| --- |
| license: mit |
| language: |
| - en |
| pretty_name: "Comprehensive SERP Data (v2)" |
| tags: |
| - serp |
| - search-engines |
| - information-retrieval |
| - web-scraping |
| - reproducibility |
| --- |
| |
| # Comprehensive SERP Data (v2) |
|
|
| A reproducible dataset for studying how news-derived search terms propagate through multiple search engines, and how technical/content/accessibility signals vary across ranked results. |
|
|
| This repository contains: |
| - the query/keyword seeds, |
| - SERP indexing outputs, |
| - the derived feature dataset used for analysis, |
| - and documentation reports describing acceptance, outliers, and dataset health. |
|
|
| ## What’s inside (high level) |
|
|
| ### Core inputs (analysis seeds) |
| - `keywords.csv`: news headline–derived search terms and related metadata (title, url, section, pub_date, word_count, text_saved_path). |
| (Report: ~3.3k rows; date range spans 2025-10 to 2026-01.) |
|
|
| ### Index & derived data products |
| - `index.parquet`: indexed SERP results (record-level index; includes engine, rank, url, collection metadata). Check the [`index_stats.md`](data/reports/index_stats.md) for more details. |
| - `dataset-20260222_141303.parquet`: final derived dataset used in analysis. |
|
|
| The dataset was generated from `index.parquet` with an acceptance configuration and optional outlier handling; see `reports/` for full details. |
|
|
| ## Dataset snapshot (this release) |
|
|
| - Final dataset file: `dataset-20260222_141303.parquet` |
| - Generated: 2026-02-22 |
| - Total records (final): 86,563 |
| - Engines: Google, Brave, Mojeek |
| - Rank range: 1–20 |
|
|
| ### Acceptance / filtering overview |
| The final dataset is produced by applying an acceptance policy (e.g., status=ok, HTTP 200, minimum content, required similarity fields, and required runtime/accessibility metrics). See: |
| - [`reports/dataset-20260222_141303.md`](data/reports/dataset-20260222_141303.md) (generation report) |
|
|
| ### Outliers & consistency |
| Outlier detection and extraction consistency checks are summarized in: |
| - [`reports/outlier_report.md`](data/reports/outlier_report.md) |
|
|
| ## Repository structure (recommended) |
| ``` |
| ├── data/ |
| │ ├── keywords.csv |
| │ ├── index.parquet |
| │ └── dataset-20260222_141303.parquet |
| ├── raw/ |
| │ ├── scraping/ |
| │ ├── serp/ |
| └── reports/ |
| ├── dataset-20260222_141303.md |
| ├── extraction_*.md |
| ├── index_stats.md |
| └── outlier_report.md |
| ``` |
|
|
| ## How to use |
|
|
| Our collection, extraction, and analysis pipeline is available in the [serp-profiler-kit](https://github.com/gokerDev/serp-profiler-kit) repository. |
|
|
| ## License |
|
|
| This project is licensed under the MIT License - see the LICENSE file for details. |
|
|
