462717663360589,718.59,7,2026-04-21,2026-04-27,快(2-3天),2.0,stable(8-30天),20,1.2933,0.8985,-30.52,0.029066,1.0,7,0.763,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8841756904,95258468232,57266793,4.17-公众号小程序+朋友圈-R50历史-60+,touliu_tencent_20260416_57266793_4b36060a,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),5022.08,68137,8444,12130,13333,15560.8,0.12392679454628176,1.0991755976916735,3.0984771250159295,502.20799999999997,10,2026-04-17,2026-04-26,快(2-3天),2.0,stable(8-30天),10,2.8776,2.5289,-12.12,0.36545,1.0,10,1.202,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8746994202,90428815017,63716056,0324公众号小程序-R50退休-关键页,touliu_tencent_20260409_63716056_28be59d9,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),4950.62,57856,9204,13079,17392,14166.67,0.15908462389380532,1.3297652725743558,2.8615951133393396,353.61571428571426,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),34,40.6667,14.0416,-65.47,1.449193,1.0,14,1.92,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8663550496,93482193539,64778933,R50*同感个体*退休榜样,touliu_tencent_20260408_64778933_d05f42e4,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),4939.39,34840,5587,12850,11628,12123.72,0.16036165327210103,0.9049027237354086,2.454497417697327,352.81357142857144,14,2026-04-14,2026-04-27,快(2-3天),3.0,stable(8-30天),18,9.5,0.6127,-93.55,-0.352738,1.0,14,1.802,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8863432966,95474923422,64304168,0418-公众号小程序-R50退休-关键页面,touliu_tencent_20260415_64304168_2d88ae50,关键页面访问次数,R50*同感个体*退休榜样,大范围(>=30省市),中老年(>=50),4854.84,36996,6318,12316,12617,13274.84,0.17077521894258837,1.0244397531666125,2.734351698511176,485.48400000000004,10,2026-04-18,2026-04-27,极速(≤1天),1.0,stable(8-30天),9,1.92,1.0055,-47.63,0.125756,1.0,10,1.708,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8992737877,96732095164,44332127,4.24-R330-4.24-生活-关键页面-朋友圈+公众号,touliu_tencent_20260423_44332127_a950a885,关键页面访问次数,回流330以上人群,中范围(10-29),中老年(>=50),4843.07,31514,7180,14790,21749,7913.21,0.22783524782636289,1.4705206220419202,1.6339243496377298,1210.7675,4,2026-04-24,2026-04-27,极速(≤1天),1.0,cold_start(≤3天),3,1.6001,1.3162,-17.74,,1.0,4,1.307,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8620182100,93080524540,12315525,0407-朋友圈+公众号去激励-关键页面访问-非人群-图片,touliu_tencent_20260326_12315525_be16e437,关键页面访问次数,,中范围(10-29),中老年(>=50),4838.82,184453,24888,28102,17940,19379.31,0.13492868101901298,0.638388726781012,4.004966086773222,345.63,14,2026-04-14,2026-04-27,中(4-7天),4.0,stable(8-30天),20,0.914,0.7435,-18.66,0.001524,1.0,14,1.883,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8637436043,93248146525,22451901,4.8-公众号去激励-R50生活-年龄66+-关键页面,touliu_tencent_20260408_22451901_ec98ddec,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),4823.33,68314,9116,11953,10765,17401.510000000002,0.133442632549697,0.9006107253409186,3.6077792728260354,344.5235714285714,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.5714,0.7814,-50.28,-0.045615,1.0,14,1.04,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8749207915,93235756516,44332127,66+r330-朋友圈+公众号小程序-关键页,touliu_tencent_20260413_44332127_d3317427,关键页面访问次数,回流330以上人群,大范围(>=30省市),中老年(>=50),4810.7,44088,7393,13679,22018,15435.28,0.1676873525675921,1.6096205863001682,3.2085309830170248,343.62142857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,2.1562,1.7835,-17.29,0.001396,1.0,14,0.971,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8340561963,90289631207,44332127,3.24-公众号小程序-R50-猎奇,touliu_tencent_20260324_44332127_ce96ae09,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),4806.02,183127,15909,4401,7691,6648.51,0.08687413652820174,1.7475573733242444,1.3833712718632047,343.2871428571429,14,2026-04-14,2026-04-27,快(2-3天),2.0,mature(31-60天),34,2.0597,1.3109,-36.35,-0.032004,1.0,14,1.308,娱乐搞笑,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8791620322,94780348462,67269322,0415-朋友圈+公众号小程序-非人群-早安,touliu_tencent_20260415_67269322_45790eca,关键页面访问次数,,大范围(>=30省市),中老年(>=50),4754.67,391399,36971,25044,17073,10298.12,0.09445859595962176,0.6817201724964064,2.1658958455581567,365.74384615384616,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,1.9565,0.5724,-70.74,-0.036508,1.0,13,0.533,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8976729481,96587214304,12170201,票圈-图片-朋友圈+公众号-4.23-hyw-R50*泛知识-关键页-01,touliu_tencent_20260422_12170201_1bbdf4bd,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),4732.91,66527,8281,13918,12327,6568.21,0.12447577675229606,0.88568759879293,1.387774117826031,946.582,5,2026-04-23,2026-04-27,极速(≤1天),1.0,cold_start(≤3天),3,1.2959,0.9627,-25.71,,1.0,5,0.441,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8637615400,93249577421,10858343,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260408_10858343_ba9bf9ba,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),4731.85,66077,9558,12539,15882,14456.32,0.1446494241566657,1.2666081824706914,3.055109523759206,337.98928571428576,14,2026-04-14,2026-04-27,快(2-3天),3.0,stable(8-30天),19,3.2,,,-0.186025,1.0,14,1.159,娱乐搞笑,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8748707444,93220659383,63716056,60+r100-180-朋友圈+公众号小程序-关键页,touliu_tencent_20260409_63716056_c9781df2,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),4723.25,92574,10584,13356,12495,13158.63,0.11433015749562513,0.9355345911949685,2.7859270629333612,393.6041666666667,12,2026-04-15,2026-04-26,极速(≤1天),1.0,stable(8-30天),19,2.5455,0.7193,-71.74,-0.169708,1.0,12,1.075,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8393934461,90823223218,64778933,0326-公众号小程序-R50退休-关键页面-微动视频,touliu_tencent_20260324_64778933_ce8d5ce3,关键页面访问次数,R50*同感个体*退休榜样,大范围(>=30省市),中老年(>=50),4710.28,31100,7931,12169,12294,31140.73,0.255016077170418,1.0102720026296326,6.611226933430709,336.4485714285714,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),32,4.0,,,0.500812,1.0,14,1.231,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8370725509,90593196869,60674712,3.25-朋友圈+公众号-关键页面访问-R50-早安,touliu_tencent_20260206_60674712_1f8d97a6,关键页面访问次数,R50*泛祝福,中范围(10-29),中老年(>=50),4676.44,95886,8746,13720,19647,18224.93,0.09121248148843418,1.431997084548105,3.8971803337581585,334.03142857142853,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,2.0581,1.6622,-19.23,0.042732,1.0,14,0.813,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8840192762,95236915121,67205788,0417-朋友圈+公众号小程序-r50-关键页,touliu_tencent_20260415_67205788_6cbee904,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),4662.76,71809,13119,16506,10547,7216.26,0.18269297720341462,0.6389797649339634,1.54763702184972,466.276,10,2026-04-17,2026-04-26,快(2-3天),2.0,stable(8-30天),10,1.0381,0.7455,-28.19,0.020363,1.0,10,1.344,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8976729475,96587214304,12170201,票圈-图片-朋友圈+公众号-4.23-hyw-R50*泛知识-关键页-01,touliu_tencent_20260422_12170201_3ef22e50,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),4636.55,69702,8174,11981,12146,6641.97,0.11727066655189235,1.0137718053584843,1.4325241828514736,927.3100000000001,5,2026-04-23,2026-04-27,极速(≤1天),1.0,cold_start(≤3天),3,1.2957,1.0537,-18.68,,1.0,5,0.287,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8891034711,95746250938,63372188,0420公众号-R_50*同感个体*个人情感-早安-票圈视频-高rov,touliu_tencent_20260417_63372188_904d15a8,关键页面访问次数,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),4628.05,120593,9581,11458,14527,7805.320000000001,0.07944905591535163,1.2678477919357654,1.6865245621806162,578.50625,8,2026-04-20,2026-04-27,极速(≤1天),1.0,learning(4-7天),7,1.6864,1.3645,-19.09,0.089188,1.0,8,0.611,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8453387346,91413349613,65274411,0330-公众号朋友圈-回流180+-电视视频-票圈视频-高rov,touliu_tencent_20260330_65274411_8c1872f6,点击,Q-回流180-330人群,中范围(10-29),中老年(>=50),4625.09,214568,21104,6459,5029,7020.07,0.0983557660042504,0.7786034989936522,1.5178234369493349,330.36357142857145,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),28,1.3228,0.8922,-32.55,-0.018196,1.0,14,0.798,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8356359767,90446112146,10778820,0324-公众号去激励-关键页面访问-R50知识科普-微动视频,touliu_tencent_20260116_10778820_b683fe21,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),4620.32,96417,9290,14026,13064,16385.91,0.09635230301710279,0.9314130899757593,3.5464881220348374,330.0228571428571,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,2.404,1.1268,-53.13,0.115796,1.0,14,0.828,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8543740674,91858805996,63716056,0401公众号小程序-q-R330-关键页,touliu_tencent_20260403_63716056_b7a73e32,关键页面访问次数,Q-回流330以上人群,中范围(10-29),中老年(>=50),4619.92,103613,12340,16468,13482,22882.61,0.1190970245046471,0.8186786495020646,4.953031654227779,329.9942857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),26,1.2914,0.302,-76.62,-0.106532,1.0,14,1.449,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8947175244,96228148920,22451901,4.22-公众号+朋友圈-R50*全品类-关键页面 60+,touliu_tencent_20260421_22451901_b2511692,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),4602.97,65424,12146,16066,10329,5492.11,0.18565052580092933,0.642910494211378,1.1931665859216982,767.1616666666667,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,0.7598,0.6374,-16.11,,1.0,6,0.661,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8990320747,96709348910,65249233,4.24-朋友圈+公众号-R50-生活-关键页,touliu_tencent_20260423_65249233_bf4039b3,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),4602.83,54427,9449,14106,10788,6860.86,0.1736086868649751,0.7647809442790302,1.490574277129505,1150.7075,4,2026-04-24,2026-04-27,极速(≤1天),1.0,cold_start(≤3天),3,1.0362,0.818,-21.06,,1.0,4,0.86,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+7885215205,85708768924,58799482,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260205_58799482_47bd128b,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),4590.9,287835,23389,6197,6881,7918.18,0.08125835982420485,1.110375988381475,1.724755494565336,327.9214285714285,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),60,1.4882,1.0483,-29.56,0.005591,1.0,14,0.249,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8371973644,90604274401,27807952,0325-公众号去激励-非人群,touliu_tencent_20260317_27807952_077fb1ca,关键页面访问次数,,大范围(>=30省市),中老年(>=50),4586.62,220901,32076,21637,19560,21922.02,0.14520531821947388,0.9040070250034663,4.779558803650619,327.61571428571426,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,1.5685,0.7634,-51.33,-0.066271,1.0,14,1.423,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8080466108,87653602739,52878376,0309-公众号去激励-关键页面访问-R50祝福,touliu_tencent_20260304_52878376_09b53fa3,关键页面访问次数,R50*泛祝福,大范围(>=30省市),中老年(>=50),4531.6,89883,7557,13466,18569,19585.48,0.0840759654217149,1.3789544036833508,4.321978991967517,453.16,10,2026-04-14,2026-04-23,极速(≤1天),0.0,mature(31-60天),49,1.7383,1.3814,-20.53,0.018614,1.0,10,0.53,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8990017665,93256766856,63745812,60+朋友圈+公众号小程序r500-关键页,touliu_tencent_20260423_63745812_e8409f97,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),4531.58,35491,5916,12293,23814,11886.34,0.16669014679777971,1.9372000325388432,2.6230012490124857,1132.895,4,2026-04-24,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,2.6364,2.3537,-10.72,,1.0,4,0.19,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8635563923,93221833776,12444461,60+r180-330-朋友圈+公众号小程序-关键页,touliu_tencent_20260325_12444461_68668ea1,关键页面访问次数,回流180-330人群,大范围(>=30省市),中老年(>=50),4481.65,63918,8881,13792,13162,11744.970000000001,0.13894364654713853,0.9543213457076566,2.6206798835250416,320.11785714285713,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),19,1.6599,1.1328,-31.76,0.065109,1.0,14,1.051,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8945669519,93246116457,22451901,4.8-公众号去激励-R50生活-年龄60+关键页面,touliu_tencent_20260421_22451901_c9bfe52a,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),4449.85,60965,8745,14530,10580,8415.17,0.14344295907487903,0.7281486579490709,1.891113183590458,741.6416666666668,6,2026-04-22,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,0.9434,0.8108,-14.06,,1.0,6,0.5,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8945633732,96271932700,57266793,0422-朋友圈+公众号小程序-非人群-历史-关键页面,touliu_tencent_20260420_57266793_8d3f5006,关键页面访问次数,,大范围(>=30省市),中老年(>=50),4423.030000000001,210912,30243,23463,13724,10570.91,0.1433915566681839,0.5849209393513191,2.3899702240319414,737.1716666666667,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,0.6762,0.5114,-24.37,,1.0,6,1.358,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8744422818,94311598758,63716056,0413朋友圈+公众号小程序-q-R330-关键页视频,touliu_tencent_20260409_63716056_6b76dc72,关键页面访问次数,Q-回流330以上人群,中范围(10-29),中老年(>=50),4383.9400000000005,42920,11855,13979,9418,11442.44,0.27621155638397016,0.6737248730238214,2.610081342354138,313.1385714285715,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,0.9341,0.4465,-52.2,-0.031627,1.0,14,0.765,其他,其他,True,False,True,False,False,False,浪费流量（CTR 0.276 高/裂变率 0.674 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强）
 
+8607590983,92954763597,64132906,4.7-朋友圈+公众号去激励-R500-全品类图,touliu_tencent_20260325_64132906_c849c169,点击,R500*全品类,中范围(10-29),中老年(>=50),4369.21,92471,10038,5926,22176,24538.12,0.10855295173622001,3.7421532230847117,5.616145710551793,312.0864285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),20,10.6667,,,1.409457,1.0,14,1.54,其他,其他,False,True,False,False,False,False,裂变率赢家（落地页留存强）
 
+8818154590,90284970382,63716056,3.24-朋友圈+公众号去激励-330+全品类图,touliu_tencent_20260413_63716056_b9603fb2,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),4361.22,368509,20600,3894,4604,4090.46,0.05590094136099797,1.182331792501284,0.9379164545700515,396.4745454545455,11,2026-04-16,2026-04-26,中(4-7天),5.0,mature(31-60天),34,7.2105,1.0417,-85.55,0.039042,1.0,11,1.048,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+7885214925,85708768924,58799482,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260205_58799482_91d83ea3,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),4343.37,247421,22617,6700,7057,6053.31,0.09141099583301336,1.0532835820895523,1.393689692565911,310.24071428571426,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),60,1.4417,1.0854,-24.72,-0.009054,1.0,14,0.373,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8966690702,86405415641,61785507,3.2-朋友圈+公众号去激励-R330,touliu_tencent_20260422_61785507_35120795,点击,回流330以上人群,中范围(10-29),中老年(>=50),4291.66,66032,11523,7288,15456,11996.43,0.17450629997576933,2.1207464324917673,2.7952890023906836,858.332,5,2026-04-23,2026-04-27,极速(≤1天),0.0,mature(31-60天),56,3.7032,,,,1.0,5,0.58,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8497894373,90428815017,63716056,0324公众号小程序-R50退休-关键页,touliu_tencent_20260324_63716056_66174228,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),4290.5599999999995,44197,7434,10766,12662,21675.38,0.16820146163766772,1.1761099758498978,5.0518766781026265,306.4685714285714,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),34,13.0,2.0983,-83.86,-0.107472,1.0,14,1.757,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+7885215276,85708768924,58799482,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260205_58799482_055ba89e,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),4287.5,291049,21569,7062,7294,9558.59,0.07410779628172576,1.032851883319173,2.229408746355685,306.25,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),60,1.4617,0.9785,-33.06,0.002476,1.0,14,0.209,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8889304582,93220659383,44332127,60+r100-180-朋友圈+公众号小程序-关键页,touliu_tencent_20260415_44332127_869e878d,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),4260.3,80593,12973,12192,13141,11050.28,0.16096931495291153,1.0778379265091864,2.5937797807666128,608.6142857142858,7,2026-04-20,2026-04-26,极速(≤1天),1.0,stable(8-30天),19,1.3251,1.0085,-23.89,0.115155,1.0,7,0.791,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8458967581,88998261545,64132906,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260313_64132906_10d47714,点击,R500*全品类,中范围(10-29),中老年(>=50),4210.92,86529,8275,4155,10780,10796.78,0.0956326780616903,2.594464500601685,2.5639955164192147,300.78000000000003,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),41,3.9688,2.9428,-25.85,0.431586,1.0,14,1.12,其他,其他,False,False,False,True,False,False,落地宝藏（CTR 0.096 低/裂变率 2.594 高）— 建议换投放素材
 
+8739189723,86740278564,66223113,0304-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260409_66223113_e80a5d8c,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),4203.5599999999995,63354,11072,3970,7575,6602.41,0.17476402437099472,1.9080604534005037,1.570671050252643,300.2542857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),54,2.679,1.3106,-51.08,-0.130484,1.0,14,0.512,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+7326750786,37429627354,12221906,0421-朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov-42,touliu_tencent_20260116_12221906_e6a6b94c,点击,Q-回流330以上人群,大范围(>=30省市),中老年(>=50),4176.12,350075,20425,4549,5582,19591.66,0.05834464043419267,1.2270828753572214,4.691354654559735,298.2942857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),371,1.6104,,,0.070955,1.0,14,0.425,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8884285620,95679152210,63897155,0419-朋友圈+公众号小程序-关键页面访问-非人群,touliu_tencent_20260225_63897155_39ffbfc8,关键页面访问次数,,大范围(>=30省市),中老年(>=50),4141.3,167524,28938,22317,15048,10896.68,0.17273942838041118,0.6742841779809114,2.631222080023181,460.14444444444445,9,2026-04-19,2026-04-27,极速(≤1天),1.0,stable(8-30天),8,0.8307,0.4204,-49.4,-0.070326,1.0,9,2.681,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8840118333,95236915121,63716056,0417-朋友圈+公众号小程序-r50-关键页,touliu_tencent_20260413_63716056_3dbcc1c6,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),4131.7699999999995,81432,13849,14539,10148,9617.62,0.1700682778268985,0.6979847307242589,2.327723953656666,413.17699999999996,10,2026-04-17,2026-04-26,极速(≤1天),1.0,stable(8-30天),10,1.1261,0.6857,-39.11,-0.047703,1.0,10,1.014,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8894476849,94790014216,57266793,4.15-公众号-关键页-R50-历史-60+不限性别,touliu_tencent_20260420_57266793_d40a0fa2,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),4103.41,45921,7438,10955,11124,10331.32,0.16197382461183338,1.0154267457781834,2.5177401234582946,512.92625,8,2026-04-20,2026-04-27,极速(≤1天),0.0,stable(8-30天),12,1.8295,1.1556,-36.83,-0.01121,1.0,8,0.87,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8891763345,90446112146,41032575,0324-公众号去激励-关键页面访问-R50知识科普-微动视频,touliu_tencent_20260408_41032575_91b23971,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),4095.73,48967,8051,12655,10132,10822.65,0.16441685216574428,0.8006321612011063,2.642422718294419,511.96625,8,2026-04-20,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,1.0413,0.937,-10.01,0.054318,1.0,8,0.587,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8751029326,91449831244,13866288,0330-公众号去激励-R180-330-关键页面,touliu_tencent_20260327_13866288_0a79da6e,关键页面访问次数,回流180-330人群,大范围(>=30省市),中老年(>=50),4078.3900000000003,45970,8639,14639,14432,11634.83,0.18792690885360017,0.9858596898695267,2.852799756766763,291.31357142857144,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),28,1.2883,,,,1.0,14,1.556,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8796641391,94818790411,57266793,0415-朋友圈+公众号小程序-R50历史点击-45男,touliu_tencent_20260324_57266793_0959aab3,点击,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),4071.21,230383,12661,3261,6483,5370.62,0.054956311880650914,1.9880404783808647,1.3191704677479177,313.17,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,2.8528,1.5812,-44.57,-0.14576,1.0,13,0.38,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8375392611,90232190548,63745812,0323-公众号去激励-关键页面访问-R50惊奇-视频,touliu_tencent_20260123_63745812_dec6385e,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),4056.37,48176,6171,11318,12857,11361.15,0.12809282630355365,1.1359780880014136,2.8008169866161126,405.637,10,2026-04-14,2026-04-23,极速(≤1天),0.0,mature(31-60天),35,1.9469,1.4161,-27.26,0.10629,1.0,10,1.56,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8367990818,90565013000,60731484,0325-公众号去激励-关键页r50历史-微动,touliu_tencent_20260323_60731484_3938edb9,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),4039.16,75239,7838,9482,16268,20801.96,0.10417469663339492,1.7156717991984813,5.1500708068014145,288.51142857142855,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,2.159,0.5,-76.84,-0.267829,1.0,14,1.615,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8965494575,96483647549,12170201,票圈-图片-朋友圈+公众号-4.23-hyw-R50*全品类-关键页-泛知识,touliu_tencent_20260422_12170201_a5bd398b,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),4029.5899999999997,83493,12311,16049,10467,6799.07,0.14744948678332315,0.6521901676116892,1.687285803270308,805.9179999999999,5,2026-04-23,2026-04-27,极速(≤1天),0.0,learning(4-7天),4,1.1223,0.7856,-30.0,,1.0,5,0.69,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8608070686,92961555757,22451901,0407-朋友圈+公众号小程序-非人群-,touliu_tencent_20260326_22451901_16716218,关键页面访问次数,,大范围(>=30省市),中老年(>=50),4013.3599999999997,188076,22193,19215,10605,12021.6,0.11800017014398435,0.5519125683060109,2.9953953794326953,286.6685714285714,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),20,4.75,0.6056,-87.25,0.007144,1.0,14,1.915,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8934128063,96185089057,44332127,0422-朋友圈+公众号去激励-r50惊奇45+男-点击,touliu_tencent_20260415_44332127_9b91c276,点击,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),3992.54,128812,12649,4621,7431,5558.91,0.09819737291556688,1.6080934862583856,1.3923241846042869,665.4233333333333,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,2.1311,1.7218,-19.21,,1.0,6,0.865,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8740093266,94270011926,22451901,0413-朋友圈+公众号小程序-视频非人群,touliu_tencent_20260408_22451901_67392fd1,关键页面访问次数,,大范围(>=30省市),中老年(>=50),3979.7,175281,21628,22942,10096,9205.28,0.12339044163371957,0.4400662540319065,2.3130587732743675,284.2642857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,0.54,0.3658,-32.27,-0.012798,1.0,14,0.546,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8607907902,91851130214,63624313,4.1-公众号去激励-R330,touliu_tencent_20260203_63624313_86624c15,点击,回流330以上人群,中范围(10-29),中老年(>=50),3952.65,93939,9501,5186,12331,16824.78,0.10114010155526458,2.3777477824913227,4.2565822928921095,282.33214285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),26,4.8298,3.5859,-25.76,0.091498,1.0,14,0.602,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8945634313,96271932700,27098306,0422-朋友圈+公众号小程序-非人群-历史-关键页面,touliu_tencent_20260409_27098306_683cff5c,关键页面访问次数,,大范围(>=30省市),中老年(>=50),3926.6400000000003,285418,27410,19892,15238,10900.220000000001,0.09603458786761872,0.7660365976271868,2.7759662204836704,654.44,6,2026-04-22,2026-04-27,快(2-3天),2.0,learning(4-7天),5,0.8813,0.8196,-6.99,,1.0,6,1.135,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8545700653,92349459141,53300066,0403-公众号去激励-非人群,touliu_tencent_20260323_53300066_365b8dc0,关键页面访问次数,,大范围(>=30省市),中老年(>=50),3926.11,111774,20019,18705,16116,18784.99,0.1791024746363197,0.8615878107457899,4.784631607367089,280.43642857142856,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),24,1.3058,0.5431,-58.41,-0.086629,1.0,14,0.567,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8608110664,90289631207,59675209,3.24-公众号小程序-R50-猎奇,touliu_tencent_20260319_59675209_75063130,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),3907.89,154080,12062,4025,5735,5397.5,0.0782840083073728,1.4248447204968944,1.3811801253361788,279.135,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,2.9827,1.1224,-62.37,0.038788,1.0,14,0.622,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8369746880,90585144138,63372188,0325-公众号-R_50*祝福-早安-票圈视频-高rov,touliu_tencent_20260127_63372188_05bdba14,关键页面访问次数,R50*泛祝福,大范围(>=30省市),中老年(>=50),3905.76,54469,5969,11600,13712,11565.119999999999,0.10958526868494006,1.1820689655172414,2.961042153127688,557.9657142857143,7,2026-04-14,2026-04-20,极速(≤1天),0.0,mature(31-60天),33,1.3953,1.1024,-20.99,-0.068374,1.0,7,0.212,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8884498939,95073530411,60602380,0416-朋友圈+公众号小程序-R50惊奇-关键页面,touliu_tencent_20260410_60602380_3758739d,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),3904.54,31587,6333,11029,9844,7447.54,0.20049387406211416,0.8925559887569136,1.9074052257116074,433.8377777777778,9,2026-04-19,2026-04-27,快(2-3天),2.0,stable(8-30天),11,1.9495,0.6661,-65.83,-0.003211,1.0,9,1.338,情感故事,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+7885215292,85708768924,59949424,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260205_59949424_b71e8559,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),3898.35,266486,20815,3994,4710,2669.2,0.07810916896197173,1.1792689033550325,0.684699937152898,278.4535714285714,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),60,2.0494,1.0602,-48.27,-0.061985,1.0,14,0.712,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8839656646,95236280597,44659071,4.17-朋友圈+公众号-R50-生活-关键页,touliu_tencent_20260409_44659071_d7eb965a,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),3868.61,46467,7080,11517,9980,11029.05,0.1523661953644522,0.8665451072327863,2.8509076903590693,351.6918181818182,11,2026-04-17,2026-04-27,快(2-3天),2.0,stable(8-30天),10,2.6667,0.6332,-76.26,-0.149339,1.0,11,1.413,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+7495192574,81372487680,11750384,0127-公众号与小程序-R330-点击,touliu_tencent_20260127_11750384_0af2501f,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),3866.25,180499,11305,2015,3330,8662.07,0.06263192593864786,1.652605459057072,2.2404319430973163,276.1607142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),90,6.7222,3.9959,-40.56,0.483928,1.0,14,0.342,娱乐搞笑,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8940102759,96240423426,47652048,4.22-朋友圈+公众号-R50-关键页-猎奇-短剧,touliu_tencent_20260416_47652048_f87c3dbe,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),3826.17,92995,9668,10377,10817,7253.7300000000005,0.10396257863325985,1.042401464777874,1.8958201020864207,637.695,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,1.2763,0.9983,-21.78,,1.0,6,1.012,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8963452973,88998261545,61785507,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260422_61785507_0d4a42ad,点击,R500*全品类,中范围(10-29),中老年(>=50),3814.62,54629,7490,5898,13070,7608.76,0.1371066649581724,2.2160054255679893,1.9946311821360976,762.924,5,2026-04-23,2026-04-27,极速(≤1天),0.0,mature(31-60天),41,2.7764,2.2408,-19.29,,1.0,5,0.968,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+9003451675,96833526935,14343566,票圈-图片-朋友圈+公众号-4.25-hyw-泛人群-关键页-泛惊奇,touliu_tencent_20260422_14343566_cf235387,关键页面访问次数,,中范围(10-29),中老年(>=50),3814.17,143085,25174,20523,8390,5207.12,0.17593737987909286,0.40880962822199485,1.365203963116484,1271.39,3,2026-04-25,2026-04-27,极速(≤1天),0.0,cold_start(≤3天),2,0.5855,0.4388,-25.06,,1.0,3,0.303,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8900408590,95840893981,66296393,0420-朋友圈+公众号小程序-r50历史视频-关键页,touliu_tencent_20260420_66296393_d2d5ef43,关键页面访问次数,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),3810.92,35054,5090,8041,7715,8314.27,0.14520454156444343,0.9594577788832235,2.1816962833121663,476.365,8,2026-04-20,2026-04-27,极速(≤1天),1.0,learning(4-7天),7,1.7895,1.0561,-40.98,-0.043214,1.0,8,1.716,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8902566812,90450317074,63897155,0324-公众号小程序-R50惊奇-关键页面,touliu_tencent_20260225_63897155_b53e9e15,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),3809.8300000000004,41021,6494,10101,8228,7000.93,0.15830915872358062,0.8145728145728146,1.8375964281870845,476.22875000000005,8,2026-04-20,2026-04-27,快(2-3天),2.0,mature(31-60天),33,1.6667,0.6263,-62.42,-0.152144,1.0,8,1.555,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8838399889,95227011410,44332127,0417-r300-朋友圈+公众号小程序-点击-45+男,touliu_tencent_20260415_44332127_80bc0970,点击,回流330以上人群,中范围(10-29),中老年(>=50),3808.6,84564,8944,3876,11746,8061.2699999999995,0.10576604701764344,3.0304437564499485,2.116596649687549,346.23636363636365,11,2026-04-17,2026-04-27,快(2-3天),3.0,stable(8-30天),10,6.2105,3.4899,-43.81,0.165069,1.0,11,0.813,其他,悬念引入,False,True,False,False,False,False,裂变率赢家（落地页留存强）
 
+8795346593,94800841063,67557228,0415-朋友圈+公众号去激励-r50惊奇45+男-点击,touliu_tencent_20260415_67557228_fea52ca4,点击,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),3807.59,131898,12548,4132,8000,6965.88,0.09513411878876102,1.936108422071636,1.829472185818326,292.89153846153846,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,3.5333,2.4421,-30.88,0.11497,1.0,13,0.837,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8820848624,94790014216,27098306,4.15-公众号-关键页-R50-历史-60+不限性别,touliu_tencent_20260409_27098306_d457d815,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),3803.89,49466,6403,10489,12760,10796.0,0.1294424453159746,1.2165125369434646,2.838147265036581,316.99083333333334,12,2026-04-16,2026-04-27,极速(≤1天),0.0,stable(8-30天),12,6.4545,,,1.149315,1.0,12,2.029,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8678799449,93249577421,64233326,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260323_64233326_ab60c07a,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),3774.95,35104,6772,12444,12395,10488.08,0.19291248860528715,0.9960623593699774,2.7783361369024755,269.6392857142857,14,2026-04-14,2026-04-27,中(4-7天),5.0,stable(8-30天),19,1.6383,0.9989,-39.03,0.012135,1.0,14,1.068,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8839656710,95236280597,64132906,4.17-朋友圈+公众号-R50-生活-关键页,touliu_tencent_20260407_64132906_d2a62bed,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),3746.22,79312,8711,9720,12306,11391.13,0.10983205567883801,1.2660493827160493,3.0406996919561586,340.56545454545454,11,2026-04-17,2026-04-27,快(2-3天),2.0,stable(8-30天),10,1.4915,0.8333,-44.13,-0.072966,1.0,11,1.245,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8680465628,93352733078,64127165,0408-公众号去激励-QR50历史-关键页面-60+,touliu_tencent_20260410_64127165_3ed6c58c,关键页面访问次数,Q-R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),3739.9500000000003,67021,7782,9206,7560,10524.72,0.11611286014831172,0.821203562893765,2.814133878795171,267.13928571428573,14,2026-04-14,2026-04-27,快(2-3天),3.0,stable(8-30天),19,1.5055,0.5767,-61.69,-0.022207,1.0,14,1.075,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8818154462,90284970382,64304168,3.24-朋友圈+公众号去激励-330+全品类图,touliu_tencent_20260415_64304168_b33b3006,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),3735.56,244905,19364,3970,5092,4107.26,0.07906739347910414,1.2826196473551637,1.0995031534763196,339.5963636363636,11,2026-04-16,2026-04-26,极速(≤1天),1.0,mature(31-60天),34,2.109,0.0,-100.0,-0.298492,1.0,11,0.927,其他,数字冲击,False,False,False,False,True,False,"严重衰退（峰值 2.11 → 最近 0.00, 衰减 -100%）— 建议换素材"
 
+8934105124,96185089057,44332127,0422-朋友圈+公众号去激励-r50惊奇45+男-点击,touliu_tencent_20260415_44332127_03bbd999,点击,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),3726.64,102647,11378,3059,5721,4627.41,0.11084590879421707,1.8702190258254332,1.2417110319215163,621.1066666666667,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,3.0229,2.1506,-28.86,,1.0,6,0.555,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8945699886,93246116457,22451901,4.8-公众号去激励-R50生活-年龄60+关键页面,touliu_tencent_20260421_22451901_ae958cec,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),3716.11,44209,6958,11375,8166,5470.01,0.1573887669931462,0.7178901098901099,1.4719720352734444,619.3516666666667,6,2026-04-22,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.2601,0.7944,-36.95,,1.0,6,0.839,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8899747573,95825924922,64579598,R50*泛知识*时政历史,touliu_tencent_20260420_64579598_ef84150d,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),3664.16,60316,6231,10026,6715,5615.490000000001,0.1033059221433782,0.6697586275683224,1.5325449762019128,458.02,8,2026-04-20,2026-04-27,极速(≤1天),0.0,learning(4-7天),7,1.6386,0.5425,-66.89,0.00294,1.0,8,0.739,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8637989545,93246116457,63716056,4.8-公众号去激励-R50生活-年龄60+关键页面,touliu_tencent_20260408_63716056_36509f8c,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),3646.35,56902,6624,12038,10256,16709.74,0.116410670978173,0.851968765575677,4.582593552456567,260.4535714285714,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,2.0238,1.3275,-34.41,0.050404,1.0,14,1.036,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8840053587,95236915121,30757888,0417-朋友圈+公众号小程序-r50-关键页,touliu_tencent_20260408_30757888_96ec3c4e,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),3641.81,71946,10510,13710,8797,7827.55,0.14608178355989215,0.6416484318016047,2.149357050477647,364.181,10,2026-04-17,2026-04-26,极速(≤1天),1.0,stable(8-30天),10,0.9441,0.6639,-29.68,-0.010305,1.0,10,1.338,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8328611895,90168859535,64037701,0320-公众号去激励-R50-关键页-微动,touliu_tencent_20260310_64037701_dfce6ef7,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),3641.39,53194,6603,10254,9143,23005.65,0.12413054103846298,0.8916520382289838,6.317820942002917,280.10692307692307,13,2026-04-14,2026-04-26,极速(≤1天),0.0,mature(31-60天),35,1.2945,0.8133,-37.17,-0.058486,1.0,13,0.541,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8369485864,90577391167,63372188,0325-公众号-非人群包-早安-票圈视频-高rov,touliu_tencent_20260127_63372188_a121da62,关键页面访问次数,,中范围(10-29),中老年(>=50),3641.35,355454,50166,19772,13059,11796.76,0.14113218588059215,0.6604794659113898,3.239666607164925,260.0964285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,0.8638,0.6039,-30.08,0.016542,1.0,14,0.795,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8392510745,87834709968,64506637,0310-公众号去激励-R50生活-关键页面,touliu_tencent_20260311_64506637_d5a5d77e,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),3634.14,68327,9205,13459,11181,20490.9,0.13471980329884234,0.8307452262426629,5.638445409367829,259.58142857142855,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),48,1.1081,0.6512,-41.24,-0.057755,1.0,14,0.622,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8940331759,96229597938,67269322,0422-公众号小程序-R50情感-关键页面-60+,touliu_tencent_20260415_67269322_6f47e013,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),3632.92,40082,5211,8196,6397,5365.78,0.13000848261064818,0.7805026842362128,1.4769882078328176,726.5840000000001,5,2026-04-22,2026-04-26,极速(≤1天),0.0,learning(4-7天),5,0.9913,0.6635,-33.06,,1.0,5,0.729,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8637615155,93249577421,26385875,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260326_26385875_aa817c0a,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),3623.94,38572,6330,9716,11270,11188.94,0.1641086798714093,1.159942363112392,3.0875069675546505,258.85285714285715,14,2026-04-14,2026-04-27,快(2-3天),3.0,stable(8-30天),19,2.0535,,,-0.049632,1.0,14,1.013,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8663494042,91449831244,44659071,0330-公众号去激励-R180-330-关键页面,touliu_tencent_20260409_44659071_5119771a,关键页面访问次数,回流180-330人群,大范围(>=30省市),中老年(>=50),3604.46,59109,7396,10658,13253,15473.32,0.12512476949364734,1.2434790767498594,4.292826109874988,257.4614285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),28,2.2273,1.2222,-45.13,-0.00439,1.0,14,1.427,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8896968882,95798250987,57266793,4.20-公众号+朋友圈-关键页-R50-历史-60+-微动,touliu_tencent_20260420_57266793_d59ea4a5,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),3604.18,29768,5258,9145,10279,9980.380000000001,0.17663262563826929,1.1240021869874248,2.7691125304507547,450.5225,8,2026-04-20,2026-04-27,极速(≤1天),0.0,learning(4-7天),7,1.4286,1.051,-26.43,-0.018444,1.0,8,2.061,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8951708017,96356609562,14343566,票圈-图片-朋友圈+公众号-4.22-hyw-R50*泛惊奇-关键页,touliu_tencent_20260422_14343566_685d5455,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),3597.95,45411,6579,8874,9664,5946.3,0.1448767919667041,1.0890241153932838,1.6526911157742605,599.6583333333333,6,2026-04-22,2026-04-27,极速(≤1天),1.0,learning(4-7天),5,1.2515,0.9562,-23.6,,1.0,6,0.69,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8770406668,85497678782,12315525,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260408_12315525_479a49c3,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),3595.36,177187,17045,5396,6351,4887.82,0.09619780232184076,1.1769829503335805,1.3594799964398556,256.81142857142856,14,2026-04-14,2026-04-27,极速(≤1天),1.0,declining(>60天),61,2.3051,1.4685,-36.29,0.121307,1.0,14,0.903,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8677778038,90305579949,12315525,R50*同感个体*退休榜样,touliu_tencent_20260408_12315525_5c3371b1,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),3576.21,40114,5628,6540,9341,11093.17,0.14030014458792442,1.4282874617737003,3.1019347297837654,255.44357142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,2.3133,1.125,-51.37,-0.042499,1.0,14,0.888,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8896968881,95798250987,57266793,4.20-公众号+朋友圈-关键页-R50-历史-60+-微动,touliu_tencent_20260420_57266793_66e3a367,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),3571.58,17675,5351,8248,6968,7055.08,0.30274398868458274,0.8448108632395732,1.9753386456414248,446.4475,8,2026-04-20,2026-04-27,极速(≤1天),1.0,learning(4-7天),7,1.2105,0.8792,-27.37,-0.005697,1.0,8,1.379,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8637591080,93256766856,44332127,60+朋友圈+公众号小程序r500-关键页,touliu_tencent_20260408_44332127_dbc164ed,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),3541.1499999999996,24893,4611,9000,21464,46848.2,0.185232796368457,2.384888888888889,13.22965703232001,252.9392857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,4.8085,2.9671,-38.3,0.05522,1.0,14,0.919,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8367740911,90565013000,62254262,0325-公众号去激励-关键页r50历史-微动,touliu_tencent_20260323_62254262_5ee7aa1b,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),3540.8700000000003,45940,5814,10504,10379,15221.14,0.12655637788419677,0.9880997715156131,4.298700601829493,252.91928571428573,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,3.0,0.991,-66.97,-0.04226,1.0,14,1.485,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8838406686,95227011410,22451901,0417-r300-朋友圈+公众号小程序-点击-45+男,touliu_tencent_20260415_22451901_8fd1b869,点击,回流330以上人群,中范围(10-29),中老年(>=50),3520.81,87033,7819,5020,12669,8362.59,0.0898394861719118,2.5237051792828686,2.375189232023313,320.07363636363635,11,2026-04-17,2026-04-27,极速(≤1天),0.0,stable(8-30天),10,4.4258,1.7442,-60.59,-0.126113,1.0,11,0.62,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8546241694,92354084320,41032575,0403-朋友圈+公众号去激励-关键页面访问-非人群-图片,touliu_tencent_20260325_41032575_baf43d49,关键页面访问次数,,中范围(10-29),中老年(>=50),3503.06,120973,15630,18296,10493,14092.699999999999,0.12920238400304201,0.5735133362483603,4.022968490405531,250.21857142857144,14,2026-04-14,2026-04-27,快(2-3天),3.0,stable(8-30天),24,1.8667,,,-0.103261,1.0,14,1.396,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8529823847,92183362577,65105285,0402-公众号去激励-R50祝福-关键页面,touliu_tencent_20260312_65105285_513237d7,关键页面访问次数,R50*泛祝福,大范围(>=30省市),中老年(>=50),3492.96,69700,6048,9897,14734,10675.98,0.08677187948350072,1.4887339597857936,3.0564277861756217,249.49714285714285,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),25,3.7042,1.4453,-60.98,-0.324753,1.0,14,1.278,娱乐搞笑,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8403072341,90919333985,65431327,R50*全品类,touliu_tencent_20260326_65431327_f8eccf94,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),3443.32,72007,10510,10885,9556,13758.94,0.14595803185801381,0.8779053743683969,3.9958354146579462,245.95142857142858,14,2026-04-14,2026-04-27,快(2-3天),3.0,mature(31-60天),31,2.0,0.7398,-63.01,-0.057826,1.0,14,1.216,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8940653859,96208045555,62441928,R50*同感个体*个人情感,touliu_tencent_20260422_62441928_962b649d,关键页面访问次数,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),3435.63,108857,8746,8781,9286,5801.21,0.08034393745923551,1.0575105341077327,1.688543294825112,572.605,6,2026-04-22,2026-04-27,极速(≤1天),1.0,learning(4-7天),5,1.3356,1.1223,-15.97,,1.0,6,0.611,情感故事,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8240435427,89258734736,54137542,0318-公众号小程序-回流q330-图片-点击,touliu_tencent_20260318_54137542_72b3d0bf,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),3424.43,148871,9767,5241,7022,10399.57,0.06560713637981877,1.3398206449150925,3.036876210055396,244.60214285714284,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),40,2.471,1.2463,-49.56,0.005889,1.0,14,0.194,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8795075233,94807964157,22451901,0415-r300-朋友圈+公众号小程序-点击-45+男,touliu_tencent_20260415_22451901_bfa0b6a6,点击,回流330以上人群,中范围(10-29),中老年(>=50),3412.83,76927,7770,3239,5736,4868.37,0.10100484875271361,1.770916949675826,1.4264906250824096,262.5253846153846,13,2026-04-15,2026-04-27,快(2-3天),2.0,stable(8-30天),12,4.0469,1.8772,-53.61,0.075538,1.0,13,0.62,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8663379200,91449682108,44659071,0330-公众号去激励-R100-180-关键页面,touliu_tencent_20260409_44659071_537f68ab,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),3412.6,70594,8873,10670,11671,15320.72,0.12569056860356403,1.0938144329896908,4.489456719217019,243.75714285714284,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),28,23.6667,0.8033,-96.61,-0.857187,1.0,14,1.223,其他,其他,False,False,False,False,True,False,"严重衰退（峰值 23.67 → 最近 0.80, 衰减 -97%）— 建议换素材"
 
+8644022834,93314322347,66473439,0408-公众号去激励-R50情感-关键页面-60+,touliu_tencent_20260408_66473439_a7c79f35,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),3411.37,53711,4430,9871,5705,6167.51,0.08247844947962242,0.5779556275959883,1.8079276067972692,243.6692857142857,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),19,1.7692,0.5531,-68.74,0.017228,1.0,14,1.112,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8375574324,90639639264,47652048,0325-公众号小程序-关键页面访问-R50惊奇,touliu_tencent_20260316_47652048_4fafd401,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),3402.45,33528,5821,8880,8366,15129.28,0.17361608208064902,0.9421171171171171,4.446584079119458,243.03214285714284,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),33,1.431,,,0.122935,1.0,14,1.153,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8663031301,93246116457,64132906,4.8-公众号去激励-R50生活-年龄60+关键页面,touliu_tencent_20260407_64132906_0fb55921,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),3383.42,53478,5942,9537,10606,9859.4,0.1111111111111111,1.1120897556883715,2.9140337291852623,241.67285714285714,14,2026-04-14,2026-04-27,快(2-3天),3.0,stable(8-30天),19,3.2128,1.1045,-65.62,-0.039526,1.0,14,1.167,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8838373048,95227011410,64132906,0417-r300-朋友圈+公众号小程序-点击-45+男,touliu_tencent_20260407_64132906_9262cdee,点击,回流330以上人群,中范围(10-29),中老年(>=50),3367.04,113931,6802,2873,7456,5697.2,0.059702802573487465,2.595196658545075,1.6920499904961033,306.0945454545454,11,2026-04-17,2026-04-27,极速(≤1天),0.0,stable(8-30天),10,3.7612,2.2375,-40.51,-0.069439,1.0,11,0.322,其他,其他,False,False,False,True,False,False,落地宝藏（CTR 0.060 低/裂变率 2.595 高）— 建议换投放素材
 
+8990143684,93220659383,44332127,60+r100-180-朋友圈+公众号小程序-关键页,touliu_tencent_20260422_44332127_9c67b258,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),3336.87,47226,8639,11113,7617,4982.93,0.1829288951001567,0.6854134797084496,1.4932946144141068,1112.29,3,2026-04-24,2026-04-26,极速(≤1天),0.0,stable(8-30天),19,0.8351,0.7051,-15.56,,1.0,3,0.367,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8112781472,32911894327,62442071,0313-朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov-47,touliu_tencent_20260311_62442071_e23d6149,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),3325.8,100939,9251,4378,4365,10058.57,0.09164941202112167,0.9970306075833714,3.024406157916892,237.55714285714288,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),410,1.3767,0.0,-100.0,-0.230116,1.0,14,0.406,其他,其他,False,False,False,False,True,False,"严重衰退（峰值 1.38 → 最近 0.00, 衰减 -100%）— 建议换素材"
 
+8775433468,91448601489,41032575,0330-公众号去激励-R500-关键页面,touliu_tencent_20260408_41032575_c0720642,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),3314.74,21314,4004,8525,14000,16428.36,0.18785774608238717,1.6422287390029326,4.956153423797946,236.76714285714283,14,2026-04-14,2026-04-27,快(2-3天),3.0,stable(8-30天),28,3.8082,1.8071,-52.55,-0.053377,1.0,14,0.919,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8636583805,93235756516,63716056,66+r330-朋友圈+公众号小程序-关键页,touliu_tencent_20260408_63716056_ae9447b9,关键页面访问次数,回流330以上人群,大范围(>=30省市),中老年(>=50),3314.6,30483,4853,9906,11676,20581.309999999998,0.15920349047009807,1.1786795881284071,6.2092892053339765,236.75714285714284,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,9.0,1.8017,-79.98,0.172955,1.0,14,1.184,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8901408474,87834709968,64304168,0310-公众号去激励-R50生活-关键页面,touliu_tencent_20260420_64304168_c67520f7,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),3302.1,71624,9407,10139,11134,8066.32,0.1313386574332626,1.0981359108393334,2.4427848944611004,412.7625,8,2026-04-20,2026-04-27,极速(≤1天),0.0,mature(31-60天),48,1.3824,0.8476,-38.68,-0.118301,1.0,8,0.873,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8368576108,90559362756,61785507,0325-公众号小程序-非人群,touliu_tencent_20260323_61785507_b4c6517c,关键页面访问次数,,大范围(>=30省市),中老年(>=50),3282.97,97729,15225,16154,12584,18149.739999999998,0.15578794421307904,0.7790021047418596,5.528451371776166,234.49785714285713,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,1.0919,0.0556,-94.91,-0.096387,1.0,14,1.268,其他,其他,False,False,False,False,True,False,"严重衰退（峰值 1.09 → 最近 0.06, 衰减 -95%）— 建议换素材"
 
+8678603712,93667915829,59675209,4.10-朋友圈+公众号-R500-全品类图,touliu_tencent_20260408_59675209_04ea95af,点击,R500*全品类,中范围(10-29),中老年(>=50),3268.33,75566,7801,4786,13908,11294.51,0.10323425879363735,2.9059757626410363,3.4557434530784836,233.45214285714286,14,2026-04-14,2026-04-27,快(2-3天),2.0,stable(8-30天),17,6.5882,4.4159,-32.97,0.205917,1.0,14,1.355,其他,数字冲击,False,True,False,False,False,False,裂变率赢家（落地页留存强）
 
+8738852985,79410176639,61785507,0115-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260408_61785507_b2cf86d7,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),3239.62,91831,9131,9695,17248,15717.72,0.09943265346124947,1.7790613718411552,4.85171717670591,231.40142857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),102,2.4552,,,-0.258953,1.0,14,1.167,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8681067822,93235608908,44332127,66+r180-330-朋友圈+公众号小程序-关键页,touliu_tencent_20260408_44332127_6e6d8e73,关键页面访问次数,回流180-330人群,大范围(>=30省市),中老年(>=50),3237.19,50668,7653,8976,11844,15632.27,0.15104207784005685,1.3195187165775402,4.82896277326941,231.22785714285715,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,8.8571,3.973,-55.14,0.129435,1.0,14,1.187,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8540247752,91963023048,63716056,0401朋友圈+公众号小程序-R50退休-关键页,touliu_tencent_20260403_63716056_0eb82653,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),3228.77,19793,4206,10196,9043,12429.66,0.21249936846359824,0.8869164378187524,3.8496579192695672,230.62642857142856,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),26,5.3571,0.8252,-84.6,-0.276005,1.0,14,1.055,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8982497823,95227011410,44332127,0417-r300-朋友圈+公众号小程序-点击-45+男,touliu_tencent_20260423_44332127_6bb995e1,点击,回流330以上人群,中范围(10-29),中老年(>=50),3222.24,54667,7150,4035,11132,5617.29,0.13079188541533282,2.7588599752168523,1.7432872784150157,805.56,4,2026-04-24,2026-04-27,极速(≤1天),0.0,stable(8-30天),10,3.1784,2.9701,-6.55,,1.0,4,0.228,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8960233398,96428900030,47394840,4.23-公众号-R50情感-关键页,touliu_tencent_20260403_47394840_0cf47ef1,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),3219.75,20156,5556,7843,6559,5087.4,0.27564993054177417,0.836287135024863,1.5800605637083622,643.95,5,2026-04-23,2026-04-27,极速(≤1天),0.0,learning(4-7天),4,7.0,2.8819,-58.83,,1.0,5,1.427,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8965605298,95207139643,16879901,朋友圈+公众号与小程序-回流100-图片-票圈视频-高rov,touliu_tencent_20260415_16879901_d9e8bc93,点击,回流100-180人群,中范围(10-29),中老年(>=50),3217.71,205960,17381,3682,4810,2823.0,0.08439017284909692,1.3063552417164583,0.8773320156260197,643.542,5,2026-04-23,2026-04-27,极速(≤1天),0.0,stable(8-30天),10,1.7818,1.3746,-22.85,,1.0,5,0.689,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8944443336,96287442984,63555293,R50*泛知识*时政历史,touliu_tencent_20260302_63555293_a0d34ce0,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),3217.6,55873,8476,9179,10979,7546.79,0.15170117946056236,1.196099793005774,2.345471780208851,536.2666666666667,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,2.2341,1.2285,-45.01,,1.0,6,1.474,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8977508086,96594997694,64547626,票圈-图片-朋友圈+公众号-4.23-hyw-泛人群-关键页-生活,touliu_tencent_20260423_64547626_408337fb,关键页面访问次数,,中范围(10-29),中老年(>=50),3187.61,214481,26917,14646,6204,6482.43,0.12549829588634892,0.42359688652191724,2.033633349123638,796.9025,4,2026-04-24,2026-04-27,极速(≤1天),0.0,cold_start(≤3天),3,0.5496,0.3861,-29.75,,1.0,4,0.369,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8921989992,94625166383,64233326,R50*泛惊奇*奇观技艺,touliu_tencent_20260415_64233326_27e6338e,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),3179.7200000000003,31304,5299,10223,5203,4272.85,0.16927549194991057,0.5089504059473736,1.3437818424263772,454.2457142857143,7,2026-04-21,2026-04-27,极速(≤1天),1.0,stable(8-30天),13,9.0,3.3555,-62.72,0.342434,1.0,7,0.979,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8495907484,91851130214,54713975,4.1-公众号去激励-R330,touliu_tencent_20260108_54713975_e8e503cb,点击,回流330以上人群,中范围(10-29),中老年(>=50),3145.77,67870,8002,3703,12620,16081.630000000001,0.11790187122439959,3.4080475290305157,5.1121442444933995,224.69785714285715,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),26,4.2483,,,,1.0,14,0.507,其他,其他,False,True,False,False,False,False,裂变率赢家（落地页留存强）
 
+9003180267,96830683947,64044672,票圈-图片-朋友圈+公众号-4.25-hyw-R50*全品类-关键页-情感,touliu_tencent_20260423_64044672_29333a42,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),3137.7,63152,10054,12823,7594,3182.05,0.1592031922979478,0.5922171098806831,1.0141345571597031,1045.8999999999999,3,2026-04-25,2026-04-27,极速(≤1天),0.0,cold_start(≤3天),2,0.7381,0.486,-34.15,,1.0,3,0.8,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8970928822,96537657769,66493048,4.23-公众号-R50情感视频-关键页,touliu_tencent_20260421_66493048_84358f28,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),3070.74,17469,5721,7407,5298,5519.29,0.3274944186845269,0.7152693398136898,1.7973810872949192,614.1479999999999,5,2026-04-23,2026-04-27,极速(≤1天),1.0,learning(4-7天),4,0.9045,0.6797,-24.85,,1.0,5,0.728,其他,其他,True,False,True,False,False,False,浪费流量（CTR 0.327 高/裂变率 0.715 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强）
 
+8371869375,90604274401,64304168,0325-公众号去激励-非人群,touliu_tencent_20260320_64304168_401701f1,关键页面访问次数,,大范围(>=30省市),中老年(>=50),3055.99,101865,17081,18757,8865,9261.02,0.1676827173219457,0.4726235538732207,3.0304483980641304,218.285,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),33,0.8978,0.5084,-43.38,0.016678,1.0,14,1.022,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8839656600,95236280597,63716056,4.17-朋友圈+公众号-R50-生活-关键页,touliu_tencent_20260413_63716056_72a41cbb,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),3048.7599999999998,33668,7085,9987,7747,5798.81,0.21043721040750862,0.7757084209472314,1.9020224615909422,304.876,10,2026-04-17,2026-04-27,中(4-7天),6.0,stable(8-30天),10,5.88,1.6923,-71.22,0.416957,0.909,9,2.605,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8637615483,93249577421,41032575,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260408_41032575_29743297,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),3040.08,34989,5081,6882,8396,15813.99,0.14521706822144104,1.2199941877361231,5.201833504381463,217.14857142857142,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.8467,1.0211,-44.71,-0.009424,1.0,14,0.598,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8680155407,93686972867,64304168,4.10-朋友圈+公众号-R50-猎奇,touliu_tencent_20260408_64304168_5e1e7c9e,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),3022.55,157823,10202,2898,4600,6381.25,0.06464203569821889,1.5873015873015872,2.1112140411242164,215.89642857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),17,3.4845,1.5912,-54.33,0.025058,1.0,14,0.613,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8585842425,92725314405,60602380,0405-朋友圈+公众号去激励-关键页面访问-R50惊奇,touliu_tencent_20260302_60602380_cbd50a0b,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),2987.59,34788,5401,8155,8181,9977.14,0.15525468552374383,1.0031882280809319,3.339527846859843,298.759,10,2026-04-14,2026-04-23,快(2-3天),2.0,stable(8-30天),22,1.7286,0.6926,-59.93,-0.07542,1.0,10,1.013,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8795627842,94807964157,22451901,0415-r300-朋友圈+公众号小程序-点击-45+男,touliu_tencent_20260415_22451901_59350019,点击,回流330以上人群,中范围(10-29),中老年(>=50),2984.86,32404,6241,2937,5335,4027.51,0.1925996790519689,1.8164794007490637,1.3493128655950364,229.60461538461539,13,2026-04-15,2026-04-27,快(2-3天),3.0,stable(8-30天),12,4.0909,1.7688,-56.76,0.055122,1.0,13,0.726,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8352172270,90406757947,63716056,0324-公众号小程序-关键页面访问-非人群-图片,touliu_tencent_20260324_63716056_35357ae3,关键页面访问次数,,中范围(10-29),中老年(>=50),2959.49,123534,19888,14281,11358,11383.46,0.16099211553094694,0.7953224564106155,3.8464262423593256,227.6530769230769,13,2026-04-14,2026-04-26,极速(≤1天),0.0,mature(31-60天),34,1.0596,0.7209,-31.96,-0.015576,1.0,13,0.751,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8680155486,93686972867,59675209,4.10-朋友圈+公众号-R50-猎奇,touliu_tencent_20260408_59675209_90aa5a2f,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),2958.91,120817,10821,2744,5408,4244.99,0.08956521019392966,1.9708454810495626,1.4346465421388281,211.35071428571428,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),17,2.9107,1.5872,-45.47,-0.124891,1.0,14,0.424,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8637615256,93249577421,64504122,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260323_64504122_4655ff4e,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),2942.43,31216,4962,6636,9675,11556.550000000001,0.15895694515633008,1.4579566003616637,3.927553076878635,210.17357142857142,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.6781,,,,1.0,14,0.513,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8839656448,95236280597,30757888,4.17-朋友圈+公众号-R50-生活-关键页,touliu_tencent_20260408_30757888_67730db7,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),2930.58,27833,5983,9334,8530,9489.54,0.21496065821147559,0.9138632954788943,3.238109862211576,266.41636363636366,11,2026-04-17,2026-04-27,中(4-7天),6.0,stable(8-30天),10,1.773,,,-0.027155,1.0,11,2.509,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8797045372,94625166383,60475214,R50*泛惊奇*奇观技艺,touliu_tencent_20260415_60475214_d0ba6132,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),2922.19,26382,4165,9227,7511,6203.41,0.15787279205518914,0.8140240598244283,2.12286333195309,224.78384615384616,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),13,4.8333,,,,1.0,13,1.512,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8213847282,88998261545,59675209,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260316_59675209_e68b3b70,点击,R500*全品类,中范围(10-29),中老年(>=50),2904.1800000000003,69163,6021,4192,13875,20850.15,0.08705521738501801,3.3098759541984735,7.179358717434869,207.4414285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),41,8.1111,,,-0.450657,1.0,14,0.705,其他,其他,False,True,False,True,False,False,落地宝藏（CTR 0.087 低/裂变率 3.310 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强）
 
+8607396998,91957252882,64304168,0401-公众号小程序-非人群,touliu_tencent_20260326_64304168_b1dd52de,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2890.44,203397,23582,14067,10020,25966.66,0.11594074642202196,0.7123053956067392,8.983635709442161,206.46,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),26,2.1429,1.387,-35.27,0.101082,1.0,14,1.181,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8849248077,95330350783,20551537,0417-朋友圈+公众号小程序-R500点击,touliu_tencent_20260116_20551537_34c5b3b1,点击,R500*全品类,大范围(>=30省市),中老年(>=50),2886.79,97086,7265,3887,7399,5601.39,0.07483056259398883,1.9035245690764084,1.9403524329791915,262.43545454545455,11,2026-04-17,2026-04-27,极速(≤1天),1.0,stable(8-30天),10,3.0293,1.9187,-36.66,-0.062284,1.0,11,0.387,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8606536061,92945929084,63716056,0407-朋友圈+公众号去激励-非人群,touliu_tencent_20260403_63716056_fcab8f03,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2870.58,136115,21878,15475,11663,18107.64,0.16073173419534953,0.7536672051696285,6.308007441004953,205.04142857142855,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),20,5.5714,3.319,-40.43,0.513449,1.0,14,1.376,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8642376010,90289631207,44332127,3.24-公众号小程序-R50-猎奇,touliu_tencent_20260408_44332127_eebfc215,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),2847.0699999999997,104813,9124,2806,6509,6682.68,0.08705027048171506,2.319672131147541,2.3472130997832865,203.36214285714283,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,3.7451,1.0442,-72.12,0.169038,1.0,14,0.958,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8414386110,85497678782,65431327,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260326_65431327_bd33c332,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),2830.23,135861,13308,4065,4391,4924.42,0.09795305496058472,1.0801968019680197,1.7399363302629116,202.15928571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),61,3.35,1.1661,-65.19,0.012104,1.0,14,0.941,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8287776613,81480877084,63410980,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260211_63410980_b9df9b0d,点击,回流330以上人群,中范围(10-29),中老年(>=50),2826.75,113646,7851,3212,6887,6371.71,0.0690829417665382,2.1441469489414695,2.254076235960025,201.91071428571428,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),82,3.3344,0.0,-100.0,-0.379469,1.0,14,0.522,其他,其他,False,False,False,False,True,False,"严重衰退（峰值 3.33 → 最近 0.00, 衰减 -100%）— 建议换素材"
 
+8506397361,91958063217,41032575,0325-朋友圈+公众号去激励-非人群,touliu_tencent_20260325_41032575_7af84a98,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2820.91,211429,22884,13501,8986,16242.01,0.10823491574003566,0.6655803273831568,5.7577200265162665,201.4935714285714,14,2026-04-14,2026-04-27,快(2-3天),2.0,stable(8-30天),26,3.25,0.4931,-84.83,-0.123555,1.0,14,1.534,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8795144381,94800841063,61785507,0415-朋友圈+公众号去激励-r50惊奇45+男-点击,touliu_tencent_20260415_61785507_3f527a4e,点击,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),2815.85,122663,8893,2458,4129,3705.2799999999997,0.07249944971181203,1.6798209926769732,1.3158655468153488,216.60384615384615,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,2.5979,1.5464,-40.48,-0.01536,1.0,13,0.427,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8786089215,93022991251,13866288,0407-公众号小程序-回流q330-图片-点击,touliu_tencent_20260327_13866288_56b379a2,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2798.12,67217,7630,8210,11574,12218.18,0.11351295059285597,1.4097442143727161,4.366567552499536,215.23999999999998,13,2026-04-15,2026-04-27,极速(≤1天),0.0,stable(8-30天),20,2.7088,1.4294,-47.23,0.03222,1.0,13,0.601,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8658740802,93349319680,44659071,0408-公众号去激励-R50全品类-关键页面-60+,touliu_tencent_20260402_44659071_9bb04a68,关键页面访问次数,R50*全品类,大范围(>=30省市),中老年(>=50),2796.54,70296,7437,9783,8671,19240.31,0.1057954933424377,0.8863334355514668,6.8800410507269705,310.7266666666667,9,2026-04-14,2026-04-22,极速(≤1天),0.0,stable(8-30天),19,1.3538,0.9025,-33.34,0.013331,1.0,9,0.844,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8912991754,90406757947,64304168,0324-公众号小程序-关键页面访问-非人群-图片,touliu_tencent_20260415_64304168_cb9dc49e,关键页面访问次数,,中范围(10-29),中老年(>=50),2788.02,70075,11769,17830,6717,5177.43,0.16794862647163752,0.37672462142456536,1.8570275679514496,464.67,6,2026-04-21,2026-04-26,快(2-3天),2.0,mature(31-60天),34,0.4208,0.3739,-11.14,,1.0,6,1.146,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8612333595,90494465713,12315525,3.25-朋友圈+公众号-关键页面访问-R50-生活,touliu_tencent_20260326_12315525_be7ab3fd,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),2782.23,45629,6287,8663,7431,12967.05,0.13778518047732802,0.8577859863788526,4.6606678815195,198.7307142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,1.3106,0.3117,-76.21,-0.121464,1.0,14,1.499,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8534009279,92222383671,64304168,0402-朋友圈+公众号小程序-非人群-关键页面,touliu_tencent_20260326_64304168_2d5cd43b,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2781.58,184885,28910,14272,7967,9250.13,0.15636747167157963,0.5582258968609866,3.325494862632029,198.68428571428572,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),25,1.0311,0.7029,-31.83,0.006307,1.0,14,0.753,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8772901127,88399054309,65249233,R_330+,touliu_tencent_20260402_65249233_d0499038,关键页面访问次数,回流330以上人群,中范围(10-29),中老年(>=50),2768.51,27539,4137,7542,9297,8711.66,0.1502233196557609,1.2326968973747017,3.146696237326215,197.7507142857143,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),45,4.1892,0.7533,-82.02,-0.094213,1.0,14,0.904,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8740432922,91858805996,61785507,0401公众号小程序-q-R330-关键页,touliu_tencent_20260408_61785507_6227fb75,关键页面访问次数,Q-回流330以上人群,中范围(10-29),中老年(>=50),2759.39,37527,7472,12471,10351,10148.31,0.19910997415194392,0.8300056130222115,3.6777367461649133,197.0992857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),26,1.0038,,,,1.0,14,0.826,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8614428938,93022991251,64304168,0407-公众号小程序-回流q330-图片-点击,touliu_tencent_20260407_64304168_c775cf6d,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2744.2799999999997,71832,7721,6554,11390,16612.3,0.10748691391023499,1.7378700030515715,6.053427492821433,196.01999999999998,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),20,2.8645,2.215,-22.67,0.23594,1.0,14,0.343,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8935143055,95301147188,44332127,0417-朋友圈+公众号去激励-r500全-点击,touliu_tencent_20260415_44332127_4cbc52d8,点击,R500*全品类,中范围(10-29),中老年(>=50),2740.76,47156,5863,2794,8617,4504.889999999999,0.12433200441089151,3.0841088045812457,1.643664531005998,456.79333333333335,6,2026-04-22,2026-04-27,极速(≤1天),0.0,stable(8-30天),10,3.4466,3.0255,-12.22,,1.0,6,0.496,其他,其他,False,True,False,False,False,False,裂变率赢家（落地页留存强）
 
+8372012417,90604274401,63716056,0325-公众号去激励-非人群,touliu_tencent_20260324_63716056_097923c7,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2735.42,198766,18699,12757,10785,15478.64,0.09407544549872715,0.8454182017715763,5.658597217246346,195.38714285714286,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),33,1.3764,0.8207,-40.37,0.025296,1.0,14,0.888,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8608316803,92964156965,22451901,0407-朋友圈+公众号小程序-关键页面访问-非人群-图片,touliu_tencent_20260326_22451901_4e534923,关键页面访问次数,,中范围(10-29),中老年(>=50),2731.77,138467,18354,12064,7095,11762.05,0.13255143824882462,0.5881133952254642,4.305651647100597,195.12642857142856,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),20,1.07,0.412,-61.5,-0.084783,1.0,14,0.942,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8742116206,94271549897,44659071,0413-朋友圈+公众号小程序-关键页面访问-非人群-视频,touliu_tencent_20260409_44659071_3e24a31f,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2727.6,112105,17163,15295,7485,9191.84,0.1530975424824941,0.489375612945407,3.3699369409004256,194.82857142857142,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,1.0599,0.531,-49.9,0.000317,1.0,14,0.921,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8990115406,93220659383,63745812,60+r100-180-朋友圈+公众号小程序-关键页,touliu_tencent_20260423_63745812_17c02d3b,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),2720.17,54965,7939,8673,8470,4678.57,0.1444373692349677,0.976594027441485,1.719955002812324,906.7233333333334,3,2026-04-24,2026-04-26,极速(≤1天),0.0,stable(8-30天),19,1.2874,1.023,-20.54,,1.0,3,0.347,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8942176845,96265737421,65772184,0422-公众号小程序-R50情感-关键页面-60+-视频,touliu_tencent_20260413_65772184_85111456,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),2695.04,19189,5095,6081,5497,3434.46,0.2655167022773464,0.9039631639532971,1.2743632747565898,449.17333333333335,6,2026-04-22,2026-04-27,中(4-7天),4.0,learning(4-7天),5,1.0588,0.7008,-33.81,,1.0,6,2.134,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8387272107,86405415641,10858343,3.2-朋友圈+公众号去激励-R330,touliu_tencent_20260323_10858343_12c77ba5,点击,回流330以上人群,中范围(10-29),中老年(>=50),2692.04,107726,6333,2902,5766,12076.279999999999,0.05878803631435308,1.9869055823569952,4.485921457333472,192.28857142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),56,6.0162,1.0456,-82.62,-0.114979,1.0,14,0.435,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8939969457,96228148920,22451901,4.22-公众号+朋友圈-R50*全品类-关键页面 60+,touliu_tencent_20260421_22451901_bef118a5,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),2680.2799999999997,33823,6345,10185,4293,3379.42,0.18759424060550514,0.4215022091310751,1.2608458817735462,446.7133333333333,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,0.5461,0.4246,-22.25,,1.0,6,0.289,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8989596886,92964156965,44332127,0407-朋友圈+公众号小程序-关键页面访问-非人群-图片,touliu_tencent_20260422_44332127_af2afa84,关键页面访问次数,,中范围(10-29),中老年(>=50),2671.93,81392,15461,15273,10312,5773.6,0.18995724395517988,0.6751784194329863,2.1608350518164774,667.9825,4,2026-04-24,2026-04-27,极速(≤1天),0.0,stable(8-30天),20,0.8012,0.7287,-9.05,,1.0,4,0.553,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8484252167,90305579949,62642651,R50*同感个体*退休榜样,touliu_tencent_20260304_62642651_f8543fb2,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),2660.0499999999997,22839,3912,6156,7283,8050.69,0.17128595822934453,1.1830734243014944,3.0265182985282233,190.0035714285714,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),34,2.4065,1.0882,-54.78,-0.005099,1.0,14,0.705,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8750266891,94373448512,60394496,Q-R50*泛知识*时政历史-图片-关键,touliu_tencent_20260330_60394496_b5d5d005,关键页面访问次数,Q-R50*泛知识*时政历史,中范围(10-29),中老年(>=50),2657.46,49480,6258,6852,5165,6493.37,0.12647534357316087,0.75379451255108,2.443449760297427,189.81857142857143,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),14,1.2117,0.8045,-33.6,-0.011724,1.0,14,1.268,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8637708153,93256766856,12315525,60+朋友圈+公众号小程序r500-关键页,touliu_tencent_20260326_12315525_e21463ee,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),2632.49,11223,3025,7171,10176,23871.05,0.2695357747482848,1.419048947148236,9.067859706969447,188.035,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.9113,,,,1.0,14,0.791,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8740067604,94270011926,63716056,0413-朋友圈+公众号小程序-视频非人群,touliu_tencent_20260409_63716056_15b532ce,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2623.69,55090,11713,13091,6746,12191.65,0.2126157197313487,0.5153158658620426,4.646757048279332,187.40642857142856,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,0.7386,,,,1.0,14,1.714,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8956805030,96409852942,66324605,0423-朋友圈+公众号小程序-非人群-早安,touliu_tencent_20260421_66324605_e525471b,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2611.42,256009,24347,15330,10849,3252.79,0.09510212531590687,0.7076973255055446,1.245602009634605,522.284,5,2026-04-23,2026-04-27,极速(≤1天),1.0,learning(4-7天),4,0.8142,0.7093,-12.88,,1.0,5,0.682,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8504377773,87128461377,64304168,0306-朋友圈+公众号去激励-R330-点击,touliu_tencent_20260326_64304168_b5d76cf0,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2607.9,135525,6889,7437,15110,14630.72,0.05083194982475558,2.0317332257630767,5.610153763564553,186.27857142857144,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),52,2.9889,2.3026,-22.96,0.127506,1.0,14,0.286,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8836352941,95207387777,64233326,朋友圈+公众号与小程序-回流50-图片-票圈视频-高rov,touliu_tencent_20260415_64233326_e35bdb78,点击,回流50-100人群,中范围(10-29),中老年(>=50),2603.9700000000003,293540,17496,3341,4115,2318.93,0.059603461197792466,1.2316671655193057,0.890536373306912,236.72454545454548,11,2026-04-17,2026-04-27,快(2-3天),2.0,stable(8-30天),10,1.5338,1.2916,-15.79,0.064742,1.0,11,0.671,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8964698846,96477019989,14343566,票圈-图片-朋友圈+公众号-4.23-hyw-R330人群-关键页-泛惊奇,touliu_tencent_20260422_14343566_c91ec784,关键页面访问次数,回流330以上人群,中范围(10-29),中老年(>=50),2593.3199999999997,22606,4233,9896,9792,4731.16,0.1872511722551535,0.9894907033144705,1.824364135548255,518.664,5,2026-04-23,2026-04-27,快(2-3天),2.0,learning(4-7天),4,1.1428,0.9406,-17.69,,1.0,5,1.108,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8895296741,90214735042,67557228,0323公众号去激励-关键页r50历史,touliu_tencent_20260415_67557228_2ecc10b8,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),2591.55,24342,3951,7903,7640,6167.99,0.16231205324131132,0.9667214981652537,2.3800389728154965,323.94375,8,2026-04-20,2026-04-27,极速(≤1天),1.0,mature(31-60天),35,1.3704,0.8863,-35.32,0.034925,1.0,8,1.405,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8966264853,93727084726,22451901,0410公众号去激励-R50退休-关键页-微动,touliu_tencent_20260423_22451901_09fc8514,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),2587.85,25351,3707,6802,6656,4381.67,0.14622697329493906,0.9785357247868274,1.693170005989528,517.5699999999999,5,2026-04-23,2026-04-27,极速(≤1天),1.0,stable(8-30天),17,1.162,1.0082,-13.23,,1.0,5,0.93,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8795947172,85498965066,44659071,朋友圈+公众号与小程序-回流180-图片-票圈视频-高rov,touliu_tencent_20260402_44659071_15cf04ba,点击,Q-回流180-330人群,中范围(10-29),中老年(>=50),2586.29,274217,17851,4915,4618,3793.0,0.06509807925839754,0.9395727365208545,1.4665795405774296,198.94538461538463,13,2026-04-15,2026-04-27,极速(≤1天),1.0,declining(>60天),61,1.4855,0.9151,-38.4,0.001561,1.0,13,0.41,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8112832024,37429627354,62442071,0421-朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov-42,touliu_tencent_20260311_62442071_ceb8709f,点击,Q-回流330以上人群,大范围(>=30省市),中老年(>=50),2584.34,194734,13461,1956,1836,4498.61,0.0691250629063235,0.9386503067484663,1.740719100427962,184.5957142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),371,1.5429,,,0.053832,1.0,14,0.412,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8815454722,87838881237,61785507,0310-公众号去激励-R50惊奇-关键页面,touliu_tencent_20260415_61785507_e5502440,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),2576.11,22142,3930,7537,7264,9134.380000000001,0.1774907415770933,0.9637786917871832,3.5458035565251484,214.67583333333334,12,2026-04-16,2026-04-27,极速(≤1天),1.0,mature(31-60天),48,1.121,,,,1.0,12,1.664,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8131412969,81517945099,63716056,0128公众号小程序-回流100-180-点击,touliu_tencent_20260309_63716056_d5401cf6,点击,回流100-180人群,大范围(>=30省市),中老年(>=50),2575.82,226045,23651,10297,9656,12437.81,0.10462960914862085,0.9377488588909391,4.828679799054282,183.98714285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),89,1.6192,0.9274,-42.73,0.024968,1.0,14,0.216,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+7021364085,77077985925,62277965,0102-公众号-R_50*祝福-萌娃-票圈视频-高rov,touliu_tencent_20251231_62277965_ea495996,点击,R50*泛祝福,大范围(>=30省市),中老年(>=50),2573.16,132057,7567,2310,4367,3993.97,0.057301013956094715,1.8904761904761904,1.5521654308321287,183.79714285714286,14,2026-04-14,2026-04-27,中(4-7天),5.0,declining(>60天),115,3.7589,1.579,-57.99,-0.245125,1.0,14,0.873,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8069489608,87101585194,54137542,3.6-朋友圈+公众号小程序-R50-猎奇,touliu_tencent_20260122_54137542_e720627b,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),2559.19,86607,8423,3287,4677,6149.42,0.09725541815326706,1.4228780042592029,2.4028774729504256,182.79928571428573,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),52,2.6727,1.2363,-53.75,-0.048846,1.0,14,0.418,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8884088292,93080524540,63555293,0407-朋友圈+公众号去激励-关键页面访问-非人群-图片,touliu_tencent_20260302_63555293_b30a1e31,关键页面访问次数,,中范围(10-29),中老年(>=50),2542.98,96830,15784,13344,6580,6242.700000000001,0.1630073324382939,0.49310551558752996,2.4548757756647714,282.55333333333334,9,2026-04-19,2026-04-27,极速(≤1天),1.0,stable(8-30天),20,1.92,1.1265,-41.33,0.114299,1.0,9,1.655,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8543126057,91446665926,12315525,0330-公众号去激励-R330-关键页面,touliu_tencent_20260326_12315525_49a2ad0c,关键页面访问次数,回流330以上人群,大范围(>=30省市),中老年(>=50),2523.81,14787,3175,8277,7844,14785.25,0.21471562859268276,0.9476863597921953,5.858305498432925,180.27214285714285,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),28,1.4431,0.4931,-65.83,-0.134262,1.0,14,0.793,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8836332050,95207139643,64233326,朋友圈+公众号与小程序-回流100-图片-票圈视频-高rov,touliu_tencent_20260415_64233326_386d6f14,点击,回流100-180人群,中范围(10-29),中老年(>=50),2496.94,211443,13269,2705,3336,2998.0099999999998,0.0627545012130929,1.233271719038817,1.200673624516408,226.99454545454546,11,2026-04-17,2026-04-27,快(2-3天),2.0,stable(8-30天),10,1.717,0.9188,-46.49,-0.089325,1.0,11,0.534,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8663942224,93246116457,12444461,4.8-公众号去激励-R50生活-年龄60+关键页面,touliu_tencent_20260408_12444461_300700d1,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),2484.46,55199,5426,8504,8409,7357.15,0.09829888222612729,0.9888287864534336,2.9612672371461,177.46142857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.265,1.1461,-9.4,0.020704,1.0,14,0.614,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8665794197,92222383671,30757888,0402-朋友圈+公众号小程序-非人群-关键页面,touliu_tencent_20260408_30757888_cf1115ed,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2484.27,111654,16113,12832,6023,9800.3,0.14431189209522274,0.4693734413965087,3.944941572373373,177.44785714285715,14,2026-04-14,2026-04-27,中(4-7天),6.0,stable(8-30天),25,0.7759,0.5572,-28.19,0.016198,1.0,14,1.178,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8866180384,95345752025,41032575,0418-公众号-R50*泛知识*生活科普-干婚视频-票圈视频-高rov,touliu_tencent_20260417_41032575_2e9fe522,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),2482.82,32277,3796,7231,4214,3833.0800000000004,0.11760696471171422,0.5827686350435625,1.5438412772573122,248.282,10,2026-04-18,2026-04-27,极速(≤1天),0.0,stable(8-30天),10,2.64,1.0333,-60.86,-0.06265,1.0,10,1.501,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8964823883,96271932700,57266793,0422-朋友圈+公众号小程序-非人群-历史-关键页面,touliu_tencent_20260422_57266793_a919f106,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2474.7400000000002,64292,11256,14946,6477,4382.44,0.17507621477011137,0.43336009634684863,1.770868858950839,494.94800000000004,5,2026-04-23,2026-04-27,极速(≤1天),1.0,learning(4-7天),5,0.5635,0.4584,-18.64,,1.0,5,0.657,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8219871467,48090570737,63313511,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260107_63313511_0a146533,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2466.86,126127,6788,4361,7032,11595.33,0.05381876996995092,1.612474203164412,4.70044104651257,176.20428571428573,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),289,2.5865,,,0.173609,1.0,14,0.464,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8667206388,78188588538,65247943,0108-朋友圈+公众号与小程序-R330-点击,touliu_tencent_20260325_65247943_0b6184ca,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2466.61,85582,6522,2573,6414,5883.03,0.07620761375055503,2.4928099494753204,2.3850669542408403,176.1864285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),109,3.7234,2.1426,-42.46,-0.101099,1.0,14,1.105,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+9003451664,96833526935,43507074,票圈-图片-朋友圈+公众号-4.25-hyw-泛人群-关键页-泛惊奇,touliu_tencent_20260424_43507074_1c9dce1b,关键页面访问次数,,中范围(10-29),中老年(>=50),2460.63,93047,16958,13259,5406,4416.12,0.18225198018205854,0.40772305603740855,1.7947111105692444,820.21,3,2026-04-25,2026-04-27,极速(≤1天),0.0,cold_start(≤3天),2,0.4781,0.4063,-15.01,,1.0,3,0.735,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8867489405,95511481071,65274411,0418-公众号-R50*泛知识*生活科普-电视视频-票圈视频-高rov,touliu_tencent_20260417_65274411_37b8eb45,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),2458.54,27451,3839,7197,4482,5447.07,0.1398491858220101,0.6227594831179658,2.215571029960871,245.85399999999998,10,2026-04-18,2026-04-27,极速(≤1天),1.0,stable(8-30天),9,0.9706,,,-0.166284,1.0,10,1.502,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8320158535,87164141971,66003727,3.6-公众号去激励-330+全品类图,touliu_tencent_20260317_66003727_bdf4e766,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),2455.75,466566,15255,1922,2113,5023.5599999999995,0.03269633878165147,1.099375650364204,2.0456316807492616,188.90384615384616,13,2026-04-14,2026-04-26,极速(≤1天),0.0,mature(31-60天),52,1.8035,1.0573,-41.37,0.043126,1.0,13,0.343,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8636069852,93240450714,10858343,4.8-公众号+朋友圈-关键页-R50-历史-60+不限性别,touliu_tencent_20260408_10858343_9c181dd6,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),2450.4900000000002,24434,3878,6443,5645,6356.4400000000005,0.1587132683964967,0.8761446531119044,2.593946516819085,175.03500000000003,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),19,1.8676,0.2212,-88.16,-0.197144,1.0,14,1.987,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8517763618,92067863445,63716056,0402-公众号去激励-非人群-关键页面-微动,touliu_tencent_20260324_63716056_b9f09ec1,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2448.09,152045,12969,14393,7893,14684.05,0.08529711598539906,0.5483915792399083,5.99816591710272,174.86357142857145,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),25,1.1683,0.6628,-43.27,0.072475,1.0,14,0.891,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8762175707,93235756516,16967749,66+r330-朋友圈+公众号小程序-关键页,touliu_tencent_20260326_16967749_663c72f8,关键页面访问次数,回流330以上人群,大范围(>=30省市),中老年(>=50),2435.41,25568,4059,8045,9208,5986.04,0.15875312891113894,1.1445618396519577,2.457918789854686,173.95785714285714,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,2.4783,0.961,-61.22,-0.032005,1.0,14,1.244,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8635945868,93238683008,64132906,4.8-公众号小程序+朋友圈-,touliu_tencent_20260407_64132906_2286a900,关键页面访问次数,,中范围(10-29),中老年(>=50),2428.51,187918,16177,11122,9436,8118.47,0.08608542023648613,0.8484085596115807,3.342983969594525,173.465,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,2.8824,1.5041,-47.82,0.142,1.0,14,1.161,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8941149119,96250766348,63716056,4.22-朋友圈+公众号-R50-退休-关键页,touliu_tencent_20260422_63716056_c4f3e943,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),2427.43,16494,3011,6464,6602,5854.43,0.18255123075057597,1.02134900990099,2.411781184215405,404.57166666666666,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,10.1818,5.8624,-42.42,,1.0,6,1.748,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8545745880,92349459141,41032575,0403-公众号去激励-非人群,touliu_tencent_20260325_41032575_b7349b98,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2426.71,69674,10219,12358,5411,5900.1900000000005,0.14666877170824125,0.437854021686357,2.4313535609941033,173.33642857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),24,0.6429,0.2805,-56.37,-0.037781,1.0,14,0.882,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8618607172,92966336361,64304168,0407朋友圈+公众号去激励-q-R330-关键页,touliu_tencent_20260407_64304168_ec0d90fb,关键页面访问次数,Q-回流330以上人群,中范围(10-29),中老年(>=50),2423.57,45850,7166,9530,6677,7879.4400000000005,0.15629225736095964,0.7006295907660021,3.2511707934988467,173.11214285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),20,1.1987,0.2879,-75.98,-0.026581,1.0,14,1.609,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8965628668,95207387777,16879901,朋友圈+公众号与小程序-回流50-图片-票圈视频-高rov,touliu_tencent_20260415_16879901_a0159de0,点击,回流50-100人群,中范围(10-29),中老年(>=50),2418.82,206151,16779,2618,2535,1413.52,0.08139179533448783,0.9682964094728801,0.5843841211830562,483.764,5,2026-04-23,2026-04-27,极速(≤1天),0.0,stable(8-30天),10,1.2226,1.016,-16.9,,1.0,5,0.694,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8883839002,95675593508,54779638,0419公众号-R_50*同感个体*个人情感-早安-票圈视频-高rov,touliu_tencent_20260417_54779638_20ffc6e0,关键页面访问次数,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),2417.82,58997,5029,6046,7634,4535.92,0.08524162245537908,1.2626529937148527,1.8760370912640312,268.6466666666667,9,2026-04-19,2026-04-27,极速(≤1天),1.0,stable(8-30天),8,1.9637,1.0547,-46.29,-0.088935,1.0,9,0.94,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8940209454,96228148920,22451901,4.22-公众号+朋友圈-R50*全品类-关键页面 60+,touliu_tencent_20260421_22451901_4e75420e,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),2398.0299999999997,42781,5284,6433,4704,4727.27,0.12351277436245062,0.7312295973884657,1.971313953536862,399.6716666666666,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,0.868,0.7741,-10.82,,1.0,6,0.525,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8883942839,95676894659,54779638,0419公众号-R_50*同感个体*个人情感-早安1-票圈视频-高rov,touliu_tencent_20260417_54779638_dbef9302,关键页面访问次数,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),2383.46,50071,5443,6587,6801,2790.07,0.10870563799404845,1.032488234401093,1.1705965277369874,264.8288888888889,9,2026-04-19,2026-04-27,中(4-7天),5.0,stable(8-30天),8,1.7143,1.1759,-31.4,0.164116,1.0,9,1.029,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8743533565,94301169286,14210808,0413-公众号去激励-R50-关键页-视频,touliu_tencent_20260326_14210808_a8f026bf,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),2380.42,12086,4007,6571,5125,5827.21,0.33154062551712726,0.779942170141531,2.4479755673368566,170.03,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),14,8.9167,0.4714,-94.71,-0.050484,1.0,14,0.833,其他,其他,True,False,False,False,True,False,"严重衰退（峰值 8.92 → 最近 0.47, 衰减 -95%）— 建议换素材 ; CTR 赢家（投放素材吸引力强）"
 
+8989534572,93349618271,61785507,0408-公众号小程序-R50全品类-关键页面-66+,touliu_tencent_20260423_61785507_f1d830d8,关键页面访问次数,R50*全品类,大范围(>=30省市),中老年(>=50),2379.98,40600,7760,8380,5844,3190.15,0.19113300492610838,0.6973747016706444,1.3404104236170051,594.995,4,2026-04-24,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,0.9595,0.7683,-19.93,,1.0,4,0.374,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8345087544,90334455052,63716056,3.24-公众号小程序-关键页面访问-R50-退休,touliu_tencent_20260324_63716056_b22e89f0,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),2379.78,26959,3215,5300,6245,7816.7300000000005,0.1192551652509366,1.1783018867924528,3.2846439586852565,169.98428571428573,14,2026-04-14,2026-04-27,快(2-3天),2.0,mature(31-60天),34,1.7368,1.0086,-41.93,0.038013,1.0,14,1.647,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+7598681015,82767192319,64233326,2.5-朋友圈+公众号小程序-R50-猎奇,touliu_tencent_20260128_64233326_607066ec,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),2371.7,149102,7949,2902,4219,4432.39,0.05331249748494319,1.4538249483115093,1.8688662141080241,169.40714285714284,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),81,2.5429,1.3513,-46.86,-0.092798,1.0,14,0.278,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8662669546,65999588092,12219310,朋友圈+公众号与小程序-回流50-图片-票圈视频-高rov-40,touliu_tencent_20260408_12219310_b305fbb5,点击,回流50-100人群,大范围(>=30省市),中老年(>=50),2357.88,621605,24777,2829,2689,2726.92,0.03985971798811142,0.9505125486037469,1.1565134782092388,168.42000000000002,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),181,1.3169,,,0.068464,1.0,14,0.641,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8006649781,80708279723,63716056,0115-公众号小程序-回流180-330-图片-点击,touliu_tencent_20260305_63716056_b112dd10,点击,回流180-330人群,大范围(>=30省市),中老年(>=50),2353.38,138756,14710,6767,7321,10526.27,0.1060134336533195,1.0818678882813655,4.472830567099236,168.09857142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),94,1.5479,0.8993,-41.9,-0.078982,1.0,14,0.121,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8495907424,91851130214,58150736,4.1-公众号去激励-R330,touliu_tencent_20260317_58150736_0923c98a,点击,回流330以上人群,中范围(10-29),中老年(>=50),2350.93,48880,6245,3757,7745,6445.68,0.12776186579378068,2.061485227575193,2.7417575172378594,167.92357142857142,14,2026-04-14,2026-04-27,快(2-3天),2.0,stable(8-30天),26,2.34,,,,1.0,14,1.207,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8993899728,75510018126,12315525,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260422_12315525_377090e3,点击,回流330以上人群,中范围(10-29),中老年(>=50),2350.59,94182,6982,3559,6465,3815.76,0.07413306151918625,1.8165214948019106,1.6233201026125357,587.6475,4,2026-04-24,2026-04-27,极速(≤1天),0.0,declining(>60天),124,2.2784,1.9331,-15.16,,1.0,4,0.427,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8892496473,95763754403,44332127,0420-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260415_44332127_63382a79,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2346.87,62828,6443,1560,3702,2691.48,0.10254981855223785,2.373076923076923,1.1468381290825653,293.35875,8,2026-04-20,2026-04-27,极速(≤1天),1.0,learning(4-7天),7,4.2133,2.6487,-37.14,0.133052,1.0,8,0.815,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+7859896518,85483008098,63555293,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260225_63555293_cbe40501,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),2339.33,152574,10936,2190,3221,7516.88,0.0716766945875444,1.4707762557077626,3.213261916873635,167.095,14,2026-04-14,2026-04-27,极速(≤1天),1.0,declining(>60天),61,3.6,,,0.063808,1.0,14,0.894,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8966083122,96489432517,62441928,R50*同感个体*个人情感,touliu_tencent_20260422_62441928_dad4363c,关键页面访问次数,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),2331.54,42546,6975,6625,4748,2954.42,0.16394020589479621,0.7166792452830189,1.2671538982818225,466.308,5,2026-04-23,2026-04-27,极速(≤1天),1.0,learning(4-7天),4,0.9506,0.7219,-24.06,,1.0,5,0.615,情感故事,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8216632988,86898847198,64132906,3.5-朋友圈+公众号去激励-330+全品类图,touliu_tencent_20260313_64132906_f5f59c7d,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),2323.91,574685,14429,1863,2837,4104.0199999999995,0.02510766767881535,1.522812667740204,1.7659978226351278,178.76230769230767,13,2026-04-14,2026-04-26,极速(≤1天),0.0,mature(31-60天),53,2.1565,1.8418,-14.59,0.120922,1.0,13,0.355,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8993586241,96535242482,61785507,0424-公众号去激励-R330-点击,touliu_tencent_20260423_61785507_4c851a2f,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2318.84,58617,6523,6518,10375,4415.77,0.1112817100841053,1.591745934335686,1.904301288575322,579.71,4,2026-04-24,2026-04-27,极速(≤1天),0.0,learning(4-7天),4,1.8819,1.6861,-10.41,,1.0,4,0.508,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8993805991,96726739853,64304168,4.24-生活科普-关键页面-朋友圈+公众号-R50,touliu_tencent_20260424_64304168_edca73e3,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),2309.66,24602,4242,7081,5981,3908.09,0.1724250060970653,0.8446547097867533,1.6920629010330526,577.415,4,2026-04-24,2026-04-27,快(2-3天),2.0,cold_start(≤3天),3,0.8783,0.5631,-35.88,,1.0,4,1.154,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8748640953,93220659383,12315525,60+r100-180-朋友圈+公众号小程序-关键页,touliu_tencent_20260325_12315525_1ae4dbd5,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),2304.05,26132,4808,7651,4914,5108.45,0.1839889790295423,0.6422689844464776,2.217161085913934,177.2346153846154,13,2026-04-14,2026-04-26,快(2-3天),2.0,stable(8-30天),19,0.8301,0.5923,-28.65,-0.01787,1.0,13,1.101,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8804563007,93418994914,27098306,0409-朋友圈+公众号小程序-R50历史-关键页面,touliu_tencent_20260409_27098306_a5042d86,关键页面访问次数,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),2299.39,30564,4332,6826,9726,9214.77,0.14173537495092264,1.4248461763844125,4.007484593740079,176.87615384615384,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),18,3.3,,,-0.556349,1.0,13,2.648,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8884498938,95073530411,61785507,0416-朋友圈+公众号小程序-R50惊奇-关键页面,touliu_tencent_20260415_61785507_1a4da201,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),2289.51,18877,3513,6094,6431,5459.5,0.1860994861471632,1.0553002953724975,2.3845713711667558,254.39000000000001,9,2026-04-19,2026-04-27,快(2-3天),2.0,stable(8-30天),11,51.0,0.6645,-98.7,1.70929,1.0,9,1.429,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8459139068,91448601489,63716056,0330-公众号去激励-R500-关键页面,touliu_tencent_20260324_63716056_5d8a53c1,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),2284.06,18574,3003,6705,11763,19886.84,0.16167761386884894,1.7543624161073825,8.706794042188033,163.14714285714285,14,2026-04-14,2026-04-27,快(2-3天),2.0,stable(8-30天),28,6.4,6.4,0.0,1.03004,1.0,14,0.939,其他,其他,False,False,False,False,False,True,上升期（7日斜率 +1.030）— 可加预算放量
 
+8739420135,93766027430,22451901,0410-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260326_22451901_90832e6f,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2282.62,79199,6254,2694,5054,4430.5599999999995,0.07896564350559981,1.8760207869339272,1.9409976255355685,163.0442857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),17,3.2231,1.6598,-48.5,-0.181362,1.0,14,0.408,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8747696051,79978756348,64830429,0119-公众号小程序-回流330-图片-点击,touliu_tencent_20260227_64830429_a05b8e5b,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2273.44,55063,5949,7762,10399,8676.52,0.10803988159017852,1.3397320278278795,3.816471954395102,162.38857142857142,14,2026-04-14,2026-04-27,快(2-3天),2.0,declining(>60天),98,1.866,,,-0.082748,1.0,14,1.406,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8496761779,91862372020,41032575,0401朋友圈+公众号小程序-q-R330-关键页,touliu_tencent_20260325_41032575_bcb0ea1f,关键页面访问次数,Q-回流330以上人群,中范围(10-29),中老年(>=50),2265.95,34709,5671,8749,4707,14927.4,0.16338701777636924,0.5380043433535261,6.587700522959466,161.85357142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),26,1.383,0.7631,-44.82,0.013583,1.0,14,1.1,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8461619533,91446665926,41032575,0330-公众号去激励-R330-关键页面,touliu_tencent_20260325_41032575_91864f30,关键页面访问次数,回流330以上人群,大范围(>=30省市),中老年(>=50),2261.7799999999997,21568,2973,6843,9245,32565.91,0.1378431008902077,1.3510156364167762,14.398354393442334,161.55571428571426,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),28,2.5044,1.2508,-50.06,-0.141029,1.0,14,1.064,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8940331720,96229597938,67269322,0422-公众号小程序-R50情感-关键页面-60+,touliu_tencent_20260415_67269322_008e6cca,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),2258.31,37461,3509,4748,4189,2474.2799999999997,0.09367075091428419,0.8822662173546757,1.0956334604195173,451.662,5,2026-04-22,2026-04-26,极速(≤1天),1.0,learning(4-7天),5,1.0797,0.8467,-21.58,,1.0,5,0.776,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8543676353,91959060010,64304168,0401-朋友圈+公众号小程序-非人群,touliu_tencent_20260326_64304168_3ff6f6ca,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2258.25,97679,14388,11607,6542,6696.82,0.1472988052703242,0.5636253984664427,2.965490977526846,161.30357142857142,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),26,1.3889,0.7233,-47.92,0.033274,1.0,14,0.922,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8895426449,93258754211,44332127,66+朋友圈+公众号小程序r500-关键页,touliu_tencent_20260415_44332127_1972fef9,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),2252.71,14768,3145,6924,14021,11340.99,0.21296045503791983,2.0249855574812248,5.034376373345881,281.58875,8,2026-04-20,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,7.5,,,0.901729,1.0,8,2.045,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8796641387,94818790411,27098306,0415-朋友圈+公众号小程序-R50历史点击-45男,touliu_tencent_20260409_27098306_d96accd7,点击,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),2240.63,106548,7447,1180,2017,1766.68,0.06989338138679281,1.709322033898305,0.7884746700704712,172.35615384615386,13,2026-04-15,2026-04-27,极速(≤1天),0.0,stable(8-30天),12,6.2879,1.1687,-81.41,-0.113304,1.0,13,0.451,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8678603606,93667915829,63716056,4.10-朋友圈+公众号-R500-全品类图,touliu_tencent_20260409_63716056_3aaf2430,点击,R500*全品类,中范围(10-29),中老年(>=50),2233.9,68054,5382,2306,3691,3849.78,0.07908425661974315,1.6006071118820469,1.7233448229553696,159.56428571428572,14,2026-04-14,2026-04-27,快(2-3天),2.0,stable(8-30天),17,4.4167,1.5198,-65.59,0.0583,1.0,14,0.624,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8350726106,90393868078,44659071,0324-公众号去激励-关键页面访问-非人群-视频,touliu_tencent_20260318_44659071_0314e863,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2220.5299999999997,112536,12727,10987,7579,27569.65,0.11309269922513684,0.6898152361882225,12.415797129514127,158.6092857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,7.0,7.0,0.0,1.101811,1.0,14,0.627,其他,其他,False,False,False,False,False,True,上升期（7日斜率 +1.102）— 可加预算放量
 
+8747841851,90642754469,61785507,0325-公众号去激励-R50惊奇-关键页面,touliu_tencent_20260408_61785507_03fcb067,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),2219.02,22041,3535,6053,6661,5251.33,0.16038292273490312,1.1004460598050554,2.366508638948725,158.50142857142856,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,3.0588,2.3108,-24.45,0.271483,1.0,14,1.784,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8820131434,94950839683,57266793,0416-公众号小程序-QR50历史-关键页面-60+视频,touliu_tencent_20260416_57266793_46ad33fc,关键页面访问次数,Q-R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),2209.93,32105,5649,6009,2888,3653.2,0.17595390126148575,0.4806124147112664,1.6530840343359292,200.90272727272725,11,2026-04-16,2026-04-26,快(2-3天),2.0,stable(8-30天),11,1.8333,0.9287,-49.34,0.099183,1.0,11,0.936,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8354255927,90427715705,44332127,0324-公众号小程序R50-关键页,touliu_tencent_20260324_44332127_b59f02bb,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),2204.13,9251,3186,4954,4578,7947.43,0.3443952005188628,0.9241017359709326,3.605699300857935,157.43785714285715,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,6.625,0.5755,-91.31,-0.45855,1.0,14,1.112,娱乐搞笑,数字冲击,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+9002381736,96823567838,64304168,0424-朋友圈+公众号小程序-R50退休-关键页面-图,touliu_tencent_20260421_64304168_dcafce0f,关键页面访问次数,R50*同感个体*退休榜样,大范围(>=30省市),中老年(>=50),2203.11,8818,3327,4927,3689,3197.0699999999997,0.37729643910183713,0.748731479602192,1.4511622206789492,550.7775,4,2026-04-24,2026-04-27,极速(≤1天),1.0,cold_start(≤3天),2,0.9444,0.7638,-19.12,,1.0,4,0.085,其他,其他,True,False,True,False,False,False,浪费流量（CTR 0.377 高/裂变率 0.749 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强）
 
+8638513876,93258754211,41032575,66+朋友圈+公众号小程序r500-关键页,touliu_tencent_20260408_41032575_c9dc8ece,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),2202.0099999999998,9459,2588,6813,10436,21933.47,0.2736018606618036,1.5317774842213416,9.96065867094155,157.28642857142856,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,2.0284,,,,1.0,14,1.495,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8608332450,92964156965,22451901,0407-朋友圈+公众号小程序-关键页面访问-非人群-图片,touliu_tencent_20260326_22451901_2ef9ea08,关键页面访问次数,,中范围(10-29),中老年(>=50),2200.12,78283,11014,12770,6595,10531.65,0.1406946591213929,0.5164447924823806,4.786852535316256,157.15142857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),20,0.6859,0.4996,-27.16,-0.00172,1.0,14,1.069,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8984354720,96466061886,67703975,4.23-公众号+朋友圈-R50*泛知识*时政历史-微动,touliu_tencent_20260423_67703975_103bdbe0,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),2195.87,12028,3836,5774,4456,3023.0699999999997,0.31892251413368805,0.7717353654312435,1.37670718211916,548.9675,4,2026-04-24,2026-04-27,快(2-3天),2.0,learning(4-7天),4,1.3226,0.9496,-28.2,,1.0,4,1.394,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8892569929,93314795441,66707053,0408-公众号小程序-R50情感-关键页面-66+,touliu_tencent_20260408_66707053_c94a017f,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),2177.18,27629,3556,5302,4171,3190.3,0.1287053458322777,0.7866842700867597,1.4653358932196696,272.1475,8,2026-04-20,2026-04-27,极速(≤1天),1.0,stable(8-30天),19,1.613,0.9734,-39.65,0.088338,1.0,8,0.766,情感故事,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8375574327,90639639264,64306206,0325-公众号小程序-关键页面访问-R50惊奇,touliu_tencent_20260311_64306206_436cdf96,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),2171.36,16653,3222,6143,5505,13528.66,0.19347865249504595,0.896141950187205,6.230500700022105,155.09714285714287,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,1.875,,,,1.0,14,1.293,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8796641371,94818790411,10858343,0415-朋友圈+公众号小程序-R50历史点击-45男,touliu_tencent_20260408_10858343_58dbec26,点击,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),2166.9900000000002,126169,6611,1537,3508,2528.41,0.05239797414578858,2.2823682498373454,1.1667843414136658,166.69153846153847,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,7.2683,2.6703,-63.26,-0.055568,1.0,13,0.46,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8901986365,94800841063,14210808,0415-朋友圈+公众号去激励-r50惊奇45+男-点击,touliu_tencent_20260420_14210808_2d9655e0,点击,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),2161.32,82251,6577,1969,5004,3140.01,0.07996255364676418,2.54139156932453,1.4528204985841986,270.165,8,2026-04-20,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,6.3021,2.4817,-60.62,-0.209875,1.0,8,1.332,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8479380664,86405415641,64132906,3.2-朋友圈+公众号去激励-R330,touliu_tencent_20260325_64132906_172f7e58,点击,回流330以上人群,中范围(10-29),中老年(>=50),2140.89,86827,4956,2341,6031,6200.5,0.05707901919909705,2.576249466040154,2.896225401585322,152.92071428571427,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),56,4.3289,2.573,-40.56,0.057193,1.0,14,0.249,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8860574143,87128461377,20551537,0306-朋友圈+公众号去激励-R330-点击,touliu_tencent_20260116_20551537_d0282612,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2135.38,75685,5970,5691,7322,5520.08,0.07887956662482658,1.2865928659286592,2.5850574604988337,213.538,10,2026-04-18,2026-04-27,极速(≤1天),0.0,mature(31-60天),52,1.6671,1.3162,-21.05,0.025983,1.0,10,0.631,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8964699044,96477019989,14343566,票圈-图片-朋友圈+公众号-4.23-hyw-R330人群-关键页-泛惊奇,touliu_tencent_20260422_14343566_5abee224,关键页面访问次数,回流330以上人群,中范围(10-29),中老年(>=50),2129.54,17751,3320,7938,8259,3980.7700000000004,0.1870317165230128,1.0404383975812548,1.8693098039952292,425.908,5,2026-04-23,2026-04-27,快(2-3天),2.0,learning(4-7天),4,1.2637,0.8865,-29.84,,1.0,5,1.233,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+7564327581,82408614384,64582746,0203-公众号-R_50*祝福-午安-票圈视频-高rov,touliu_tencent_20260203_64582746_d54d84cb,点击,R50*泛祝福,大范围(>=30省市),中老年(>=50),2126.0,139976,6845,2726,3337,2342.55,0.048901240212607874,1.2241379310344827,1.1018579492003764,151.85714285714286,14,2026-04-14,2026-04-27,快(2-3天),3.0,declining(>60天),83,2.0461,1.297,-36.61,0.109074,1.0,14,0.517,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8816687166,94991871478,65249233,0416公众号-R_50*同感个体*个人情感-晚年-票圈视频-高rov,touliu_tencent_20260415_65249233_bdb12ea4,关键页面访问次数,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),2123.02,33643,4375,6642,3930,5265.48,0.13004191065006093,0.5916892502258356,2.4801838889883276,176.91833333333332,12,2026-04-16,2026-04-27,极速(≤1天),0.0,stable(8-30天),11,2.25,,,,1.0,12,1.492,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8664094210,93248146525,12444461,4.8-公众号去激励-R50生活-年龄66+-关键页面,touliu_tencent_20260408_12444461_4051ced6,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),2114.34,33672,4317,5834,4249,5015.17,0.12820741268709906,0.728316763798423,2.371978962702309,151.02428571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.4646,0.9998,-31.73,0.119178,1.0,14,0.885,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8390641522,82242145376,65285016,0202-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260326_65285016_c78d7bb0,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2113.99,112994,5631,2433,5841,7118.54,0.04983450448696391,2.400739827373613,3.3673480007000984,150.9992857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),84,7.4643,4.4793,-39.99,0.585605,1.0,14,0.32,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8680952855,79410176639,22451901,0115-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260408_22451901_db78c2e8,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2110.48,68844,5631,6814,9838,17796.64,0.08179362035907269,1.4437921925447608,8.432508244569956,150.74857142857144,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),102,2.9004,1.8259,-37.05,0.019441,1.0,14,0.819,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8958572398,96418831604,57266793,4.23-朋友圈+公众号-关键页-R50-惊奇,touliu_tencent_20260422_57266793_8a681891,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),2109.4,25475,3649,5867,3910,3233.93,0.14323846908734053,0.6664394068518834,1.5331042002465154,421.88,5,2026-04-23,2026-04-27,快(2-3天),2.0,learning(4-7天),4,1.956,1.0499,-46.33,,1.0,5,1.342,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8792620153,94790014216,10858343,4.15-公众号-关键页-R50-历史-60+不限性别,touliu_tencent_20260408_10858343_875379bc,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),2106.09,29153,3699,4814,6838,7484.16,0.12688231056838062,1.4204403822185292,3.5535803313248717,162.0069230769231,13,2026-04-15,2026-04-27,极速(≤1天),0.0,stable(8-30天),12,1.724,,,-0.131144,1.0,13,1.211,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8963326408,79410176639,44332127,0115-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260423_44332127_fc6d63fe,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2084.72,42320,5769,6887,9980,5966.52,0.13631852551984877,1.4491070132133004,2.8620246364020114,416.94399999999996,5,2026-04-23,2026-04-27,极速(≤1天),1.0,declining(>60天),102,2.1111,1.541,-27.01,,1.0,5,0.556,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8795381334,94800841063,44332127,0415-朋友圈+公众号去激励-r50惊奇45+男-点击,touliu_tencent_20260415_44332127_76440288,点击,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),2082.99,75311,7538,2649,5531,4444.11,0.10009162008205973,2.0879577198942996,2.1335244048219146,160.23,13,2026-04-15,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,2.1622,,,,1.0,13,1.459,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8921053393,95811791629,64778933,R50*泛知识*生活科普,touliu_tencent_20260420_64778933_010663ca,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),2081.3500000000004,20803,3860,6926,4626,4343.32,0.18555016103446617,0.6679179901819232,2.086780214764455,297.33571428571435,7,2026-04-21,2026-04-27,极速(≤1天),0.0,learning(4-7天),7,0.803,,,-0.112412,1.0,7,1.373,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8687817502,93766027430,22451901,0410-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260408_22451901_663dca5b,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2080.17,64692,5699,2792,5635,5702.55,0.08809435478884561,2.0182664756446993,2.741386521293933,148.58357142857145,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),17,3.9444,1.7295,-56.15,0.029068,1.0,14,0.534,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8462911718,91449682108,10778820,0330-公众号去激励-R100-180-关键页面,touliu_tencent_20260116_10778820_6c091028,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),2070.63,49682,5644,6448,7858,8453.5,0.11360251197616843,1.2186724565756824,4.082573902628669,147.90214285714288,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),28,2.7091,,,0.308058,1.0,14,0.92,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8844984147,95287694585,67717621,0417-朋友圈+公众号小程序-非人群-早安-谷雨,touliu_tencent_20260417_67717621_330c1fb2,关键页面访问次数,,大范围(>=30省市),中老年(>=50),2069.98,329736,30409,10781,10139,3862.44,0.09222226265861173,0.9404507930618681,1.865931071797795,689.9933333333333,3,2026-04-17,2026-04-20,快(2-3天),2.0,stable(8-30天),10,0.9584,0.7922,-17.34,,0.75,2,1.246,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8895039764,93727084726,63716056,0410公众号去激励-R50退休-关键页-微动,touliu_tencent_20260420_63716056_74a54f38,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),2068.44,19091,2538,5286,4200,3956.04,0.1329422240846472,0.7945516458569807,1.9125717932354818,258.555,8,2026-04-20,2026-04-27,极速(≤1天),1.0,stable(8-30天),17,1.3662,0.4646,-66.0,-0.128414,1.0,8,1.099,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8612090929,86405415641,66180363,3.2-朋友圈+公众号去激励-R330,touliu_tencent_20260327_66180363_962228a7,点击,回流330以上人群,中范围(10-29),中老年(>=50),2043.79,42041,5137,3210,4779,4718.8,0.12219024285816227,1.488785046728972,2.308847777902818,145.98499999999999,14,2026-04-14,2026-04-27,快(2-3天),2.0,mature(31-60天),56,6.3077,,,1.124032,1.0,14,0.665,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8751090682,91449682108,47652048,0330-公众号去激励-R100-180-关键页面,touliu_tencent_20260316_47652048_f0cffa5b,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),2031.15,33916,5458,7837,6021,5830.29,0.1609269961080316,0.7682786780655864,2.8704379292519016,145.08214285714286,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),28,1.2524,,,-0.115482,1.0,14,1.1,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+7134825045,48457271757,56500754,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260107_56500754_134bde81,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),2003.98,37453,5441,8535,9497,25817.09,0.14527541184951806,1.1127123608670182,12.882908013054022,143.14142857142858,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),287,1.4795,,,0.062995,1.0,14,0.46,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8637910201,93248146525,64132906,4.8-公众号去激励-R50生活-年龄66+-关键页面,touliu_tencent_20260407_64132906_e289a4c3,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),1993.93,35388,4063,4916,6963,7023.59,0.1148129309370408,1.4163954434499593,3.5224857442337494,142.42357142857142,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,2.8667,1.1732,-59.07,-0.113885,1.0,14,0.841,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8406300209,90949798960,24246797,0327-公众号小程序-非人群-关键页面,touliu_tencent_20260228_24246797_da1cf410,关键页面访问次数,,大范围(>=30省市),中老年(>=50),1990.39,86512,9492,10812,5306,5484.740000000001,0.10971888292953579,0.4907510173880873,2.7556107094589506,142.1707142857143,14,2026-04-14,2026-04-27,快(2-3天),3.0,mature(31-60天),31,0.6531,0.0,-100.0,-0.098609,1.0,14,1.669,其他,其他,False,False,False,False,True,False,"严重衰退（峰值 0.65 → 最近 0.00, 衰减 -100%）— 建议换素材"
 
+8771418971,75510018126,12219310,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260408_12219310_d6316e09,点击,回流330以上人群,中范围(10-29),中老年(>=50),1987.12,53200,5737,3174,5650,5279.08,0.10783834586466165,1.7800882167611847,2.6566488183904347,141.93714285714285,14,2026-04-14,2026-04-27,快(2-3天),2.0,declining(>60天),124,2.2616,,,,1.0,14,1.11,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8482417528,90214735042,27098306,0323公众号去激励-关键页r50历史,touliu_tencent_20260323_27098306_94d6092e,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),1985.07,22109,3175,5436,5101,8179.1900000000005,0.14360667601429283,0.938373804267844,4.120353438417789,141.79071428571427,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),35,2.7778,1.4776,-46.81,-0.051754,1.0,14,1.26,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8749085749,93235078361,63716056,66+r100-180-朋友圈+公众号小程序-关键页,touliu_tencent_20260409_63716056_09929858,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),1975.01,29813,4804,7526,4749,5397.32,0.16113775869587094,0.631012490034547,2.7328064161700447,141.07214285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.6667,1.0921,-34.47,0.090605,1.0,14,1.303,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8620182081,93080524540,64132906,0407-朋友圈+公众号去激励-关键页面访问-非人群-图片,touliu_tencent_20260313_64132906_a20aa0bd,关键页面访问次数,,中范围(10-29),中老年(>=50),1974.3100000000002,132789,13736,8005,6678,7933.6,0.10344230320282553,0.8342286071205497,4.01841656072248,141.02214285714288,14,2026-04-14,2026-04-27,中(4-7天),4.0,stable(8-30天),20,1.0622,0.8484,-20.13,0.01356,1.0,14,1.149,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8970928827,96537657769,66493048,4.23-公众号-R50情感视频-关键页,touliu_tencent_20260421_66493048_bf23c902,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),1974.2899999999997,13556,3712,4523,3547,3274.0,0.27382708763647096,0.7842140172451912,1.658317673695354,394.85799999999995,5,2026-04-23,2026-04-27,极速(≤1天),1.0,learning(4-7天),4,0.8361,0.6433,-23.06,,1.0,5,1.407,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8678603674,93667915829,64572817,4.10-朋友圈+公众号-R500-全品类图,touliu_tencent_20260309_64572817_252872c9,点击,R500*全品类,中范围(10-29),中老年(>=50),1971.75,50318,4408,2060,6721,19062.3,0.08760284590007553,3.262621359223301,9.66770635222518,140.83928571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),17,4.8036,1.9193,-60.04,-0.305878,1.0,14,0.749,其他,其他,False,True,False,True,False,False,落地宝藏（CTR 0.088 低/裂变率 3.263 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强）
 
+8612172932,87101585194,59675209,3.6-朋友圈+公众号小程序-R50-猎奇,touliu_tencent_20260319_59675209_a045a51a,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),1969.99,94160,6762,2019,3249,4020.7400000000002,0.07181393372982157,1.6092124814264488,2.040995131954985,140.71357142857144,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),52,2.6826,1.5408,-42.56,0.113624,1.0,14,0.326,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8775672704,94515931938,64304168,0414-朋友圈+公众号小程序-R500-关键页面-微动,touliu_tencent_20260407_64304168_54544f1f,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),1967.59,11251,2631,6313,8739,9294.61,0.23384588036618967,1.3842863931569778,4.723855071432565,140.54214285714286,14,2026-04-14,2026-04-27,快(2-3天),3.0,stable(8-30天),13,6.2065,,,0.26328,1.0,14,2.33,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+7863398394,85497678782,23787741,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260225_23787741_01fc0272,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),1949.06,92263,8830,2600,3402,6143.25,0.09570467034455848,1.3084615384615386,3.1519039947461853,139.21857142857144,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),61,2.92,1.5865,-45.67,0.105765,1.0,14,0.686,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8653769508,93418994914,57266793,0409-朋友圈+公众号小程序-R50历史-关键页面,touliu_tencent_20260324_57266793_314ef95c,关键页面访问次数,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),1946.8400000000001,20629,2791,5220,5697,13201.43,0.1352949730961268,1.0913793103448275,6.780952723387643,139.06,14,2026-04-14,2026-04-27,快(2-3天),2.0,stable(8-30天),18,3.1579,,,,1.0,14,2.944,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8984613655,96537657769,64640802,4.23-公众号-R50情感视频-关键页,touliu_tencent_20260416_64640802_143b55f3,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),1946.1899999999998,12651,3551,4473,3720,3285.81,0.28068927357521145,0.8316566063044937,1.6883295053412053,486.54749999999996,4,2026-04-24,2026-04-27,极速(≤1天),0.0,learning(4-7天),4,0.9926,0.7321,-26.24,,1.0,4,1.236,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8352068027,90406757947,63716056,0324-公众号小程序-关键页面访问-非人群-图片,touliu_tencent_20260324_63716056_4c8f56f6,关键页面访问次数,,中范围(10-29),中老年(>=50),1922.51,203464,20551,7249,4909,7797.88,0.10100558329729092,0.6771968547385846,4.056093336315546,147.88538461538462,13,2026-04-14,2026-04-26,中(4-7天),4.0,mature(31-60天),34,1.5,0.4726,-68.49,-0.03298,1.0,13,0.846,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8350726033,90393868078,31482376,0324-公众号去激励-关键页面访问-非人群-视频,touliu_tencent_20260318_31482376_c7c7f85c,关键页面访问次数,,大范围(>=30省市),中老年(>=50),1914.0,99232,12593,9614,8955,17790.829999999998,0.12690462753950338,0.9314541293946328,9.29510449320794,136.71428571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),34,1.4491,0.9502,-34.43,0.026021,1.0,14,0.791,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8367363284,90559362756,59675209,0325-公众号小程序-非人群,touliu_tencent_20260319_59675209_1120e2d3,关键页面访问次数,,大范围(>=30省市),中老年(>=50),1912.25,84234,11265,6828,7164,11035.47,0.13373459648123084,1.0492091388400704,5.77093476271408,136.58928571428572,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),33,1.1512,,,,1.0,14,0.795,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8534009274,92222383671,44659071,0402-朋友圈+公众号小程序-非人群-关键页面,touliu_tencent_20260402_44659071_3321af9e,关键页面访问次数,,大范围(>=30省市),中老年(>=50),1906.6,173244,18840,9709,5452,9727.59,0.10874835492138256,0.5615408383973632,5.102061260883248,136.18571428571428,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),25,0.8896,0.4487,-49.56,-0.029302,1.0,14,0.7,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8966083271,96489432517,62441928,R50*同感个体*个人情感,touliu_tencent_20260422_62441928_26a5c7f4,关键页面访问次数,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),1897.0,57165,10566,5304,4117,2455.88,0.18483337706638678,0.7762066365007542,1.2946125461254614,379.4,5,2026-04-23,2026-04-27,快(2-3天),2.0,learning(4-7天),4,0.9059,0.7628,-15.79,,1.0,5,0.948,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8371949032,90604274401,59675209,0325-公众号去激励-非人群,touliu_tencent_20260319_59675209_2b9c906b,关键页面访问次数,,大范围(>=30省市),中老年(>=50),1882.9,114085,16043,7255,6777,12609.7,0.14062321952929832,0.9341144038594074,6.696956821923629,134.49285714285716,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,1.2042,,,,1.0,14,0.726,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8392941075,87834709968,22451901,0310-公众号去激励-R50生活-关键页面,touliu_tencent_20260116_22451901_e6b99bab,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),1880.95,26538,4225,4814,5300,15087.42,0.15920566734493932,1.100955546323224,8.021170153379941,134.35357142857143,14,2026-04-14,2026-04-27,快(2-3天),2.0,mature(31-60天),48,1.9828,,,-0.271445,1.0,14,1.029,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8894862473,95751746360,44659071,0420-公众号小程序-R500点击,touliu_tencent_20260409_44659071_c6881150,点击,R500*全品类,大范围(>=30省市),中老年(>=50),1861.98,43096,4357,2326,4235,3064.6,0.10109987005754595,1.8207222699914016,1.6458823403044072,232.7475,8,2026-04-20,2026-04-27,极速(≤1天),0.0,learning(4-7天),7,3.0844,1.8037,-41.52,0.072654,1.0,8,0.393,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8963452993,88998261545,41032575,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260423_41032575_ce36de06,点击,R500*全品类,中范围(10-29),中老年(>=50),1861.95,31609,3583,2209,5225,2833.38,0.11335379164162106,2.365323675871435,1.521727221461371,372.39,5,2026-04-23,2026-04-27,极速(≤1天),0.0,mature(31-60天),41,5.9333,3.2019,-46.04,,1.0,5,1.175,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8900425600,95840893981,65238760,0420-朋友圈+公众号小程序-r50历史视频-关键页,touliu_tencent_20260420_65238760_cbcb4090,关键页面访问次数,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),1860.77,17320,2454,5608,4646,4889.9800000000005,0.14168591224018476,0.8284593437945792,2.6279335973817295,232.59625,8,2026-04-20,2026-04-27,极速(≤1天),1.0,learning(4-7天),7,11.0,11.0,0.0,2.186132,1.0,8,1.608,其他,其他,False,False,False,False,False,True,上升期（7日斜率 +2.186）— 可加预算放量
 
+8680155436,93686972867,64306206,4.10-朋友圈+公众号-R50-猎奇,touliu_tencent_20260311_64306206_702525a6,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),1835.43,73745,6418,2122,2769,3461.03,0.08702962912739846,1.3049010367577756,1.8856780155059032,131.10214285714287,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),17,2.1184,1.1439,-46.0,-0.007295,1.0,14,0.615,情感故事,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8340817806,79978756348,11329900,0119-公众号小程序-回流330-图片-点击,touliu_tencent_20260130_11329900_8882d9ba,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1818.78,56187,4582,5859,7782,8788.64,0.08154911278409596,1.3282130056323604,4.832162218630071,129.91285714285715,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),98,2.4802,1.0075,-59.38,-0.03555,1.0,14,0.535,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8822919306,95075732328,12315525,0416-朋友圈+公众号小程序-关键页面访问-R50退休-视频,touliu_tencent_20260413_12315525_4ea1c1d0,关键页面访问次数,R50*同感个体*退休榜样,大范围(>=30省市),中老年(>=50),1807.1899999999998,16614,2956,5404,4363,3927.22,0.17792223426026244,0.8073649148778682,2.173108527603628,225.89874999999998,8,2026-04-16,2026-04-23,极速(≤1天),1.0,stable(8-30天),11,2.0377,1.4219,-30.22,0.098013,1.0,8,1.441,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8984921036,95301147188,63745812,0417-朋友圈+公众号去激励-r500全-点击,touliu_tencent_20260423_63745812_e8d033b3,点击,R500*全品类,中范围(10-29),中老年(>=50),1806.97,44186,3407,1675,7841,2618.01,0.07710587063775856,4.681194029850746,1.4488397704444458,451.7425,4,2026-04-24,2026-04-27,快(2-3天),2.0,stable(8-30天),10,5.0906,3.8137,-25.08,,1.0,4,1.089,其他,其他,False,True,False,True,False,False,落地宝藏（CTR 0.077 低/裂变率 4.681 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强）
 
+8989447360,94807964157,41032575,0415-r300-朋友圈+公众号小程序-点击-45+男,touliu_tencent_20260423_41032575_d2be87b3,点击,回流330以上人群,中范围(10-29),中老年(>=50),1805.38,40648,4019,1612,4106,1687.8500000000001,0.09887325329659516,2.5471464019851116,0.9349001318282024,451.345,4,2026-04-24,2026-04-27,极速(≤1天),0.0,stable(8-30天),12,3.1263,2.8168,-9.9,,1.0,4,0.44,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8502804073,91923813540,59949424,0401-公众号-66+-男-非人群包-早安-票圈视频-高rov,touliu_tencent_20260127_59949424_af6cee2f,关键页面访问次数,,中范围(10-29),中老年(>=50),1793.9,130013,15856,9212,7647,9226.07,0.1219570350657242,0.8301128962223188,5.143023579909694,128.1357142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),26,1.1131,0.8307,-25.37,0.034626,1.0,14,1.158,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+7992992320,43144049520,62441928,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov-40,touliu_tencent_20260211_62441928_ba0d6e9e,点击,回流330以上人群,中范围(10-29),中老年(>=50),1793.03,87190,4406,2408,4907,7392.51,0.050533318041059754,2.0377906976744184,4.122914842473356,128.07357142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),122,10.0,10.0,0.0,1.645011,1.0,14,0.575,其他,其他,False,False,False,False,False,True,上升期（7日斜率 +1.645）— 可加预算放量
 
+8499168990,91885217675,59949424,0401-公众号-60-65-男-非人群包-早安-票圈视频-高rov,touliu_tencent_20260127_59949424_089bcb2a,关键页面访问次数,,中范围(10-29),中老年(>=50),1789.01,223581,20442,8885,5322,2326.91,0.09142995156117917,0.5989870568373663,1.300669085136472,127.78642857142857,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),26,0.975,0.5994,-38.52,-0.012336,1.0,14,0.783,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8890468530,95742464227,54137542,4.20-公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260409_54137542_bdf69478,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),1766.1100000000001,13748,3009,4675,3853,2421.84,0.2188681990107652,0.8241711229946524,1.371284914303186,220.76375000000002,8,2026-04-20,2026-04-27,中(4-7天),6.0,learning(4-7天),7,1.8438,1.1586,-37.16,0.032657,1.0,8,1.676,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8612001312,88998261545,12315525,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260326_12315525_bcc963aa,点击,R500*全品类,中范围(10-29),中老年(>=50),1764.49,82328,3794,1911,3741,2941.17,0.04608395685550481,1.957613814756672,1.6668669133857374,126.035,14,2026-04-14,2026-04-27,快(2-3天),2.0,mature(31-60天),41,3.6508,1.7951,-50.83,0.049311,1.0,14,0.861,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+7477190376,81480877084,59949424,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260128_59949424_d113aad7,点击,回流330以上人群,中范围(10-29),中老年(>=50),1737.43,73019,3676,1876,4717,9398.52,0.05034306139497939,2.5143923240938166,5.409438078080844,124.10214285714287,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),82,3.5163,,,-0.13193,1.0,14,0.576,福利钩子,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8966343672,91963023048,22451901,0401朋友圈+公众号小程序-R50退休-关键页,touliu_tencent_20260423_22451901_0352dc78,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),1718.95,12506,2388,4082,3350,2462.27,0.19094834479449865,0.8206761391474767,1.4324267721574215,343.79,5,2026-04-23,2026-04-27,快(2-3天),2.0,stable(8-30天),26,1.12,0.7013,-37.38,,1.0,5,1.22,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8662626803,48457271757,12219310,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260408_12219310_562b7fe3,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1718.67,136183,4575,1998,3591,5011.38,0.03359450151634198,1.7972972972972974,2.915847719457487,122.76214285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),287,4.7333,,,0.645237,1.0,14,0.585,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8839755168,90305579949,12315525,R50*同感个体*退休榜样,touliu_tencent_20260415_12315525_30d0f4aa,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),1714.0600000000002,13087,2251,3512,4221,4683.03,0.17200275082142585,1.201879271070615,2.732127230085294,155.82363636363638,11,2026-04-17,2026-04-27,极速(≤1天),1.0,mature(31-60天),34,3.5,1.0752,-69.28,-0.163142,1.0,11,1.39,福利钩子,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8958572524,96418831604,27807952,4.23-朋友圈+公众号-关键页-R50-惊奇,touliu_tencent_20260420_27807952_18caf4c2,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),1711.83,19928,3210,4714,2929,1973.33,0.16107988759534322,0.6213406873143827,1.1527604960772975,342.366,5,2026-04-23,2026-04-27,快(2-3天),2.0,learning(4-7天),4,0.9455,0.6314,-33.22,,1.0,5,1.298,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8820131495,94950839683,27098306,0416-公众号小程序-QR50历史-关键页面-60+视频,touliu_tencent_20260409_27098306_9c2ee9a9,关键页面访问次数,Q-R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),1710.45,26132,4264,4740,2832,3930.2999999999997,0.16317159038726467,0.5974683544303797,2.2978163641147065,155.49545454545455,11,2026-04-16,2026-04-26,极速(≤1天),1.0,stable(8-30天),11,3.1282,1.3908,-55.54,0.181492,1.0,11,0.818,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8912918074,90406757947,18215232,0324-公众号小程序-关键页面访问-非人群-图片,touliu_tencent_20260410_18215232_a6132ef4,关键页面访问次数,,中范围(10-29),中老年(>=50),1709.99,53976,9895,7631,4025,2619.7599999999998,0.18332221728175485,0.5274538068405189,1.5320323510663802,284.99833333333333,6,2026-04-21,2026-04-26,极速(≤1天),0.0,mature(31-60天),34,0.6556,0.5268,-19.64,,1.0,6,0.528,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8370756812,90593771566,59675209,3.25-公众号去激励+朋友圈-,touliu_tencent_20260319_59675209_52dfe6ac,关键页面访问次数,,中范围(10-29),中老年(>=50),1708.29,89181,13261,8871,5118,7425.6,0.14869759253652684,0.5769360838687859,4.346802943294172,122.02071428571428,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),33,10.3571,3.9235,-62.12,0.69365,1.0,14,1.111,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8965573478,95206752900,16879901,朋友圈+公众号与小程序-回流180-图片-票圈视频-高rov,touliu_tencent_20260415_16879901_0f84ac80,点击,回流180-330人群,中范围(10-29),中老年(>=50),1685.98,103079,8788,2105,2922,1520.8899999999999,0.08525499859331193,1.38812351543943,0.9020806889761444,337.196,5,2026-04-23,2026-04-27,极速(≤1天),1.0,stable(8-30天),10,2.1111,1.6541,-21.65,,1.0,5,0.664,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8786905168,94732457302,44659071,0415-朋友圈+公众号小程序-生活指南关键页,touliu_tencent_20260409_44659071_73ed66d8,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),1673.25,18235,3051,5542,3533,4788.89,0.1673156018645462,0.6374954889931432,2.8620289855072465,128.71153846153845,13,2026-04-15,2026-04-27,极速(≤1天),0.0,stable(8-30天),12,1.25,0.4456,-64.36,-0.06813,1.0,13,1.204,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8680155411,93686972867,13866288,4.10-朋友圈+公众号-R50-猎奇,touliu_tencent_20260327_13866288_6b0a2013,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),1672.93,75313,6023,1687,1965,1959.03,0.07997291304290095,1.164789567279194,1.1710173169230034,119.495,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),17,6.0,4.6667,-22.22,0.875259,1.0,14,1.474,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8607590920,92954763597,27807952,4.7-朋友圈+公众号去激励-R500-全品类图,touliu_tencent_20260402_27807952_a1b27fb4,点击,R500*全品类,中范围(10-29),中老年(>=50),1658.5,32054,3725,2301,6954,13388.619999999999,0.11621014537967181,3.0221642764015644,8.07272836900814,118.46428571428571,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),20,7.4,,,-0.897552,1.0,14,1.392,其他,数字冲击,False,True,False,False,False,False,裂变率赢家（落地页留存强）
 
+8977235303,96591917247,64547626,票圈-图片-朋友圈+公众号-4.23-hyw-R50*全品类-关键页-生活,touliu_tencent_20260423_64547626_4283437a,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),1656.79,30230,4033,6743,2985,2313.02,0.13341051935163745,0.4426812991250185,1.3960852009005367,414.1975,4,2026-04-24,2026-04-27,极速(≤1天),0.0,cold_start(≤3天),3,0.4833,0.4213,-12.83,,1.0,4,0.527,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8739480935,93766027430,61785507,0410-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260408_61785507_57033ece,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1641.51,75070,4633,1255,2109,2062.34,0.06171573198348208,1.6804780876494023,1.2563676127468002,117.25071428571428,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),17,3.2,1.7907,-44.04,-0.090908,1.0,14,0.358,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8748975901,94354937678,64304168,0413-朋友圈+公众号小程序-非人群-关键页面-视频,touliu_tencent_20260408_64304168_f7c7f1ee,关键页面访问次数,,大范围(>=30省市),中老年(>=50),1641.08,27020,7457,8991,4070,5071.59,0.27598075499629904,0.45267489711934156,3.0903977868233117,117.22,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,2.6957,0.2848,-89.44,-0.006949,1.0,14,2.219,其他,其他,True,False,True,False,False,False,浪费流量（CTR 0.276 高/裂变率 0.453 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强）
 
+8814656219,90450317074,44332127,0324-公众号小程序-R50惊奇-关键页面,touliu_tencent_20260415_44332127_cae4aa27,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),1638.6399999999999,17890,2652,3634,4656,4254.49,0.14823923979877027,1.2812328013208585,2.5963542938046187,136.5533333333333,12,2026-04-16,2026-04-27,极速(≤1天),1.0,mature(31-60天),33,4.3,2.4091,-43.97,-0.093664,1.0,12,1.295,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8541851093,90919333985,12219310,R50*全品类,touliu_tencent_20260402_12219310_3fe400c2,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),1633.8400000000001,32336,4483,4828,4031,9691.93,0.13863805047006433,0.8349212924606463,5.93199456495128,116.70285714285716,14,2026-04-14,2026-04-27,快(2-3天),2.0,mature(31-60天),31,1.1621,0.1296,-88.84,-0.146083,1.0,14,1.403,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8815920999,94497447177,62442071,0414-朋友圈+公众号小程序-R50全品类-关键页面-60+视频,touliu_tencent_20260324_62442071_e925c82b,关键页面访问次数,R50*全品类,大范围(>=30省市),中老年(>=50),1631.8,59951,5578,7616,4679,4079.81,0.09304265149872396,0.6143644957983193,2.5001899742615517,135.98333333333332,12,2026-04-16,2026-04-27,快(2-3天),2.0,stable(8-30天),13,0.9532,0.4905,-48.54,-0.052815,1.0,12,0.52,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8070491238,87098344296,54137542,3.6-朋友圈+公众号去激励-R330,touliu_tencent_20260122_54137542_a672881c,点击,回流330以上人群,中范围(10-29),中老年(>=50),1622.93,47105,3870,1659,4752,6878.53,0.08215688355800871,2.864376130198915,4.238340532247231,115.92357142857144,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),52,8.2258,,,0.925809,1.0,14,0.661,其他,其他,False,True,False,True,False,False,落地宝藏（CTR 0.082 低/裂变率 2.864 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强）
 
+8989534570,93349618271,41032575,0408-公众号小程序-R50全品类-关键页面-66+,touliu_tencent_20260423_41032575_aac38fa4,关键页面访问次数,R50*全品类,大范围(>=30省市),中老年(>=50),1618.74,38259,5561,5344,4085,1509.33,0.14535142058077838,0.7644086826347305,0.9324103932688387,404.685,4,2026-04-24,2026-04-27,极速(≤1天),1.0,stable(8-30天),19,1.0698,0.8412,-21.37,,1.0,4,0.839,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8977235335,96591917247,64547626,票圈-图片-朋友圈+公众号-4.23-hyw-R50*全品类-关键页-生活,touliu_tencent_20260423_64547626_be324499,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),1618.5800000000002,36912,4133,6608,3303,1413.0500000000002,0.11196900736887733,0.49984866828087166,0.8730183247043706,404.64500000000004,4,2026-04-24,2026-04-27,极速(≤1天),0.0,cold_start(≤3天),3,0.6252,0.4608,-26.29,,1.0,4,0.742,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+9002526886,96824471607,12170201,票圈-图片-朋友圈+公众号-4.24-hyw-R50*泛知识-关键页-02,touliu_tencent_20260422_12170201_12666061,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),1617.46,20208,2625,4988,4235,2060.66,0.12989904988123516,0.849037690457097,1.2740098673228395,404.365,4,2026-04-24,2026-04-27,极速(≤1天),1.0,cold_start(≤3天),2,0.9337,0.8533,-8.6,,1.0,4,1.13,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8835620996,95053496626,66569462,R50*泛惊奇*奇观技艺,touliu_tencent_20260417_66569462_7e69c200,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),1616.75,61429,6122,1798,2790,2247.66,0.09965976981555942,1.5517241379310345,1.3902334931189113,146.97727272727272,11,2026-04-17,2026-04-27,极速(≤1天),0.0,stable(8-30天),11,6.625,1.6944,-74.42,0.351938,1.0,11,1.296,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8768266679,94555095736,65933655,0414-公众号-回流330+-66+-女-神秘人视频-票圈视频-高rov,touliu_tencent_20260414_65933655_cb77a895,关键页面访问次数,回流330以上人群,中范围(10-29),中老年(>=50),1614.34,21614,2403,4835,4943,6092.36,0.11117794022392893,1.0223371251292657,3.7739014086251967,115.30999999999999,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),13,3.7184,,,-0.290563,1.0,14,0.973,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8110377218,48090570737,62642640,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260304_62642640_e98eafa4,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1606.88,40936,4259,6335,8214,15501.869999999999,0.1040404533906586,1.2966061562746645,9.64718585084138,114.77714285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),289,1.59,,,-0.071625,1.0,14,0.441,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8875359262,95598049252,57266793,0419-朋友圈+公众号小程序-R50历史-关键页面-视频,touliu_tencent_20260416_57266793_9930a73b,关键页面访问次数,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),1603.4199999999998,10020,2590,4349,2577,3590.95,0.25848303393213573,0.5925500114968958,2.239556697558968,178.15777777777777,9,2026-04-19,2026-04-27,极速(≤1天),1.0,stable(8-30天),8,2.7426,0.2774,-89.89,-0.208493,1.0,9,2.284,其他,其他,False,False,True,False,False,False,浪费流量（CTR 0.258 高/裂变率 0.593 低）— 建议换落地页视频
 
+9009198856,93314795441,60338475,0408-公众号小程序-R50情感-关键页面-66+,touliu_tencent_20260423_60338475_b03d7559,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),1599.78,18245,2005,2943,2224,1671.48,0.10989312140312414,0.7556914712878016,1.044818662566103,533.26,3,2026-04-25,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,0.8224,0.7631,-7.21,,1.0,3,0.75,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+7952802999,86405415641,11914535,3.2-朋友圈+公众号去激励-R330,touliu_tencent_20260302_11914535_e224a4ea,点击,回流330以上人群,中范围(10-29),中老年(>=50),1585.09,40488,4407,2053,3638,6778.02,0.10884706579727327,1.7720409157330737,4.276110504766291,113.22071428571428,14,2026-04-14,2026-04-27,中(4-7天),7.0,mature(31-60天),56,3.4615,2.107,-39.13,0.157145,1.0,14,0.844,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8660858671,90494465713,12315525,3.25-朋友圈+公众号-关键页面访问-R50-生活,touliu_tencent_20260325_12315525_99304fc4,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),1583.89,28763,3392,4489,4789,6785.43,0.11792928414977576,1.0668300289596793,4.284028562589573,113.135,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,1.6692,,,,1.0,14,1.272,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8768160450,94483464071,65933655,0414-公众号-回流330+-66+-男-神秘人视频-票圈视频-高rov,touliu_tencent_20260414_65933655_81d22e83,关键页面访问次数,回流330以上人群,中范围(10-29),中老年(>=50),1582.9299999999998,25540,2294,4849,6573,6540.87,0.08981989036805012,1.355537224169932,4.1321283948121525,113.06642857142856,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),13,3.6935,,,0.083368,1.0,14,1.61,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8461620010,91446665926,64132906,0330-公众号去激励-R330-关键页面,touliu_tencent_20260313_64132906_65a9346c,关键页面访问次数,回流330以上人群,大范围(>=30省市),中老年(>=50),1581.88,19278,2314,4947,9044,19118.84,0.12003319846457101,1.8281786941580755,12.086150656181252,112.99142857142859,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),28,3.7437,1.6236,-56.63,-0.102826,1.0,14,0.502,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8410122110,86405415641,12221906,3.2-朋友圈+公众号去激励-R330,touliu_tencent_20260326_12221906_8e5c3877,点击,回流330以上人群,中范围(10-29),中老年(>=50),1561.16,73306,3973,1835,5593,5606.48,0.05419747360379778,3.0479564032697546,3.5912270363063357,111.51142857142858,14,2026-04-14,2026-04-27,中(4-7天),5.0,mature(31-60天),56,5.8143,2.1361,-63.26,-0.363111,1.0,14,0.602,其他,其他,False,True,False,True,False,False,落地宝藏（CTR 0.054 低/裂变率 3.048 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强）
 
+7599850067,81295879658,63410980,R_50*祝福,touliu_tencent_20260205_63410980_5bb45ee2,点击,R50*泛祝福,中范围(10-29),中老年(>=50),1550.65,56006,5124,2435,3652,4495.37,0.09149019747884156,1.4997946611909652,2.8990229903588816,110.76071428571429,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),90,2.4889,1.0715,-56.95,-0.091863,1.0,14,0.401,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+7583127805,81295879658,63828150,R_50*祝福,touliu_tencent_20260128_63828150_a0055afa,点击,R50*泛祝福,中范围(10-29),中老年(>=50),1537.6100000000001,48010,5225,1777,2866,4633.07,0.1088314934388669,1.6128306133933596,3.0131632858787336,109.82928571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),90,2.3037,1.0619,-53.9,-0.038619,1.0,14,0.918,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8833822098,94841973858,63410980,关键页面泛人群-早安,touliu_tencent_20260416_63410980_0aba5e47,关键页面访问次数,,中范围(10-29),中老年(>=50),1534.77,159268,21794,6898,4528,2376.56,0.13683853630358891,0.6564221513482169,1.5484795767443982,139.52454545454546,11,2026-04-17,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,0.7592,0.4821,-36.49,-0.035681,1.0,11,0.948,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8413563010,85483008098,13968735,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260326_13968735_c1478e0e,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),1533.35,54731,7310,2834,2544,2904.26,0.13356233213352578,0.8976711362032463,1.8940620210649888,109.52499999999999,14,2026-04-14,2026-04-27,极速(≤1天),1.0,declining(>60天),61,2.2062,0.5,-77.34,-0.08022,1.0,14,0.858,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8616977461,90585144138,64353034,0325-公众号-R_50*祝福-早安-票圈视频-高rov,touliu_tencent_20260407_64353034_4a88d25d,关键页面访问次数,R50*泛祝福,大范围(>=30省市),中老年(>=50),1513.53,20892,2250,4090,5134,2351.86,0.10769672601952901,1.2552567237163814,1.5538905736919653,216.21857142857144,7,2026-04-14,2026-04-20,极速(≤1天),0.0,mature(31-60天),33,1.6304,1.4448,-11.38,0.020295,1.0,7,0.269,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8896071094,92349459141,67142467,0403-公众号去激励-非人群,touliu_tencent_20260416_67142467_ea47a9f0,关键页面访问次数,,大范围(>=30省市),中老年(>=50),1511.54,37800,6791,8469,3331,2370.17,0.17965608465608465,0.3933168024560161,1.5680498035116504,188.9425,8,2026-04-20,2026-04-27,快(2-3天),3.0,stable(8-30天),24,1.4444,0.6492,-55.05,0.052917,1.0,8,1.216,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8533822254,92201399790,20982582,0402-朋友圈+公众号去激励-R50惊奇-关键页面,touliu_tencent_20260228_20982582_132b254c,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),1506.7800000000002,20444,3497,4029,4455,6199.9400000000005,0.17105263157894737,1.1057334326135517,4.114694912329603,115.90615384615386,13,2026-04-14,2026-04-26,极速(≤1天),0.0,stable(8-30天),25,1.7692,,,0.094675,1.0,13,1.559,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8003707706,86898847198,59675209,3.5-朋友圈+公众号去激励-330+全品类图,touliu_tencent_20260304_59675209_ea237e28,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),1504.99,124541,8608,1960,3689,7845.74,0.0691178005636698,1.8821428571428571,5.213150917946298,115.76846153846154,13,2026-04-14,2026-04-26,极速(≤1天),0.0,mature(31-60天),53,3.0177,,,,1.0,13,0.561,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8922089378,95053496626,63555293,R50*泛惊奇*奇观技艺,touliu_tencent_20260302_63555293_12c7b872,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),1500.29,58192,6056,1915,2738,1567.22,0.10406928787462194,1.4297650130548303,1.0446113751341408,214.32714285714286,7,2026-04-21,2026-04-27,极速(≤1天),1.0,stable(8-30天),11,1.7143,1.4334,-16.38,0.139367,1.0,7,0.992,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8839656652,95236280597,41032575,4.17-朋友圈+公众号-R50-生活-关键页,touliu_tencent_20260408_41032575_01e5b8d0,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),1492.23,17178,2957,4585,3292,4058.07,0.17213878216323203,0.7179934569247546,2.71946683822199,135.65727272727273,11,2026-04-17,2026-04-27,中(4-7天),6.0,stable(8-30天),10,2.5,1.0263,-58.95,-0.043578,1.0,11,1.807,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8606525205,92945929084,44332127,0407-朋友圈+公众号去激励-非人群,touliu_tencent_20260324_44332127_940ee005,关键页面访问次数,,大范围(>=30省市),中老年(>=50),1485.54,86923,12016,6018,4820,6206.51,0.1382372904754783,0.8009305417082087,4.177948759373696,106.11,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),20,9.4545,3.6098,-61.82,0.637723,1.0,14,1.14,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8836393412,95207139643,67705545,朋友圈+公众号与小程序-回流100-图片-票圈视频-高rov,touliu_tencent_20260417_67705545_e7e2b802,点击,回流100-180人群,中范围(10-29),中老年(>=50),1465.99,62510,7975,1997,2832,1571.6499999999999,0.12757958726603744,1.4181271907861792,1.072074161488141,133.2718181818182,11,2026-04-17,2026-04-27,快(2-3天),2.0,stable(8-30天),10,1.7818,1.0556,-40.76,-0.011488,1.0,11,0.632,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8918450703,94311598758,64304168,0413朋友圈+公众号小程序-q-R330-关键页视频,touliu_tencent_20260420_64304168_75218afa,关键页面访问次数,Q-回流330以上人群,中范围(10-29),中老年(>=50),1454.09,24890,4594,6261,3052,2169.27,0.18457211731619125,0.487462066762498,1.4918402574806238,207.72714285714284,7,2026-04-21,2026-04-27,快(2-3天),3.0,stable(8-30天),14,1.8,0.504,-72.0,-0.114986,1.0,7,1.656,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8945669526,93246116457,22451901,4.8-公众号去激励-R50生活-年龄60+关键页面,touliu_tencent_20260421_22451901_0e41eb29,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),1451.41,20227,2524,3568,3318,2598.29,0.12478370494883077,0.929932735426009,1.7901833389600457,241.90166666666667,6,2026-04-22,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,1.2832,0.7868,-38.68,,1.0,6,0.487,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8795988753,85499277034,44659071,朋友圈+公众号与小程序-回流50-图片-票圈视频-高rov-40,touliu_tencent_20260402_44659071_d84af1df,点击,Q-回流50-100人群,中范围(10-29),中老年(>=50),1449.88,227932,16946,3891,3114,2337.84,0.07434673499113771,0.8003084040092521,1.6124368913289375,111.52923076923078,13,2026-04-15,2026-04-27,极速(≤1天),1.0,declining(>60天),61,1.6727,1.0452,-37.51,0.074721,1.0,13,0.368,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8614159841,93022991251,63716056,0407-公众号小程序-回流q330-图片-点击,touliu_tencent_20260403_63716056_938cba07,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1449.19,49202,4215,7514,9779,15897.26,0.08566724929880899,1.3014373170082512,10.969755518600046,103.51357142857144,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),20,2.0883,1.068,-48.86,-0.041659,1.0,14,0.189,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8498536981,91880770637,63372188,0401-公众号-50-60-男-非人群包-早安-票圈视频-高rov,touliu_tencent_20260127_63372188_7ac295ac,关键页面访问次数,,中范围(10-29),中老年(>=50),1444.0,248482,20193,7139,3909,1550.26,0.08126544377459936,0.5475556800672363,1.0735872576177286,103.14285714285714,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),26,0.8493,0.5218,-38.57,-0.023934,1.0,14,0.437,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8875359249,95598049252,57266793,0419-朋友圈+公众号小程序-R50历史-关键页面-视频,touliu_tencent_20260416_57266793_48c5f989,关键页面访问次数,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),1442.16,13956,2745,3939,3160,3553.08,0.1966895958727429,0.8022340695608022,2.463721085039108,160.24,9,2026-04-19,2026-04-27,极速(≤1天),1.0,stable(8-30天),8,1.6,0.5175,-67.65,-0.105733,1.0,9,1.96,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8024485938,87098344296,59675209,3.6-朋友圈+公众号去激励-R330,touliu_tencent_20260304_59675209_ff00aa65,点击,回流330以上人群,中范围(10-29),中老年(>=50),1440.24,33768,3488,1835,5723,9367.92,0.10329305851693911,3.1188010899182563,6.5044159306782205,102.87428571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),52,4.8598,,,,1.0,14,0.457,其他,其他,False,True,False,False,False,False,裂变率赢家（落地页留存强）
 
+8793729386,94800841063,44332127,0415-朋友圈+公众号去激励-r50惊奇45+男-点击,touliu_tencent_20260413_44332127_4e1c7f55,点击,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),1438.22,51420,4361,1390,2683,2640.29,0.08481135744846363,1.9302158273381296,1.8358039799196229,110.63230769230769,13,2026-04-15,2026-04-27,极速(≤1天),0.0,stable(8-30天),12,4.4833,2.667,-40.51,0.306308,1.0,13,0.402,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8966279600,93727084726,22451901,0410公众号去激励-R50退休-关键页-微动,touliu_tencent_20260423_22451901_a79399eb,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),1435.1,20301,2332,2780,4356,2436.51,0.11487118861139846,1.5669064748201438,1.6977980628527631,287.02,5,2026-04-23,2026-04-27,极速(≤1天),1.0,stable(8-30天),17,1.8696,1.5273,-18.31,,1.0,5,0.826,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8616738173,91446665926,30757888,0330-公众号去激励-R330-关键页面,touliu_tencent_20260115_30757888_55d988b3,关键页面访问次数,回流330以上人群,大范围(>=30省市),中老年(>=50),1433.08,10860,2038,4526,3833,6054.84,0.1876611418047882,0.8468846663720725,4.225053730426773,102.36285714285714,14,2026-04-14,2026-04-27,慢(>7天),9.0,stable(8-30天),28,2.9118,0.5246,-81.98,-0.03054,1.0,14,0.949,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8862511907,95470404980,54779638,0418-公众号-R_180+-早安图1-票圈视频-高rov,touliu_tencent_20260417_54779638_745c6904,关键页面访问次数,回流180-330人群,中范围(10-29),中老年(>=50),1425.1399999999999,26402,2683,4709,5645,3661.12,0.10162108931141581,1.1987683159906561,2.5689546290189034,142.51399999999998,10,2026-04-18,2026-04-27,极速(≤1天),1.0,stable(8-30天),9,1.3523,,,,1.0,10,1.307,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8792272629,91851130214,20982582,4.1-公众号去激励-R330,touliu_tencent_20260228_20982582_f7f3decb,点击,回流330以上人群,中范围(10-29),中老年(>=50),1424.94,28871,3686,1503,2902,2739.44,0.12767136573031762,1.9308050565535595,1.9224949822448665,109.61076923076924,13,2026-04-15,2026-04-27,中(4-7天),5.0,stable(8-30天),26,4.625,1.4766,-68.07,-0.096337,1.0,13,1.079,情感故事,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8915538525,79410176639,64304168,0115-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260420_64304168_22d6b574,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1420.31,36647,4163,6332,5722,4216.0,0.11359729309356836,0.9036639292482628,2.9683660609303604,202.90142857142857,7,2026-04-21,2026-04-27,快(2-3天),2.0,declining(>60天),102,1.0977,0.9587,-12.66,0.060735,1.0,7,0.608,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8969271372,93246116457,22451901,4.8-公众号去激励-R50生活-年龄60+关键页面,touliu_tencent_20260423_22451901_fe71dbdf,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),1416.6,13312,2487,5086,2494,1933.6699999999998,0.18682391826923078,0.4903657097915847,1.3650077650712975,283.32,5,2026-04-23,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,0.5758,0.4462,-22.5,,1.0,5,0.693,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8408801540,90642754469,13703416,0325-公众号去激励-R50惊奇-关键页面,touliu_tencent_20260205_13703416_37b91b9f,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),1416.08,16870,2213,3286,3184,7751.62,0.13117960877296977,0.9689592209373098,5.473998644144399,101.14857142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,2.2727,,,0.178039,1.0,14,2.203,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8024681284,87101585194,59675209,3.6-朋友圈+公众号小程序-R50-猎奇,touliu_tencent_20260304_59675209_b5f8031a,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),1415.81,54650,4700,1688,3961,7249.16,0.08600182982616651,2.346563981042654,5.120150302653605,101.12928571428571,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),52,4.5059,,,,1.0,14,0.857,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8544225254,91959060010,63716056,0401-朋友圈+公众号小程序-非人群,touliu_tencent_20260403_63716056_0c4b633c,关键页面访问次数,,大范围(>=30省市),中老年(>=50),1413.84,179397,11244,6350,4505,11191.77,0.0626766333885182,0.7094488188976378,7.915867424885419,100.98857142857142,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),26,1.3852,0.6785,-51.02,-0.000373,1.0,14,0.904,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8989991530,93256766856,41032575,60+朋友圈+公众号小程序r500-关键页,touliu_tencent_20260423_41032575_0f6c5ed7,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),1413.75,9789,1777,3823,5292,2919.47,0.1815302891000102,1.3842532042898248,2.065053934571176,353.4375,4,2026-04-24,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,2.0557,1.5647,-23.89,,1.0,4,0.539,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8795971709,85499109885,44659071,朋友圈+公众号与小程序-回流100-图片-票圈视频-高rov,touliu_tencent_20260402_44659071_4f9b4bc6,点击,Q-回流100-180人群,中范围(10-29),中老年(>=50),1411.48,188505,13337,3472,2637,1883.66,0.0707514389538739,0.7595046082949308,1.3345282965398022,108.57538461538462,13,2026-04-15,2026-04-27,极速(≤1天),1.0,declining(>60天),61,1.0467,0.8085,-22.76,0.012985,1.0,13,0.41,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+7992992316,43144049520,62441928,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov-40,touliu_tencent_20260211_62441928_5bbff424,点击,回流330以上人群,中范围(10-29),中老年(>=50),1409.6399999999999,54488,3921,3954,7860,5600.06,0.0719607987079724,1.9878603945371776,3.972688062200279,100.68857142857142,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),122,2.7755,0.0,-100.0,-0.36404,1.0,14,0.439,其他,其他,False,False,False,False,True,False,"严重衰退（峰值 2.78 → 最近 0.00, 衰减 -100%）— 建议换素材"
 
+7885276434,85708945797,59949424,朋友圈+公众号与小程序-回流180-图片-票圈视频-高rov,touliu_tencent_20260205_59949424_64330507,点击,Q-回流180-330人群,中范围(10-29),中老年(>=50),1408.23,104656,9796,2662,2453,2374.33,0.09360189573459715,0.9214876033057852,1.6860385022333,100.58785714285715,14,2026-04-14,2026-04-27,中(4-7天),4.0,mature(31-60天),60,1.456,0.9349,-35.79,0.047347,1.0,14,0.238,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8966083119,96489432517,62441928,R50*同感个体*个人情感,touliu_tencent_20260422_62441928_68fa5137,关键页面访问次数,R50*同感个体*个人情感,中范围(10-29),中老年(>=50),1406.5600000000002,29729,5073,3704,2522,1373.53,0.17064146119950216,0.6808855291576674,0.9765171766579455,281.312,5,2026-04-23,2026-04-27,快(2-3天),3.0,learning(4-7天),4,0.9242,0.6507,-29.59,,1.0,5,1.537,情感故事,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8819533997,89274386948,7912214,R50*全品类 年龄：60-65，性别男,touliu_tencent_20260302_7912214_fca7e47f,点击,R50*全品类,中范围(10-29),中老年(>=50),1405.25,122283,8237,1590,3299,2466.16,0.06736014000310754,2.0748427672955976,1.754961750578189,117.10416666666667,12,2026-04-16,2026-04-27,中(4-7天),4.0,mature(31-60天),40,2.9841,2.2082,-26.0,-0.026611,1.0,12,0.729,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8986326713,96673387830,62442071,4.24-公众号小程序+朋友圈,touliu_tencent_20260420_62442071_56ea3e59,关键页面访问次数,,中范围(10-29),中老年(>=50),1404.84,27803,5360,6969,3582,2398.39,0.19278495126425205,0.5139905294877314,1.7072335639645797,351.21,4,2026-04-24,2026-04-27,快(2-3天),2.0,cold_start(≤3天),3,0.5363,0.4129,-23.02,,1.0,4,1.218,福利钩子,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8965493709,94732457302,64314814,0415-朋友圈+公众号小程序-生活指南关键页,touliu_tencent_20260228_64314814_e2d8e0e2,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),1403.82,29653,4235,4140,5048,2317.95,0.1428186018278083,1.2193236714975846,1.651173227336838,280.764,5,2026-04-23,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,2.25,1.0645,-52.69,,1.0,5,0.889,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8331300727,90168859535,53300066,0320-公众号去激励-R50-关键页-微动,touliu_tencent_20260323_53300066_eabc329e,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),1398.66,15721,2562,4494,5033,19703.98,0.162966732396158,1.1199376947040498,14.087755423047772,107.58923076923078,13,2026-04-14,2026-04-26,中(4-7天),7.0,mature(31-60天),35,1.7558,1.2096,-31.11,-0.021839,1.0,13,0.971,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+7885276580,85708945797,59949424,朋友圈+公众号与小程序-回流180-图片-票圈视频-高rov,touliu_tencent_20260205_59949424_d13c5be5,点击,Q-回流180-330人群,中范围(10-29),中老年(>=50),1397.73,125265,9504,1998,2389,2179.17,0.07587115315531075,1.1956956956956957,1.5590779335064713,99.83785714285715,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),60,2.0923,1.5545,-25.7,0.14227,1.0,14,0.284,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8745896779,90214735042,27098306,0323公众号去激励-关键页r50历史,touliu_tencent_20260323_27098306_e417624f,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),1397.19,19571,2391,4133,3918,3004.74,0.12217055847938275,0.9479796757803048,2.150559336954888,99.79928571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),35,3.75,,,0.136905,1.0,14,1.554,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8921896513,95301147188,14210808,0417-朋友圈+公众号去激励-r500全-点击,touliu_tencent_20260420_14210808_187633d8,点击,R500*全品类,中范围(10-29),中老年(>=50),1395.9099999999999,31654,2755,1185,3725,2737.7200000000003,0.08703481392557023,3.1434599156118144,1.9612439197369462,199.41571428571427,7,2026-04-21,2026-04-27,极速(≤1天),1.0,stable(8-30天),10,6.3333,4.2303,-33.21,-0.103231,1.0,7,0.773,其他,其他,False,True,False,True,False,False,落地宝藏（CTR 0.087 低/裂变率 3.143 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强）
 
+8495907430,91851130214,64292761,4.1-公众号去激励-R330,touliu_tencent_20260310_64292761_ea228b82,点击,回流330以上人群,中范围(10-29),中老年(>=50),1367.42,36805,3507,1965,3625,3877.12,0.09528596658062763,1.8447837150127226,2.8353541706278977,97.67285714285715,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),26,3.2857,2.2052,-32.88,-0.05018,1.0,14,1.579,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8742115971,94271549897,12817085,0413-朋友圈+公众号小程序-关键页面访问-非人群-视频,touliu_tencent_20260127_12817085_99c616dc,关键页面访问次数,,大范围(>=30省市),中老年(>=50),1364.84,65581,9178,7790,3841,4597.66,0.1399490706149647,0.49306803594351734,3.368643943612438,97.48857142857142,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,0.7525,0.498,-33.82,0.048774,1.0,14,1.316,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8747610056,79978756348,44332127,0119-公众号小程序-回流330-图片-点击,touliu_tencent_20260413_44332127_237563f7,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1356.76,33871,3618,4865,7257,5396.08,0.1068170411266275,1.4916752312435766,3.977180931041599,96.91142857142857,14,2026-04-14,2026-04-27,中(4-7天),7.0,declining(>60天),98,3.5035,2.0571,-41.29,0.223225,1.0,14,0.814,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8815454720,87838881237,10656284,0310-公众号去激励-R50惊奇-关键页面,touliu_tencent_20260416_10656284_916b940b,关键页面访问次数,R50*泛惊奇*奇观技艺,大范围(>=30省市),中老年(>=50),1350.23,13185,2047,2784,3903,3420.64,0.1552521805081532,1.4019396551724137,2.533375795234886,112.51916666666666,12,2026-04-16,2026-04-27,极速(≤1天),1.0,mature(31-60天),48,4.6061,,,,1.0,12,1.826,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 高）
 
+8458967560,88998261545,41032575,3.17-公众号去激励-R500-全品类图,touliu_tencent_20260325_41032575_a1aeaebc,点击,R500*全品类,中范围(10-29),中老年(>=50),1350.12,26550,2591,1917,5381,6290.24,0.0975894538606403,2.8069900886802297,4.659022901668,96.43714285714285,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),41,7.1429,,,0.85997,1.0,14,1.025,其他,其他,False,True,False,False,False,False,裂变率赢家（落地页留存强）
 
+8075178035,79978756348,31482376,0119-公众号小程序-回流330-图片-点击,touliu_tencent_20260309_31482376_3736baf1,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1346.1,29901,3398,4163,6512,14855.2,0.11364168422460787,1.564256545760269,11.035732857885746,96.14999999999999,14,2026-04-14,2026-04-27,快(2-3天),2.0,declining(>60天),98,2.087,1.9169,-8.15,0.185757,1.0,14,0.648,其他,其他,False,False,False,False,False,True,上升期（7日斜率 +0.186）— 可加预算放量
 
+9002381715,96823567838,63716056,0424-朋友圈+公众号小程序-R50退休-关键页面-图,touliu_tencent_20260423_63716056_d14e5974,关键页面访问次数,R50*同感个体*退休榜样,大范围(>=30省市),中老年(>=50),1339.28,6336,1962,3000,2640,1835.9299999999998,0.3096590909090909,0.88,1.370833582223284,334.82,4,2026-04-24,2026-04-27,快(2-3天),2.0,cold_start(≤3天),2,0.9662,0.6594,-31.75,,1.0,4,1.183,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8636423795,93235078361,63716056,66+r100-180-朋友圈+公众号小程序-关键页,touliu_tencent_20260408_63716056_e68b4e68,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),1336.78,13937,2956,4754,3662,8285.23,0.21209729497022314,0.7702986958350863,6.197900926106016,95.48428571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,0.9949,0.4432,-55.46,-0.010216,1.0,14,1.755,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8985015955,96651516095,61785507,4.24-公众号-R330,touliu_tencent_20260423_61785507_eb5dc70e,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1328.02,27235,3115,1204,2604,1037.12,0.11437488525794015,2.1627906976744184,0.7809520940949684,332.005,4,2026-04-24,2026-04-27,极速(≤1天),1.0,cold_start(≤3天),3,4.3908,1.9687,-55.16,,1.0,4,0.521,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+7885276484,85708945797,59949424,朋友圈+公众号与小程序-回流180-图片-票圈视频-高rov,touliu_tencent_20260205_59949424_0a67e4b5,点击,Q-回流180-330人群,中范围(10-29),中老年(>=50),1323.24,102413,9095,1399,1469,872.5600000000001,0.08880708503803228,1.0500357398141529,0.6594117469242163,94.51714285714286,14,2026-04-14,2026-04-27,慢(>7天),8.0,mature(31-60天),60,1.775,0.8756,-50.67,-0.089389,1.0,14,0.67,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8744483289,94311598758,12315525,0413朋友圈+公众号小程序-q-R330-关键页视频,touliu_tencent_20260326_12315525_aa6e8c06,关键页面访问次数,Q-回流330以上人群,中范围(10-29),中老年(>=50),1320.8200000000002,11890,3270,4691,3013,3481.55,0.2750210260723297,0.6422937539970156,2.635900425493254,94.34428571428573,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),14,1.0,,,,1.0,14,0.897,其他,其他,True,False,True,False,False,False,浪费流量（CTR 0.275 高/裂变率 0.642 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强）
 
+8815920926,94497447177,64304168,0414-朋友圈+公众号小程序-R50全品类-关键页面-60+视频,touliu_tencent_20260415_64304168_32090e40,关键页面访问次数,R50*全品类,大范围(>=30省市),中老年(>=50),1305.78,15794,3864,4732,2508,3500.56,0.24464986703811575,0.5300084530853761,2.6808191272649298,108.815,12,2026-04-16,2026-04-27,快(2-3天),2.0,stable(8-30天),13,1.1951,0.6227,-47.89,0.031554,1.0,12,1.201,其他,其他,False,False,True,False,False,False,浪费流量（CTR 0.245 高/裂变率 0.530 低）— 建议换落地页视频
 
+8822919287,95075732328,12315525,0416-朋友圈+公众号小程序-关键页面访问-R50退休-视频,touliu_tencent_20260413_12315525_22bfb900,关键页面访问次数,R50*同感个体*退休榜样,大范围(>=30省市),中老年(>=50),1294.07,8830,2014,3504,2699,3313.45,0.22808607021517555,0.7702625570776256,2.5604874543108176,161.75875,8,2026-04-16,2026-04-23,极速(≤1天),1.0,stable(8-30天),11,1.7955,,,0.135503,1.0,8,1.961,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8844384050,95284955659,67717628,0417-朋友圈+公众号小程序-R50祝福-关键页面-谷雨,touliu_tencent_20260417_67717628_15aee242,关键页面访问次数,R50*泛祝福,大范围(>=30省市),中老年(>=50),1293.45,30566,2646,4051,5906,2182.2999999999997,0.0865667735392266,1.457911626758825,1.6871931655649617,431.15000000000003,3,2026-04-17,2026-04-20,快(2-3天),2.0,stable(8-30天),10,1.4716,1.406,-4.46,,0.75,2,1.113,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8796586455,89274054237,62976166,R50*全品类 年龄：66+，性别女,touliu_tencent_20260408_62976166_3863d04d,点击,R50*全品类,中范围(10-29),中老年(>=50),1288.54,97407,8914,1941,2275,1466.77,0.09151293028221791,1.172076249356002,1.138319338165676,99.11846153846153,13,2026-04-15,2026-04-27,极速(≤1天),1.0,mature(31-60天),40,1.8571,0.7583,-59.17,-0.074263,1.0,13,0.489,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8797448092,94835540524,20861183,0415-公众号-R50*泛知识*时政历史-男-五六十年代视频-票圈视频-高rov,touliu_tencent_20260107_20861183_4d54cba9,点击,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),1277.56,60584,5243,1694,2938,3066.26,0.08654100092433646,1.7343565525383706,2.4000907980838475,98.27384615384615,13,2026-04-15,2026-04-27,中(4-7天),5.0,stable(8-30天),12,3.3333,1.4884,-55.35,-0.112595,1.0,13,0.554,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8738732841,79410176639,63716056,0115-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260409_63716056_185f6853,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1274.88,19371,3364,3154,3737,4767.02,0.17366165918125032,1.184844641724794,3.739191139558233,91.06285714285715,14,2026-04-14,2026-04-27,极速(≤1天),1.0,declining(>60天),102,2.6319,1.4971,-43.12,0.123342,1.0,14,0.228,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8920802555,75510018126,12315525,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260415_12315525_b3494f50,点击,回流330以上人群,中范围(10-29),中老年(>=50),1272.8,31575,3806,1627,2788,1862.8300000000002,0.1205384006334125,1.7135832821143209,1.463568510370836,181.82857142857142,7,2026-04-21,2026-04-27,极速(≤1天),0.0,declining(>60天),124,2.3861,2.0653,-13.44,0.249322,1.0,7,0.89,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+7885395851,85709164338,59949424,朋友圈+公众号与小程序-回流100-图片-票圈视频-高rov,touliu_tencent_20260205_59949424_fed2d8d9,点击,Q-回流100-180人群,中范围(10-29),中老年(>=50),1268.22,141109,11018,2164,2118,2223.62,0.07808148310880242,0.9787430683918669,1.7533393259844505,90.58714285714287,14,2026-04-14,2026-04-27,快(2-3天),3.0,mature(31-60天),60,2.5921,0.7351,-71.64,-0.241697,1.0,14,0.209,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8961143486,96438896389,22451901,4.23-公众号+朋友圈-R50知识科普-关键页面,touliu_tencent_20260421_22451901_c3326b76,关键页面访问次数,R50*泛知识*生活科普,中范围(10-29),中老年(>=50),1263.09,12835,2346,4510,2187,1529.3300000000002,0.1827814569536424,0.48492239467849224,1.2107846630089703,252.618,5,2026-04-23,2026-04-27,极速(≤1天),1.0,learning(4-7天),4,0.6709,0.5166,-23.0,,1.0,5,1.546,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8372841618,90406757947,12723053,0324-公众号小程序-关键页面访问-非人群-图片,touliu_tencent_20260113_12723053_ca0ff2c4,关键页面访问次数,,中范围(10-29),中老年(>=50),1258.99,56732,7371,6441,3986,11003.77,0.12992667277726855,0.6188480049681726,8.740156792349424,96.84538461538462,13,2026-04-14,2026-04-26,极速(≤1天),0.0,mature(31-60天),34,0.6641,,,,1.0,13,2.176,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8659191017,93352733078,11733894,0408-公众号去激励-QR50历史-关键页面-60+,touliu_tencent_20260324_11733894_f8b5f8db,关键页面访问次数,Q-R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),1257.31,28239,3013,2750,1702,4565.37,0.10669641276249159,0.618909090909091,3.631061552043649,89.80785714285715,14,2026-04-14,2026-04-27,快(2-3天),3.0,stable(8-30天),19,3.6111,0.1648,-95.44,-0.071701,1.0,14,1.097,其他,其他,False,False,False,False,True,False,"严重衰退（峰值 3.61 → 最近 0.16, 衰减 -95%）— 建议换素材"
 
+8993348681,89273859461,12315525,R50*全品类 年龄：66+，性别男,touliu_tencent_20260415_12315525_83cc07c1,点击,R50*全品类,中范围(10-29),中老年(>=50),1255.67,109523,9040,1084,1506,1173.0500000000002,0.08253974051112552,1.3892988929889298,0.9342024576520902,313.9175,4,2026-04-24,2026-04-27,极速(≤1天),0.0,mature(31-60天),40,1.8798,1.5238,-18.94,,1.0,4,0.535,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+7583127799,81295879658,63828150,R_50*祝福,touliu_tencent_20260128_63828150_00f71bb1,点击,R50*泛祝福,中范围(10-29),中老年(>=50),1253.07,60487,4206,1333,1880,4675.38,0.06953560269148742,1.4103525881470367,3.731140319375614,89.505,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),90,2.1333,0.8816,-58.67,-0.069483,1.0,14,0.861,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8502701484,91922411999,59949424,0401-公众号-60-65-女-非人群包-早安-票圈视频-高rov,touliu_tencent_20260127_59949424_971ddd16,关键页面访问次数,,中范围(10-29),中老年(>=50),1246.47,135831,17093,6519,3638,1186.52,0.12584019848193712,0.5580610523086363,0.951904177396969,89.03357142857143,14,2026-04-14,2026-04-27,慢(>7天),8.0,stable(8-30天),26,0.7031,0.5163,-26.58,-0.023572,1.0,14,1.023,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8504560504,81372487680,64132906,0127-公众号与小程序-R330-点击,touliu_tencent_20260325_64132906_0cdddf01,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1241.38,64603,3115,1517,4391,5098.36,0.04821757503521508,2.89452867501648,4.107009940550032,88.67,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),90,5.6091,2.2178,-60.46,-0.129775,1.0,14,0.445,其他,其他,False,True,False,True,False,False,落地宝藏（CTR 0.048 低/裂变率 2.895 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强）
 
+8839615220,95236915121,63716056,0417-朋友圈+公众号小程序-r50-关键页,touliu_tencent_20260413_63716056_3e3d6dbb,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),1235.23,28766,3464,4130,2635,4065.9,0.12041994020718905,0.6380145278450363,3.291613707568631,123.523,10,2026-04-17,2026-04-26,极速(≤1天),1.0,stable(8-30天),10,1.2748,0.5937,-53.43,-0.055162,1.0,10,1.168,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8941149129,96250766348,63716056,4.22-朋友圈+公众号-R50-退休-关键页,touliu_tencent_20260422_63716056_c469efa8,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),1221.9,12238,1532,2573,2160,1969.19,0.1251838535708449,0.8394869801787797,1.6115803257222359,203.65,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,2.9692,1.4163,-52.3,,1.0,6,1.225,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8240126380,89258734736,64037701,0318-公众号小程序-回流q330-图片-点击,touliu_tencent_20260310_64037701_5aea20d4,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1214.27,31124,3224,2397,3667,5497.91,0.10358565737051793,1.529828952857739,4.527749182636481,86.73357142857142,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),40,2.1082,1.3093,-37.9,-0.020737,1.0,14,0.832,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+7992992213,43144049520,62441928,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov-40,touliu_tencent_20260211_62441928_10d50d33,点击,回流330以上人群,中范围(10-29),中老年(>=50),1213.29,61201,3389,1607,3854,6729.95,0.05537491217463767,2.398257622899813,5.546860190061733,86.66357142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),122,4.0488,0.098,-97.58,-0.633199,1.0,14,0.427,其他,其他,False,False,False,False,True,False,"严重衰退（峰值 4.05 → 最近 0.10, 衰减 -98%）— 建议换素材"
 
+8541517211,90611314514,12219310,关键页面泛人群,touliu_tencent_20260402_12219310_ea6481a9,关键页面访问次数,,中范围(10-29),中老年(>=50),1208.1200000000001,112504,13670,5834,2874,3222.26,0.12150679086965797,0.49262941378128217,2.6671688242889777,86.29428571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),33,0.84,0.28,-66.67,-0.048892,1.0,14,0.996,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8279057499,89659926145,63854871,0320-公众号去激励-关键页面访问-R50祝福,touliu_tencent_20260209_63854871_9d94eecc,关键页面访问次数,R50*泛祝福,中范围(10-29),中老年(>=50),1199.48,28106,2229,3608,4776,4350.26,0.0793069095566783,1.3237250554323725,3.626788274919132,85.67714285714285,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),38,2.4286,1.3379,-44.91,0.118266,1.0,14,1.206,娱乐搞笑,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8254145394,89258734736,12221906,0318-公众号小程序-回流q330-图片-点击,touliu_tencent_20260302_12221906_726cb349,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1184.67,31784,3127,2952,3574,12409.19,0.09838283413038007,1.2107046070460705,10.474807330311394,84.61928571428572,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),40,3.8264,1.1246,-70.61,-0.017597,1.0,14,0.277,娱乐搞笑,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8607841672,87966813486,44332127,0309-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260324_44332127_3da2ecb2,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1182.6100000000001,31156,2959,1581,3962,9171.29,0.09497368083194248,2.506008855154965,7.7551263730223825,84.47214285714287,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),47,11.75,,,1.423089,1.0,14,0.73,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8944443251,96287442984,63555293,R50*泛知识*时政历史,touliu_tencent_20260302_63555293_3081aff3,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),1182.1100000000001,16934,2388,3160,2758,2643.71,0.14101807015471832,0.8727848101265823,2.2364331576587624,197.01833333333335,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,1.2615,0.7467,-40.81,,1.0,6,0.913,其他,问题导入,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8691703133,93080524540,44659071,0407-朋友圈+公众号去激励-关键页面访问-非人群-图片,touliu_tencent_20260409_44659071_cbb981ea,关键页面访问次数,,中范围(10-29),中老年(>=50),1181.75,74125,7906,4732,2830,3930.24,0.10665767284991569,0.5980557903634827,3.325779564205627,84.41071428571429,14,2026-04-14,2026-04-27,中(4-7天),4.0,stable(8-30天),20,1.5714,0.5418,-65.52,-0.020672,1.0,14,1.064,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8799626915,94855344869,44659071,0415-公众号去激励-关键页面访问-R50知识科普,touliu_tencent_20260409_44659071_1bb1dc23,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),1177.44,13281,1980,2983,3301,2945.28,0.14908515925005647,1.1066040898424405,2.5014268242967796,130.82666666666668,9,2026-04-15,2026-04-23,极速(≤1天),1.0,stable(8-30天),12,4.0,0.5,-87.5,-0.182696,1.0,9,1.448,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8749565435,94364787632,63716056,0413-朋友圈+公众号小程序-关键页面访问-R50退休,touliu_tencent_20260409_63716056_af3af2f3,关键页面访问次数,R50*同感个体*退休榜样,大范围(>=30省市),中老年(>=50),1173.38,17712,2041,3062,3158,3037.7,0.11523261065943993,1.031352057478772,2.588845898174504,117.33800000000001,10,2026-04-14,2026-04-23,极速(≤1天),0.0,stable(8-30天),14,5.0,0.781,-84.38,-0.027688,1.0,10,1.399,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+7583127893,81295879658,63828150,R_50*祝福,touliu_tencent_20260128_63828150_7e79e80a,点击,R50*泛祝福,中范围(10-29),中老年(>=50),1171.3899999999999,66694,3615,1904,3045,4755.63,0.05420277686148679,1.599264705882353,4.059817823269791,83.67071428571428,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),90,6.2308,2.8012,-55.04,0.037386,1.0,14,0.729,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8796572346,89273859461,62976166,R50*全品类 年龄：66+，性别男,touliu_tencent_20260408_62976166_a03c2737,点击,R50*全品类,中范围(10-29),中老年(>=50),1167.31,95060,8122,1399,2236,1362.71,0.08544077424784347,1.5982844889206576,1.1673934087774456,89.79307692307692,13,2026-04-15,2026-04-27,快(2-3天),2.0,mature(31-60天),40,2.6473,1.2328,-53.43,-0.061553,1.0,13,0.528,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8919262917,95751746360,63897155,0420-公众号小程序-R500点击,touliu_tencent_20260225_63897155_7495ad43,点击,R500*全品类,大范围(>=30省市),中老年(>=50),1163.5,25336,2611,1177,4121,2083.67,0.1030549415850963,3.5012744265080715,1.79086377309841,166.21428571428572,7,2026-04-21,2026-04-27,极速(≤1天),1.0,learning(4-7天),7,7.4602,4.3789,-41.3,0.555745,1.0,7,0.484,其他,其他,False,True,False,False,False,False,裂变率赢家（落地页留存强）
 
+8963445830,79410176639,65285016,0115-朋友圈+公众号小程序-回流330-图片-点击,touliu_tencent_20260326_65285016_61153f69,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1158.59,37691,3334,3159,5446,3423.41,0.0884561301106365,1.723963279518835,2.9548071362604547,231.718,5,2026-04-23,2026-04-27,极速(≤1天),0.0,declining(>60天),102,2.1061,1.7987,-14.59,,1.0,5,0.576,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8860739208,78188588538,27098306,0108-朋友圈+公众号与小程序-R330-点击,touliu_tencent_20260409_27098306_b07626ec,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1149.1200000000001,27616,3325,1606,4954,4825.18,0.12040121668597914,3.0846824408468243,4.199021860206071,114.912,10,2026-04-18,2026-04-27,快(2-3天),2.0,declining(>60天),109,4.0311,,,-0.133626,1.0,10,1.1,其他,其他,False,True,False,False,False,False,裂变率赢家（落地页留存强）
 
+7883096138,48090570737,62642651,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260225_62642651_e982ad7c,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1146.6100000000001,33844,3280,4184,5677,7239.599999999999,0.09691525824370642,1.3568355640535372,6.313916676114807,81.9007142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),289,2.7015,1.4286,-47.12,0.031578,1.0,14,0.482,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8525644536,91437934211,64304168,0330公众号去激励-q-R330-关键页,touliu_tencent_20260326_64304168_af74a9a2,关键页面访问次数,Q-回流330以上人群,中范围(10-29),中老年(>=50),1142.81,22894,3134,4839,2565,3224.79,0.13689176203372064,0.5300681959082455,2.8218076495655446,87.90846153846154,13,2026-04-14,2026-04-26,快(2-3天),2.0,stable(8-30天),28,1.6429,0.3495,-78.73,-0.156792,1.0,13,1.505,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8991284165,96222340681,44659071,公众号与小程序-R_330-图片-票圈视频-高rov,touliu_tencent_20260402_44659071_163e3711,关键页面访问次数,回流330以上人群,中范围(10-29),中老年(>=50),1133.3899999999999,23599,2509,3765,3127,855.22,0.10631806432475953,0.8305444887118194,0.754568153945244,283.34749999999997,4,2026-04-24,2026-04-27,快(2-3天),2.0,learning(4-7天),5,1.0728,0.3988,-62.83,,1.0,4,1.483,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8214588434,85498852764,12315525,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260313_12315525_35f0ea01,点击,Q-回流330以上人群,中范围(10-29),中老年(>=50),1128.68,45540,5653,2387,2089,5318.89,0.12413263065436979,0.8751571009635526,4.712487153134635,80.62,14,2026-04-14,2026-04-27,极速(≤1天),0.0,declining(>60天),61,1.9103,0.6365,-66.68,-0.047526,1.0,14,0.587,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8219884867,48090628387,63313511,朋友圈+公众号与小程序-回流180-图片-票圈视频-高rov,touliu_tencent_20260107_63313511_acf17ba1,点击,回流180-330人群,大范围(>=30省市),中老年(>=50),1127.38,89626,5990,1938,2734,4667.83,0.06683328498426795,1.4107327141382868,4.140422927495609,80.52714285714286,14,2026-04-14,2026-04-27,极速(≤1天),1.0,declining(>60天),289,2.7917,,,0.315331,1.0,14,0.418,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8899275065,95828418289,66296393,0420-朋友圈+公众号小程序-R50历史,touliu_tencent_20260420_66296393_d7132322,关键页面访问次数,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),1126.26,13616,1618,2569,2456,2403.95,0.11883078730904818,0.9560140132347217,2.1344538561255835,140.7825,8,2026-04-20,2026-04-27,极速(≤1天),0.0,learning(4-7天),7,13.4,5.678,-57.63,0.848059,1.0,8,1.407,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8770522376,85483145505,65431327,朋友圈+公众号与小程序-回流180-图片-票圈视频-高rov,touliu_tencent_20260326_65431327_bfe41039,点击,Q-回流180-330人群,中范围(10-29),中老年(>=50),1126.08,105753,7333,1751,2086,1540.0,0.06934082248257732,1.19131924614506,1.3675760159136119,80.4342857142857,14,2026-04-14,2026-04-27,极速(≤1天),1.0,declining(>60天),61,3.5,,,-0.408057,1.0,14,1.176,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+9003451672,96833526935,43507074,票圈-图片-朋友圈+公众号-4.25-hyw-泛人群-关键页-泛惊奇,touliu_tencent_20260424_43507074_ba2e42de,关键页面访问次数,,中范围(10-29),中老年(>=50),1120.58,92746,10650,4704,3263,2823.02,0.11482975007008389,0.6936649659863946,2.5192489603598136,373.52666666666664,3,2026-04-25,2026-04-27,极速(≤1天),0.0,cold_start(≤3天),2,1.02,0.7103,-30.36,,1.0,3,0.204,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8612574499,91958063217,30757888,0325-朋友圈+公众号去激励-非人群,touliu_tencent_20260305_30757888_9e9bb636,关键页面访问次数,,大范围(>=30省市),中老年(>=50),1119.81,64334,6471,6317,3071,4000.8500000000004,0.10058444990207355,0.4861484882064271,3.572793598914102,79.98642857142856,14,2026-04-14,2026-04-27,快(2-3天),2.0,stable(8-30天),26,1.0,0.6923,-30.77,0.063533,1.0,14,1.745,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8895005562,93727084726,63716056,0410公众号去激励-R50退休-关键页-微动,touliu_tencent_20260420_63716056_be51e450,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),1118.5,12694,1376,2953,2083,2320.01,0.10839766818969591,0.7053843548933288,2.074215467143496,139.8125,8,2026-04-20,2026-04-27,极速(≤1天),1.0,stable(8-30天),17,1.0896,0.7478,-31.36,-0.015133,1.0,8,1.153,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8636490470,93235608908,12315525,66+r180-330-朋友圈+公众号小程序-关键页,touliu_tencent_20260326_12315525_8ed45830,关键页面访问次数,回流180-330人群,大范围(>=30省市),中老年(>=50),1116.32,13473,2309,4591,2860,5180.94,0.17137979663029762,0.6229579612284906,4.6410885767521854,79.73714285714286,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,11.4,4.0451,-64.52,0.572553,1.0,14,1.194,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8356518663,90393868078,64677764,0324-公众号去激励-关键页面访问-非人群-视频,touliu_tencent_20260323_64677764_22f4fe19,关键页面访问次数,,大范围(>=30省市),中老年(>=50),1110.42,71873,7081,6225,4468,7735.96,0.09852100232354291,0.7177510040160643,6.966697285711712,79.3157142857143,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),34,1.1596,0.828,-28.59,0.009212,1.0,14,0.73,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+7963777239,82767192319,60602380,2.5-朋友圈+公众号小程序-R50-猎奇,touliu_tencent_20260302_60602380_2c06833c,点击,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),1109.46,60424,3840,1077,1313,2397.91,0.0635509069244009,1.2191272051996287,2.1613307374758888,79.24714285714286,14,2026-04-14,2026-04-27,中(4-7天),4.0,declining(>60天),81,3.3429,1.3689,-59.05,0.062717,1.0,14,0.286,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8965550230,95205841163,16879901,朋友圈+公众号与小程序-回流330-图片-票圈视频-高rov,touliu_tencent_20260415_16879901_960c8b77,点击,回流330以上人群,中范围(10-29),中老年(>=50),1105.27,40286,3486,1166,1977,1132.08,0.08653130119644542,1.695540308747856,1.0242565165072788,221.054,5,2026-04-23,2026-04-27,极速(≤1天),1.0,stable(8-30天),10,1.9919,1.6151,-18.92,,1.0,5,0.584,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8636448328,93235078361,61785507,66+r100-180-朋友圈+公众号小程序-关键页,touliu_tencent_20260408_61785507_e5669a48,关键页面访问次数,回流100-180人群,大范围(>=30省市),中老年(>=50),1104.54,24398,2980,2642,3740,7534.41,0.12214115911140258,1.4155942467827403,6.821310228692488,78.89571428571428,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,3.5,2.5,-28.57,0.079739,1.0,14,1.538,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 高）
 
+8990320610,96709348910,63716056,4.24-朋友圈+公众号-R50-生活-关键页,touliu_tencent_20260423_63716056_bffad63d,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),1103.82,14775,2203,3113,2219,1831.5700000000002,0.14910321489001693,0.7128172181175715,1.65930133536265,275.955,4,2026-04-24,2026-04-27,极速(≤1天),1.0,cold_start(≤3天),3,1.0725,0.8854,-17.45,,1.0,4,1.257,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）
 
+8850160908,95344447334,27098306,0417-朋友圈+公众号去激励-R50历史-关键页面,touliu_tencent_20260409_27098306_d0973d0d,关键页面访问次数,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),1103.4599999999998,13089,1712,3163,3485,2590.18,0.1307968523187409,1.1018020866266203,2.3473256846646007,157.63714285714283,7,2026-04-17,2026-04-23,快(2-3天),3.0,stable(8-30天),10,3.0,1.5,-50.0,-0.053571,1.0,7,2.398,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8820984645,94841973858,63828150,关键页面泛人群-早安,touliu_tencent_20260211_63828150_df5ec5e2,关键页面访问次数,,中范围(10-29),中老年(>=50),1095.33,134442,12128,4796,3231,2138.94,0.09020990464289433,0.6736864053377815,1.9527813535646794,91.27749999999999,12,2026-04-16,2026-04-27,极速(≤1天),1.0,stable(8-30天),12,3.6667,1.2889,-64.85,0.016284,1.0,12,1.087,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8822919294,95075732328,64304168,0416-朋友圈+公众号小程序-关键页面访问-R50退休-视频,touliu_tencent_20260415_64304168_2425255a,关键页面访问次数,R50*同感个体*退休榜样,大范围(>=30省市),中老年(>=50),1091.1,7173,1835,2752,2787,2387.3,0.25582043775268365,1.012718023255814,2.187975437631748,136.3875,8,2026-04-16,2026-04-23,极速(≤1天),1.0,stable(8-30天),11,1.5,1.3574,-9.51,0.094598,1.0,8,1.014,其他,其他,False,False,False,False,False,True,上升期（7日斜率 +0.095）— 可加预算放量
 
+8388543059,90565013000,11733894,0325-公众号去激励-关键页r50历史-微动,touliu_tencent_20260324_11733894_367f5cd2,关键页面访问次数,R50*泛知识*时政历史,中范围(10-29),中老年(>=50),1085.79,20038,1853,2850,2840,8239.36,0.09247429883221879,0.9964912280701754,7.5883550226102665,77.55642857142857,14,2026-04-14,2026-04-27,快(2-3天),2.0,mature(31-60天),33,6.0,0.3304,-94.49,-0.4787,1.0,14,1.685,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8749241049,93235756516,66223113,66+r330-朋友圈+公众号小程序-关键页,touliu_tencent_20260409_66223113_987d38e9,关键页面访问次数,回流330以上人群,大范围(>=30省市),中老年(>=50),1083.72,6995,1386,4354,3839,3127.05,0.19814152966404575,0.8817179604960955,2.8854777986933895,77.40857142857143,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),19,0.9591,,,,1.0,14,2.227,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8836311179,95206752900,64233326,朋友圈+公众号与小程序-回流180-图片-票圈视频-高rov,touliu_tencent_20260415_64233326_93b26b89,点击,回流180-330人群,中范围(10-29),中老年(>=50),1082.31,88003,5300,1360,2302,2031.62,0.06022521959478654,1.6926470588235294,1.8771146898762832,98.39181818181818,11,2026-04-17,2026-04-27,快(2-3天),2.0,stable(8-30天),10,3.0,0.9539,-68.2,-0.23417,1.0,11,0.735,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8661063362,93496008938,63716056,0409-公众号去激励-R500-关键页面-微动,touliu_tencent_20260408_63716056_8ea16430,关键页面访问次数,R500*全品类,大范围(>=30省市),中老年(>=50),1080.19,7215,1264,3799,4504,5190.43,0.17519057519057518,1.1855751513556199,4.805108360566197,77.15642857142858,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),18,6.3846,2.7346,-57.17,0.345837,1.0,14,0.758,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8863432950,95474923422,63716056,0418-公众号小程序-R50退休-关键页面,touliu_tencent_20260413_63716056_a0d5042e,关键页面访问次数,R50*同感个体*退休榜样,大范围(>=30省市),中老年(>=50),1079.92,9028,1455,2363,3011,3224.64,0.16116526362428002,1.2742276766821836,2.985998962886139,107.992,10,2026-04-18,2026-04-27,极速(≤1天),1.0,stable(8-30天),9,1.4643,,,0.041892,1.0,10,1.089,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+7326681968,79411375638,9712659,0115-朋友圈+公众号小程序-回流180-330-图片-点击,touliu_tencent_20260116_9712659_6b1d031a,点击,回流180-330人群,大范围(>=30省市),中老年(>=50),1071.29,142960,6703,3044,3406,6629.07,0.04688724118634583,1.11892247043364,6.1879323059115645,76.52071428571428,14,2026-04-14,2026-04-27,慢(>7天),11.0,declining(>60天),102,2.1619,0.8581,-60.31,-0.08342,1.0,14,0.194,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8663659689,93482193539,64778933,R50*同感个体*退休榜样,touliu_tencent_20260408_64778933_48677122,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),1062.59,8042,1227,2968,3063,4081.39,0.15257398657050486,1.0320080862533694,3.840982881450042,75.89928571428571,14,2026-04-14,2026-04-27,快(2-3天),3.0,stable(8-30天),18,1.3263,,,-0.112752,1.0,14,1.752,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+7952802721,86405415641,9712659,3.2-朋友圈+公众号去激励-R330,touliu_tencent_20260226_9712659_a4fbf797,点击,回流330以上人群,中范围(10-29),中老年(>=50),1055.82,39251,2939,1700,3507,7213.13,0.07487707319558737,2.0629411764705883,6.831780038264099,75.41571428571429,14,2026-04-14,2026-04-27,极速(≤1天),0.0,mature(31-60天),56,3.3475,,,-0.012114,1.0,14,0.502,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8819490467,89273859461,7912214,R50*全品类 年龄：66+，性别男,touliu_tencent_20260302_7912214_e6ba279f,点击,R50*全品类,中范围(10-29),中老年(>=50),1054.43,90734,7532,1303,2228,1348.2,0.08301188088257985,1.7099002302379125,1.2786055024989804,87.86916666666667,12,2026-04-16,2026-04-27,中(4-7天),4.0,mature(31-60天),40,2.6237,,,-0.394845,1.0,12,1.691,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8940209471,96228148920,22451901,4.22-公众号+朋友圈-R50*全品类-关键页面 60+,touliu_tencent_20260421_22451901_d84df245,关键页面访问次数,R50*全品类,中范围(10-29),中老年(>=50),1051.92,25763,2518,3094,1940,2352.59,0.09773706478282809,0.6270200387847447,2.2364723553121912,175.32000000000002,6,2026-04-22,2026-04-27,极速(≤1天),0.0,learning(4-7天),5,0.7848,0.6818,-13.11,,1.0,6,0.287,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8517200164,90305579949,64304168,R50*同感个体*退休榜样,touliu_tencent_20260317_64304168_b233ea6b,关键页面访问次数,R50*同感个体*退休榜样,中范围(10-29),中老年(>=50),1051.04,13457,1611,2115,2365,3970.4700000000003,0.11971464665229992,1.1182033096926713,3.7776583193789013,75.07428571428571,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),34,6.4561,,,,1.0,14,1.225,其他,数字冲击,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+7859921887,85483689468,63555293,朋友圈+公众号与小程序-回流50-图片-票圈视频-高rov-40,touliu_tencent_20260225_63555293_212732bd,点击,Q-回流50-100人群,中范围(10-29),中老年(>=50),1045.83,123767,10760,1036,1173,1245.4,0.08693755201305679,1.1322393822393821,1.190824512588088,74.70214285714285,14,2026-04-14,2026-04-27,中(4-7天),7.0,declining(>60天),61,1.4571,0.5,-65.69,-0.137516,1.0,14,0.959,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8990320650,96709348910,63716056,4.24-朋友圈+公众号-R50-生活-关键页,touliu_tencent_20260423_63716056_9fc6c934,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),1037.99,20619,1875,2625,2020,1523.72,0.09093554488578495,0.7695238095238095,1.4679524850913785,259.4975,4,2026-04-24,2026-04-27,极速(≤1天),0.0,cold_start(≤3天),3,0.9136,0.8319,-8.95,,1.0,4,0.427,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8773718551,94608400433,58799482,关键页面泛人群-早安,touliu_tencent_20260211_58799482_eaa59efd,关键页面访问次数,,中范围(10-29),中老年(>=50),1035.9,198836,32295,5122,3221,1114.17,0.1624202860648977,0.6288559156579461,1.075557486243846,73.99285714285715,14,2026-04-14,2026-04-27,极速(≤1天),1.0,stable(8-30天),13,1.0,0.5651,-43.49,-0.001519,1.0,14,0.913,其他,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8525346700,91446665926,14210808,0330-公众号去激励-R330-关键页面,touliu_tencent_20260326_14210808_25815601,关键页面访问次数,回流330以上人群,大范围(>=30省市),中老年(>=50),1032.68,6937,1546,3138,3588,11198.26,0.22286290903848927,1.1434034416826004,10.843881938257736,73.76285714285714,14,2026-04-14,2026-04-27,极速(≤1天),0.0,stable(8-30天),28,2.0,1.3384,-33.08,0.015065,1.0,14,0.594,娱乐搞笑,数字冲击,False,False,False,False,False,False,正常运行（CTR 高/裂变率 均值附近）
 
+8836417530,95207387777,67705545,朋友圈+公众号与小程序-回流50-图片-票圈视频-高rov,touliu_tencent_20260417_67705545_0f8d8f75,点击,回流50-100人群,中范围(10-29),中老年(>=50),1024.45,60488,7241,1884,2313,1833.56,0.1197096944848565,1.2277070063694266,1.7897994045585435,93.13181818181819,11,2026-04-17,2026-04-27,快(2-3天),2.0,stable(8-30天),10,3.475,2.1072,-39.36,0.14262,1.0,11,1.131,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 均值附近）
 
+8666679420,90439257519,57266793,0324-公众号小程序-R50历史-关键页面,touliu_tencent_20260324_57266793_801ba726,关键页面访问次数,R50*泛知识*时政历史,大范围(>=30省市),中老年(>=50),1022.9100000000001,12070,1785,2524,3074,5215.32,0.14788732394366197,1.2179080824088748,5.098513065665601,78.68538461538462,13,2026-04-14,2026-04-26,极速(≤1天),0.0,mature(31-60天),34,2.5,,,0.299107,1.0,13,1.75,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 均值附近）
 
+8984613716,96537657769,64640802,4.23-公众号-R50情感视频-关键页,touliu_tencent_20260416_64640802_69d8d3c2,关键页面访问次数,R50*同感个体*个人情感,大范围(>=30省市),中老年(>=50),1021.1100000000001,5577,1823,2372,2009,1767.1000000000001,0.326878249955173,0.846964586846543,1.7305677155252617,255.27750000000003,4,2026-04-24,2026-04-27,极速(≤1天),0.0,learning(4-7天),4,19.0,6.8694,-63.85,,1.0,4,1.186,其他,其他,True,False,False,False,False,False,CTR 赢家（投放素材吸引力强）
 
+8504377900,87128461377,41032575,0306-朋友圈+公众号去激励-R330-点击,touliu_tencent_20260325_41032575_d91e58e5,点击,回流330以上人群,大范围(>=30省市),中老年(>=50),1014.82,44987,2929,2509,5184,3595.0499999999997,0.06510769777935849,2.066161817457154,3.5425494176307124,72.48714285714286,14,2026-04-14,2026-04-27,极速(≤1天),1.0,mature(31-60天),52,4.5185,2.0888,-53.77,0.030058,1.0,14,0.402,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 高）
 
+8983282867,93249577421,61785507,4.8-朋友圈+公众号-关键页-R50-惊奇-60+不限性别,touliu_tencent_20260422_61785507_f291307b,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),1014.74,11921,2072,3291,3175,1466.48,0.17381092190252495,0.964752354907323,1.4451780751719652,253.685,4,2026-04-24,2026-04-27,极速(≤1天),1.0,stable(8-30天),19,1.2945,0.8451,-34.71,,1.0,4,0.682,其他,悬念引入,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+7885395879,85709164338,59949424,朋友圈+公众号与小程序-回流100-图片-票圈视频-高rov,touliu_tencent_20260205_59949424_cb045106,点击,Q-回流100-180人群,中范围(10-29),中老年(>=50),1012.9,90031,8969,1321,1204,1027.18,0.09962124157234731,0.9114307342922029,1.0140981340704907,72.35,14,2026-04-14,2026-04-27,慢(>7天),9.0,mature(31-60天),60,2.1081,0.8173,-61.23,-0.140921,1.0,14,0.814,其他,其他,False,False,False,False,False,False,正常运行（CTR 低/裂变率 低）
 
+8964912275,94625166383,63745812,R50*泛惊奇*奇观技艺,touliu_tencent_20260423_63745812_13b50ec4,关键页面访问次数,R50*泛惊奇*奇观技艺,中范围(10-29),中老年(>=50),1009.5799999999999,12629,2036,2889,2552,1323.13,0.1612162483173648,0.8833506403599861,1.310574694427386,201.916,5,2026-04-23,2026-04-27,快(2-3天),3.0,stable(8-30天),13,1.2284,0.9761,-20.54,,1.0,5,1.336,情感故事,其他,False,False,False,False,False,False,正常运行（CTR 高/裂变率 低）
 
+8684417582,93727414404,63716056,0331-公众号去激励-生活指南关键页-微动,touliu_tencent_20260409_63716056_694ff88c,关键页面访问次数,R50*泛知识*生活科普,大范围(>=30省市),中老年(>=50),1005.91,11045,1558,3747,2707,3815.4,0.14105930285196921,0.7224446223645583,3.7929834677058585,71.85071428571429,14,2026-04-14,2026-04-27,快(2-3天),2.0,stable(8-30天),17,1.2759,,,-0.005345,1.0,14,1.551,其他,其他,False,False,False,False,False,False,正常运行（CTR 均值附近/裂变率 低）

+ 6825 - 0
examples/auto_put_ad_mini/shared/reports/creative_timeseries_20260427.csv
Прегледај датотеку 

@@ -0,0 +1,6825 @@
 
+creative_id,ad_id,videoid,bizdate,cost,view_count,valid_click_count,key_page_view_count,fission0_count,总收入,ctr_daily,fission_rate_daily
 
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+5986284767,68682432090,61943717,2026-04-15,603.3,10159,2004,1149,2359,13690.36,0.19726351018801064,2.053089643167972
 
+5986284767,68682432090,61943717,2026-04-16,2431.04,53933,7041,5947,5482,14742.07,0.13055086867038734,0.9218093156213216
 
+5986284767,68682432090,61943717,2026-04-17,602.37,10619,1931,898,2081,12364.14,0.18184386477069403,2.3173719376391984
 
+5986284767,68682432090,61943717,2026-04-18,717.04,12939,2433,1661,2294,10154.13,0.1880361697194528,1.3810957254665863
 
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+5986284767,68682432090,61943717,2026-04-20,1088.31,19845,3358,2143,2501,11887.04,0.1692113882590073,1.1670555296313578
 
+5986284767,68682432090,61943717,2026-04-21,757.03,13225,2398,1139,1759,11854.47,0.18132325141776937,1.5443371378402106
 
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+5986284767,68682432090,61943717,2026-04-23,620.33,10108,2053,709,1294,10504.14,0.20310645033636723,1.8251057827926658
 
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+5986284767,68682432090,61943717,2026-04-25,608.96,10827,1992,911,1562,7856.08,0.18398448323635355,1.7145993413830956
 
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+ 5168 - 0
examples/auto_put_ad_mini/shared/reports/fission_analysis_20260427.json
Прегледај датотеку 

@@ -0,0 +1,5168 @@
 
+{
 
+  "metadata": {
 
+    "report_date": "20260427",
 
+    "report_type": "creative_fission_analysis_phase1",
 
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+    "generated_at": "2026-04-28T16:26:57.225122",
 
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+      "本期不做小时级分析（等业务方提供 ODS 小时级表 schema），见 Step 1c TODO"
 
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+        "📉 lifecycle_stage=cold_start(≤3天) 的裂变率比均值低 -34.1%（n=22, medium）（主效应，已通过控制变量验证）"
 
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+        "ramp_up_speed": "快(2-3天)",
 
+        "lifecycle_stage": "stable(8-30天)",
 
+        "peak_fission_rate": 6.4,
 
+        "recent_3d_fission_rate": 6.4,
 
+        "peak_to_now_decay_pct": 0.0,
 
+        "fission_trend_slope_7d": 1.03004,
 
+        "daily_cost_cv": 0.939,
 
+        "_recent_to_peak_ratio": 1.0
 
+      },
 
+      {
 
+        "creative_id": 8789037540,
 
+        "ad_id": 86740278564,
 
+        "cost_total": 13658.980000000001,
 
+        "view_count_total": 358352,
 
+        "valid_click_count_total": 37037,
 
+        "key_page_view_total": 19897,
 
+        "fission0_total": 59715,
 
+        "return_count_total": 210972,
 
+        "revenue_total": 50799.74,
 
+        "conversions_total": 0,
 
+        "active_days": 13,
 
+        "first_active_date": "2026-04-15T00:00:00",
 
+        "last_active_date": "2026-04-27T00:00:00",
 
+        "ad_name": "0304-朋友圈+公众号小程序-回流330-图片-点击",
 
+        "creative_name": "touliu_tencent_20260413_44332127_956618e6",
 
+        "videoid": 44332127,
 
+        "title": "印度偷走我国特产如今却泛滥成灾反过来却想让我国来承担后果",
 
+        "package_name": "回流330以上人群",
 
+        "广告优化目标": "点击",
 
+        "account_id": 76630147,
 
+        "create_time": "2026-03-04T13:04:18",
 
+        "age_bucket": "中老年(>=50)",
 
+        "region_scope": "大范围(>=30省市)",
 
+        "kw_主题": "其他",
 
+        "kw_钩子类型": "其他",
 
+        "ctr": 0.10335368576148592,
 
+        "fission_rate": 3.0012062119917577,
 
+        "roi": 3.7191459391550463,
 
+        "cost_avg_daily": 1050.6907692307693,
 
+        "window_active_span_days": 13,
 
+        "video_age_days": 54,
 
+        "active_days_ratio": 1.0,
 
+        "consecutive_active_days": 13,
 
+        "time_to_ramp_up_days": 1.0,
 
+        "ramp_up_speed": "极速(≤1天)",
 
+        "lifecycle_stage": "mature(31-60天)",
 
+        "peak_fission_rate": 3.609,
 
+        "recent_3d_fission_rate": 3.33,
 
+        "peak_to_now_decay_pct": -7.73,
 
+        "fission_trend_slope_7d": 0.086737,
 
+        "daily_cost_cv": 0.897,
 
+        "_recent_to_peak_ratio": 0.9226932668329177
 
+      },
 
+      {
 
+        "creative_id": 8796087070,
 
+        "ad_id": 94807964157,
 
+        "cost_total": 7887.05,
 
+        "view_count_total": 117862,
 
+        "valid_click_count_total": 17886,
 
+        "key_page_view_total": 10923,
 
+        "fission0_total": 24225,
 
+        "return_count_total": 80402,
 
+        "revenue_total": 21154.07,
 
+        "conversions_total": 0,
 
+        "active_days": 13,
 
+        "first_active_date": "2026-04-15T00:00:00",
 
+        "last_active_date": "2026-04-27T00:00:00",
 
+        "ad_name": "0415-r300-朋友圈+公众号小程序-点击-45+男",
 
+        "creative_name": "touliu_tencent_20260413_63716056_a7d8154e",
 
+        "videoid": 63716056,
 
+        "title": "2026年养老金还涨不涨?答案终于来了!",
 
+        "package_name": "回流330以上人群",
 
+        "广告优化目标": "点击",
 
+        "account_id": 81214361,
 
+        "create_time": "2026-04-15T15:06:59",
 
+        "age_bucket": "中老年(>=50)",
 
+        "region_scope": "中范围(10-29)",
 
+        "kw_主题": "其他",
 
+        "kw_钩子类型": "其他",
 
+        "ctr": 0.1517537459062293,
 
+        "fission_rate": 2.2177973084317495,
 
+        "roi": 2.6821270310192022,
 
+        "cost_avg_daily": 606.6961538461538,
 
+        "window_active_span_days": 13,
 
+        "video_age_days": 12,
 
+        "active_days_ratio": 1.0,
 
+        "consecutive_active_days": 13,
 
+        "time_to_ramp_up_days": 2.0,
 
+        "ramp_up_speed": "快(2-3天)",
 
+        "lifecycle_stage": "stable(8-30天)",
 
+        "peak_fission_rate": 2.5414,
 
+        "recent_3d_fission_rate": 2.3743,
 
+        "peak_to_now_decay_pct": -6.57,
 
+        "fission_trend_slope_7d": 0.045891,
 
+        "daily_cost_cv": 0.789,
 
+        "_recent_to_peak_ratio": 0.9342488392224758
 
+      },
 
+      {
 
+        "creative_id": 8075178035,
 
+        "ad_id": 79978756348,
 
+        "cost_total": 1346.1,
 
+        "view_count_total": 29901,
 
+        "valid_click_count_total": 3398,
 
+        "key_page_view_total": 4163,
 
+        "fission0_total": 6512,
 
+        "return_count_total": 44342,
 
+        "revenue_total": 14855.2,
 
+        "conversions_total": 0,
 
+        "active_days": 14,
 
+        "first_active_date": "2026-04-14T00:00:00",
 
+        "last_active_date": "2026-04-27T00:00:00",
 
+        "ad_name": "0119-公众号小程序-回流330-图片-点击",
 
+        "creative_name": "touliu_tencent_20260309_31482376_3736baf1",
 
+        "videoid": 31482376,
 
+        "title": "2026年很多老人已经开始拼婚了!什么是拼婚?",
 
+        "package_name": "回流330以上人群",
 
+        "广告优化目标": "点击",
 
+        "account_id": 76630147,
 
+        "create_time": "2026-01-19T11:05:05",
 
+        "age_bucket": "中老年(>=50)",
 
+        "region_scope": "大范围(>=30省市)",
 
+        "kw_主题": "其他",
 
+        "kw_钩子类型": "其他",
 
+        "ctr": 0.11364168422460787,
 
+        "fission_rate": 1.564256545760269,
 
+        "roi": 11.035732857885746,
 
+        "cost_avg_daily": 96.14999999999999,
 
+        "window_active_span_days": 14,
 
+        "video_age_days": 98,
 
+        "active_days_ratio": 1.0,
 
+        "consecutive_active_days": 14,
 
+        "time_to_ramp_up_days": 2.0,
 
+        "ramp_up_speed": "快(2-3天)",
 
+        "lifecycle_stage": "declining(>60天)",
 
+        "peak_fission_rate": 2.087,
 
+        "recent_3d_fission_rate": 1.9169,
 
+        "peak_to_now_decay_pct": -8.15,
 
+        "fission_trend_slope_7d": 0.185757,
 
+        "daily_cost_cv": 0.648,
 
+        "_recent_to_peak_ratio": 0.9184954480114997
 
+      },
 
+      {
 
+        "creative_id": 8744593486,
 
+        "ad_id": 94316151382,
 
+        "cost_total": 8351.39,
 
+        "view_count_total": 262451,
 
+        "valid_click_count_total": 45702,
 
+        "key_page_view_total": 41131,
 
+        "fission0_total": 28556,
 
+        "return_count_total": 123499,
 
+        "revenue_total": 27404.4,
 
+        "conversions_total": 41131,
 
+        "active_days": 13,
 
+        "first_active_date": "2026-04-14T00:00:00",
 
+        "last_active_date": "2026-04-26T00:00:00",
 
+        "ad_name": "0413-朋友圈+公众号小程序-非人群视频",
 
+        "creative_name": "touliu_tencent_20260413_44332127_8aee9687",
 
+        "videoid": 44332127,
 
+        "title": null,
 
+        "package_name": null,
 
+        "广告优化目标": "关键页面访问次数",
 
+        "account_id": 78420850,
 
+        "create_time": "2026-04-13T15:05:35",
 
+        "age_bucket": "中老年(>=50)",
 
+        "region_scope": "大范围(>=30省市)",
 
+        "kw_主题": "其他",
 
+        "kw_钩子类型": "其他",
 
+        "ctr": 0.17413536241050712,
 
+        "fission_rate": 0.6942695290656682,
 
+        "roi": 3.281417823859262,
 
+        "cost_avg_daily": 642.4146153846153,
 
+        "window_active_span_days": 13,
 
+        "video_age_days": 14,
 
+        "active_days_ratio": 1.0,
 
+        "consecutive_active_days": 13,
 
+        "time_to_ramp_up_days": 0.0,
 
+        "ramp_up_speed": "极速(≤1天)",
 
+        "lifecycle_stage": "stable(8-30天)",
 
+        "peak_fission_rate": 1.4167,
 
+        "recent_3d_fission_rate": 1.4167,
 
+        "peak_to_now_decay_pct": 0.0,
 
+        "fission_trend_slope_7d": 0.14993,
 
+        "daily_cost_cv": 1.052,
 
+        "_recent_to_peak_ratio": 1.0
 
+      },
 
+      {
 
+        "creative_id": 8822919294,
 
+        "ad_id": 95075732328,
 
+        "cost_total": 1091.1,
 
+        "view_count_total": 7173,
 
+        "valid_click_count_total": 1835,
 
+        "key_page_view_total": 2752,
 
+        "fission0_total": 2787,
 
+        "return_count_total": 8894,
 
+        "revenue_total": 2387.3,
 
+        "conversions_total": 2752,
 
+        "active_days": 8,
 
+        "first_active_date": "2026-04-16T00:00:00",
 
+        "last_active_date": "2026-04-23T00:00:00",
 
+        "ad_name": "0416-朋友圈+公众号小程序-关键页面访问-R50退休-视频",
 
+        "creative_name": "touliu_tencent_20260415_64304168_2425255a",
 
+        "videoid": 64304168,
 
+        "title": null,
 
+        "package_name": "R50*同感个体*退休榜样",
 
+        "广告优化目标": "关键页面访问次数",
 
+        "account_id": 74397229,
 
+        "create_time": "2026-04-16T18:04:55",
 
+        "age_bucket": "中老年(>=50)",
 
+        "region_scope": "大范围(>=30省市)",
 
+        "kw_主题": "其他",
 
+        "kw_钩子类型": "其他",
 
+        "ctr": 0.25582043775268365,
 
+        "fission_rate": 1.012718023255814,
 
+        "roi": 2.187975437631748,
 
+        "cost_avg_daily": 136.3875,
 
+        "window_active_span_days": 8,
 
+        "video_age_days": 11,
 
+        "active_days_ratio": 1.0,
 
+        "consecutive_active_days": 8,
 
+        "time_to_ramp_up_days": 1.0,
 
+        "ramp_up_speed": "极速(≤1天)",
 
+        "lifecycle_stage": "stable(8-30天)",
 
+        "peak_fission_rate": 1.5,
 
+        "recent_3d_fission_rate": 1.3574,
 
+        "peak_to_now_decay_pct": -9.51,
 
+        "fission_trend_slope_7d": 0.094598,
 
+        "daily_cost_cv": 1.014,
 
+        "_recent_to_peak_ratio": 0.9049333333333333
 
+      },
 
+      {
 
+        "creative_id": 8742711754,
 
+        "ad_id": 94296944540,
 
+        "cost_total": 12935.69,
 
+        "view_count_total": 207599,
 
+        "valid_click_count_total": 21778,
 
+        "key_page_view_total": 39772,
 
+        "fission0_total": 46208,
 
+        "return_count_total": 117478,
 
+        "revenue_total": 27865.91,
 
+        "conversions_total": 39772,
 
+        "active_days": 14,
 
+        "first_active_date": "2026-04-14T00:00:00",
 
+        "last_active_date": "2026-04-27T00:00:00",
 
+        "ad_name": "0413-朋友圈+公众号小程序-R50祝福-关键页面",
 
+        "creative_name": "touliu_tencent_20260413_65772184_503b734a",
 
+        "videoid": 65772184,
 
+        "title": "早上好早安健康幸福吉祥如意",
 
+        "package_name": "R50*泛祝福",
 
+        "广告优化目标": "关键页面访问次数",
 
+        "account_id": 76098151,
 
+        "create_time": "2026-04-13T14:05:06",
 
+        "age_bucket": "中老年(>=50)",
 
+        "region_scope": "大范围(>=30省市)",
 
+        "kw_主题": "其他",
 
+        "kw_钩子类型": "其他",
 
+        "ctr": 0.10490416620503952,
 
+        "fission_rate": 1.1618223876093734,
 
+        "roi": 2.154188141490713,
 
+        "cost_avg_daily": 923.9778571428571,
 
+        "window_active_span_days": 14,
 
+        "video_age_days": 14,
 
+        "active_days_ratio": 1.0,
 
+        "consecutive_active_days": 14,
 
+        "time_to_ramp_up_days": 0.0,
 
+        "ramp_up_speed": "极速(≤1天)",
 
+        "lifecycle_stage": "stable(8-30天)",
 
+        "peak_fission_rate": 1.282,
 
+        "recent_3d_fission_rate": 1.2381,
 
+        "peak_to_now_decay_pct": -3.43,
 
+        "fission_trend_slope_7d": 0.011633,
 
+        "daily_cost_cv": 0.509,
 
+        "_recent_to_peak_ratio": 0.9657566302652105
 
+      }
 
+    ]
 
+  },
 
+  "scaling_hints_for_strategist": [
 
+    {
 
+      "note": "本期暂不输出 scaling_hints，等业务方提供视频特征数据后启用",
 
+      "expected_format": {
 
+        "tier": "audience tier 或 region_scope",
 
+        "hint": "扩量配置建议（人群+创意+时段）",
 
+        "expected_lift_basis": "数据支撑"
 
+      }
 
+    }
 
+  ]
 
+}

+ 319 - 0
examples/auto_put_ad_mini/shared/reports/fission_analysis_20260427.md
Прегледај датотеку 

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+# 创意级裂变率因果分析报告 — 20260427
 
+
 
+> **生成时间**：2026-04-28T16:26:57.225122
 
+> **分析窗口**：14 天
 
+> **报告类型**：Phase 1 — 因果归因（不含扩量推荐）
 
+
 
+## 关于本期范围
 
+- ⚠️ 本期视频维度因果分析未做（等业务方提供视频特征数据），见 Step 2 TODO
 
+- ⚠️ 本期不做小时级分析（等业务方提供 ODS 小时级表 schema），见 Step 1c TODO
 
+
 
+## 一、整体水位
 
+
 
+| 指标 | 值 |
 
+|------|------|
 
+| 原始日级数据行数 | 34,372 |
 
+| 创意级聚合（通过样本约束）| 605 |
 
+| 视频级聚合（通过样本约束）| 148 |
 
+| CTR 均值 | 0.1357 |
 
+| 裂变率均值 | 1.2081 |
 
+| ROI 均值 | 3.108 |
 
+| 14 日累计消耗 | 2592237.88 元 |
 
+
 
+## 二、显著因果发现（TOP）
 
+
 
+### 2.1 CTR 维度的显著发现
 
+
 
+| 维度 | 取值 | 均值 | Lift | 样本量 | 置信度 |
 
+|------|------|------|------|--------|--------|
 
+| lifecycle_stage | declining(>60天) | 0.0858 | -36.8% | 65 | high |
 
+| 广告优化目标 | 点击 | 0.0904 | -33.4% | 204 | high |
 
+| lifecycle_stage | cold_start(≤3天) | 0.1678 | +23.6% | 22 | high |
 
+| ramp_up_speed | 慢(>7天) | 0.1098 | -19.1% | 5 | high |
 
+| lifecycle_stage | learning(4-7天) | 0.16 | +17.9% | 67 | high |
 
+| 广告优化目标 | 关键页面访问次数 | 0.1588 | +17.0% | 401 | high |
 
+
 
+### 2.2 裂变率维度的显著发现
 
+
 
+| 维度 | 取值 | 均值 | Lift | 样本量 | 置信度 |
 
+|------|------|------|------|--------|--------|
 
+| 广告优化目标 | 点击 | 1.8126 | +50.0% | 204 | high |
 
+| ramp_up_speed | 慢(>7天) | 0.8971 | -25.8% | 5 | high |
 
+| lifecycle_stage | declining(>60天) | 1.5158 | +25.5% | 65 | high |
 
+| 广告优化目标 | 关键页面访问次数 | 0.9006 | -25.4% | 401 | high |
 
+| kw_钩子类型 | 问题导入 | 1.4213 | +17.6% | 24 | high |
 
+
 
+## 三、时间维度业务洞察
 
+
 
+### 3.1 CTR 维度
 
+
 
+- 📉 ramp_up_speed=慢(>7天) 的点击率 (CTR)比均值低 -19.1%（n=5, high）（调节效应，仅特定条件下显著）
 
+- 📈 lifecycle_stage=cold_start(≤3天) 的点击率 (CTR)比均值高 +23.6%（n=22, high）（主效应，已通过控制变量验证）
 
+- 📉 lifecycle_stage=declining(>60天) 的点击率 (CTR)比均值低 -36.8%（n=65, high）（主效应，已通过控制变量验证）
 
+
 
+### 3.2 裂变率维度
 
+
 
+- 📉 ramp_up_speed=慢(>7天) 的裂变率比均值低 -25.7%（n=5, high）（调节效应，仅特定条件下显著）
 
+- 📈 lifecycle_stage=declining(>60天) 的裂变率比均值高 +25.5%（n=65, high）（主效应，已通过控制变量验证）
 
+- 📉 lifecycle_stage=cold_start(≤3天) 的裂变率比均值低 -34.1%（n=22, medium）（主效应，已通过控制变量验证）
 
+
 
+### 3.3 主效应 vs 调节效应总览
 
+
 
+**ctr**：
 
+- ramp_up_speed: 调节效应：ramp_up_speed 仅在 2/4 个控制条件下对 ctr 显著
 
+- lifecycle_stage: ⭐ 主效应：lifecycle_stage 在所有 2 个控制条件下都对 ctr 显著
 
+
 
+**fission_rate**：
 
+- ramp_up_speed: 调节效应：ramp_up_speed 仅在 3/4 个控制条件下对 fission_rate 显著
 
+- lifecycle_stage: ⭐ 主效应：lifecycle_stage 在所有 2 个控制条件下都对 fission_rate 显著
 
+
 
+## 四、投放素材 CTR 赢家（B 轨）
 
+
 
+识别出 **20 个 CTR 赢家**（lift ≥ +20%, cost ≥ 1000 元, users ≥ 1000）：
 
+
 
+| 排名 | creative_id | ad_id | CTR | Lift | 7日消耗 | 起量速度 | 生命周期 |
 
+|------|-------------|-------|-----|------|---------|---------|---------|
 
+| 1 | 9002381736 | 96823567838 | 0.3773 | +178.0% | 2203 | 极速(≤1天) | cold_start(≤3天) |
 
+| 2 | 8354255927 | 90427715705 | 0.3444 | +153.8% | 2204 | 极速(≤1天) | mature(31-60天) |
 
+| 3 | 8743533565 | 94301169286 | 0.3315 | +144.3% | 2380 | 极速(≤1天) | stable(8-30天) |
 
+| 4 | 8970928822 | 96537657769 | 0.3275 | +141.3% | 3071 | 极速(≤1天) | learning(4-7天) |
 
+| 5 | 8984613716 | 96537657769 | 0.3269 | +140.9% | 1021 | 极速(≤1天) | learning(4-7天) |
 
+| 6 | 8743586951 | 94301169286 | 0.3212 | +136.7% | 12154 | 极速(≤1天) | stable(8-30天) |
 
+| 7 | 8984354720 | 96466061886 | 0.3189 | +135.0% | 2196 | 快(2-3天) | learning(4-7天) |
 
+| 8 | 8941149109 | 96250766348 | 0.3119 | +129.8% | 8721 | 极速(≤1天) | learning(4-7天) |
 
+| 9 | 9002381715 | 96823567838 | 0.3097 | +128.2% | 1339 | 快(2-3天) | cold_start(≤3天) |
 
+| 10 | 8764564520 | 94515931938 | 0.3043 | +124.3% | 8078 | 极速(≤1天) | stable(8-30天) |
 
+
 
+## 五、异常清单（投放 vs 落地 Mismatch）
 
+
 
+**判定阈值**：CTR 高分位 0.1655，低分位 0.0973；裂变率高分位 1.4579，低分位 0.7695
 
+
 
+### 5.1 浪费流量（高 CTR + 低裂变率）
 
+
 
+> 投放素材吸引点击，但落地页留不住人。**建议换落地页视频**。
 
+
 
+| creative_id | ad_id | CTR | 裂变率 | 7日消耗 |
 
+|-------------|-------|-----|-------|---------|
 
+| 9002381736 | 96823567838 | 0.3773 | 0.7487 | 2203 |
 
+| 8970928822 | 96537657769 | 0.3275 | 0.7153 | 3071 |
 
+| 8744422818 | 94311598758 | 0.2762 | 0.6737 | 4384 |
 
+| 8748975901 | 94354937678 | 0.2760 | 0.4527 | 1641 |
 
+| 8744483289 | 94311598758 | 0.2750 | 0.6423 | 1321 |
 
+| 8875359262 | 95598049252 | 0.2585 | 0.5926 | 1603 |
 
+| 8815920926 | 94497447177 | 0.2446 | 0.5300 | 1306 |
 
+| 8744738754 | 94316151382 | 0.2390 | 0.4728 | 5539 |
 
+| 8913081877 | 94319796866 | 0.2370 | 0.3824 | 13675 |
 
+| 8660858693 | 90494465713 | 0.2300 | 0.7612 | 12811 |
 
+
 
+### 5.2 落地宝藏（低 CTR + 高裂变率）
 
+
 
+> 落地页留得住人，但投放素材吸引力不足。**建议换投放素材，挖掘落地页价值**。
 
+
 
+| creative_id | ad_id | CTR | 裂变率 | 7日消耗 |
 
+|-------------|-------|-----|-------|---------|
 
+| 8984921036 | 95301147188 | 0.0771 | 4.6812 | 1807 |
 
+| 8213847282 | 88998261545 | 0.0871 | 3.3099 | 2904 |
 
+| 8678603674 | 93667915829 | 0.0876 | 3.2626 | 1972 |
 
+| 8921896513 | 95301147188 | 0.0870 | 3.1435 | 1396 |
 
+| 8410122110 | 86405415641 | 0.0542 | 3.0480 | 1561 |
 
+| 8504560504 | 81372487680 | 0.0482 | 2.8945 | 1241 |
 
+| 8070491238 | 87098344296 | 0.0822 | 2.8644 | 1623 |
 
+| 8796119649 | 94807964157 | 0.0960 | 2.7715 | 5797 |
 
+| 8838373048 | 95227011410 | 0.0597 | 2.5952 | 3367 |
 
+| 8458967581 | 88998261545 | 0.0956 | 2.5945 | 4211 |
 
+
 
+## 六、生命周期监控
 
+
 
+### 6.1 衰退创意（peak_to_now_decay < -20% 且斜率向下）
 
+
 
+> 这些创意已显著衰退，**建议及时换素材或淘汰，不要硬撑**。
 
+
 
+| creative_id | 峰值裂变率 | 当前裂变率 | 衰减 | 严重程度 |
 
+|-------------|-----------|-----------|------|---------|
 
+| 8112781472 | 1.3767 | 0.0000 | -100.0% | 严重衰退 |
 
+| 8406300209 | 0.6531 | 0.0000 | -100.0% | 严重衰退 |
 
+| 8287776613 | 3.3344 | 0.0000 | -100.0% | 严重衰退 |
 
+| 8818154462 | 2.1090 | 0.0000 | -100.0% | 严重衰退 |
 
+| 7992992316 | 2.7755 | 0.0000 | -100.0% | 严重衰退 |
 
+| 7992992213 | 4.0488 | 0.0980 | -97.6% | 严重衰退 |
 
+| 8663379200 | 23.6667 | 0.8033 | -96.6% | 严重衰退 |
 
+| 8659191017 | 3.6111 | 0.1648 | -95.4% | 严重衰退 |
 
+| 8368576108 | 1.0919 | 0.0556 | -94.9% | 严重衰退 |
 
+| 8743533565 | 8.9167 | 0.4714 | -94.7% | 严重衰退 |
 
+
 
+### 6.2 上升期创意（recent/peak ≥ 0.9 且斜率 > 0）
 
+
 
+> 这些创意还在上升期，**可适当加预算放量**。
 
+
 
+| creative_id | 峰值裂变率 | 当前裂变率 | 当前/峰值 | 7日斜率 |
 
+|-------------|-----------|-----------|---------|---------|
 
+| 8900425600 | 11.0000 | 11.0000 | 1.000 | +2.1861 |
 
+| 7992992320 | 10.0000 | 10.0000 | 1.000 | +1.6450 |
 
+| 8350726106 | 7.0000 | 7.0000 | 1.000 | +1.1018 |
 
+| 8459139068 | 6.4000 | 6.4000 | 1.000 | +1.0300 |
 
+| 8789037540 | 3.6090 | 3.3300 | 0.923 | +0.0867 |
 
+| 8796087070 | 2.5414 | 2.3743 | 0.934 | +0.0459 |
 
+| 8075178035 | 2.0870 | 1.9169 | 0.918 | +0.1858 |
 
+| 8744593486 | 1.4167 | 1.4167 | 1.000 | +0.1499 |
 
+| 8822919294 | 1.5000 | 1.3574 | 0.905 | +0.0946 |
 
+| 8742711754 | 1.2820 | 1.2381 | 0.966 | +0.0116 |
 
+
 
+## 七、落地页视频赢家（基础排序，A 轨）
 
+
 
+> ⚠️ **本期未做视频维度内容因果分析**（等业务方提供视频特征数据）。仅输出 TOP videoid 排序，等数据补齐后自动启用画像分析。
 
+
 
+基于裂变率排序的 TOP 20 落地页视频：
 
+
 
+| 排名 | videoid | 裂变率 | Lift | 跨广告数 | 跨创意数 |
 
+|------|---------|-------|------|---------|---------|
 
+| 1 | 54713975 | 3.3985 | +196.4% | 3 | 3 |
 
+| 2 | 64572817 | 3.2626 | +184.5% | 2 | 2 |
 
+| 3 | 65247943 | 2.4928 | +117.4% | 2 | 2 |
 
+| 4 | 65285016 | 2.4479 | +113.5% | 4 | 4 |
 
+| 5 | 63624313 | 2.3739 | +107.0% | 2 | 2 |
 
+| 6 | 14570274 | 2.2105 | +92.8% | 5 | 5 |
 
+| 7 | 64206952 | 2.0089 | +75.2% | 2 | 2 |
 
+| 8 | 6550914 | 1.8755 | +63.6% | 9 | 9 |
 
+| 9 | 66180363 | 1.8263 | +59.3% | 8 | 8 |
 
+| 10 | 64132906 | 1.8162 | +58.4% | 33 | 43 |
 
+
 
+## 八、待补维度（业务方提供数据后启用）
 
+
 
+| 数据类型 | 用途 | 状态 |
 
+|---------|------|------|
 
+| ODS 小时级表 | 日内时段 / 消耗节奏 / 起量速度小时级精度 | ⏸️ 等待 schema |
 
+| 承接视频特征 | 落地页视频的主题/钩子/时长/情绪 | ⏸️ 等待业务方提供 |
 
+| 创意特征 | 投放素材的主题/类型/CTA | ⏸️ 等待业务方提供 |
 
+| 视频本身的数据 | 更多元数据 | ⏸️ 等待业务方提供 |
 
+
 
+提供数据后，下次运行将自动启用对应维度的因果分析（无需改代码）。
 
+
 
+## 九、创意明细诊断（逐条，不聚合）
 
+
 
+基于筛选后的 **605 条创意**逐条打标签 + 诊断（按消耗降序）。完整明细见 `creative_details_{date}.csv`。
 
+
 
+### 9.1 双轨赢家（CTR + 裂变率都领先）
 
+
 
+（无）
 
+
 
+### 9.2 浪费流量（高 CTR + 低裂变率）— 建议换落地页
 
+
 
+> 投放素材吸引点击，但落地页留不住人。（共 10 条，列出 TOP 10）
 
+
 
+| creative_id | ad_id | videoid | 优化目标 | 7日消耗 | CTR | 裂变率 | 起量速度 | 生命周期 | 诊断 |
 
+|------------|-------|---------|---------|---------|-----|-------|---------|---------|------|
 
+| 8913081877 | 94319796866 | 61874546 | 关键页面访问次数 | 13675 | 0.2370 | 0.3824 | 极速(≤1天) | stable(8-30天) | 浪费流量（CTR 0.237 高/裂变率 0.382 低）— 建议换落地页视频 |
 
+| 8660858693 | 90494465713 | 20551537 | 关键页面访问次数 | 12811 | 0.2300 | 0.7612 | 极速(≤1天) | mature(31-60天) | 浪费流量（CTR 0.230 高/裂变率 0.761 低）— 建议换落地页视频 |
 
+| 8744738754 | 94316151382 | 14210808 | 关键页面访问次数 | 5539 | 0.2390 | 0.4728 | 快(2-3天) | stable(8-30天) | 浪费流量（CTR 0.239 高/裂变率 0.473 低）— 建议换落地页视频 |
 
+| 8744422818 | 94311598758 | 63716056 | 关键页面访问次数 | 4384 | 0.2762 | 0.6737 | 极速(≤1天) | stable(8-30天) | 浪费流量（CTR 0.276 高/裂变率 0.674 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强） |
 
+| 8970928822 | 96537657769 | 66493048 | 关键页面访问次数 | 3071 | 0.3275 | 0.7153 | 极速(≤1天) | learning(4-7天) | 浪费流量（CTR 0.327 高/裂变率 0.715 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强） |
 
+| 9002381736 | 96823567838 | 64304168 | 关键页面访问次数 | 2203 | 0.3773 | 0.7487 | 极速(≤1天) | cold_start(≤3天) | 浪费流量（CTR 0.377 高/裂变率 0.749 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强） |
 
+| 8748975901 | 94354937678 | 64304168 | 关键页面访问次数 | 1641 | 0.2760 | 0.4527 | 极速(≤1天) | stable(8-30天) | 浪费流量（CTR 0.276 高/裂变率 0.453 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强） |
 
+| 8875359262 | 95598049252 | 57266793 | 关键页面访问次数 | 1603 | 0.2585 | 0.5926 | 极速(≤1天) | stable(8-30天) | 浪费流量（CTR 0.258 高/裂变率 0.593 低）— 建议换落地页视频 |
 
+| 8744483289 | 94311598758 | 12315525 | 关键页面访问次数 | 1321 | 0.2750 | 0.6423 | 极速(≤1天) | stable(8-30天) | 浪费流量（CTR 0.275 高/裂变率 0.642 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强） |
 
+| 8815920926 | 94497447177 | 64304168 | 关键页面访问次数 | 1306 | 0.2446 | 0.5300 | 快(2-3天) | stable(8-30天) | 浪费流量（CTR 0.245 高/裂变率 0.530 低）— 建议换落地页视频 |
 
+
 
+### 9.3 落地宝藏（低 CTR + 高裂变率）— 建议换投放素材
 
+
 
+> 落地页留得住人，但投放素材没用好。（共 10 条，列出 TOP 10）
 
+
 
+| creative_id | ad_id | videoid | 优化目标 | 7日消耗 | CTR | 裂变率 | 起量速度 | 生命周期 | 诊断 |
 
+|------------|-------|---------|---------|---------|-----|-------|---------|---------|------|
 
+| 8796119649 | 94807964157 | 61785507 | 点击 | 5797 | 0.0960 | 2.7715 | 极速(≤1天) | stable(8-30天) | 落地宝藏（CTR 0.096 低/裂变率 2.771 高）— 建议换投放素材 |
 
+| 8458967581 | 88998261545 | 64132906 | 点击 | 4211 | 0.0956 | 2.5945 | 极速(≤1天) | mature(31-60天) | 落地宝藏（CTR 0.096 低/裂变率 2.594 高）— 建议换投放素材 |
 
+| 8838373048 | 95227011410 | 64132906 | 点击 | 3367 | 0.0597 | 2.5952 | 极速(≤1天) | stable(8-30天) | 落地宝藏（CTR 0.060 低/裂变率 2.595 高）— 建议换投放素材 |
 
+| 8213847282 | 88998261545 | 59675209 | 点击 | 2904 | 0.0871 | 3.3099 | 极速(≤1天) | mature(31-60天) | 落地宝藏（CTR 0.087 低/裂变率 3.310 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8678603674 | 93667915829 | 64572817 | 点击 | 1972 | 0.0876 | 3.2626 | 极速(≤1天) | stable(8-30天) | 落地宝藏（CTR 0.088 低/裂变率 3.263 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8984921036 | 95301147188 | 63745812 | 点击 | 1807 | 0.0771 | 4.6812 | 快(2-3天) | stable(8-30天) | 落地宝藏（CTR 0.077 低/裂变率 4.681 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8070491238 | 87098344296 | 54137542 | 点击 | 1623 | 0.0822 | 2.8644 | 极速(≤1天) | mature(31-60天) | 落地宝藏（CTR 0.082 低/裂变率 2.864 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8410122110 | 86405415641 | 12221906 | 点击 | 1561 | 0.0542 | 3.0480 | 中(4-7天) | mature(31-60天) | 落地宝藏（CTR 0.054 低/裂变率 3.048 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8921896513 | 95301147188 | 14210808 | 点击 | 1396 | 0.0870 | 3.1435 | 极速(≤1天) | stable(8-30天) | 落地宝藏（CTR 0.087 低/裂变率 3.143 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8504560504 | 81372487680 | 64132906 | 点击 | 1241 | 0.0482 | 2.8945 | 极速(≤1天) | declining(>60天) | 落地宝藏（CTR 0.048 低/裂变率 2.895 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+
 
+### 9.4 严重衰退创意（peak → recent 衰减 ≥20%）— 建议淘汰或换素材
 
+
 
+> 这些创意已显著衰退，不要硬撑。（共 10 条，列出 TOP 10）
 
+
 
+| creative_id | ad_id | videoid | 优化目标 | 7日消耗 | CTR | 裂变率 | 起量速度 | 生命周期 | 诊断 |
 
+|------------|-------|---------|---------|---------|-----|-------|---------|---------|------|
 
+| 8818154462 | 90284970382 | 64304168 | 点击 | 3736 | 0.0791 | 1.2826 | 极速(≤1天) | mature(31-60天) | 严重衰退（峰值 2.11 → 最近 0.00, 衰减 -100%）— 建议换素材 |
 
+| 8663379200 | 91449682108 | 44659071 | 关键页面访问次数 | 3413 | 0.1257 | 1.0938 | 极速(≤1天) | stable(8-30天) | 严重衰退（峰值 23.67 → 最近 0.80, 衰减 -97%）— 建议换素材 |
 
+| 8112781472 | 32911894327 | 62442071 | 点击 | 3326 | 0.0916 | 0.9970 | 极速(≤1天) | declining(>60天) | 严重衰退（峰值 1.38 → 最近 0.00, 衰减 -100%）— 建议换素材 |
 
+| 8368576108 | 90559362756 | 61785507 | 关键页面访问次数 | 3283 | 0.1558 | 0.7790 | 极速(≤1天) | mature(31-60天) | 严重衰退（峰值 1.09 → 最近 0.06, 衰减 -95%）— 建议换素材 |
 
+| 8287776613 | 81480877084 | 63410980 | 点击 | 2827 | 0.0691 | 2.1441 | 极速(≤1天) | declining(>60天) | 严重衰退（峰值 3.33 → 最近 0.00, 衰减 -100%）— 建议换素材 |
 
+| 8743533565 | 94301169286 | 14210808 | 关键页面访问次数 | 2380 | 0.3315 | 0.7799 | 极速(≤1天) | stable(8-30天) | 严重衰退（峰值 8.92 → 最近 0.47, 衰减 -95%）— 建议换素材 ; CTR 赢家（投放素材吸引力强） |
 
+| 8406300209 | 90949798960 | 24246797 | 关键页面访问次数 | 1990 | 0.1097 | 0.4908 | 快(2-3天) | mature(31-60天) | 严重衰退（峰值 0.65 → 最近 0.00, 衰减 -100%）— 建议换素材 |
 
+| 7992992316 | 43144049520 | 62441928 | 点击 | 1410 | 0.0720 | 1.9879 | 极速(≤1天) | declining(>60天) | 严重衰退（峰值 2.78 → 最近 0.00, 衰减 -100%）— 建议换素材 |
 
+| 8659191017 | 93352733078 | 11733894 | 关键页面访问次数 | 1257 | 0.1067 | 0.6189 | 快(2-3天) | stable(8-30天) | 严重衰退（峰值 3.61 → 最近 0.16, 衰减 -95%）— 建议换素材 |
 
+| 7992992213 | 43144049520 | 62441928 | 点击 | 1213 | 0.0554 | 2.3983 | 极速(≤1天) | declining(>60天) | 严重衰退（峰值 4.05 → 最近 0.10, 衰减 -98%）— 建议换素材 |
 
+
 
+### 9.5 上升期创意（recent / peak ≥ 0.9 且斜率 > 0）— 可加预算放量
 
+
 
+> 这些创意还在涨，潜力未释放。（共 10 条，列出 TOP 10）
 
+
 
+| creative_id | ad_id | videoid | 优化目标 | 7日消耗 | CTR | 裂变率 | 起量速度 | 生命周期 | 诊断 |
 
+|------------|-------|---------|---------|---------|-----|-------|---------|---------|------|
 
+| 8789037540 | 86740278564 | 44332127 | 点击 | 13659 | 0.1034 | 3.0012 | 极速(≤1天) | mature(31-60天) | 上升期（7日斜率 +0.087）— 可加预算放量 ; 裂变率赢家（落地页留存强） |
 
+| 8742711754 | 94296944540 | 65772184 | 关键页面访问次数 | 12936 | 0.1049 | 1.1618 | 极速(≤1天) | stable(8-30天) | 上升期（7日斜率 +0.012）— 可加预算放量 |
 
+| 8744593486 | 94316151382 | 44332127 | 关键页面访问次数 | 8351 | 0.1741 | 0.6943 | 极速(≤1天) | stable(8-30天) | 上升期（7日斜率 +0.150）— 可加预算放量 |
 
+| 8796087070 | 94807964157 | 63716056 | 点击 | 7887 | 0.1518 | 2.2178 | 快(2-3天) | stable(8-30天) | 上升期（7日斜率 +0.046）— 可加预算放量 |
 
+| 8459139068 | 91448601489 | 63716056 | 关键页面访问次数 | 2284 | 0.1617 | 1.7544 | 快(2-3天) | stable(8-30天) | 上升期（7日斜率 +1.030）— 可加预算放量 |
 
+| 8350726106 | 90393868078 | 44659071 | 关键页面访问次数 | 2221 | 0.1131 | 0.6898 | 极速(≤1天) | mature(31-60天) | 上升期（7日斜率 +1.102）— 可加预算放量 |
 
+| 8900425600 | 95840893981 | 65238760 | 关键页面访问次数 | 1861 | 0.1417 | 0.8285 | 极速(≤1天) | learning(4-7天) | 上升期（7日斜率 +2.186）— 可加预算放量 |
 
+| 7992992320 | 43144049520 | 62441928 | 点击 | 1793 | 0.0505 | 2.0378 | 极速(≤1天) | declining(>60天) | 上升期（7日斜率 +1.645）— 可加预算放量 |
 
+| 8075178035 | 79978756348 | 31482376 | 点击 | 1346 | 0.1136 | 1.5643 | 快(2-3天) | declining(>60天) | 上升期（7日斜率 +0.186）— 可加预算放量 |
 
+| 8822919294 | 95075732328 | 64304168 | 关键页面访问次数 | 1091 | 0.2558 | 1.0127 | 极速(≤1天) | stable(8-30天) | 上升期（7日斜率 +0.095）— 可加预算放量 |
 
+
 
+### 9.6 仅 CTR 赢家（裂变率不算赢家）
 
+
 
+> 投放素材吸引人，但落地表现一般。（共 20 条，列出 TOP 20）
 
+
 
+| creative_id | ad_id | videoid | 优化目标 | 7日消耗 | CTR | 裂变率 | 起量速度 | 生命周期 | 诊断 |
 
+|------------|-------|---------|---------|---------|-----|-------|---------|---------|------|
 
+| 8839656615 | 95236280597 | 63716056 | 关键页面访问次数 | 25777 | 0.2829 | 0.8156 | 快(2-3天) | stable(8-30天) | CTR 赢家（投放素材吸引力强） |
 
+| 8744148762 | 94298159703 | 65243917 | 关键页面访问次数 | 19519 | 0.2901 | 0.9266 | 极速(≤1天) | stable(8-30天) | CTR 赢家（投放素材吸引力强） |
 
+| 8644336557 | 93314795441 | 65243917 | 关键页面访问次数 | 18238 | 0.2896 | 0.8802 | 极速(≤1天) | stable(8-30天) | CTR 赢家（投放素材吸引力强） |
 
+| 8743586951 | 94301169286 | 61785507 | 关键页面访问次数 | 12154 | 0.3212 | 1.0291 | 极速(≤1天) | stable(8-30天) | CTR 赢家（投放素材吸引力强） |
 
+| 8941149109 | 96250766348 | 63716056 | 关键页面访问次数 | 8721 | 0.3119 | 0.9010 | 极速(≤1天) | learning(4-7天) | CTR 赢家（投放素材吸引力强） |
 
+| 8764564520 | 94515931938 | 44659071 | 关键页面访问次数 | 8078 | 0.3043 | 1.1150 | 极速(≤1天) | stable(8-30天) | CTR 赢家（投放素材吸引力强） |
 
+| 8744422818 | 94311598758 | 63716056 | 关键页面访问次数 | 4384 | 0.2762 | 0.6737 | 极速(≤1天) | stable(8-30天) | 浪费流量（CTR 0.276 高/裂变率 0.674 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强） |
 
+| 8896968881 | 95798250987 | 57266793 | 关键页面访问次数 | 3572 | 0.3027 | 0.8448 | 极速(≤1天) | learning(4-7天) | CTR 赢家（投放素材吸引力强） |
 
+| 8960233398 | 96428900030 | 47394840 | 关键页面访问次数 | 3220 | 0.2756 | 0.8363 | 极速(≤1天) | learning(4-7天) | CTR 赢家（投放素材吸引力强） |
 
+| 8970928822 | 96537657769 | 66493048 | 关键页面访问次数 | 3071 | 0.3275 | 0.7153 | 极速(≤1天) | learning(4-7天) | 浪费流量（CTR 0.327 高/裂变率 0.715 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强） |
 
+| 8743533565 | 94301169286 | 14210808 | 关键页面访问次数 | 2380 | 0.3315 | 0.7799 | 极速(≤1天) | stable(8-30天) | 严重衰退（峰值 8.92 → 最近 0.47, 衰减 -95%）— 建议换素材 ; CTR 赢家（投放素材吸引力强） |
 
+| 8354255927 | 90427715705 | 44332127 | 关键页面访问次数 | 2204 | 0.3444 | 0.9241 | 极速(≤1天) | mature(31-60天) | CTR 赢家（投放素材吸引力强） |
 
+| 9002381736 | 96823567838 | 64304168 | 关键页面访问次数 | 2203 | 0.3773 | 0.7487 | 极速(≤1天) | cold_start(≤3天) | 浪费流量（CTR 0.377 高/裂变率 0.749 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强） |
 
+| 8984354720 | 96466061886 | 67703975 | 关键页面访问次数 | 2196 | 0.3189 | 0.7717 | 快(2-3天) | learning(4-7天) | CTR 赢家（投放素材吸引力强） |
 
+| 8970928827 | 96537657769 | 66493048 | 关键页面访问次数 | 1974 | 0.2738 | 0.7842 | 极速(≤1天) | learning(4-7天) | CTR 赢家（投放素材吸引力强） |
 
+| 8984613655 | 96537657769 | 64640802 | 关键页面访问次数 | 1946 | 0.2807 | 0.8317 | 极速(≤1天) | learning(4-7天) | CTR 赢家（投放素材吸引力强） |
 
+| 8748975901 | 94354937678 | 64304168 | 关键页面访问次数 | 1641 | 0.2760 | 0.4527 | 极速(≤1天) | stable(8-30天) | 浪费流量（CTR 0.276 高/裂变率 0.453 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强） |
 
+| 9002381715 | 96823567838 | 63716056 | 关键页面访问次数 | 1339 | 0.3097 | 0.8800 | 快(2-3天) | cold_start(≤3天) | CTR 赢家（投放素材吸引力强） |
 
+| 8744483289 | 94311598758 | 12315525 | 关键页面访问次数 | 1321 | 0.2750 | 0.6423 | 极速(≤1天) | stable(8-30天) | 浪费流量（CTR 0.275 高/裂变率 0.642 低）— 建议换落地页视频 ; CTR 赢家（投放素材吸引力强） |
 
+| 8984613716 | 96537657769 | 64640802 | 关键页面访问次数 | 1021 | 0.3269 | 0.8470 | 极速(≤1天) | learning(4-7天) | CTR 赢家（投放素材吸引力强） |
 
+
 
+### 9.7 仅裂变率赢家（CTR 不算赢家）
 
+
 
+> 落地页很好，但投放素材吸引力一般。（共 20 条，列出 TOP 20）
 
+
 
+| creative_id | ad_id | videoid | 优化目标 | 7日消耗 | CTR | 裂变率 | 起量速度 | 生命周期 | 诊断 |
 
+|------------|-------|---------|---------|---------|-----|-------|---------|---------|------|
 
+| 8789037540 | 86740278564 | 44332127 | 点击 | 13659 | 0.1034 | 3.0012 | 极速(≤1天) | mature(31-60天) | 上升期（7日斜率 +0.087）— 可加预算放量 ; 裂变率赢家（落地页留存强） |
 
+| 8642304059 | 88998261545 | 44332127 | 点击 | 6937 | 0.1106 | 3.0289 | 极速(≤1天) | mature(31-60天) | 裂变率赢家（落地页留存强） |
 
+| 8900756117 | 94807964157 | 44332127 | 点击 | 5140 | 0.1257 | 3.6912 | 极速(≤1天) | stable(8-30天) | 裂变率赢家（落地页留存强） |
 
+| 8607590983 | 92954763597 | 64132906 | 点击 | 4369 | 0.1086 | 3.7422 | 极速(≤1天) | stable(8-30天) | 裂变率赢家（落地页留存强） |
 
+| 8838399889 | 95227011410 | 44332127 | 点击 | 3809 | 0.1058 | 3.0304 | 快(2-3天) | stable(8-30天) | 裂变率赢家（落地页留存强） |
 
+| 8678603712 | 93667915829 | 59675209 | 点击 | 3268 | 0.1032 | 2.9060 | 快(2-3天) | stable(8-30天) | 裂变率赢家（落地页留存强） |
 
+| 8495907484 | 91851130214 | 54713975 | 点击 | 3146 | 0.1179 | 3.4080 | 极速(≤1天) | stable(8-30天) | 裂变率赢家（落地页留存强） |
 
+| 8213847282 | 88998261545 | 59675209 | 点击 | 2904 | 0.0871 | 3.3099 | 极速(≤1天) | mature(31-60天) | 落地宝藏（CTR 0.087 低/裂变率 3.310 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8935143055 | 95301147188 | 44332127 | 点击 | 2741 | 0.1243 | 3.0841 | 极速(≤1天) | stable(8-30天) | 裂变率赢家（落地页留存强） |
 
+| 8678603674 | 93667915829 | 64572817 | 点击 | 1972 | 0.0876 | 3.2626 | 极速(≤1天) | stable(8-30天) | 落地宝藏（CTR 0.088 低/裂变率 3.263 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8984921036 | 95301147188 | 63745812 | 点击 | 1807 | 0.0771 | 4.6812 | 快(2-3天) | stable(8-30天) | 落地宝藏（CTR 0.077 低/裂变率 4.681 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8607590920 | 92954763597 | 27807952 | 点击 | 1658 | 0.1162 | 3.0222 | 极速(≤1天) | stable(8-30天) | 裂变率赢家（落地页留存强） |
 
+| 8070491238 | 87098344296 | 54137542 | 点击 | 1623 | 0.0822 | 2.8644 | 极速(≤1天) | mature(31-60天) | 落地宝藏（CTR 0.082 低/裂变率 2.864 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8410122110 | 86405415641 | 12221906 | 点击 | 1561 | 0.0542 | 3.0480 | 中(4-7天) | mature(31-60天) | 落地宝藏（CTR 0.054 低/裂变率 3.048 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8024485938 | 87098344296 | 59675209 | 点击 | 1440 | 0.1033 | 3.1188 | 极速(≤1天) | mature(31-60天) | 裂变率赢家（落地页留存强） |
 
+| 8921896513 | 95301147188 | 14210808 | 点击 | 1396 | 0.0870 | 3.1435 | 极速(≤1天) | stable(8-30天) | 落地宝藏（CTR 0.087 低/裂变率 3.143 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8458967560 | 88998261545 | 41032575 | 点击 | 1350 | 0.0976 | 2.8070 | 极速(≤1天) | mature(31-60天) | 裂变率赢家（落地页留存强） |
 
+| 8504560504 | 81372487680 | 64132906 | 点击 | 1241 | 0.0482 | 2.8945 | 极速(≤1天) | declining(>60天) | 落地宝藏（CTR 0.048 低/裂变率 2.895 高）— 建议换投放素材 ; 裂变率赢家（落地页留存强） |
 
+| 8919262917 | 95751746360 | 63897155 | 点击 | 1164 | 0.1031 | 3.5013 | 极速(≤1天) | learning(4-7天) | 裂变率赢家（落地页留存强） |
 
+| 8860739208 | 78188588538 | 27098306 | 点击 | 1149 | 0.1204 | 3.0847 | 快(2-3天) | declining(>60天) | 裂变率赢家（落地页留存强） |

+ 67 - 5
examples/auto_put_ad_mini/tools/ad_creation.py
Прегледај датотеку 

@@ -35,6 +35,11 @@ from config import (
 
     AUTO_DERIVED_CREATIVE_ENABLED,
 
     AIM_SMART_TARGETING_ENABLED,
 
     AIM_SMART_SITE_ENABLED,
 
+    # AIM 智能定向状态(2026-06-09 新增,反查 78420850/105832100128 确认 enum 值)
 
+    SMART_TARGETING_STATUS,
 
+    # 版位定投场景(2026-06-09 新增,1 账户 2 广告差异化)
 
+    WECHAT_POSITION_TARGETED_PRESET,
 
+    ADS_PER_ACCOUNT,
 
     # 转化
 
     DEFAULT_CONVERSION_ID,
 
     # 搜索场景扩量 · 定向拓展开关
 
@@ -79,6 +84,9 @@ class AdCandidate:
 
     bid_amount_fen: int                     # 出价(分)
 
     audience_tier_label: str                # 用于 reason / 审批表展示
 
     fingerprint: str                        # 营销内容指纹(本地判重)
 
+    # 版位定投场景 wechat_position(2026-06-09 1 账户 N 广告差异化机制)
 
+    # None = 无定投(走 site_set 默认全场景)/ list[int] = 勾选具体场景 ID
 
+    wechat_position: Optional[list] = None
 
 
 
 # ═══════════════════════════════════════════
 
@@ -92,12 +100,13 @@ def compute_fingerprint(
 
     custom_audience: Optional[list],
 
     age: list,
 
     geo_regions: list,
 
+    wechat_position: Optional[list] = None,
 
 ) -> str:
 
     """计算"营销内容指纹"用于本地唯一性预校验。
 
 
     注意:这里只是本地预筛(避免无效 API 调用)。
 
     腾讯实际判重还看 marketing_goal/carrier_type/asset/opt_goal/smart_bid_type/site_set
 
-    其中 marketing_goal 等 5 个对本业务都固定,所以 site_set + targeting 决定 unique。
 
+    其中 marketing_goal 等 5 个对本业务都固定,所以 site_set + targeting + wechat_position 决定 unique。
 
     """
 
     payload = {
 
         "account_id": account_id,
 
@@ -105,6 +114,7 @@ def compute_fingerprint(
 
         "custom_audience": sorted(custom_audience) if custom_audience else None,
 
         "age": age,
 
         "geo_regions": sorted(geo_regions),
 
+        "wechat_position": sorted(wechat_position) if wechat_position else None,
 
     }
 
     return hashlib.md5(
 
         json.dumps(payload, sort_keys=True, ensure_ascii=False).encode("utf-8")
 
@@ -220,8 +230,15 @@ def enumerate_new_ad_candidates(
 
 
     bid_amount_fen = pick_bid_amount_fen(tier_label)
 
 
+    # 差异化策略(2026-06-09 用户确认):
 
+    #   广告 #1 wechat_position=None   (无定投,走 site_set 默认全场景)
 
+    #   广告 #2 wechat_position=WECHAT_POSITION_TARGETED_PRESET(9 个场景 ID)
 
+    # 同 site_set 同 targeting 但 wechat_position 不同 → 腾讯唯一性绕过(参考 77868332 实测)
 
+    wechat_position_variants = [None, WECHAT_POSITION_TARGETED_PRESET]
 
+
 
     candidates: list[AdCandidate] = []
 
-    for seq, site_set in enumerate(SITE_SET_COMBINATIONS, start=1):
 
+    site_set = SITE_SET_COMBINATIONS[0]  # 本期单一 site_set,差异化靠 wechat_position
 
+    for seq, wp in enumerate(wechat_position_variants, start=1):
 
         if len(candidates) >= count:
 
             break
 
 
@@ -231,15 +248,19 @@ def enumerate_new_ad_candidates(
 
             custom_audience=custom_audience,
 
             age=FIXED_TARGETING_AGE,
 
             geo_regions=FIXED_TARGETING_REGION_IDS,
 
+            wechat_position=wp,
 
         )
 
         if fingerprint in existing_fingerprints:
 
             logger.info(
 
-                "[enumerate] skip: fingerprint %s 已存在 (account=%d site_set=%s)",
 
-                fingerprint[:8], account_id, site_set,
 
+                "[enumerate] skip: fingerprint %s 已存在 (account=%d wp=%s)",
 
+                fingerprint[:8], account_id, "targeted" if wp else "default",
 
             )
 
             continue
 
 
+        wp_label = "targeted" if wp else "default"
 
         adgroup_name = build_adgroup_name(account_id, site_set, tier_label, seq)
 
+        # 加 wp 后缀,让两条广告名可识别
 
+        adgroup_name = f"{adgroup_name}-{wp_label}"
 
         candidates.append(
 
             AdCandidate(
 
                 account_id=account_id,
 
@@ -249,11 +270,12 @@ def enumerate_new_ad_candidates(
 
                 bid_amount_fen=bid_amount_fen,
 
                 audience_tier_label=tier_label,
 
                 fingerprint=fingerprint,
 
+                wechat_position=wp,
 
             )
 
         )
 
 
     logger.info(
 
-        "[enumerate] account=%d 产出 %d 条候选(目标 %d 条)",
 
+        "[enumerate] account=%d 产出 %d 条候选(目标 %d 条) — 差异化:wechat_position 有/无",
 
         account_id, len(candidates), count,
 
     )
 
     return candidates
 
@@ -335,8 +357,15 @@ def build_ad_request_body(
 
         # 搜索场景扩量 · 定向拓展(用户 2026-06-05 确认:关)
 
         "search_expand_targeting_switch": SEARCH_EXPAND_TARGETING_SWITCH,
 
         # === 定向 ===
 
+        # AIM 智能定向状态(2026-06-09 用户确认:NONE = 关闭)
 
+        "smart_targeting_status": SMART_TARGETING_STATUS,
 
         "targeting": targeting,
 
     }
 
+    # 版位定投场景 wechat_position(2026-06-10 实测修正:POST 时 scene_spec 是顶层字段)
 
+    # 之前误把 scene_spec 放 targeting 内 → 腾讯 reject code 12813 "包含不识别的参数 scene_spec"
 
+    # WebFetch /adgroups/add 文档确认:scene_spec 是顶层 struct,wechat_position 是它的子字段
 
+    if candidate.wechat_position:
 
+        body["scene_spec"] = {"wechat_position": list(candidate.wechat_position)}
 
 
     if AUTO_ACQUISITION_ENABLED and AUTO_ACQUISITION_BUDGET_FEN:
 
         body["auto_acquisition_budget"] = AUTO_ACQUISITION_BUDGET_FEN
 
@@ -349,6 +378,39 @@ def build_ad_request_body(
 
 # ═══════════════════════════════════════════
 
 
 
+def post_ad_with_prepared_body(account_id: int, body: dict) -> Optional[int]:
 
+    """Phase 0 POST:用 build_ad_request_body 构造的 body 调腾讯 /adgroups/add。
 
+
 
+    对偶 creative_creation.post_creative_with_prepared_body,Phase 0 模块 A 用。
 
+
 
+    Returns:
 
+        成功:adgroup_id;失败:None(记 error log)
 
+    """
 
+    from tools.ad_api import _check, _post
 
+
 
+    try:
 
+        logger.info(
 
+            "[post_ad] account=%d adgroup_name=%s site_set=%s wp=%s",
 
+            account_id, body.get("adgroup_name"),
 
+            body.get("site_set"),
 
+            "targeted" if (body.get("targeting") or {}).get("scene_spec") else "default",
 
+        )
 
+        resp = _post("/adgroups/add", body)
 
+        data = _check(resp, "ad_create")
 
+        adgroup_id = data.get("adgroup_id")
 
+        if adgroup_id:
 
+            logger.info("[post_ad] 成功 adgroup_id=%s", adgroup_id)
 
+            return int(adgroup_id)
 
+        logger.error("[post_ad] 返回 data 缺 adgroup_id: %s", data)
 
+        return None
 
+    except RuntimeError as e:
 
+        logger.error(
 
+            "[post_ad] account=%d 失败: %s",
 
+            account_id, str(e)[:200],
 
+        )
 
+        return None
 
+
 
+
 
 def preview_candidates(account_id: int, count: int = 3) -> dict:
 
     """生成候选 + 完整 request body,只打印不调 API。

+ 488 - 3
examples/auto_put_ad_mini/tools/creative_creation.py
Прегледај датотеку 

@@ -21,10 +21,18 @@
 
 """
 
 
 import logging
 
+import random
 
 from dataclasses import asdict
 
 from typing import Optional
 
 
-from config import MARKETING_CARRIER_GH_ID
 
+from config import (
 
+    CREATIVE_DESCRIPTION_COUNT_PER_AD,
 
+    CREATIVE_DESCRIPTION_POOL,
 
+    MARKETING_CARRIER_GH_ID,
 
+    MAX_LANDING_ATTEMPTS_PER_AD,
 
+    MAX_MATERIAL_PER_LANDING,
 
+    TARGET_CREATIVES_PER_AD,
 
+)
 
 from tools.ad_api import _check, _get, _post, images_add
 
 from tools.landing_plan import LandingPlanResult, create_landing_plan
 
 from tools.material_recall import Material, recall_materials_for_video
 
@@ -45,6 +53,140 @@ def _pick_image_url(material: Material) -> str:
 
     return images[0] if images else ""
 
 
 
+def find_ads_needing_creatives(
 
+    account_id: int,
 
+    min_creatives: int = TARGET_CREATIVES_PER_AD,
 
+) -> list[dict]:
 
+    """扫描账户下"需要补创意"的广告(P0-B,2026-06-09)。
 
+
 
+    口径(2026-06-08 用户确认 = C):
 
+      configured_status = AD_STATUS_NORMAL  AND  creative_count < min_creatives
 
+
 
+    实测发现:腾讯 /adgroups/get 不返回 creative_count 字段,
 
+    所以分两条路径取创意数:
 
+      - 快路径:system_status = ADGROUP_STATUS_CREATIVE_EMPTY → creative_count = 0
 
+      - 慢路径:其他状态 → 单独调 /dynamic_creatives/get 数总数(N+1,目前广告 ≤ 10 可接受)
 
+
 
+    Args:
 
+        account_id: 腾讯广告主账号 ID
 
+        min_creatives: 默认读 config.TARGET_CREATIVES_PER_AD(测试=1,生产应回 15)
 
+                       — find 阈值 + 补量目标的同一变量,无矛盾
 
+
 
+    Returns:
 
+        [{adgroup_id, adgroup_name, system_status, creative_count}, ...]
 
+    """
 
+    # 注意:腾讯 filtering 对 configured_status IN 静默拒绝(实测 2026-06-09 加了 filtering 返回 0)
 
+    # 改为不加 filtering 拉全部 + Python 内存过滤(单账户 ≤ 10 条广告,代价≈0)
 
+    resp = _get("/adgroups/get", {
 
+        "account_id": account_id, "page": 1, "page_size": 100,
 
+        "fields": ["adgroup_id", "adgroup_name", "system_status", "configured_status"],
 
+    })
 
+    all_ads_raw = (resp.get("data") or {}).get("list") or []
 
+    all_ads = [a for a in all_ads_raw if a.get("configured_status") == "AD_STATUS_NORMAL"]
 
+    logger.info(
 
+        "[find_ads_needing_creatives] account=%d 共 %d 条广告,%d 条 NORMAL",
 
+        account_id, len(all_ads_raw), len(all_ads),
 
+    )
 
+
 
+    out = []
 
+    for ad in all_ads:
 
+        adgroup_id = ad["adgroup_id"]
 
+        system_status = ad.get("system_status", "")
 
+        adgroup_name = ad.get("adgroup_name", "")
 
+
 
+        if system_status == "ADGROUP_STATUS_CREATIVE_EMPTY":
 
+            creative_count = 0
 
+        else:
 
+            cresp = _get("/dynamic_creatives/get", {
 
+                "account_id": account_id, "page": 1, "page_size": 100,
 
+                "filtering": [{
 
+                    "field": "adgroup_id", "operator": "IN",
 
+                    "values": [str(adgroup_id)],
 
+                }],
 
+                "fields": ["dynamic_creative_id", "system_status"],
 
+            })
 
+            all_creatives = (cresp.get("data") or {}).get("list") or []
 
+            # 2026-06-09:忽略 DENIED 状态(审核拒绝),让 find_ads 能重补
 
+            # 其他状态(PENDING/ACTIVE/SUSPEND 等)都算"已挂"
 
+            denied_count = sum(
 
+                1 for c in all_creatives
 
+                if c.get("system_status") == "DYNAMIC_CREATIVE_STATUS_DENIED"
 
+            )
 
+            creative_count = len(all_creatives) - denied_count
 
+            if denied_count:
 
+                logger.info(
 
+                    "[find_ads_needing_creatives]   adgroup=%d 总创意 %d 减去 %d 条 DENIED → 有效 %d",
 
+                    adgroup_id, len(all_creatives), denied_count, creative_count,
 
+                )
 
+
 
+        if creative_count < min_creatives:
 
+            out.append({
 
+                "adgroup_id": adgroup_id,
 
+                "adgroup_name": adgroup_name,
 
+                "system_status": system_status,
 
+                "creative_count": creative_count,
 
+            })
 
+            logger.info(
 
+                "[find_ads_needing_creatives]   ✓ adgroup=%d name=%r creative_count=%d < %d",
 
+                adgroup_id, adgroup_name, creative_count, min_creatives,
 
+            )
 
+
 
+    logger.info(
 
+        "[find_ads_needing_creatives] account=%d 命中 %d 条需补创意",
 
+        account_id, len(out),
 
+    )
 
+    return out
 
+
 
+
 
+def load_excluded_ad_ids_from_adjustment(
 
+    date_str: Optional[str] = None,
 
+    output_dir: str = "outputs/reports",
 
+) -> set[int]:
 
+    """读调控当日决策 CSV,提取被 pause 的 adgroup_id(P0-E 关联点过滤,2026-06-09)。
 
+
 
+    新建子系统启动时调用,排除调控当日已决策 pause 的广告,避免"调控刚关、新建又补创意"的冲突。
 
+
 
+    Args:
 
+        date_str: 形如 '20260609';None → 用昨天日期(调控 cron 02:00 UTC 跑完后)
 
+        output_dir: 调控产物目录,相对当前工作目录
 
+
 
+    Returns:
 
+        被 pause 的 adgroup_id 集合;文件不存在 / CSV 字段缺失时返回空集(降级,不阻塞)
 
+    """
 
+    import csv
 
+    import glob
 
+    import os
 
+    from datetime import datetime, timedelta
 
+
 
+    if date_str is None:
 
+        date_str = (datetime.utcnow() - timedelta(days=1)).strftime("%Y%m%d")
 
+
 
+    pattern = os.path.join(output_dir, f"llm_decisions_{date_str}*.csv")
 
+    matches = sorted(glob.glob(pattern))
 
+    if not matches:
 
+        logger.warning(
 
+            "[load_excluded_ad_ids] 未找到调控决策 CSV: %s,返回空排除集(不阻塞主循环)",
 
+            pattern,
 
+        )
 
+        return set()
 
+
 
+    latest = matches[-1]
 
+    excluded: set[int] = set()
 
+    with open(latest, newline="", encoding="utf-8") as f:
 
+        reader = csv.DictReader(f)
 
+        for row in reader:
 
+            action = (row.get("action") or "").strip().lower()
 
+            ad_id_raw = (row.get("ad_id") or row.get("adgroup_id") or "").strip()
 
+            if action == "pause" and ad_id_raw.isdigit():
 
+                excluded.add(int(ad_id_raw))
 
+
 
+    logger.info(
 
+        "[load_excluded_ad_ids] 从 %s 读出 %d 个 pause 广告(排除)",
 
+        os.path.basename(latest), len(excluded),
 
+    )
 
+    return excluded
 
+
 
+
 
 def find_existing_creative_by_image(
 
     account_id: int, adgroup_id: int, material_image_id: str,
 
 ) -> Optional[int]:
 
@@ -119,6 +261,7 @@ def build_creative_request_body(
 
     brand_image_id: str,
 
     creative_name: str,
 
     jump_path: str,
 
+    description_contents: Optional[list] = None,
 
 ) -> dict:
 
     """生成 /v3.0/dynamic_creatives/add 的请求 body(纯函数,无 I/O)。
 
 
@@ -127,8 +270,13 @@ def build_creative_request_body(
 
         brand_name / brand_image_id: 账户级 brand 资产(已上传)
 
         creative_name: 由 xcx/save 返回的 root_source_id(归因锚点)
 
         jump_path: 由 xcx/save 返回的 page_url(小程序跳转路径)
 
+        description_contents: 文案列表(可选);None 时自动 random.sample(用于审批表回显)
 
     """
 
-    description_content = material.title or landing.title or "查看详情"
 
+    # 文案池随机选 N 条(2026-06-09 用户确认照搬示例 78420850 策略)
 
+    # 示例所有创意 description × 3 都 ACTIVE;旧策略(素材标题)实测 DENIED + SUSPEND
 
+    if description_contents is None:
 
+        description_count = min(CREATIVE_DESCRIPTION_COUNT_PER_AD, len(CREATIVE_DESCRIPTION_POOL))
 
+        description_contents = random.sample(CREATIVE_DESCRIPTION_POOL, description_count)
 
     jump_spec = {
 
         "page_type": "PAGE_TYPE_WECHAT_MINI_PROGRAM",
 
         "page_spec": {
 
@@ -147,7 +295,7 @@ def build_creative_request_body(
 
         "dynamic_creative_type": "DYNAMIC_CREATIVE_TYPE_PROGRAM",
 
         "configured_status": "AD_STATUS_NORMAL",
 
         "creative_components": {
 
-            "description": [{"value": {"content": description_content}}],
 
+            "description": [{"value": {"content": d}} for d in description_contents],
 
             "image": [{"value": {"image_id": material_image_id}}],
 
             "brand": [{"value": {
 
                 "brand_name": brand_name,
 
@@ -272,3 +420,340 @@ def create_creative_for_ad(
 
     resp = _post("/dynamic_creatives/add", body)
 
     data = _check(resp, "creative_create")
 
     return data.get("dynamic_creative_id")
 
+
 
+
 
+def prepare_one_creative_for_ad(
 
+    account_id: int,
 
+    adgroup_id: int,
 
+    excluded_material_ids: Optional[set] = None,
 
+    excluded_landing_ids: Optional[set] = None,
 
+    max_landings: int = MAX_LANDING_ATTEMPTS_PER_AD,
 
+    max_materials_per_landing: int = MAX_MATERIAL_PER_LANDING,
 
+) -> Optional[dict]:
 
+    """Phase 1 准备:召回 + 上传图 + xcx/save + build body → 返回 pending record。
 
+
 
+    **不 POST 腾讯**。POST 行为留给 Phase 3(供"先审后挂"流程审批后才挂)。
 
+
 
+    跟 try_create_one_creative_with_fallback 的差异:
 
+    - 不做 POST-based fallback(因为不 POST)
 
+    - 信任黑名单 + 选 top 1 material(`EXCLUDED_COVER_URL_PATTERNS` 已经截掉尺寸不符的)
 
+    - 如果 Phase 3 POST 失败(腾讯尺寸 reject 等),由 Phase 3 记 error,下轮主循环重试
 
+
 
+    Args:
 
+        excluded_material_ids: 同广告内已挂的 material_id 集合(2026-06-09 N=3 时去重必需)。
 
+                               召回后过滤掉这些,避免同广告挂重复素材被腾讯模型降权曝光。
 
+
 
+    Returns:
 
+        pending record dict(飞书表格 13 列字段 + Phase 3 POST 用的完整 body + 元数据);
 
+        所有 landing 都召回 0 素材时返回 None。
 
+    """
 
+    from datetime import datetime, timezone
 
+
 
+    excluded_material_ids = excluded_material_ids or set()
 
+    excluded_landing_ids = excluded_landing_ids or set()
 
+
 
+    # 2026-06-10 用户要求:扩大 landing 池(page_size=100,不 [:max_landings] 截)
 
+    # 因为 used_landing_ids 全局共享后,每次 prepare 候选越来越少,池子太小会撞底
 
+    videos = fetch_landing_videos_for_account(account_id, page_size=100)
 
+    valid = [v for v in videos if v.point_type and v.standard_element]
 
+    # 每次 prepare 仍最多尝试 max_landings 个未用 landing(单次时间预算控制)
 
+    logger.info(
 
+        "[prepare_one_creative] account=%d adgroup=%d valid landing=%d (池子) excl_mat=%d excl_landing=%d",
 
+        account_id, adgroup_id, len(valid),
 
+        len(excluded_material_ids), len(excluded_landing_ids),
 
+    )
 
+
 
+    chosen_landing = None
 
+    chosen_material = None
 
+    attempts = 0
 
+    for v in valid:
 
+        # 2026-06-10:跨广告 landing 去重(全局共享 used set)
 
+        if v.video_id in excluded_landing_ids:
 
+            continue
 
+        attempts += 1
 
+        if attempts > max_landings:        # ← 单次 prepare 最多 10 次尝试
 
+            break
 
+        materials = recall_materials_for_video(v, final_top_n=max_materials_per_landing)
 
+        # material_id 去重(2026-06-09):跳过已用素材(账户层 set,跨广告也共享)
 
+        fresh = [m for m in materials if m.material_id not in excluded_material_ids]
 
+        if fresh:
 
+            chosen_landing = v
 
+            chosen_material = fresh[0]
 
+            break
 
+        if materials:
 
+            logger.info(
 
+                "[prepare_one_creative]   landing=%d 召回 %d 全在 excluded,试下一条",
 
+                v.video_id, len(materials),
 
+            )
 
+
 
+    if not chosen_landing or not chosen_material:
 
+        logger.error(
 
+            "[prepare_one_creative] account=%d adgroup=%d 穷尽 landing 后无可用素材(excluded=%d)",
 
+            account_id, adgroup_id, len(excluded_material_ids),
 
+        )
 
+        return None
 
+
 
+    image_url = _pick_image_url(chosen_material)
 
+    if not image_url:
 
+        logger.error(
 
+            "[prepare_one_creative] material=%s 既无 cover 也无 imageList,放弃",
 
+            chosen_material.material_id,
 
+        )
 
+        return None
 
+
 
+    # 上传素材图(MD5 幂等)
 
+    material_image_id = images_add(account_id, image_url)
 
+
 
+    # 注册落地计划(xcx/save)
 
+    crowd_package = get_account_crowd_package(account_id)
 
+    plan = create_landing_plan(crowd_package, chosen_landing)
 
+
 
+    # 读账户 brand
 
+    brand = get_account_brand(account_id)
 
+
 
+    # 先 random.sample 文案,再传给 build_body — 这样 record 能存住"实际选了哪 3 条",
 
+    # 飞书审批表展示一致(不能让 build 内部再 random,否则 record 跟 body 文案不同步)
 
+    desc_count = min(CREATIVE_DESCRIPTION_COUNT_PER_AD, len(CREATIVE_DESCRIPTION_POOL))
 
+    description_contents = random.sample(CREATIVE_DESCRIPTION_POOL, desc_count)
 
+
 
+    # 构造完整 POST body(Phase 3 直接用)
 
+    body = build_creative_request_body(
 
+        account_id, adgroup_id, chosen_landing, chosen_material,
 
+        material_image_id=material_image_id,
 
+        brand_name=brand["brand_name"],
 
+        brand_image_id=brand["brand_image_id"],
 
+        creative_name=plan.root_source_id,
 
+        jump_path=plan.page_url,
 
+        description_contents=description_contents,
 
+    )
 
+
 
+    # 反查广告 metadata(飞书表格 B 组用)
 
+    ad_info = _fetch_ad_metadata_for_approval(account_id, adgroup_id)
 
+
 
+    today = datetime.now(timezone.utc).strftime("%Y-%m-%d")
 
+    return {
 
+        # === 飞书表格 13 列(im_approval_creation 用)===
 
+        "approval_date": today,
 
+        "account_id": account_id,
 
+        "audience_tier": crowd_package,
 
+        "adgroup_id": adgroup_id,
 
+        "adgroup_name": ad_info.get("adgroup_name", ""),
 
+        "bid_amount_yuan": ad_info.get("bid_amount_yuan", ""),
 
+        "site_set": ad_info.get("site_set", ""),
 
+        "age_range": ad_info.get("age_range", ""),
 
+        "landing_video_id": chosen_landing.video_id,
 
+        "landing_video_url": chosen_landing.video_url,
 
+        "landing_title": chosen_landing.title,
 
+        "material_cover_url": chosen_material.cover,
 
+        # 素材质量字段(2026-06-10 batchByText 升级 — 给 Task 25 飞书表展示用)
 
+        "material_ctr": chosen_material.ctr,
 
+        "material_cost": chosen_material.cost,
 
+        "material_impressions": chosen_material.impressions,
 
+        "material_quality_score": chosen_material.quality_score,
 
+        "creative_name": plan.root_source_id,
 
+        # === Phase 3 POST 用 ===
 
+        "_request_body": body,
 
+        # === 追溯元数据(写 summary JSON)===
 
+        "_material_id": chosen_material.material_id,
 
+        "_material_image_id": material_image_id,
 
+        "_plan_id": plan.plan_id,
 
+        "_experiment_id": chosen_landing.experiment_id,
 
+        "_brand_image_id": brand["brand_image_id"],
 
+        # 文案选择回显(飞书表格"创意文案"列要展示)
 
+        "_description_contents": description_contents,
 
+    }
 
+
 
+
 
+def _fetch_ad_metadata_for_approval(account_id: int, adgroup_id: int) -> dict:
 
+    """反查广告,为飞书审批表组装 B 组(广告维度)字段。"""
 
+    resp = _get("/adgroups/get", {
 
+        "account_id": account_id, "page": 1, "page_size": 1,
 
+        "filtering": [{
 
+            "field": "adgroup_id", "operator": "IN", "values": [str(adgroup_id)],
 
+        }],
 
+        "fields": [
 
+            "adgroup_id", "adgroup_name",
 
+            "bid_amount", "site_set", "targeting",
 
+        ],
 
+    })
 
+    items = (resp.get("data") or {}).get("list") or []
 
+    if not items:
 
+        return {}
 
+    ad = items[0]
 
+
 
+    bid_fen = ad.get("bid_amount")
 
+    bid_yuan = f"{int(bid_fen) / 100:.2f}" if bid_fen is not None else ""
 
+
 
+    site_set_cn_map = {
 
+        "SITE_SET_WECHAT": "微信公众号",
 
+        "SITE_SET_WECHAT_PLUGIN": "微信插件",
 
+        "SITE_SET_SEARCH_SCENE": "搜索场景",
 
+        "SITE_SET_MOMENTS": "朋友圈",
 
+        "SITE_SET_MINI_GAME_WECHAT": "小游戏",
 
+        "SITE_SET_MINI_PROGRAM_WECHAT": "小程序",
 
+    }
 
+    site_raw = ad.get("site_set") or []
 
+    if isinstance(site_raw, str):
 
+        site_str = site_set_cn_map.get(site_raw, site_raw)
 
+    else:
 
+        site_str = ",".join(site_set_cn_map.get(s, s) for s in site_raw)
 
+
 
+    targeting = ad.get("targeting") or {}
 
+    age_list = targeting.get("age") or []
 
+    if age_list:
 
+        age_str = ",".join(f"{a.get('min', '?')}-{a.get('max', '?')}" for a in age_list)
 
+    else:
 
+        age_str = "不限"
 
+
 
+    return {
 
+        "adgroup_name": ad.get("adgroup_name", ""),
 
+        "bid_amount_yuan": bid_yuan,
 
+        "site_set": site_str,
 
+        "age_range": age_str,
 
+    }
 
+
 
+
 
+# Task 28:永久业务错误码(重试无意义,同一 body 永远报同样错)
 
+# 实测/文档来源:
 
+#   1801159 — 图片尺寸/格式不符
 
+#   1801143 — 创意素材审核拒绝
 
+#   1800269 — 品牌字段缺失/不合规
 
+#   1801118 — 视频 / 图片资产 ID 无效
 
+#   1901634 — 唯一性 reject(同营销内容广告组已存在相同创意)
 
+#   1901589 — 相似性 reject
 
+#   33001   — 参数校验失败
 
+_PERMANENT_ERROR_CODES = ("1801159", "1801143", "1800269", "1801118", "1901634", "1901589", "33001")
 
+
 
+
 
+def post_creative_with_prepared_body(
 
+    account_id: int,
 
+    body: dict,
 
+    skip_if_exists: bool = True,
 
+    max_retries: int = 2,
 
+) -> Optional[int]:
 
+    """Phase 3 POST:用 Phase 1 准备好的 body 调腾讯 /dynamic_creatives/add。
 
+
 
+    Task 28(2026-06-11):加重试机制,区分瞬时 / 永久错误。
 
+      - 永久业务错误(图尺寸 / 品牌缺失 / 唯一性 / 33001 等)→ 直接返回 None,不重试
 
+      - 瞬时错误(网络超时 / 5xx / QPS limit)→ 最多重试 max_retries 次,指数退避
 
+
 
+    Args:
 
+        account_id: 腾讯账户 ID(用于幂等检查)
 
+        body: Phase 1 prepare_one_creative_for_ad 返回的 _request_body
 
+        skip_if_exists: True(默认)POST 前做幂等检查,命中返回已有 cid
 
+        max_retries: 瞬时错误的最大重试次数(默认 2;首次 + 2 次重试 = 最坏 3 次总尝试)
 
+
 
+    Returns:
 
+        成功 dynamic_creative_id;失败 None(记 error log)
 
+    """
 
+    import time
 
+
 
+    adgroup_id = body.get("adgroup_id")
 
+    image_comp = body.get("creative_components", {}).get("image") or []
 
+    material_image_id = ""
 
+    if image_comp:
 
+        material_image_id = (image_comp[0].get("value") or {}).get("image_id", "")
 
+
 
+    if skip_if_exists and material_image_id and adgroup_id:
 
+        existing_cid = find_existing_creative_by_image(
 
+            account_id, int(adgroup_id), str(material_image_id),
 
+        )
 
+        if existing_cid:
 
+            return existing_cid
 
+
 
+    for attempt in range(max_retries + 1):  # 首次 + 重试
 
+        try:
 
+            logger.info(
 
+                "[post_creative] account=%d adgroup=%s name=%s image_id=%s attempt=%d/%d",
 
+                account_id, adgroup_id,
 
+                body.get("dynamic_creative_name", ""), material_image_id,
 
+                attempt + 1, max_retries + 1,
 
+            )
 
+            resp = _post("/dynamic_creatives/add", body)
 
+            data = _check(resp, "creative_create")
 
+            cid = data.get("dynamic_creative_id")
 
+            if cid:
 
+                logger.info("[post_creative] 成功 cid=%s", cid)
 
+                return cid
 
+            logger.error("[post_creative] 返回 data 缺 dynamic_creative_id: %s", data)
 
+            return None
 
+        except RuntimeError as e:
 
+            err = str(e)
 
+            # 永久错误 → 不重试,直接放弃(节省 quota,避免无意义打)
 
+            is_permanent = any(code in err for code in _PERMANENT_ERROR_CODES)
 
+            if is_permanent:
 
+                logger.error(
 
+                    "[post_creative] 永久错误,不重试 account=%d adgroup=%s: %s",
 
+                    account_id, adgroup_id, err[:200],
 
+                )
 
+                return None
 
+            # 瞬时错误:重试 quota 没用完 → backoff 后重试
 
+            if attempt < max_retries:
 
+                backoff_s = 5 * (2 ** attempt)  # 5s, 10s
 
+                logger.warning(
 
+                    "[post_creative] 瞬时错误 attempt=%d/%d,sleep %ds 后重试 account=%d adgroup=%s: %s",
 
+                    attempt + 1, max_retries + 1, backoff_s,
 
+                    account_id, adgroup_id, err[:150],
 
+                )
 
+                time.sleep(backoff_s)
 
+                continue
 
+            # 重试用完 → 放弃
 
+            logger.error(
 
+                "[post_creative] 重试 %d 次后仍失败 account=%d adgroup=%s: %s",
 
+                max_retries, account_id, adgroup_id, err[:200],
 
+            )
 
+            return None
 
+    return None
 
+
 
+
 
+def try_create_one_creative_with_fallback(
 
+    account_id: int,
 
+    adgroup_id: int,
 
+    max_landings: int = MAX_LANDING_ATTEMPTS_PER_AD,
 
+    max_materials_per_landing: int = MAX_MATERIAL_PER_LANDING,
 
+) -> Optional[int]:
 
+    """对一条广告挂 1 条创意,带 try-fallback 鲁棒性(P0-A 核心 helper,2026-06-09)。
 
+
 
+    召回的素材不一定都能挂(实测 code=1801159 尺寸不符,1530003 等),
 
+    所以遍历 landing × material 尝试 POST,失败就试下一条,直到成功或穷尽。
 
+
 
+    Args:
 
+        account_id: 腾讯广告主账号 ID
 
+        adgroup_id: 目标广告 ID
 
+        max_landings: 最多尝试的 landing 数
 
+        max_materials_per_landing: 每条 landing 召回 top N 素材尝试
 
+
 
+    Returns:
 
+        成功:dynamic_creative_id;穷尽:None(记 error log,主循环继续下一广告)
 
+    """
 
+    videos = fetch_landing_videos_for_account(account_id, page_size=max_landings * 2)
 
+    valid = [v for v in videos if v.point_type and v.standard_element][:max_landings]
 
+    logger.info(
 
+        "[try_create_one_creative] account=%d adgroup=%d 候选 landing=%d",
 
+        account_id, adgroup_id, len(valid),
 
+    )
 
+
 
+    attempts = []
 
+    for v in valid:
 
+        materials = recall_materials_for_video(v, final_top_n=max_materials_per_landing)
 
+        if not materials:
 
+            attempts.append(f"  · landing={v.video_id} 召回 0 素材,跳过")
 
+            continue
 
+        for m in materials:
 
+            try:
 
+                cid = create_creative_for_ad(account_id, adgroup_id, v, m)
 
+                attempts.append(
 
+                    f"  · landing={v.video_id} material={m.material_id[:12]} → 成功 cid={cid}"
 
+                )
 
+                logger.info("[try_create_one_creative] 成功 cid=%s\n%s", cid, "\n".join(attempts))
 
+                return cid
 
+            except RuntimeError as e:
 
+                err = str(e)[:100]
 
+                attempts.append(f"  · landing={v.video_id} material={m.material_id[:12]} → 失败 {err}")
 
+                continue
 
+
 
+    logger.error(
 
+        "[try_create_one_creative] account=%d adgroup=%d 穷尽所有 landing×material 仍失败:\n%s",
 
+        account_id, adgroup_id, "\n".join(attempts),
 
+    )
 
+    return None

+ 4 - 1
examples/auto_put_ad_mini/tools/data_query.py
Прегледај датотеку 

@@ -111,6 +111,7 @@ SELECT  '{biz}' AS bizdate
 
         ,t.creative_name
 
         ,SPLIT(t.rootsourceid,'_')[3] AS videoid
 
         ,t.rootsourceid
 
+        ,t.mini_program_path
 
         ,t3.title
 
         ,t3.image_url
 
         ,b.view_count
 
@@ -133,12 +134,14 @@ SELECT  '{biz}' AS bizdate
 
         ,t.总收入
 
 FROM    (
 
             SELECT  IF(c.creative_name IS NOT NULL,c.creative_name,t.rootsourceid) AS creative_name
 
+                    ,c.mini_program_path
 
                     ,t.*
 
             FROM    loghubods.touliu_data t
 
             LEFT JOIN   (
 
                             SELECT  DISTINCT creative_name
 
                                     ,SPLIT(GET_JSON_OBJECT(page_spec,'$.wechat_mini_program_spec.mini_program_path'),'rootSourceId%3D')[1] AS rootsourceid
 
                                     ,SPLIT(SPLIT(GET_JSON_OBJECT(page_spec,'$.wechat_mini_program_spec.mini_program_path'),'rootSourceId%3D')[1],'_')[3] AS videoid
 
+                                    ,GET_JSON_OBJECT(page_spec,'$.wechat_mini_program_spec.mini_program_path') AS mini_program_path
 
                                     ,b.creative_id
 
                             FROM    loghubods.ad_put_tencent_creative_components a
 
                             LEFT JOIN loghubods.ad_put_tencent_creative_day b
 
@@ -421,7 +424,7 @@ _MERGED_COLUMNS = [
 
     # 广告状态（来自状态表）
 
     "ad_status", "bid_amount", "day_amount", "optimization_goal_raw", "targeting",
 
     # 创意维度
 
-    "creative_id", "creative_name", "videoid", "rootsourceid", "title", "image_url",
 
+    "creative_id", "creative_name", "videoid", "rootsourceid", "mini_program_path", "title", "image_url",
 
     # 曝光 & 点击
 
     "view_count", "valid_click_count", "key_page_view_count", "key_page_uv", "thousand_display_price",
 
     # 成本

+ 69 - 35
examples/auto_put_ad_mini/tools/feishu_doc.py
Прегледај датотеку 

@@ -215,48 +215,82 @@ def _set_permission(token: str, file_token: str, file_type: str = "sheet") -> No
 
         logger.info("文档权限已设置: anyone_editable（任何人获得链接可编辑 - 最大权限）")
 
 
 
+def _build_link_card(url: str, preamble: str = "") -> Dict:
 
+    """构造 interactive 消息卡片 JSON(2026-06-09 升级:解决 unfurling 不可靠)。
 
+
 
+    - 卡片 header:固定标题 "📋 决策审批"
 
+    - div 元素:preamble 全文(lark_md 富文本渲染),保持原有"追溯码末尾"逻辑
 
+    - hr 分隔线
 
+    - action 按钮:跳转 sheet
 
+
 
+    用户的 unfurling 退化问题(2026-06-09):同代码同消息,飞书 unfurling 自动展开行为
 
+    在 text 消息上不可靠;改卡片消息,客户端**强制**渲染我们定义的元素,不依赖 unfurling。
 
+    """
 
+    if preamble:
 
+        # 拆末尾追溯码行(如有),保持原有处理
 
+        body_lines = preamble.rstrip().split("\n")
 
+        traceback_line = ""
 
+        if body_lines and "追溯码" in body_lines[-1]:
 
+            traceback_line = body_lines.pop()
 
+            while body_lines and body_lines[-1].strip() == "":
 
+                body_lines.pop()
 
+        body = "\n".join(body_lines)
 
+        md_lines = [body, "", "审批请在聊天里直接回复我 ——", "例:『通过』/『拒绝』/『广告 xxx 不动』/『只批准降价』"]
 
+        if traceback_line:
 
+            md_lines.extend(["", traceback_line])
 
+        md_content = "\n".join(md_lines)
 
+    else:
 
+        now_label = datetime.now().strftime("%m-%d %H:%M")
 
+        md_content = (
 
+            f"这是 {now_label} 这批决策的详单。\n\n"
 
+            "审批请在聊天里直接回复我 ——\n"
 
+            "例:『通过』/『拒绝』/『广告 xxx 不动』/『只批准降价』"
 
+        )
 
+
 
+    return {
 
+        "config": {"wide_screen_mode": True},
 
+        "header": {
 
+            "title": {"tag": "plain_text", "content": "📋 决策审批"},
 
+            "template": "blue",
 
+        },
 
+        "elements": [
 
+            {
 
+                "tag": "div",
 
+                "text": {"tag": "lark_md", "content": md_content},
 
+            },
 
+            {"tag": "hr"},
 
+            {
 
+                "tag": "action",
 
+                "actions": [
 
+                    {
 
+                        "tag": "button",
 
+                        "text": {"tag": "plain_text", "content": "📊 打开审批表"},
 
+                        "type": "primary",
 
+                        "url": url,
 
+                    }
 
+                ],
 
+            },
 
+        ],
 
+    }
 
+
 
+
 
 def _send_link_message(chat_id: str, url: str, title: str, preamble: str = ""):
 
-    """通过 IM 发送在线表格链接到群聊。
 
+    """通过 IM 发送在线表格链接到群聊(interactive 卡片版,2026-06-09 升级)。
 
 
-    - preamble 为空：走默认文案（老行为）
 
-    - preamble 非空：合并"概述 + 表格链接 + 审批指引"为一条消息
 
-      会智能识别 preamble 末尾的"（追溯码: xxx）"行并保持其在最末尾
 
+    - 走飞书 interactive 卡片消息(msg_type=interactive),不依赖 text 消息的 unfurling
 
+    - 卡片含:header 标题 + preamble 富文本 + 跳转按钮
 
+    - 保持原 signature 兼容:title 参数当前不进卡片(因为 header 用固定"决策审批"),
 
+      留作未来扩展(如想让调控/创意两个子系统用不同 header 标题)
 
 
-    返回：成功返回 send_message 的 result 对象（含 chat_id / message_id），
 
-          失败返回 None。
 
+    返回:成功返回 send_card 的 SendResult,失败返回 None。
 
     """
 
     try:
 
-        if preamble:
 
-            # 拆出末尾追溯码行（如有），URL/指引插在追溯码之前
 
-            body_lines = preamble.rstrip().split("\n")
 
-            traceback_line = ""
 
-            if body_lines and "追溯码" in body_lines[-1]:
 
-                traceback_line = body_lines.pop()
 
-                # 追溯码上方可能有空行，清理掉
 
-                while body_lines and body_lines[-1].strip() == "":
 
-                    body_lines.pop()
 
-            body = "\n".join(body_lines)
 
-            text = (
 
-                f"{body}\n\n"
 
-                f"📋 决策详单：{url}\n\n"
 
-                f"审批请在聊天里直接回复我 ——\n"
 
-                f"例：『通过』/『拒绝』/『广告 xxx 不动』/『只批准降价』"
 
-            )
 
-            if traceback_line:
 
-                text += f"\n\n{traceback_line}"
 
-        else:
 
-            now_label = datetime.now().strftime("%m-%d %H:%M")
 
-            text = (
 
-                f"这是 {now_label} 这批决策的详单，方便您对照查看：\n"
 
-                f"{url}\n\n"
 
-                f"审批请在聊天里直接回复我 ——\n"
 
-                f"例：『通过』/『拒绝』/『广告 xxx 不动』/『只批准降价』"
 
-            )
 
-        result = _feishu.send_message(to=chat_id, text=text)
 
-        logger.info("报告链接已发送到群聊: chat_id=%s", chat_id)
 
+        card = _build_link_card(url=url, preamble=preamble)
 
+        result = _feishu.send_card(to=chat_id, card=card)
 
+        logger.info("决策审批卡片已发送到群聊: chat_id=%s", chat_id)
 
         return result
 
     except Exception as e:
 
-        logger.warning("发送报告链接失败（不影响主流程）: %s", e)
 
+        logger.warning("发送决策审批卡片失败(不影响主流程): %s", e)
 
         return None

+ 299 - 0
examples/auto_put_ad_mini/tools/im_approval_ad_creation.py
Прегледај датотеку 

@@ -0,0 +1,299 @@
 
+"""模块 A 广告新建审批 — 飞书 sheet 生成 + 发送 + 轮询(P1-G,2026-06-09)。
 
+
 
+数据流(Phase 0 模块 A):
 
+  ad_creation.enumerate_new_ad_candidates 准备 N 条 AdCandidate (无定投 + 有定投)
 
+  → generate_ad_approval_xlsx          生成 9 列 xlsx(hyperlink/下拉/颜色/冻结)
 
+  → send_ad_approval_to_feishu         上传转飞书 sheet + 发卡片到群
 
+  → poll_ad_approval_actions           轮询读"决策"列 → 拿 approve/reject/hold
 
+  → 调用方按 row_idx 匹配 candidate 写决策
 
+
 
+跟创意审批 (im_approval_creation) 对偶,但维度是"广告"而非"创意":
 
+  - 列展示广告级元数据(版位 / 定投场景 / 出价 / 年龄)
 
+  - 中文场景名通过 scene_spec 缓存查询
 
+"""
 
+
 
+import asyncio
 
+import logging
 
+import time
 
+from pathlib import Path
 
+
 
+import httpx
 
+from openpyxl import Workbook
 
+from openpyxl.styles import Alignment, Font, PatternFill
 
+from openpyxl.worksheet.datavalidation import DataValidation
 
+
 
+from config import (
 
+    CREATION_APPROVAL_TIMEOUT_MINUTES,
 
+    FEISHU_OPERATOR_CHAT_ID,
 
+)
 
+from tools.feishu_doc import (
 
+    _auth_headers,
 
+    _get_tenant_token,
 
+    import_to_feishu,
 
+)
 
+from tools.scene_spec import describe_position_ids
 
+
 
+logger = logging.getLogger(__name__)
 
+
 
+FEISHU_BASE_URL = "https://open.feishu.cn/open-apis"
 
+
 
+# 9 列(中文)
 
+HEADERS = [
 
+    # A 浅灰 4 列
 
+    "日期", "账户ID", "人群包", "广告名称",
 
+    # B 浅紫 4 列(广告维度)
 
+    "投放版位", "版位定投场景", "出价(元)", "年龄定向",
 
+    # C 浅绿 1 列
 
+    "决策",
 
+]
 
+
 
+GROUP_COLORS = [
 
+    ((1, 4), "FFD9D9D9"),    # A 浅灰
 
+    ((5, 8), "FFD9C8E8"),    # B 浅紫
 
+    ((9, 9), "FFC6E0B4"),    # C 浅绿
 
+]
 
+
 
+COL_WIDTHS = {
 
+    "A": 12, "B": 14, "C": 16, "D": 32,
 
+    "E": 36, "F": 50, "G": 10, "H": 12,
 
+    "I": 14,
 
+}
 
+
 
+DECISION_COL_LETTER = "I"  # 第 9 列
 
+VALID_ACTIONS = ("approve", "reject", "hold")
 
+
 
+
 
+def _color_for_col(col_idx: int) -> str:
 
+    for (lo, hi), color in GROUP_COLORS:
 
+        if lo <= col_idx <= hi:
 
+            return color
 
+    return "FFFFFFFF"
 
+
 
+
 
+def _format_site_set_cn(site_set: list) -> str:
 
+    cn_map = {
 
+        "SITE_SET_WECHAT": "微信公众号",
 
+        "SITE_SET_WECHAT_PLUGIN": "微信插件",
 
+        "SITE_SET_SEARCH_SCENE": "搜索场景",
 
+        "SITE_SET_MOMENTS": "朋友圈",
 
+        "SITE_SET_MINI_GAME_WECHAT": "小游戏",
 
+        "SITE_SET_MINI_PROGRAM_WECHAT": "小程序",
 
+    }
 
+    return "、".join(cn_map.get(s, s) for s in (site_set or []))
 
+
 
+
 
+def _format_record_to_row(rec: dict) -> list:
 
+    """rec 是 ad_creation.AdCandidate 的 dict 形式 + 加 approval_date / audience_tier / age_range 等"""
 
+    site_set_cn = _format_site_set_cn(rec.get("site_set") or [])
 
+    wp_ids = rec.get("wechat_position") or []
 
+    wp_cn = describe_position_ids(int(rec["account_id"]), wp_ids)
 
+    bid_yuan = f"{rec['bid_amount_fen'] / 100:.2f}" if rec.get("bid_amount_fen") else ""
 
+
 
+    return [
 
+        rec["approval_date"],
 
+        str(rec["account_id"]),
 
+        rec.get("audience_tier_label", ""),
 
+        rec.get("adgroup_name", ""),
 
+        site_set_cn,
 
+        wp_cn,
 
+        bid_yuan,
 
+        rec.get("age_range", ""),
 
+        "",  # 决策列空,等运营填
 
+    ]
 
+
 
+
 
+def generate_ad_approval_xlsx(records: list[dict], output_path: Path) -> Path:
 
+    """生成 9 列模块 A 广告新建待审批 xlsx。"""
 
+    wb = Workbook()
 
+    ws = wb.active
 
+    ws.title = "广告新建审批"
 
+
 
+    # header
 
+    for col_idx, name in enumerate(HEADERS, start=1):
 
+        cell = ws.cell(row=1, column=col_idx, value=name)
 
+        cell.font = Font(bold=True, size=11)
 
+        cell.alignment = Alignment(horizontal="center", vertical="center")
 
+        cell.fill = PatternFill(
 
+            start_color=_color_for_col(col_idx),
 
+            end_color=_color_for_col(col_idx),
 
+            fill_type="solid",
 
+        )
 
+
 
+    # 数据行
 
+    for row_idx, rec in enumerate(records, start=2):
 
+        row = _format_record_to_row(rec)
 
+        for col_idx, val in enumerate(row, start=1):
 
+            cell = ws.cell(row=row_idx, column=col_idx, value=val)
 
+            cell.alignment = Alignment(
 
+                horizontal="center", vertical="center", wrap_text=True,
 
+            )
 
+
 
+    # 决策列下拉
 
+    dv = DataValidation(
 
+        type="list",
 
+        formula1='"approve,reject,hold"',
 
+        allow_blank=True,
 
+    )
 
+    dv.error = "请选择 approve / reject / hold"
 
+    ws.add_data_validation(dv)
 
+    last_row = max(100, len(records) + 1)
 
+    dv.add(f"{DECISION_COL_LETTER}2:{DECISION_COL_LETTER}{last_row}")
 
+
 
+    # 冻结首行
 
+    ws.freeze_panes = "A2"
 
+
 
+    # 列宽 + 行高
 
+    for col, w in COL_WIDTHS.items():
 
+        ws.column_dimensions[col].width = w
 
+    ws.row_dimensions[1].height = 28
 
+    for r in range(2, 2 + len(records)):
 
+        ws.row_dimensions[r].height = 80
 
+
 
+    output_path.parent.mkdir(parents=True, exist_ok=True)
 
+    wb.save(output_path)
 
+    logger.info(
 
+        "[im_approval_ad_creation] xlsx 已生成 records=%d path=%s",
 
+        len(records), output_path,
 
+    )
 
+    return output_path
 
+
 
+
 
+def _query_first_sheet_id(sheet_token: str) -> str:
 
+    """查 sheet_id(对偶 im_approval_creation 同名函数)"""
 
+    token = _get_tenant_token()
 
+    url = f"{FEISHU_BASE_URL}/sheets/v3/spreadsheets/{sheet_token}/sheets/query"
 
+    resp = httpx.get(url, headers=_auth_headers(token), timeout=30)
 
+    resp.raise_for_status()
 
+    data = resp.json()
 
+    if data.get("code") != 0:
 
+        raise RuntimeError(f"查 sheet_id 失败: {data}")
 
+    sheets = (data.get("data") or {}).get("sheets") or []
 
+    if not sheets:
 
+        raise RuntimeError(f"sheet_token={sheet_token} 无 sheet")
 
+    return sheets[0]["sheet_id"]
 
+
 
+
 
+async def send_ad_approval_to_feishu(
 
+    xlsx_path: Path,
 
+    chat_id: str = "",
 
+    preamble: str = "",
 
+) -> dict:
 
+    """上传 xlsx → 转飞书 sheet → 发卡片到群。"""
 
+    chat_id = chat_id or FEISHU_OPERATOR_CHAT_ID
 
+    if not preamble:
 
+        preamble = (
 
+            "【广告新建审批】下方在线表格列出本次准备建的广告候选。\n"
 
+            "请在最右侧【决策】列下拉框选择 approve / reject / hold。\n"
 
+            "我们会在 2 小时内或所有行决策完成后,执行 approve 项,跳过 reject / hold。\n"
 
+            "差异化机制:无定投 + 有定投(版位定投场景) → 腾讯唯一性绕过。"
 
+        )
 
+
 
+    result = await import_to_feishu(
 
+        xlsx_path=str(xlsx_path),
 
+        send_im=True,
 
+        chat_id=chat_id,
 
+        preamble=preamble,
 
+    )
 
+    meta = result.metadata or {}
 
+    sheet_token = meta.get("sheet_token", "")
 
+    if not sheet_token:
 
+        raise RuntimeError(
 
+            f"send_ad_approval_to_feishu: 未拿到 sheet_token result={result}"
 
+        )
 
+
 
+    sheet_id = _query_first_sheet_id(sheet_token)
 
+    return {
 
+        "url": meta.get("url", ""),
 
+        "sheet_token": sheet_token,
 
+        "sheet_id": sheet_id,
 
+        "im_sent": meta.get("im_sent", False),
 
+        "im_message_id": meta.get("im_message_id", ""),
 
+    }
 
+
 
+
 
+def read_actions_from_sheet(
 
+    sheet_token: str, sheet_id: str, row_count: int,
 
+) -> dict[int, str]:
 
+    """读决策列,返回 {row_idx: action}。"""
 
+    token = _get_tenant_token()
 
+    last_row = row_count + 1
 
+    range_str = f"{sheet_id}!{DECISION_COL_LETTER}2:{DECISION_COL_LETTER}{last_row}"
 
+    url = (
 
+        f"{FEISHU_BASE_URL}/sheets/v2/spreadsheets/{sheet_token}"
 
+        f"/values/{range_str}?valueRenderOption=ToString"
 
+    )
 
+    resp = httpx.get(url, headers=_auth_headers(token), timeout=30)
 
+    resp.raise_for_status()
 
+    data = resp.json()
 
+    if data.get("code") != 0:
 
+        raise RuntimeError(f"读 sheet 失败 data={data}")
 
+
 
+    values = (data.get("data") or {}).get("valueRange", {}).get("values", []) or []
 
+
 
+    actions: dict[int, str] = {}
 
+    for i, row in enumerate(values, start=1):
 
+        if not row:
 
+            continue
 
+        cell_raw = row[0]
 
+        if cell_raw is None:
 
+            continue
 
+        cell = str(cell_raw).strip().lower()
 
+        if cell in VALID_ACTIONS:
 
+            actions[i] = cell
 
+    return actions
 
+
 
+
 
+def poll_ad_approval_actions(
 
+    sheet_token: str, sheet_id: str, expected_row_count: int,
 
+    timeout_minutes: int = CREATION_APPROVAL_TIMEOUT_MINUTES,
 
+    poll_interval_seconds: int = 60,
 
+) -> dict[int, str]:
 
+    """轮询读决策列,完成或超时退出。"""
 
+    deadline = time.time() + timeout_minutes * 60
 
+    last_count = -1
 
+    actions: dict[int, str] = {}
 
+
 
+    while time.time() < deadline:
 
+        actions = read_actions_from_sheet(sheet_token, sheet_id, expected_row_count)
 
+        if len(actions) != last_count:
 
+            logger.info(
 
+                "[poll_ad_approval] %d/%d 已决策",
 
+                len(actions), expected_row_count,
 
+            )
 
+            last_count = len(actions)
 
+        if len(actions) >= expected_row_count:
 
+            logger.info(
 
+                "[poll_ad_approval] 全部完成 %d/%d, 提前退出轮询",
 
+                len(actions), expected_row_count,
 
+            )
 
+            return actions
 
+        time.sleep(poll_interval_seconds)
 
+
 
+    logger.warning(
 
+        "[poll_ad_approval] 超时 %d 分钟, 仅 %d/%d 已决策",
 
+        timeout_minutes, last_count, expected_row_count,
 
+    )
 
+    return actions
 
+
 
+
 
+def run_ad_approval_workflow(
 
+    records: list[dict],
 
+    xlsx_output_dir: Path,
 
+    timeout_minutes: int = CREATION_APPROVAL_TIMEOUT_MINUTES,
 
+) -> tuple[dict, dict[int, str]]:
 
+    """完整模块 A 审批工作流。"""
 
+    from datetime import datetime, timezone
 
+
 
+    date_str = datetime.now(timezone.utc).strftime("%Y%m%d")
 
+    ts = datetime.now(timezone.utc).strftime("%H%M%S")
 
+    xlsx_path = xlsx_output_dir / f"ad_creation_approval_{date_str}_{ts}.xlsx"
 
+
 
+    generate_ad_approval_xlsx(records, xlsx_path)
 
+    sheet_meta = asyncio.run(send_ad_approval_to_feishu(xlsx_path))
 
+    actions = poll_ad_approval_actions(
 
+        sheet_token=sheet_meta["sheet_token"],
 
+        sheet_id=sheet_meta["sheet_id"],
 
+        expected_row_count=len(records),
 
+        timeout_minutes=timeout_minutes,
 
+    )
 
+    return sheet_meta, actions

+ 370 - 0
examples/auto_put_ad_mini/tools/im_approval_creation.py
Прегледај датотеку 

@@ -0,0 +1,370 @@
 
+"""模块 B 创意搭建审批 — 飞书 sheet 生成 + 发送 + 轮询(P0-C,2026-06-09)。
 
+
 
+数据流:
 
+  Phase 1 准备 pending records (list[dict])
 
+    → generate_approval_xlsx          生成 13 列 xlsx(hyperlink/下拉/颜色/冻结)
 
+    → send_approval_to_feishu         上传转飞书 sheet + 发链接到群
 
+    → poll_approval_actions           轮询读 sheet "决策"列(M 列),拿 approve/reject/hold
 
+    → 调用方按 row_idx 匹配回 records 写决策
 
+
 
+设计决策(2026-06-09 用户确认):
 
+  - 13 列:A(灰)5 + B(紫)3 + C(橙)4 + D(绿)1,header 颜色分组
 
+  - 素材预览用 HYPERLINK 公式(=IMAGE() 不被飞书支持,write-images API 留作 P3-5)
 
+  - 落地视频列也用 HYPERLINK(点 video_id 跳转 video_url)
 
+  - 决策列下拉:approve / reject / hold
 
+  - 冻结首行(A2 起冻结上方)
 
+  - 飞书 sheet 不支持 =IMAGE,实测 #VALUE!,所以 hyperlink 兜底
 
+"""
 
+
 
+import asyncio
 
+import logging
 
+import time
 
+from pathlib import Path
 
+from typing import Optional
 
+
 
+import httpx
 
+from openpyxl import Workbook
 
+from openpyxl.styles import Alignment, Font, PatternFill
 
+from openpyxl.worksheet.datavalidation import DataValidation
 
+
 
+from config import (
 
+    CREATION_APPROVAL_TIMEOUT_MINUTES,
 
+    FEISHU_OPERATOR_CHAT_ID,
 
+)
 
+from tools.feishu_doc import (
 
+    _auth_headers,
 
+    _get_tenant_token,
 
+    import_to_feishu,
 
+)
 
+
 
+logger = logging.getLogger(__name__)
 
+
 
+FEISHU_BASE_URL = "https://open.feishu.cn/open-apis"
 
+
 
+# 17 列(中文)— 2026-06-10 加 CTR/成本/曝光数 3 列
 
+HEADERS = [
 
+    # A 浅灰 5 列
 
+    "日期", "账户ID", "人群包", "广告ID", "广告名称",
 
+    # B 浅紫 3 列
 
+    "出价(元)", "投放版位", "年龄定向",
 
+    # C 浅橙 8 列(原 5 + 新 CTR/成本/曝光数 3)
 
+    "落地视频", "落地视频标题", "素材预览", "创意文案",
 
+    "CTR", "成本(元)", "曝光数",
 
+    "创意名(归因)",
 
+    # D 浅绿 1 列
 
+    "决策",
 
+]
 
+
 
+GROUP_COLORS = [
 
+    ((1, 5), "FFD9D9D9"),    # A 浅灰
 
+    ((6, 8), "FFD9C8E8"),    # B 浅紫
 
+    ((9, 16), "FFFCD8B4"),   # C 浅橙(扩到 16)
 
+    ((17, 17), "FFC6E0B4"),  # D 浅绿(第 17 列)
 
+]
 
+
 
+COL_WIDTHS = {
 
+    "A": 12, "B": 14, "C": 16, "D": 16, "E": 28,
 
+    "F": 10, "G": 28, "H": 12,
 
+    "I": 14, "J": 26, "K": 18, "L": 30,
 
+    "M": 10, "N": 12, "O": 10,   # 新 3 列:CTR / 成本 / 曝光数
 
+    "P": 38,                      # 创意名(归因)
 
+    "Q": 14,                      # 决策
 
+}
 
+
 
+DECISION_COL_LETTER = "Q"  # 第 17 列(原 N → Q)
 
+VALID_ACTIONS = ("approve", "reject", "hold")
 
+
 
+
 
+def _color_for_col(col_idx: int) -> str:
 
+    for (lo, hi), color in GROUP_COLORS:
 
+        if lo <= col_idx <= hi:
 
+            return color
 
+    return "FFFFFFFF"
 
+
 
+
 
+def _format_record_to_row(rec: dict) -> list:
 
+    """把 pending record 字典转成 xlsx 一行(13 列)。
 
+
 
+    record 必含字段:
 
+        approval_date, account_id, audience_tier, adgroup_id, adgroup_name,
 
+        bid_amount_yuan, site_set, age_range,
 
+        landing_video_id, landing_video_url, landing_title,
 
+        material_cover_url, creative_name
 
+    """
 
+    # 创意文案:N 条 description 用 \n 拼接(N=1 时单条)
 
+    descriptions = rec.get("_description_contents") or []
 
+    descriptions_str = "\n".join(descriptions) if descriptions else ""
 
+
 
+    # 素材质量数据(2026-06-10 batchByText 升级 — 来自 materialDetail.quality)
 
+    ctr = rec.get("material_ctr")
 
+    cost = rec.get("material_cost")
 
+    imp = rec.get("material_impressions")
 
+
 
+    return [
 
+        rec["approval_date"],
 
+        str(rec["account_id"]),
 
+        rec["audience_tier"],
 
+        str(rec["adgroup_id"]),
 
+        rec["adgroup_name"],
 
+        rec["bid_amount_yuan"],
 
+        rec["site_set"],
 
+        rec["age_range"],
 
+        # 落地视频:HYPERLINK(video_url, video_id)
 
+        f'=HYPERLINK("{rec["landing_video_url"]}","{rec["landing_video_id"]}")',
 
+        rec["landing_title"][:30],
 
+        # 素材预览:HYPERLINK(cover_url, "查看素材")— 见模块顶部说明
 
+        f'=HYPERLINK("{rec["material_cover_url"]}","查看素材")',
 
+        # 创意文案(2026-06-09 加列):description 换行展示
 
+        descriptions_str,
 
+        # CTR / 成本 / 曝光数(2026-06-10 新加 3 列)
 
+        f"{ctr:.4f}" if ctr is not None else "",
 
+        f"{cost:.2f}" if cost is not None else "",
 
+        str(imp) if imp is not None else "",
 
+        rec["creative_name"],
 
+        "",  # 决策列空,等运营填
 
+    ]
 
+
 
+
 
+def generate_approval_xlsx(records: list[dict], output_path: Path) -> Path:
 
+    """生成 13 列待审批 xlsx,含 hyperlink/下拉/颜色/冻结。"""
 
+    wb = Workbook()
 
+    ws = wb.active
 
+    ws.title = "创意审批"
 
+
 
+    # header 行(颜色 + 加粗 + 居中)
 
+    for col_idx, name in enumerate(HEADERS, start=1):
 
+        cell = ws.cell(row=1, column=col_idx, value=name)
 
+        cell.font = Font(bold=True, size=11)
 
+        cell.alignment = Alignment(horizontal="center", vertical="center")
 
+        cell.fill = PatternFill(
 
+            start_color=_color_for_col(col_idx),
 
+            end_color=_color_for_col(col_idx),
 
+            fill_type="solid",
 
+        )
 
+
 
+    # 数据行
 
+    for row_idx, rec in enumerate(records, start=2):
 
+        row = _format_record_to_row(rec)
 
+        for col_idx, val in enumerate(row, start=1):
 
+            cell = ws.cell(row=row_idx, column=col_idx, value=val)
 
+            cell.alignment = Alignment(
 
+                horizontal="center", vertical="center", wrap_text=True,
 
+            )
 
+
 
+    # 决策列下拉(M 列)
 
+    dv = DataValidation(
 
+        type="list",
 
+        formula1='"approve,reject,hold"',
 
+        allow_blank=True,
 
+    )
 
+    dv.error = "请选择 approve / reject / hold"
 
+    dv.errorTitle = "无效选项"
 
+    dv.prompt = "点击单元格选择决策"
 
+    dv.promptTitle = "审批决策"
 
+    ws.add_data_validation(dv)
 
+    last_row = max(100, len(records) + 1)
 
+    dv.add(f"{DECISION_COL_LETTER}2:{DECISION_COL_LETTER}{last_row}")
 
+
 
+    # 冻结首行
 
+    ws.freeze_panes = "A2"
 
+
 
+    # 列宽 + 行高
 
+    for col, w in COL_WIDTHS.items():
 
+        ws.column_dimensions[col].width = w
 
+    ws.row_dimensions[1].height = 28
 
+    for r in range(2, 2 + len(records)):
 
+        ws.row_dimensions[r].height = 80
 
+
 
+    output_path.parent.mkdir(parents=True, exist_ok=True)
 
+    wb.save(output_path)
 
+    logger.info(
 
+        "[im_approval_creation] xlsx 已生成 records=%d path=%s",
 
+        len(records), output_path,
 
+    )
 
+    return output_path
 
+
 
+
 
+def _query_first_sheet_id(sheet_token: str) -> str:
 
+    """调 sheets/v3 查 spreadsheet 的 sheets 列表,返回第一个 sheet_id。
 
+
 
+    飞书 sheet 内每个 sheet(tab)有独立 sheet_id,后续读 cell 需要用它。
 
+    """
 
+    token = _get_tenant_token()
 
+    url = f"{FEISHU_BASE_URL}/sheets/v3/spreadsheets/{sheet_token}/sheets/query"
 
+    resp = httpx.get(url, headers=_auth_headers(token), timeout=30)
 
+    resp.raise_for_status()
 
+    data = resp.json()
 
+    if data.get("code") != 0:
 
+        raise RuntimeError(
 
+            f"查 sheet_id 失败 sheet_token={sheet_token} data={data}"
 
+        )
 
+    sheets = (data.get("data") or {}).get("sheets") or []
 
+    if not sheets:
 
+        raise RuntimeError(f"sheet_token={sheet_token} 无 sheet")
 
+    first = sheets[0]
 
+    sheet_id = first.get("sheet_id", "")
 
+    logger.info(
 
+        "[im_approval_creation] sheet_token=%s 首个 sheet_id=%s",
 
+        sheet_token, sheet_id,
 
+    )
 
+    return sheet_id
 
+
 
+
 
+async def send_approval_to_feishu(
 
+    xlsx_path: Path,
 
+    chat_id: str = "",
 
+    preamble: str = "",
 
+) -> dict:
 
+    """上传 xlsx → 转飞书 sheet → 发链接到群,返回 sheet 元数据。
 
+
 
+    Returns:
 
+        {url, sheet_token, sheet_id, im_sent, im_message_id}
 
+    """
 
+    chat_id = chat_id or FEISHU_OPERATOR_CHAT_ID
 
+    if not preamble:
 
+        preamble = (
 
+            "【创意搭建审批】下方在线表格列出本次准备挂的创意。\n"
 
+            "请在最右侧【决策】列下拉框选择 approve / reject / hold。\n"
 
+            "我们会在 2 小时内或所有行决策完成后,执行 approve 项,跳过 reject / hold。\n"
 
+            "提示:点击【素材预览】或【落地视频】可在浏览器打开查看(若 403 请右键新标签或复制 URL)。"
 
+        )
 
+
 
+    result = await import_to_feishu(
 
+        xlsx_path=str(xlsx_path),
 
+        send_im=True,
 
+        chat_id=chat_id,
 
+        preamble=preamble,
 
+    )
 
+    meta = result.metadata or {}
 
+    sheet_token = meta.get("sheet_token", "")
 
+    if not sheet_token:
 
+        raise RuntimeError(
 
+            f"send_approval_to_feishu: 未拿到 sheet_token result={result}"
 
+        )
 
+
 
+    sheet_id = _query_first_sheet_id(sheet_token)
 
+    return {
 
+        "url": meta.get("url", ""),
 
+        "sheet_token": sheet_token,
 
+        "sheet_id": sheet_id,
 
+        "im_sent": meta.get("im_sent", False),
 
+        "im_message_id": meta.get("im_message_id", ""),
 
+    }
 
+
 
+
 
+def read_actions_from_sheet(
 
+    sheet_token: str, sheet_id: str, row_count: int,
 
+) -> dict[int, str]:
 
+    """读 sheet 的"决策"列(M2:M{row_count+1}),返回 {row_idx: action}。
 
+
 
+    Args:
 
+        row_count: pending records 数(不含 header)
 
+
 
+    Returns:
 
+        {row_idx: action}  — row_idx 是 1-based 数据行编号(1=第一条 record)
 
+        未填或非法值的 row 不在 dict 中,视为"未决策"。
 
+    """
 
+    token = _get_tenant_token()
 
+    last_row = row_count + 1
 
+    range_str = f"{sheet_id}!{DECISION_COL_LETTER}2:{DECISION_COL_LETTER}{last_row}"
 
+    url = (
 
+        f"{FEISHU_BASE_URL}/sheets/v2/spreadsheets/{sheet_token}"
 
+        f"/values/{range_str}?valueRenderOption=ToString"
 
+    )
 
+    resp = httpx.get(url, headers=_auth_headers(token), timeout=30)
 
+    resp.raise_for_status()
 
+    data = resp.json()
 
+    if data.get("code") != 0:
 
+        raise RuntimeError(f"读 sheet 失败 range={range_str} data={data}")
 
+
 
+    values = (data.get("data") or {}).get("valueRange", {}).get("values", []) or []
 
+
 
+    actions: dict[int, str] = {}
 
+    for i, row in enumerate(values, start=1):
 
+        if not row:
 
+            continue
 
+        cell_raw = row[0]
 
+        if cell_raw is None:
 
+            continue
 
+        cell = str(cell_raw).strip().lower()
 
+        if cell in VALID_ACTIONS:
 
+            actions[i] = cell
 
+    return actions
 
+
 
+
 
+def poll_approval_actions(
 
+    sheet_token: str,
 
+    sheet_id: str,
 
+    expected_row_count: int,
 
+    timeout_minutes: int = CREATION_APPROVAL_TIMEOUT_MINUTES,
 
+    poll_interval_seconds: int = 60,
 
+) -> dict[int, str]:
 
+    """轮询读 sheet "决策"列,直到所有 row 决策填完或超时。
 
+
 
+    Args:
 
+        expected_row_count: 等待决策的总条数
 
+        timeout_minutes: 最长等待(配 config.CREATION_APPROVAL_TIMEOUT_MINUTES,默认 120)
 
+        poll_interval_seconds: 轮询间隔
 
+
 
+    Returns:
 
+        {row_idx: action}  — 完整 dict;超时未填的 row 不在 dict
 
+    """
 
+    deadline = time.time() + timeout_minutes * 60
 
+    last_count = -1
 
+    actions: dict[int, str] = {}
 
+
 
+    while time.time() < deadline:
 
+        actions = read_actions_from_sheet(sheet_token, sheet_id, expected_row_count)
 
+        if len(actions) != last_count:
 
+            logger.info(
 
+                "[poll_approval] %d/%d 已决策",
 
+                len(actions), expected_row_count,
 
+            )
 
+            last_count = len(actions)
 
+        if len(actions) >= expected_row_count:
 
+            logger.info(
 
+                "[poll_approval] 全部完成 %d/%d, 提前退出轮询",
 
+                len(actions), expected_row_count,
 
+            )
 
+            return actions
 
+        time.sleep(poll_interval_seconds)
 
+
 
+    logger.warning(
 
+        "[poll_approval] 超时 %d 分钟, 仅 %d/%d 已决策 — 未决策视为跳过",
 
+        timeout_minutes, last_count, expected_row_count,
 
+    )
 
+    return actions
 
+
 
+
 
+def run_approval_workflow(
 
+    records: list[dict],
 
+    xlsx_output_dir: Path,
 
+    timeout_minutes: int = CREATION_APPROVAL_TIMEOUT_MINUTES,
 
+) -> tuple[dict, dict[int, str]]:
 
+    """完整审批工作流:生成 xlsx → 发飞书 → 轮询拿决策。
 
+
 
+    Args:
 
+        records: Phase 1 准备好的待审批 records(每个 dict 见 _format_record_to_row)
 
+        xlsx_output_dir: xlsx 输出目录
 
+        timeout_minutes: 审批超时
 
+
 
+    Returns:
 
+        (sheet_meta, actions)
 
+          sheet_meta:{url, sheet_token, sheet_id, im_sent, im_message_id}
 
+          actions:{row_idx: action},row_idx 1-based 对应 records[row_idx-1]
 
+    """
 
+    from datetime import datetime, timezone
 
+
 
+    date_str = datetime.now(timezone.utc).strftime("%Y%m%d")
 
+    ts = datetime.now(timezone.utc).strftime("%H%M%S")
 
+    xlsx_path = xlsx_output_dir / f"creation_approval_{date_str}_{ts}.xlsx"
 
+
 
+    generate_approval_xlsx(records, xlsx_path)
 
+    sheet_meta = asyncio.run(send_approval_to_feishu(xlsx_path))
 
+    actions = poll_approval_actions(
 
+        sheet_token=sheet_meta["sheet_token"],
 
+        sheet_id=sheet_meta["sheet_id"],
 
+        expected_row_count=len(records),
 
+        timeout_minutes=timeout_minutes,
 
+    )
 
+    return sheet_meta, actions

+ 199 - 71
examples/auto_put_ad_mini/tools/material_recall.py
Прегледај датотеку 

@@ -38,6 +38,7 @@ VECTOR_BASE = os.getenv(
 
     "https://api-internal.piaoquantv.com/videoVector",
 
 )
 
 VECTOR_MATCH_BY_TEXT = f"{VECTOR_BASE}/recallTest/matchByText"
 
+VECTOR_BATCH_BY_TEXT = f"{VECTOR_BASE}/recallTest/batchByText"
 
 VECTOR_ALL_CONFIG_CODES = f"{VECTOR_BASE}/videoSearch/getAllConfigCodes"
 
 
 
@@ -81,23 +82,33 @@ DEFAULT_PER_CC_TOP_N = 100
 
 # 最终合并去重后返回 top N
 
 DEFAULT_FINAL_TOP_N = 20
 
 
+# Cover URL 黑名单 — 已知尺寸/比例不符合腾讯创意要求的来源
 
+# (2026-06-09 用户决策:踩坑驱动渐进收紧,踩到新模式再加)
 
+#   - "auto_reply_cards_cover" :自动回复卡片业务的 cover,实测 reject code 1801159
 
+EXCLUDED_COVER_URL_PATTERNS = (
 
+    "auto_reply_cards_cover",
 
+)
 
+
 
 
 @dataclass
 
 class Material:
 
     """召回的创意素材。
 
 
-    注意:`material_id` 是 vector 服务的素材 ID
 
-    (内部=数字串,外部=32位 MD5)。**与腾讯 video_id/cover_id 的映射机制待用户后续给。**
 
+    2026-06-10 升级:从 batchByText 接口接收质量数据(cost/ctr/cvr/roi/impressions 等)。
 
     """
 
 
     material_id: str           # 素材原始 ID
 
-    score: float               # 向量相似度(max if 多 configCode 命中)
 
-    rank_score: Optional[float] = None    # 精排综合分(未精排时 null)
 
+    score: float               # 服务端综合分(wCtr=1 配置下 ≈ qualityScore,与 CTR 强相关)
 
     title: str = ""
 
     cover: str = ""
 
     video_url: str = ""
 
-    # 命中过的所有 configCode(用于调试/可解释性)
 
-    hit_config_codes: List[str] = field(default_factory=list)
 
+    # 投放质量数据(来自 materialDetail.quality)— 2026-06-10 升级新增
 
+    cost: Optional[float] = None              # 累计成本(元)
 
+    ctr: Optional[float] = None               # 点击率
 
+    cvr: Optional[float] = None               # 转化率
 
+    roi: Optional[float] = None               # ROI(收入/成本)
 
+    impressions: Optional[int] = None         # 累计曝光
 
+    quality_score: Optional[float] = None     # 服务端 qualityScore
 
     # 原始 item dict(以备后用)
 
     raw: dict = field(default_factory=dict, repr=False)
 
 
@@ -158,48 +169,171 @@ def _pick_query_text(landing: LandingVideo) -> Optional[str]:
 
     return None
 
 
 
-def _build_strategies(landing: LandingVideo) -> list[tuple[str, str, str]]:
 
-    """根据承接视频字段构造召回策略(用户 2026-06-08 最终确认)。
 
+def _pick_query_text_for_batch(landing: LandingVideo) -> Optional[str]:
 
+    """选 queryText:standard_element > demand_content_topic > title。(保留兼容)"""
 
+    for cand in (landing.standard_element, landing.demand_content_topic, landing.title):
 
+        if cand and cand not in PLACEHOLDER_VALUES:
 
+            return cand
 
+    return None
 
+
 
+
 
+def _pick_query_strategies_for_batch(landing: LandingVideo) -> List[tuple]:
 
+    """返回 (queryText, configCode, strategy_name) 策略候选(2026-06-10 用户最终确认)。
 
+
 
+    只用 2 个维度:
 
+      维度 1 - 标准化元素:queryText=standard_element, configCode 按 point_type 唯一对应
 
+        - "灵感点" → INSPIRATION_SUBSTANCE
 
+        - "关键点" → KEYPOINT_SUBSTANCE
 
+        - "目的点" → PURPOSE_SUBSTANCE
 
+      维度 2 - 选题:queryText=demand_content_topic, configCode=VIDEO_TOPIC
 
 
-    返回 [(queryText, configCode, strategy_name), ...]
 
-    每条策略 = 1 次接口调用
 
+    prepare 阶段:维度 1 失败 → 试维度 2 → 仍失败 → 换 landing。
 
     """
 
     strategies = []
 
-    # 维度 1: 选题
 
-    if landing.demand_content_topic and landing.demand_content_topic not in PLACEHOLDER_VALUES:
 
-        strategies.append((landing.demand_content_topic, "VIDEO_TOPIC", "选题"))
 
-    # 维度 2: 标准化元素 — point_type 决定走哪个 SUBSTANCE
 
+    # 维度 1: 标准化元素(优先)
 
     if landing.standard_element and landing.standard_element not in PLACEHOLDER_VALUES:
 
         cc = POINT_TYPE_TO_SUBSTANCE.get(landing.point_type)
 
         if cc:
 
             strategies.append((landing.standard_element, cc, f"标准化元素-{landing.point_type}"))
 
-        else:
 
-            logger.info(
 
-                "[material_recall] standard_element 有值但 point_type=%r 不在映射中,"
 
-                "标准化元素维度跳过",
 
-                landing.point_type,
 
-            )
 
+    # 维度 2: 选题
 
+    if landing.demand_content_topic and landing.demand_content_topic not in PLACEHOLDER_VALUES:
 
+        strategies.append((landing.demand_content_topic, "VIDEO_TOPIC", "选题"))
 
     return strategies
 
 
 
+def _call_batch_by_text(
 
+    query_text: str,
 
+    config_codes: List[str],
 
+    display_k: int,
 
+    days: int,
 
+    sim_threshold: float,
 
+    alpha: float,
 
+    w_ctr: float, w_cvr: float, w_roi: float,
 
+    w_open_rate: float, w_fission_rate: float,
 
+    deconstruct_boost: float,
 
+    source_labels: List[str],
 
+    modalities: List[str] = None,
 
+    timeout: int = 30,
 
+) -> List[dict]:
 
+    """调用 batchByText 接口(2026-06-10 升级).
 
+    服务端单次 embedding + 多 configCode 并行 ANN + 跨模态过滤 + ranking 加权 + 去重。
 
+    """
 
+    body = {
 
+        "queryText": query_text,
 
+        "configCodes": config_codes,
 
+        "displayK": display_k,
 
+        "modalities": modalities or ["MATERIAL"],
 
+        "sourceLabels": source_labels,
 
+        "days": days,
 
+        "ranking": {
 
+            "simThreshold": sim_threshold,
 
+            "alpha": alpha,
 
+            "wCtr": w_ctr, "wCvr": w_cvr, "wRoi": w_roi,
 
+            "wOpenRate": w_open_rate, "wFissionRate": w_fission_rate,
 
+            "deconstructBoost": deconstruct_boost,
 
+        },
 
+    }
 
+    logger.info(
 
+        "[material_recall] batchByText q=%r configCodes=%d displayK=%d simT=%.2f wCtr=%.2f",
 
+        query_text[:40], len(config_codes), display_k, sim_threshold, w_ctr,
 
+    )
 
+    resp = httpx.post(
 
+        VECTOR_BATCH_BY_TEXT,
 
+        json=body,
 
+        headers={"content-type": "application/json", "accept": "application/json"},
 
+        timeout=timeout,
 
+    )
 
+    resp.raise_for_status()
 
+    data = resp.json()
 
+    if data.get("code") not in (0, 200, "0", "200"):
 
+        raise RuntimeError(
 
+            f"batchByText 失败:code={data.get('code')} msg={data.get('msg') or data.get('message')}"
 
+        )
 
+    payload = data.get("data") or {}
 
+    return payload.get("items") or []
 
+
 
+
 
+def _items_to_materials(items: List[dict], min_impressions: int, min_ctr: float) -> tuple:
 
+    """把 batchByText items 过滤 + 转 Material(2026-06-10 复用 helper)。
 
+
 
+    过滤条件(全部满足才保留):
 
+    - modality=MATERIAL(防御性)
 
+    - cover URL 不在黑名单
 
+    - impressions > min_impressions
 
+    - ctr >= min_ctr(2026-06-10 加,5% 太低)
 
+
 
+    返回 (materials, blacklist_n, low_imp_n, low_ctr_n)。
 
+    """
 
+    out: List[Material] = []
 
+    excluded_blacklist = 0
 
+    excluded_low_imp = 0
 
+    excluded_low_ctr = 0
 
+    for it in items:
 
+        if it.get("modality") != "MATERIAL":
 
+            continue
 
+        mid = it.get("materialId") or (str(it["id"]) if it.get("id") is not None else None)
 
+        if not mid:
 
+            continue
 
+        cover = it.get("cover") or ""
 
+        if any(p in cover for p in EXCLUDED_COVER_URL_PATTERNS):
 
+            excluded_blacklist += 1
 
+            continue
 
+        md = it.get("materialDetail") or {}
 
+        q = md.get("quality") or {}
 
+        imp = q.get("impressions") or 0
 
+        if imp <= min_impressions:
 
+            excluded_low_imp += 1
 
+            continue
 
+        ctr = q.get("ctr") or 0.0
 
+        if ctr < min_ctr:
 
+            excluded_low_ctr += 1
 
+            continue
 
+        out.append(Material(
 
+            material_id=str(mid),
 
+            score=float(it.get("score") or 0.0),
 
+            title=it.get("title") or "",
 
+            cover=cover,
 
+            video_url=it.get("videoUrl") or "",
 
+            cost=q.get("cost"),
 
+            ctr=q.get("ctr"),
 
+            cvr=q.get("cvr"),
 
+            roi=q.get("roi"),
 
+            impressions=imp,
 
+            quality_score=q.get("qualityScore"),
 
+            raw=it,
 
+        ))
 
+    return out, excluded_blacklist, excluded_low_imp, excluded_low_ctr
 
+
 
+
 
 def recall_materials_for_video(
 
     landing: LandingVideo,
 
     final_top_n: int = DEFAULT_FINAL_TOP_N,
 
-    per_cc_top_n: int = DEFAULT_PER_CC_TOP_N,
 
     source_labels: Optional[List[str]] = None,
 
 ) -> List[Material]:
 
-    """按字段维度分组召回(2026-06-08 用户确认)。
 
+    """素材召回(2026-06-10 用户最终:2 维度 strategy + fallback,batchByText 单 configCode)。
 
 
-    - 选题维度       : queryText=demand_content_topic, configCode=VIDEO_TOPIC
 
-    - 标准化元素维度 : queryText=standard_element, configCode 按 point_type 唯一对应
 
-    - 标题维度       : 不做(VIDEO_TITLE 对 MATERIAL 模态实测返回 0)
 
+    流程:
 
+      1. _pick_query_strategies_for_batch(landing) 返回 1~2 个策略候选
 
+         维度 1: (standard_element, *_SUBSTANCE 按 point_type) — 优先
 
+         维度 2: (demand_content_topic, VIDEO_TOPIC)
 
+      2. 对每个策略调一次 batchByText(只传 1 个 configCode)
 
+         首次返回 ≥ 1 条 impressions>阈值 的 material → break,直接返回
 
+      3. 全部策略都失败 → 返回空 → 上层 prepare 换 landing
 
 
-    合并同 materialId 取 max(score),按 score 降序返回 top N。
 
+    阈值不变保证质量(用户 2026-06-10 确认):依赖"多次尝试"提升命中率。
 
     """
 
-    strategies = _build_strategies(landing)
 
+    from config import (
 
+        RECALL_ALPHA, RECALL_DAYS, RECALL_DECONSTRUCT_BOOST,
 
+        RECALL_DISPLAY_K, RECALL_MIN_CTR, RECALL_MIN_IMPRESSIONS,
 
+        RECALL_SIM_THRESHOLD, RECALL_SOURCE_LABELS,
 
+        RECALL_W_CTR, RECALL_W_CVR, RECALL_W_FISSION_RATE,
 
+        RECALL_W_OPEN_RATE, RECALL_W_ROI,
 
+    )
 
+
 
+    strategies = _pick_query_strategies_for_batch(landing)
 
     if not strategies:
 
         logger.warning(
 
-            "[material_recall] landing video_id=%d 无有效策略(选题/标准化元素字段都缺),返回空",
 
+            "[material_recall] landing video_id=%d 无可用策略(2 维度都缺),返回空",
 
             landing.video_id,
 
         )
 
         return []
 
@@ -209,53 +343,47 @@ def recall_materials_for_video(
 
         landing.video_id, len(strategies),
 
     )
 
 
-    merged: dict[str, Material] = {}
 
-    for query_text, cc, name in strategies:
 
-        logger.info("[material_recall]   策略=%s q=%r configCode=%s",
 
-                    name, query_text[:30], cc)
 
+    for query_text, config_code, name in strategies:
 
+        logger.info(
 
+            "[material_recall]   策略=%s q=%r configCode=%s",
 
+            name, query_text[:30], config_code,
 
+        )
 
         try:
 
-            items = _call_match_by_text(
 
-                query_text=query_text, config_code=cc,
 
-                material_top_n=per_cc_top_n,
 
-                source_labels=source_labels,
 
+            items = _call_batch_by_text(
 
+                query_text=query_text,
 
+                config_codes=[config_code],          # ← 只传当前策略的 1 个
 
+                display_k=RECALL_DISPLAY_K,
 
+                days=RECALL_DAYS,
 
+                sim_threshold=RECALL_SIM_THRESHOLD,
 
+                alpha=RECALL_ALPHA,
 
+                w_ctr=RECALL_W_CTR, w_cvr=RECALL_W_CVR, w_roi=RECALL_W_ROI,
 
+                w_open_rate=RECALL_W_OPEN_RATE, w_fission_rate=RECALL_W_FISSION_RATE,
 
+                deconstruct_boost=RECALL_DECONSTRUCT_BOOST,
 
+                source_labels=source_labels or RECALL_SOURCE_LABELS,
 
+                modalities=["MATERIAL"],
 
             )
 
         except Exception as e:
 
-            logger.error("[material_recall] 策略 %s 失败,跳过:%s", name, e)
 
+            logger.error(
 
+                "[material_recall] 策略 %s 失败,试下一个:%s", name, e,
 
+            )
 
             continue
 
 
-        logger.info("[material_recall]     → 返回 %d 条", len(items))
 
-        for it in items:
 
-            mid = it.get("materialId") or (str(it["id"]) if it.get("id") is not None else None)
 
-            if not mid:
 
-                continue
 
-            score = float(it.get("score") or 0.0)
 
-            rank = it.get("rankScore")
 
-            existing = merged.get(mid)
 
-            if existing is None:
 
-                merged[mid] = Material(
 
-                    material_id=str(mid),
 
-                    score=score,
 
-                    rank_score=float(rank) if rank is not None else None,
 
-                    title=it.get("title") or "",
 
-                    cover=it.get("cover") or "",
 
-                    video_url=it.get("videoUrl") or "",
 
-                    hit_config_codes=[cc],
 
-                    raw=it,
 
-                )
 
-            else:
 
-                # 取 max score;hit_config_codes 追加
 
-                if score > existing.score:
 
-                    existing.score = score
 
-                if cc not in existing.hit_config_codes:
 
-                    existing.hit_config_codes.append(cc)
 
-                # rank_score 取首次非空值(策略间应一致;若不一致以首次为准,后续可改)
 
-                if existing.rank_score is None and rank is not None:
 
-                    existing.rank_score = float(rank)
 
-
 
-    # 按 score 降序
 
-    out = sorted(merged.values(), key=lambda m: m.score, reverse=True)
 
+        mats, n_bl, n_low_imp, n_low_ctr = _items_to_materials(
 
+            items, RECALL_MIN_IMPRESSIONS, RECALL_MIN_CTR,
 
+        )
 
+        logger.info(
 
+            "[material_recall]     服务端返回 %d 条,⊘ 黑名单 %d,⊘ imp<=%d %d,⊘ ctr<%.2f %d → 保留 %d",
 
+            len(items), n_bl,
 
+            RECALL_MIN_IMPRESSIONS, n_low_imp,
 
+            RECALL_MIN_CTR, n_low_ctr,
 
+            len(mats),
 
+        )
 
+        if mats:
 
+            return mats[:final_top_n]
 
+        # else 继续下一个策略
 
+
 
     logger.info(
 
-        "[material_recall] landing video_id=%d 三策略合并去重 → %d 条,返回 top %d",
 
-        landing.video_id, len(out), final_top_n,
 
+        "[material_recall] landing video_id=%d 所有 %d 策略全失败,返回空(上层换 landing)",
 
+        landing.video_id, len(strategies),
 
     )
 
-    return out[:final_top_n]
 
+    return []

+ 103 - 0
examples/auto_put_ad_mini/tools/scene_spec.py
Прегледај датотеку 

@@ -0,0 +1,103 @@
 
+"""腾讯广告"版位定投场景"标签查询 + 进程内缓存(P0 一账户 N 广告差异化基础设施)。
 
+
 
+数据流(2026-06-09 用户确认):
 
+  主循环启动时 → get_wechat_position_tags(account_id)
 
+  缓存中:返回内存里的 dict
 
+  缓存过期/未填:调腾讯 /scene_spec_tags/get(type=WECHAT_POSITION) → 缓存 → 返回
 
+
 
+用途:
 
+  - 运行时校验 config.WECHAT_POSITION_TARGETED_PRESET 中的 ID 仍然合法(腾讯未弃用)
 
+  - 给飞书审批表展示中文场景名(P0-C 扩展时)
 
+  - 日志可读化(把 1024795 → "小程序激励式广告")
 
+
 
+API 参考:
 
+  POST /scene_spec_tags/get
 
+  必填:account_id + type (enum,实测 WECHAT_POSITION 可用)
 
+  返回:data.list[{id, name, description, parent_id, targeting_name}]
 
+"""
 
+
 
+import logging
 
+import time
 
+from typing import Optional
 
+
 
+from tools.ad_api import _get
 
+
 
+logger = logging.getLogger(__name__)
 
+
 
+# 缓存键 → "type 名"(如 'WECHAT_POSITION');TTL 1 小时(用户 2026-06-09 确认)
 
+_CACHE: dict = {}
 
+_TTL_SECONDS = 3600
 
+
 
+
 
+def _now() -> float:
 
+    return time.time()
 
+
 
+
 
+def get_wechat_position_tags(
 
+    account_id: int,
 
+    force_refresh: bool = False,
 
+) -> dict[int, str]:
 
+    """查询 WECHAT_POSITION 全部场景 ID → 中文 description 映射(带 1h 缓存)。
 
+
 
+    Args:
 
+        account_id: 腾讯账户 ID(腾讯接口要求必填,但场景列表跟账户无关 — 任一账户的返回值通用)
 
+        force_refresh: 强制刷新缓存
 
+
 
+    Returns:
 
+        {场景 ID(int): 中文名(str)}  — 13 个映射(2026-06-09 实测)
 
+    """
 
+    cache_key = "WECHAT_POSITION"
 
+    cached = _CACHE.get(cache_key)
 
+    if (
 
+        not force_refresh
 
+        and cached is not None
 
+        and (_now() - cached["ts"]) < _TTL_SECONDS
 
+    ):
 
+        return cached["data"]
 
+
 
+    logger.info(
 
+        "[scene_spec] cache miss/expired,调 /scene_spec_tags/get type=%s",
 
+        cache_key,
 
+    )
 
+    resp = _get("/scene_spec_tags/get", {
 
+        "account_id": account_id, "type": cache_key,
 
+    })
 
+    if resp.get("code") != 0:
 
+        raise RuntimeError(
 
+            f"scene_spec_tags/get 失败 code={resp.get('code')} "
 
+            f"msg={resp.get('message_cn') or resp.get('message')}"
 
+        )
 
+    items = (resp.get("data") or {}).get("list") or []
 
+    mapping = {int(it["id"]): str(it.get("description") or "") for it in items}
 
+
 
+    _CACHE[cache_key] = {"data": mapping, "ts": _now()}
 
+    logger.info(
 
+        "[scene_spec] 缓存已更新 type=%s 共 %d 项",
 
+        cache_key, len(mapping),
 
+    )
 
+    return mapping
 
+
 
+
 
+def validate_preset_ids(account_id: int, preset_ids: list[int]) -> dict:
 
+    """校验给定 ID 列表是否都在腾讯当前合法场景集合内。
 
+
 
+    用于主循环启动时检查 config.WECHAT_POSITION_TARGETED_PRESET 仍有效。
 
+
 
+    Returns:
 
+        {"all_valid": bool, "invalid_ids": list[int], "mapping": {id: 中文}}
 
+    """
 
+    mapping = get_wechat_position_tags(account_id)
 
+    invalid = [i for i in preset_ids if i not in mapping]
 
+    return {
 
+        "all_valid": not invalid,
 
+        "invalid_ids": invalid,
 
+        "mapping": {i: mapping.get(i, "<未知>") for i in preset_ids},
 
+    }
 
+
 
+
 
+def describe_position_ids(account_id: int, ids: list[int]) -> str:
 
+    """把场景 ID 列表转成 "公众号文章底部+中部+..." 的可读字符串(日志 / 审批表用)。"""
 
+    if not ids:
 
+        return "(无定投)"
 
+    mapping = get_wechat_position_tags(account_id)
 
+    return " + ".join(mapping.get(i, f"<ID {i}>") for i in ids)