REAL DATA SAMPLES
每类样品都来自一次小规模受控采集，再按固定字段白名单清洗。页面预览与可下载文件来自同一数据集。
| name | category | city | rating | reviews |
|---|---|---|---|---|
| Bean Seen Cafe ↗ | Coffee shop | Lilydale | 4.4 | 309 |
| Brioche By Philip ↗ | Coffee shop | Ringwood | 4.2 | 347 |
| Cafe Emjay. ↗ | Coffee shop | Ringwood East | 4.5 | 251 |
| Cafe ONE 88 ↗ | Coffee shop | Bayswater North | 4.4 | 140 |
| Café Vita et flores - Springvale ↗ | Coffee shop | Springvale | 4.4 | 459 |
| title | community | published | score | comments |
|---|---|---|---|---|
| 86-year-old Pennsylvania farmer rejects AI data center offer of $15 million to sell his land. Instead, he sold development rights to a conservation fund for $2 million ↗ | r/nextfuckinglevel | 2026-02-20T15:32:02.594Z | 124408 | 1829 |
| I got uninvited to a friend’s holiday potluck, while I was on my way to it. ↗ | r/mildlyinfuriating | 2025-12-14T00:35:51.572Z | 110853 | 9061 |
| "2035: No complaints." ↗ | r/comics | 2026-02-05T14:38:19.901Z | 109955 | 1668 |
| Saw this posted on Twitter about a Ukrainian soldier returning from the war after 730 days ↗ | r/isthisAI | 2026-01-01T17:02:36.603Z | 108322 | 61 |
| Mosted gifted generation ↗ | r/memes | 2026-01-06T03:24:44.864Z | 104775 | 1281 |
| title | channel | views | likes | comments |
|---|---|---|---|---|
| Learn 80% of Data Analysis in Excel in Just 12 Minutes ↗ | Kenji Explains | 211859 | 6700 | 272 |
| Excel Intro to Data Analysis Tutorial ↗ | Learn Skills Daily | 291088 | 4400 | 156 |
| Data Analyst Bootcamp for Beginners (SQL, Tableau, Power BI, Python, Excel, Pandas, Projects, more) ↗ | freeCodeCamp.org | 2089101 | 59000 | 1236 |
| Introduction to Data Analysis with Excel: 2-Hour Training Tutorial ↗ | Simon Sez IT | 875246 | 14000 | 344 |
| I started my data analyst career taking these beginner courses ↗ | Wale Gbads | 607968 | 27000 | 1590 |
| keyword | rank | title | domain | device |
|---|---|---|---|---|
| cross border ecommerce trends ↗ | 1 | Cross-border Buying Behavior Trends - DHL eCommerce | https://www.dhl.com › insights › e-commerce-logistics | DESKTOP |
| cross border ecommerce trends ↗ | 2 | Cross-Border eCommerce: Explanation, Trends, Examples | https://virtocommerce.com › Virto Commerce blog | DESKTOP |
| cross border ecommerce trends ↗ | 3 | Cross-Border Ecommerce Market Size and Forecast | https://www.coherentmarketinsights.com › cross-border... | DESKTOP |
| cross border ecommerce trends ↗ | 4 | Cross-border E-commerce Logistics Market (2026 - 2033) | https://www.grandviewresearch.com › industry-analysis | DESKTOP |
| cross border ecommerce trends ↗ | 5 | The Study on The Development Trends of Cross-Border E- ... | https://www.researchgate.net › ... › E-Commerce | DESKTOP |
| company | category | city | rating | reviews |
|---|---|---|---|---|
| Dynamic Data ↗ | Big Data Analytics | Carlsbad | 5 | 12 |
| Six Feet Up, Inc. ↗ | Big Data Analytics | Fishers | 5 | 26 |
| BIX Tech ↗ | Big Data Analytics | Miami | 4.9 | 27 |
| Emergent Software ↗ | Big Data Analytics | Minneapolis | 4.9 | 35 |
| Facet Interactive ↗ | Big Data Analytics | El Segundo | 4.9 | 25 |
| title | company | location | salary | posted |
|---|---|---|---|---|
| Data Analyst ↗ | BlueSight | Remote | $70,000 - $82,000 a year | 3 days ago |
| Data Analyst II ↗ | Texas Health and Human Services Commission | Big Spring, TX 79720 | $4,263.16 - $6,779.25 a month | a month ago |
| Data Analyst Mid ↗ | Progressive | Remote | $67,300 - $89,700 a year | 14 days ago |
| Data analyst ↗ | — | Colonial Heights, VA | $65,000 - $105,000 a year | 18 days ago |
| Data Analyst ↗ | Remex, Inc | Skillman, NJ 08558 | $18 - $23 an hour | 5 months ago |
| hotel | district | price | currency | rating |
|---|---|---|---|---|
| Heritage Collection on Boat Quay - Quayside Wing - Mobile App Check-In ↗ | Singapore | 169.84 | USD | 9 |
| Shangri-La Singapore ↗ | Singapore | 343.37 | USD | 9 |
| Andaz Singapore, By Hyatt ↗ | Singapore | 375.76 | USD | 9 |
| Heritage Collection on Pagoda - Mobile App Check-In ↗ | Singapore | 188.33 | USD | 9.2 |
| 21 Carpenter, Singapore, a Member of Design Hotels ↗ | Singapore | 329.03 | USD | 9 |
仅保留公开业务、商品、内容或职位元数据；已排除个人联系方式、账户数据、评论用户、正文类个人内容与媒体文件。
正式项目前会根据目标页面进行小规模测试，并确认字段名称、含义、缺失情况、去重规则与文件格式。
| 字段名 | 示例值 | 字段说明 | 完整性说明 |
|---|---|---|---|
| name | Northstar Coffee | 商家公开名称 | 通常存在 |
| category | Food & Beverage | 页面公开分类 | 可能为空 |
| address | Melbourne VIC | 公开地址或地区 | 可能为空 |
| website | northstar.example | 公开网站链接 | 可能为空 |
| rating | 4.8 | 采集时公开评分 | 可能为空 |
| review_count | 326 | 公开评价数量 | 可能为空 |
| source_url | maps.example/01 | 原始页面链接 | 保留 |
| collected_at | 2026-08-21 | 数据采集时间 | 系统生成 |
国家或城市、行业关键词、目标数量、目标网址和筛选条件。
测试字段、采集记录、格式统一、重复项处理和异常情况检查。
XLSX、CSV 或 JSON 文件，以及字段与已知限制说明。
