update

.gitignore

@@ -8,6 +8,8 @@
 
 # Node
 /node_modules
+node_modules_artifact
+node_modules_artifact/**
 npm-debug.log
 yarn-error.log
 *.log
@@ -50,4 +52,4 @@ Thumbs.db
 
 /docs/provider-archives
 /exports
-/uploads
+/uploads

build_dha_tihao_report.mjs

@@ -0,0 +1,249 @@
+import fs from "node:fs/promises";
+import path from "node:path";
+import { SpreadsheetFile, Workbook } from "@oai/artifact-tool";
+
+const outDir = "E:/workspace/tihao-ai/output/dha-tihao-poc";
+const scored = JSON.parse(await fs.readFile(path.join(outDir, "scored_candidates.json"), "utf8"));
+const refs = JSON.parse(await fs.readFile(path.join(outDir, "reference_notes.json"), "utf8"));
+const searches = JSON.parse(await fs.readFile(path.join(outDir, "justone_searches.json"), "utf8"));
+const mergedCandidates = JSON.parse(await fs.readFile(path.join(outDir, "candidates_merged_pre_detail.json"), "utf8"));
+
+function pct(value) {
+  if (value === null || value === undefined || Number.isNaN(Number(value))) return "";
+  return `${Number(value).toFixed(1)}%`;
+}
+
+function money(value) {
+  if (value === null || value === undefined || Number.isNaN(Number(value))) return "";
+  return Number(value);
+}
+
+function fixed(value, digits = 2) {
+  if (value === null || value === undefined || Number.isNaN(Number(value))) return "";
+  return Number(value).toFixed(digits);
+}
+
+function join(value) {
+  if (!value) return "";
+  if (Array.isArray(value)) return value.filter(Boolean).join("、");
+  return String(value);
+}
+
+function provinceSummary(value) {
+  if (!Array.isArray(value)) return "";
+  return value
+    .slice(0, 5)
+    .map((item) => `${item[0]} ${Number(item[1] || 0).toFixed(1)}%`)
+    .join("；");
+}
+
+function verdict(row) {
+  if (row.passCount >= 7) return "主推";
+  if (row.passCount >= 6) return "备选/补充";
+  return "需复核";
+}
+
+function fitReason(row) {
+  const parts = [];
+  if (row.passItems?.includes("预算")) parts.push("预算命中");
+  if (row.passItems?.includes("女粉")) parts.push(`女粉${pct(row.femalePct)}`);
+  if (row.passItems?.includes("25-44")) parts.push(`25-44岁${pct(row.age25_44Pct)}`);
+  if (row.interestHits?.length) parts.push(`兴趣命中${join(row.interestHits)}`);
+  if (row.passItems?.includes("阅读")) parts.push(`阅读中位${Math.round(row.readMedian)}`);
+  if (row.passItems?.includes("CPE")) parts.push(`CPE ${fixed(row.cpe)}`);
+  return parts.join("；");
+}
+
+function riskReason(row) {
+  if (!row.riskItems?.length) return "硬指标均通过，建议进入主推池";
+  return `需复核：${join(row.riskItems)}；${row.supportTagHits?.length ? `账号标签补充命中${join(row.supportTagHits)}` : ""}`;
+}
+
+const mainRows = scored
+  .filter((row) => row.passCount >= 7)
+  .slice(0, 8);
+const backupRows = scored
+  .filter((row) => row.passCount < 7)
+  .slice(0, 12);
+
+const wb = Workbook.create();
+const summary = wb.worksheets.add("结论");
+const main = wb.worksheets.add("主推账号");
+const backup = wb.worksheets.add("备选复核");
+const refSheet = wb.worksheets.add("参考账号解析");
+const method = wb.worksheets.add("Brief与方法");
+
+for (const sheet of [summary, main, backup, refSheet, method]) {
+  sheet.showGridLines = false;
+}
+
+summary.getRange("A1:H1").merge();
+summary.getRange("A1").values = [["AI提号 - DHA 小红书需求 PoC"]];
+summary.getRange("A1").format = {
+  fill: "#144D43",
+  font: { bold: true, color: "#FFFFFF", size: 16 },
+};
+summary.getRange("A3:B8").values = [
+  ["Brief", "小红书 / DHA / 干货科普 + 618合集 / 预算1000-5000"],
+  ["硬性画像", "女性为主，25-44岁占比70%以上；兴趣前三需命中母婴/萌娃/生活记录中的2个"],
+  ["数据门槛", "CPE≤3，阅读中位数≥4000，预估阅读单价≤1.0"],
+  ["外部接口", "Just One 小红书蒲公英创作者搜索 + 详情/粉丝画像/近30天表现；TikHub 解析参考笔记"],
+  ["采集规模", `${searches.length} 个搜索入口，去重候选 ${mergedCandidates.length} 个，深查 ${scored.length} 个`],
+  ["结论", `主推 ${mainRows.length} 个；备选/复核 ${backupRows.length} 个。建议先人工复核主推前5个的内容调性和档期。`],
+];
+summary.getRange("A3:A8").format = { fill: "#E7F3EF", font: { bold: true } };
+summary.getRange("A10:H10").values = [["推荐结论", "账号", "推荐等级", "预算", "粉丝画像", "内容/数据", "推荐理由", "风险提示"]];
+summary.getRange("A10:H10").format = { fill: "#1F7A68", font: { bold: true, color: "#FFFFFF" } };
+const summaryRows = [...mainRows.slice(0, 5), ...backupRows.slice(0, 3)].map((row, idx) => [
+  idx < 5 ? "优先沟通" : "备选观察",
+  row.name,
+  verdict(row),
+  `${row.chosenFormat} ${row.chosenPrice}`,
+  `女粉${pct(row.femalePct)} / 25-44 ${pct(row.age25_44Pct)} / ${join(row.interestHits)}`,
+  `读${Math.round(row.readMedian)} / 单价${fixed(row.readUnit)} / CPE ${fixed(row.cpe)}`,
+  fitReason(row),
+  riskReason(row),
+]);
+summary.getRangeByIndexes(10, 0, summaryRows.length, 8).values = summaryRows;
+summary.getRange("A10:H18").format = { wrapText: true };
+summary.freezePanes.freezeRows(10);
+
+const headers = [
+  "推荐等级",
+  "账号",
+  "红书号",
+  "地区",
+  "粉丝数",
+  "图文报价",
+  "视频报价",
+  "建议形式",
+  "建议报价",
+  "阅读中位",
+  "互动中位",
+  "阅读单价",
+  "CPE",
+  "女粉占比",
+  "25-44占比",
+  "兴趣命中",
+  "Top兴趣",
+  "标签",
+  "省份分布",
+  "通过项",
+  "风险项",
+  "推荐理由",
+];
+
+function writeCandidateSheet(sheet, rows) {
+  sheet.getRangeByIndexes(0, 0, 1, headers.length).values = [headers];
+  sheet.getRangeByIndexes(0, 0, 1, headers.length).format = {
+    fill: "#144D43",
+    font: { bold: true, color: "#FFFFFF" },
+    wrapText: true,
+  };
+  const values = rows.map((row) => [
+    verdict(row),
+    row.name,
+    row.redId,
+    row.location,
+    row.fansNum,
+    money(row.picturePrice),
+    money(row.videoPrice),
+    row.chosenFormat,
+    money(row.chosenPrice),
+    Math.round(row.readMedian || 0),
+    Math.round(row.interactionMedian || 0),
+    fixed(row.readUnit, 3),
+    fixed(row.cpe, 2),
+    pct(row.femalePct),
+    pct(row.age25_44Pct),
+    join(row.interestHits),
+    join(row.interests),
+    join(row.tags),
+    provinceSummary(row.provinces),
+    join(row.passItems),
+    join(row.riskItems),
+    `${fitReason(row)}。${riskReason(row)}`,
+  ]);
+  sheet.getRangeByIndexes(1, 0, values.length, headers.length).values = values;
+  sheet.getRangeByIndexes(0, 0, values.length + 1, headers.length).format = { wrapText: true };
+  sheet.tables.add(`A1:V${values.length + 1}`, true, `${sheet.name.replace(/\W/g, "")}Table`);
+  sheet.freezePanes.freezeRows(1);
+}
+
+writeCandidateSheet(main, mainRows);
+writeCandidateSheet(backup, backupRows);
+
+refSheet.getRange("A1:J1").values = [[
+  "参考类型",
+  "短链",
+  "解析笔记ID",
+  "作者昵称",
+  "作者userId",
+  "红书号",
+  "标题",
+  "类型",
+  "状态",
+  "最终链接",
+]];
+refSheet.getRange("A1:J1").format = { fill: "#144D43", font: { bold: true, color: "#FFFFFF" }, wrapText: true };
+refSheet.getRangeByIndexes(1, 0, refs.length, 10).values = refs.map((row) => [
+  row.bucket,
+  row.url,
+  row.note_id,
+  row.author_nickname,
+  row.author_userid,
+  row.author_red_id,
+  row.title,
+  row.type,
+  row.note_id ? "已解析" : "短链当前不可浏览",
+  row.final_url,
+]);
+refSheet.getRange("A1:J5").format = { wrapText: true };
+
+method.getRange("A1:B14").values = [
+  ["字段", "内容"],
+  ["平台", "小红书"],
+  ["产品", "DHA"],
+  ["账号类型", "干货科普（营养师/育婴师/妈妈为主），618合集，6个月-7岁孩子妈妈博主"],
+  ["预算", "1000-5000"],
+  ["粉丝画像", "女性为主，25-44岁占比70%以上；广东/山东/河南占比较多属正常"],
+  ["兴趣要求", "Top兴趣中母婴/萌娃/生活记录至少命中2个"],
+  ["数据要求", "CPE≤3，阅读中位数≥4000，预估阅读单价≤1.0"],
+  ["召回策略", "Just One 蒲公英创作者搜索：DHA母婴、营养师科普、育婴师妈妈、DHA 618合集、宝宝DHA测评等关键词"],
+  ["参考解析", "TikHub 解析短链笔记作者；参考作者用于昵称反查和风格参照"],
+  ["评分逻辑", "预算、女粉、25-44、兴趣、阅读中位、阅读单价、CPE为硬指标；育婴师/合集/目标省份加少量业务分"],
+  ["使用限制", "本版未接入本地资源库历史合作与真实档期；CPE为空的账号需二次确认"],
+  ["下一步", "对主推前5个做近10条内容人工复核、供应商档期确认、客户版名单润色"],
+  ["生成时间", new Date().toLocaleString("zh-CN", { hour12: false })],
+];
+method.getRange("A1:A14").format = { fill: "#E7F3EF", font: { bold: true } };
+method.getRange("A1:B14").format = { wrapText: true };
+
+const sheets = [summary, main, backup, refSheet, method];
+for (const sheet of sheets) {
+  const used = sheet.getUsedRange();
+  used.format.autofitColumns();
+  used.format.autofitRows();
+}
+
+const inspect = await wb.inspect({
+  kind: "table",
+  range: "结论!A1:H18",
+  include: "values",
+  tableMaxRows: 18,
+  tableMaxCols: 8,
+});
+console.log(inspect.ndjson.split("\n").slice(0, 3).join("\n"));
+
+const errors = await wb.inspect({
+  kind: "match",
+  searchTerm: "#REF!|#DIV/0!|#VALUE!|#NAME\\?|#N/A",
+  options: { useRegex: true, maxResults: 50 },
+});
+console.log(errors.ndjson);
+
+const preview = await wb.render({ sheetName: "结论", autoCrop: "all", scale: 1, format: "png" });
+await fs.writeFile(path.join(outDir, "dha-tihao-summary-preview.png"), new Uint8Array(await preview.arrayBuffer()));
+
+const output = await SpreadsheetFile.exportXlsx(wb);
+await output.save(path.join(outDir, "AI提号-DHA小红书推荐名单-PoC.xlsx"));

build_dha_tihao_report_v2.mjs

@@ -0,0 +1,309 @@
+import fs from "node:fs/promises";
+import path from "node:path";
+import { SpreadsheetFile, Workbook } from "@oai/artifact-tool";
+
+const outDir = "E:/workspace/tihao-ai/output/dha-tihao-poc";
+const scored = JSON.parse(await fs.readFile(path.join(outDir, "scored_candidates_enriched.json"), "utf8"));
+const refs = JSON.parse(await fs.readFile(path.join(outDir, "reference_notes.json"), "utf8"));
+const refAccounts = JSON.parse(await fs.readFile(path.join(outDir, "reference_baseline.json"), "utf8"));
+const searches = JSON.parse(await fs.readFile(path.join(outDir, "justone_searches.json"), "utf8"));
+const mergedCandidates = JSON.parse(await fs.readFile(path.join(outDir, "candidates_merged_pre_detail.json"), "utf8"));
+
+function pct(value) {
+  if (value === null || value === undefined || Number.isNaN(Number(value))) return "";
+  return `${Number(value).toFixed(1)}%`;
+}
+
+function money(value) {
+  if (value === null || value === undefined || Number.isNaN(Number(value))) return "";
+  return Number(value);
+}
+
+function fixed(value, digits = 2) {
+  if (value === null || value === undefined || Number.isNaN(Number(value))) return "";
+  return Number(value).toFixed(digits);
+}
+
+function join(value) {
+  if (!value) return "";
+  if (Array.isArray(value)) return value.filter(Boolean).join("；");
+  return String(value);
+}
+
+function provinceSummary(value) {
+  if (!Array.isArray(value)) return "";
+  return value
+    .slice(0, 5)
+    .map((item) => `${item[0]} ${Number(item[1] || 0).toFixed(1)}%`)
+    .join("；");
+}
+
+function verdict(row) {
+  if (row.passCount >= 7 && row.referenceSimilarity >= 55) return "主推";
+  if (row.passCount >= 6 || row.referenceSimilarity >= 70) return "备选/复核";
+  return "需复核";
+}
+
+function fitReason(row) {
+  const parts = [];
+  if (row.passItems?.includes("预算")) parts.push("预算命中");
+  if (row.passItems?.includes("女粉")) parts.push(`女粉${pct(row.femalePct)}`);
+  if (row.passItems?.includes("25-44")) parts.push(`25-44岁${pct(row.age25_44Pct)}`);
+  if (row.interestHits?.length) parts.push(`兴趣命中${join(row.interestHits)}`);
+  if (row.passItems?.includes("阅读")) parts.push(`阅读中位${Math.round(row.readMedian)}`);
+  if (row.passItems?.includes("CPE")) parts.push(`CPE ${fixed(row.cpe)}`);
+  if (row.referenceFitLevel) parts.push(`参考相似度${row.referenceSimilarity}(${row.referenceFitLevel})`);
+  return parts.join("；");
+}
+
+function riskReason(row) {
+  const risks = [...(row.riskItems || [])];
+  if ((row.referenceSimilarity || 0) < 55) risks.push("参考内容相似度偏低");
+  if (!risks.length) return "硬指标与参考内容基准均通过，建议进入主推池";
+  return `需复核：${join(risks)}`;
+}
+
+const mainRows = scored
+  .filter((row) => row.passCount >= 7 && row.referenceSimilarity >= 55)
+  .slice(0, 8);
+const backupRows = scored
+  .filter((row) => !mainRows.some((m) => m.userId === row.userId))
+  .slice(0, 14);
+
+const wb = Workbook.create();
+const summary = wb.worksheets.add("结论");
+const main = wb.worksheets.add("主推账号");
+const backup = wb.worksheets.add("备选复核");
+const refAccountSheet = wb.worksheets.add("参考账号基准");
+const refNoteSheet = wb.worksheets.add("参考链接解析");
+const method = wb.worksheets.add("Brief与方法");
+
+for (const sheet of [summary, main, backup, refAccountSheet, refNoteSheet, method]) {
+  sheet.showGridLines = false;
+}
+
+summary.getRange("A1:I1").merge();
+summary.getRange("A1").values = [["AI提号 - DHA 小红书需求 PoC（补 TikHub 参考账号分析）"]];
+summary.getRange("A1").format = {
+  fill: "#144D43",
+  font: { bold: true, color: "#FFFFFF", size: 16 },
+};
+summary.getRange("A3:B9").values = [
+  ["Brief", "小红书 / DHA / 干货科普 + 618合集 / 预算1000-5000"],
+  ["硬性画像", "女性为主，25-44岁占比70%以上；兴趣前三需命中母婴/萌娃/生活记录中的2个"],
+  ["数据门槛", "CPE≤3，阅读中位数≥4000，预估阅读单价≤1.0"],
+  ["参考抓取", "TikHub 已抓 3 个有效参考账号主页画像与近期作品：17/20/22条；1个短链当前不可浏览"],
+  ["候选召回", `Just One 15个搜索入口，去重候选${mergedCandidates.length}个，深查${scored.length}个`],
+  ["参考基准", "妈妈真实使用 + 选品/避坑 + DHA/营养成分 + 节点合集/测评；不是只看账号标签"],
+  ["结论", `主推${mainRows.length}个；备选/复核${backupRows.length}个。建议先复核主推前5个的最新档期与内容调性。`],
+];
+summary.getRange("A3:A9").format = { fill: "#E7F3EF", font: { bold: true } };
+
+summary.getRange("A11:I11").values = [[
+  "推荐结论",
+  "账号",
+  "等级",
+  "预算",
+  "粉丝画像",
+  "数据",
+  "参考相似度",
+  "推荐理由",
+  "风险提示",
+]];
+summary.getRange("A11:I11").format = { fill: "#1F7A68", font: { bold: true, color: "#FFFFFF" } };
+const summaryRows = [...mainRows.slice(0, 5), ...backupRows.slice(0, 4)].map((row, idx) => [
+  idx < 5 ? "优先沟通" : "备选观察",
+  row.name,
+  verdict(row),
+  `${row.chosenFormat} ${row.chosenPrice}`,
+  `女粉${pct(row.femalePct)} / 25-44 ${pct(row.age25_44Pct)} / ${join(row.interestHits)}`,
+  `阅读${Math.round(row.readMedian)} / 单价${fixed(row.readUnit, 3)} / CPE ${fixed(row.cpe)}`,
+  `${row.referenceSimilarity} / ${row.referenceHitPoints}`,
+  fitReason(row),
+  riskReason(row),
+]);
+summary.getRangeByIndexes(11, 0, summaryRows.length, 9).values = summaryRows;
+summary.getRange("A11:I20").format = { wrapText: true };
+summary.freezePanes.freezeRows(11);
+
+const headers = [
+  "推荐等级",
+  "账号",
+  "红书号",
+  "地区",
+  "粉丝数",
+  "图文报价",
+  "视频报价",
+  "建议形式",
+  "建议报价",
+  "阅读中位",
+  "互动中位",
+  "阅读单价",
+  "CPE",
+  "女粉占比",
+  "25-44占比",
+  "兴趣命中",
+  "Top兴趣",
+  "标签",
+  "省份分布",
+  "参考相似度",
+  "参考命中点",
+  "内容采样证据",
+  "通过项",
+  "风险项",
+  "推荐理由",
+];
+
+function writeCandidateSheet(sheet, rows) {
+  sheet.getRangeByIndexes(0, 0, 1, headers.length).values = [headers];
+  sheet.getRangeByIndexes(0, 0, 1, headers.length).format = {
+    fill: "#144D43",
+    font: { bold: true, color: "#FFFFFF" },
+    wrapText: true,
+  };
+  const values = rows.map((row) => [
+    verdict(row),
+    row.name,
+    row.redId,
+    row.location,
+    row.fansNum,
+    money(row.picturePrice),
+    money(row.videoPrice),
+    row.chosenFormat,
+    money(row.chosenPrice),
+    Math.round(row.readMedian || 0),
+    Math.round(row.interactionMedian || 0),
+    fixed(row.readUnit, 3),
+    fixed(row.cpe, 2),
+    pct(row.femalePct),
+    pct(row.age25_44Pct),
+    join(row.interestHits),
+    join(row.interests),
+    join(row.tags),
+    provinceSummary(row.provinces),
+    row.referenceSimilarity,
+    row.referenceHitPoints,
+    row.contentEvidence,
+    join(row.passItems),
+    join(row.riskItems),
+    `${fitReason(row)}。${riskReason(row)}`,
+  ]);
+  sheet.getRangeByIndexes(1, 0, values.length, headers.length).values = values;
+  sheet.getRangeByIndexes(0, 0, values.length + 1, headers.length).format = { wrapText: true };
+  sheet.tables.add(`A1:Y${values.length + 1}`, true, `${sheet.name.replace(/\W/g, "")}Table`);
+  sheet.freezePanes.freezeRows(1);
+}
+
+writeCandidateSheet(main, mainRows);
+writeCandidateSheet(backup, backupRows);
+
+refAccountSheet.getRange("A1:K1").values = [[
+  "参考类型",
+  "账号",
+  "红书号",
+  "userId",
+  "粉丝数",
+  "IP/地区",
+  "主页简介",
+  "采样作品数",
+  "作品类型结构",
+  "核心内容信号",
+  "采样标题",
+]];
+refAccountSheet.getRange("A1:K1").format = { fill: "#144D43", font: { bold: true, color: "#FFFFFF" }, wrapText: true };
+refAccountSheet.getRangeByIndexes(1, 0, refAccounts.length, 11).values = refAccounts.map((row) => [
+  row.bucket,
+  row.name,
+  row.redId,
+  row.userId,
+  row.fans,
+  row.location,
+  row.profileDesc,
+  row.sampleCount,
+  row.typeMix,
+  join(row.topSignals),
+  join(row.sampleTitles),
+]);
+refAccountSheet.getRange("A1:K5").format = { wrapText: true };
+refAccountSheet.freezePanes.freezeRows(1);
+
+refNoteSheet.getRange("A1:J1").values = [[
+  "参考类型",
+  "短链",
+  "解析笔记ID",
+  "作者昵称",
+  "作者userId",
+  "红书号",
+  "标题",
+  "类型",
+  "状态",
+  "最终链接",
+]];
+refNoteSheet.getRange("A1:J1").format = { fill: "#144D43", font: { bold: true, color: "#FFFFFF" }, wrapText: true };
+refNoteSheet.getRangeByIndexes(1, 0, refs.length, 10).values = refs.map((row) => [
+  row.bucket,
+  row.url,
+  row.note_id,
+  row.author_nickname,
+  row.author_userid,
+  row.author_red_id,
+  row.title,
+  row.type,
+  row.note_id ? "已解析" : "短链当前不可浏览",
+  row.final_url,
+]);
+refNoteSheet.getRange("A1:J5").format = { wrapText: true };
+
+method.getRange("A1:B15").values = [
+  ["字段", "内容"],
+  ["平台", "小红书"],
+  ["产品", "DHA"],
+  ["账号类型", "干货科普（营养师/育婴师/妈妈为主），618合集（6个月-7岁孩子妈妈博主）"],
+  ["预算", "1000-5000"],
+  ["粉丝画像", "女性为主，25-44岁占比70%以上；广东/山东/河南占比多属正常"],
+  ["兴趣要求", "Top兴趣中母婴/萌娃/生活记录至少命中2个"],
+  ["数据要求", "CPE≤3，阅读中位数≥4000，预估阅读单价≤1.0"],
+  ["参考账号抓取", "TikHub get_user_info + app_v2/get_user_posted_notes，抓取参考账号主页画像和近期作品"],
+  ["候选召回", "Just One 小红书蒲公英创作者搜索 + 详情/粉丝画像/近30天表现"],
+  ["重排逻辑", "硬指标通过数优先；同等情况下用参考相似度重排；高相似但硬指标不足进入备选复核"],
+  ["参考相似度", "基于DHA/营养成分、育婴师/专业背书、妈妈真实使用、选品避坑、合集节点、母婴萌娃、测评开箱等信号"],
+  ["使用限制", "未接入本地历史合作与真实档期；Just One 部分账号 CPE/笔记样本为空需供应商二次确认"],
+  ["费用提示", "TikHub 用户信息/用户作品接口调用会计费；本轮参考抓取 3个用户信息 + 3个用户作品接口"],
+  ["生成时间", new Date().toLocaleString("zh-CN", { hour12: false })],
+];
+method.getRange("A1:A15").format = { fill: "#E7F3EF", font: { bold: true } };
+method.getRange("A1:B15").format = { wrapText: true };
+
+for (const sheet of [summary, main, backup, refAccountSheet, refNoteSheet, method]) {
+  const used = sheet.getUsedRange();
+  used.format.autofitColumns();
+  used.format.autofitRows();
+}
+
+const inspect = await wb.inspect({
+  kind: "table",
+  range: "结论!A1:I20",
+  include: "values",
+  tableMaxRows: 20,
+  tableMaxCols: 9,
+});
+console.log(inspect.ndjson.split("\n").slice(0, 4).join("\n"));
+
+const errors = await wb.inspect({
+  kind: "match",
+  searchTerm: "#REF!|#DIV/0!|#VALUE!|#NAME\\?|#N/A",
+  options: { useRegex: true, maxResults: 100 },
+  summary: "formula error scan",
+});
+console.log(errors.ndjson);
+
+const preview = await wb.render({ sheetName: "结论", autoCrop: "all", scale: 1, format: "png" });
+await fs.writeFile(
+  path.join(outDir, "dha-tihao-tikhub-summary-preview.png"),
+  new Uint8Array(await preview.arrayBuffer()),
+);
+
+const outputPath = path.join(outDir, "AI提号-DHA小红书推荐名单-TikHub参考分析版.xlsx");
+const output = await SpreadsheetFile.exportXlsx(wb);
+await output.save(outputPath);
+console.log(outputPath);