funel data
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351
backend/scripts/generate-funnel-test-data.js
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351
backend/scripts/generate-funnel-test-data.js
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// 生成KOL合作转换漏斗测试数据的脚本
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const { createClient } = require('@supabase/supabase-js');
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const dotenv = require('dotenv');
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const path = require('path');
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// 加载环境变量
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dotenv.config({ path: path.resolve(__dirname, '../.env') });
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// 创建Supabase客户端
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const supabaseUrl = process.env.SUPABASE_URL;
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const supabaseKey = process.env.SUPABASE_KEY;
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if (!supabaseUrl || !supabaseKey) {
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console.error('缺少Supabase配置。请确保.env文件中包含SUPABASE_URL和SUPABASE_KEY');
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process.exit(1);
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}
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const supabase = createClient(supabaseUrl, supabaseKey);
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// 生成随机字符串
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const generateRandomString = (length = 8) => {
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return Math.random().toString(36).substring(2, length + 2);
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};
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// 生成随机日期
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const generateRandomDate = (startDate, endDate) => {
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const start = startDate.getTime();
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const end = endDate.getTime();
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const randomTime = start + Math.random() * (end - start);
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return new Date(randomTime).toISOString();
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};
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// 生成随机数字
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const generateRandomNumber = (min, max) => {
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return Math.floor(Math.random() * (max - min + 1)) + min;
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};
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// 创建测试项目
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const createTestProject = async () => {
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console.log('创建测试项目...');
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const projectName = `漏斗测试项目-${generateRandomString()}`;
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const { data, error } = await supabase
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.from('projects')
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.insert({
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name: projectName,
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description: '这是一个用于测试KOL合作转换漏斗API的项目',
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created_at: new Date().toISOString(),
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updated_at: new Date().toISOString()
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})
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.select()
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.single();
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if (error) {
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console.error('创建测试项目失败:', error);
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process.exit(1);
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}
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console.log(`测试项目创建成功: ${data.name} (ID: ${data.id})`);
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return data.id;
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};
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// 创建测试KOL
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const createTestInfluencers = async (count) => {
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console.log(`创建${count}个测试KOL...`);
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const platforms = ['instagram', 'youtube', 'tiktok', 'twitter', 'facebook'];
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const influencers = [];
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// 创建不同阶段的KOL
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// 1. 认知阶段 - 所有KOL (100%)
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// 2. 兴趣阶段 - 75%的KOL有内容
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// 3. 考虑阶段 - 50%的KOL有高互动率
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// 4. 意向阶段 - 30%的KOL有多篇内容
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// 5. 评估阶段 - 20%的KOL有高浏览量
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// 6. 购买阶段 - 10%的KOL是长期合作(3个月以上)
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// 计算各阶段的KOL数量
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const awarenessCount = count;
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const interestCount = Math.floor(count * 0.75);
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const considerationCount = Math.floor(count * 0.5);
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const intentCount = Math.floor(count * 0.3);
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const evaluationCount = Math.floor(count * 0.2);
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const purchaseCount = Math.floor(count * 0.1);
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// 创建所有KOL
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for (let i = 0; i < count; i++) {
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const platform = platforms[Math.floor(Math.random() * platforms.length)];
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// 根据KOL所处阶段设置不同的创建日期
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let createdAt;
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if (i < purchaseCount) {
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// 购买阶段 - 创建日期在3个月以前
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createdAt = generateRandomDate(
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new Date(Date.now() - 365 * 24 * 60 * 60 * 1000), // 1年前
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new Date(Date.now() - 90 * 24 * 60 * 60 * 1000) // 3个月前
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);
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} else if (i < evaluationCount) {
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// 评估阶段 - 创建日期在1-3个月之间
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createdAt = generateRandomDate(
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new Date(Date.now() - 90 * 24 * 60 * 60 * 1000), // 3个月前
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new Date(Date.now() - 30 * 24 * 60 * 60 * 1000) // 1个月前
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);
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} else if (i < intentCount) {
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// 意向阶段 - 创建日期在2周-1个月之间
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createdAt = generateRandomDate(
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new Date(Date.now() - 30 * 24 * 60 * 60 * 1000), // 1个月前
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new Date(Date.now() - 14 * 24 * 60 * 60 * 1000) // 2周前
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);
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} else if (i < considerationCount) {
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// 考虑阶段 - 创建日期在1-2周之间
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createdAt = generateRandomDate(
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new Date(Date.now() - 14 * 24 * 60 * 60 * 1000), // 2周前
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new Date(Date.now() - 7 * 24 * 60 * 60 * 1000) // 1周前
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);
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} else if (i < interestCount) {
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// 兴趣阶段 - 创建日期在3天-1周之间
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createdAt = generateRandomDate(
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new Date(Date.now() - 7 * 24 * 60 * 60 * 1000), // 1周前
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new Date(Date.now() - 3 * 24 * 60 * 60 * 1000) // 3天前
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);
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} else {
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// 认知阶段 - 创建日期在3天内
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createdAt = generateRandomDate(
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new Date(Date.now() - 3 * 24 * 60 * 60 * 1000), // 3天前
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new Date() // 现在
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);
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}
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influencers.push({
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name: `测试KOL-${generateRandomString()}`,
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platform,
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profile_url: `https://${platform}.com/user${generateRandomString()}`,
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followers_count: generateRandomNumber(1000, 1000000),
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created_at: createdAt,
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updated_at: new Date().toISOString()
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});
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}
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const { data, error } = await supabase
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.from('influencers')
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.insert(influencers)
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.select();
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if (error) {
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console.error('创建测试KOL失败:', error);
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process.exit(1);
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}
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console.log(`${data.length}个测试KOL创建成功`);
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return data;
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};
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// 将KOL添加到项目
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const addInfluencersToProject = async (projectId, influencers) => {
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console.log(`将KOL添加到项目 ${projectId}...`);
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const projectInfluencers = influencers.map(influencer => ({
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project_id: projectId,
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influencer_id: influencer.id,
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created_at: new Date().toISOString(),
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updated_at: new Date().toISOString()
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}));
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const { data, error } = await supabase
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.from('project_influencers')
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.insert(projectInfluencers)
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.select();
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if (error) {
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console.error('将KOL添加到项目失败:', error);
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process.exit(1);
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}
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console.log(`${data.length}个KOL成功添加到项目`);
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return data;
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};
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// 创建测试内容
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const createTestPosts = async (projectId, influencers) => {
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console.log(`为项目 ${projectId} 创建测试内容...`);
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const posts = [];
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// 为不同阶段的KOL创建不同数量的内容
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const awarenessCount = influencers.length;
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const interestCount = Math.floor(influencers.length * 0.75);
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const considerationCount = Math.floor(influencers.length * 0.5);
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const intentCount = Math.floor(influencers.length * 0.3);
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const evaluationCount = Math.floor(influencers.length * 0.2);
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for (let i = 0; i < influencers.length; i++) {
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const influencer = influencers[i];
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// 根据KOL所处阶段创建不同数量的内容
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let postCount;
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if (i < evaluationCount) {
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// 评估阶段 - 3-5篇内容
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postCount = generateRandomNumber(3, 5);
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} else if (i < intentCount) {
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// 意向阶段 - 2-3篇内容
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postCount = generateRandomNumber(2, 3);
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} else if (i < considerationCount) {
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// 考虑阶段 - 1-2篇内容
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postCount = generateRandomNumber(1, 2);
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} else if (i < interestCount) {
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// 兴趣阶段 - 1篇内容
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postCount = 1;
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} else {
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// 认知阶段 - 无内容
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postCount = 0;
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}
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for (let j = 0; j < postCount; j++) {
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const publishedAt = generateRandomDate(
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new Date(Date.now() - 90 * 24 * 60 * 60 * 1000), // 3个月前
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new Date() // 现在
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);
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posts.push({
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project_id: projectId,
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influencer_id: influencer.id,
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platform: influencer.platform,
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title: `测试内容-${generateRandomString()}`,
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description: `这是KOL ${influencer.name} 的测试内容`,
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post_url: `https://${influencer.platform}.com/post/${generateRandomString()}`,
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published_at: publishedAt,
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created_at: new Date().toISOString(),
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updated_at: new Date().toISOString()
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});
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}
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}
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if (posts.length === 0) {
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console.log('没有创建任何内容');
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return [];
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}
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const { data, error } = await supabase
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.from('posts')
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.insert(posts)
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.select();
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if (error) {
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console.error('创建测试内容失败:', error);
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process.exit(1);
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}
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console.log(`${data.length}篇测试内容创建成功`);
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return data;
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};
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// 测试KOL合作转换漏斗API
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const testConversionFunnelAPI = async (projectId) => {
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console.log(`测试KOL合作转换漏斗API，项目ID: ${projectId}...`);
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try {
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const url = `http://localhost:4000/api/analytics/project/${projectId}/conversion-funnel`;
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console.log(`请求URL: ${url}`);
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// 使用http模块发送请求
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const http = require('http');
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return new Promise((resolve, reject) => {
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const req = http.get(url, (res) => {
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let data = '';
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res.on('data', (chunk) => {
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data += chunk;
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});
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res.on('end', () => {
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if (res.statusCode !== 200) {
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console.error(`API请求失败: ${res.statusCode}`);
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reject(new Error(`API请求失败: ${res.statusCode}`));
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return;
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}
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try {
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const jsonData = JSON.parse(data);
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console.log('API响应:');
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console.log(JSON.stringify(jsonData, null, 2));
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resolve(jsonData);
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} catch (error) {
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console.error('解析API响应失败:', error);
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reject(error);
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}
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});
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});
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req.on('error', (error) => {
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console.error('请求出错:', error);
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reject(error);
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});
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req.end();
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});
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} catch (error) {
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console.error('测试API失败:', error);
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console.log('请确保后端服务器正在运行，并且可以访问API端点');
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console.log('运行命令: cd /Users/liam/code/promote/backend && npm run dev');
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}
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};
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// 主函数
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const main = async () => {
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try {
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// 创建测试项目
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const projectId = await createTestProject();
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// 创建测试KOL - 创建100个KOL以便有足够的数据来测试漏斗的各个阶段
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const influencers = await createTestInfluencers(100);
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// 将KOL添加到项目
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await addInfluencersToProject(projectId, influencers);
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// 创建测试内容
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await createTestPosts(projectId, influencers);
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console.log('\n测试数据生成完成!');
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console.log(`项目ID: ${projectId}`);
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console.log('KOL数量: 100');
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console.log('内容数量: 根据KOL所处阶段不同');
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console.log('\n漏斗阶段分布:');
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console.log('- 认知阶段 (Awareness): 100个KOL (100%)');
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console.log('- 兴趣阶段 (Interest): 75个KOL (75%)');
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console.log('- 考虑阶段 (Consideration): 50个KOL (50%)');
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console.log('- 意向阶段 (Intent): 30个KOL (30%)');
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console.log('- 评估阶段 (Evaluation): 20个KOL (20%)');
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console.log('- 购买阶段 (Purchase): 10个KOL (10%)');
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console.log('\n现在您可以使用以下命令测试KOL合作转换漏斗API:');
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console.log(`curl http://localhost:4000/api/analytics/project/${projectId}/conversion-funnel`);
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console.log('\n或者在浏览器中访问Swagger UI:');
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console.log('http://localhost:4000/swagger');
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// 尝试测试API
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console.log('\n尝试测试API...');
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await testConversionFunnelAPI(projectId);
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} catch (error) {
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console.error('测试数据生成过程中出错:', error);
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process.exit(1);
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}
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};
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// 运行主函数
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main();
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