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comp-serp-data-v2

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serp
search-engines
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reproducibility
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  1. .gitattributes +1 -0
  2. LICENSE +21 -0
  3. README.md +62 -0
  4. data/dataset-20260222_141303.parquet +3 -0
  5. data/index.parquet +3 -0
  6. data/keywords.csv +0 -0
  7. data/reports/dataset-20260222_141303.md +793 -0
  8. data/reports/extraction_A.md +16 -0
  9. data/reports/extraction_B.md +16 -0
  10. data/reports/extraction_C.md +16 -0
  11. data/reports/extraction_D.md +38 -0
  12. data/reports/extraction_E.md +16 -0
  13. data/reports/index_stats.md +96 -0
  14. data/reports/outlier_report.md +75 -0
  15. data/serp.csv +3 -0
.gitattributes CHANGED
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
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  # Video files - compressed
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LICENSE ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ MIT License
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+
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+ Copyright (c) 2026 goker | https://goker.me
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+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy
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+ of this software and associated documentation files (the "Software"), to deal
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+ in the Software without restriction, including without limitation the rights
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+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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+ copies of the Software, and to permit persons to whom the Software is
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+ furnished to do so, subject to the following conditions:
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+
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+ The above copyright notice and this permission notice shall be included in all
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+ copies or substantial portions of the Software.
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+
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+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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+ SOFTWARE.
README.md CHANGED
@@ -1,3 +1,65 @@
1
  ---
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  license: mit
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
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  license: mit
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  ---
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+
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+ # Comprehensive SERP Data (v2)
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+
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+ 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.
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+
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+ This repository contains:
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+ - the query/keyword seeds,
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+ - SERP indexing outputs,
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+ - the derived feature dataset used for analysis,
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+ - and documentation reports describing acceptance, outliers, and dataset health.
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+
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+ ## What’s inside (high level)
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+
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+ ### Core inputs (analysis seeds)
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+ - `keywords.csv`: news headline–derived search terms and related metadata (title, url, section, pub_date, word_count, text_saved_path).
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+ (Report: ~3.3k rows; date range spans 2025-10 to 2026-01.)
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+
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+ ### Index & derived data products
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+ - `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.
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+ - `dataset-20260222_141303.parquet`: final derived dataset used in analysis.
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+
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+ The dataset was generated from `index.parquet` with an acceptance configuration and optional outlier handling; see `reports/` for full details.
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+
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+ ## Dataset snapshot (this release)
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+
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+ - Final dataset file: `dataset-20260222_141303.parquet`
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+ - Generated: 2026-02-22
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+ - Total records (final): 86,563
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+ - Engines: Google, Brave, Mojeek
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+ - Rank range: 1–20
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+
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+ ### Acceptance / filtering overview
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+ 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:
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+ - [`reports/dataset-20260222_141303.md`](data/reports/dataset-20260222_141303.md) (generation report)
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+
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+ ### Outliers & consistency
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+ Outlier detection and extraction consistency checks are summarized in:
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+ - [`reports/outlier_report.md`](data/reports/outlier_report.md)
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+
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+ ## Repository structure (recommended)
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+ ```
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+ ├── data/
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+ │ ├── keywords.csv
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+ │ ├── index.parquet
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+ │ └── dataset-20260222_141303.parquet
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+ ├── raw/
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+ │ ├── scraping/
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+ │ ├── serp/
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+ └── reports/
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+ ├── dataset-20260222_141303.md
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+ ├── extraction_*.md
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+ ├── index_stats.md
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+ └── outlier_report.md
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+ ```
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+
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+ ## How to use
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+
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+ Our collection, extraction, and analysis pipeline is available in the [serp-profiler-kit](https://github.com/gokerDev/serp-profiler-kit) repository.
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+
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+ ## License
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+
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+ This project is licensed under the MIT License - see the LICENSE file for details.
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+ # Dataset Generation Report
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+ **Generated:** 2026-02-22 14:13:09.355648
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+ **File:** dataset-20260222_141303.parquet
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+
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+ ## Parameters
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+ - **Index Source:** data/index.parquet
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+ - **Ignore Outliers:** True
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+ - **Acceptance Config:** src/extraction/Z/acceptance.json
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+
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+ ## Dataset Statistics
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+ - **Total Records:** 86563
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+
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+ ## Acceptance Criteria Summary
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+ | Filter Description | Records Dropped |
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+ |:---|---:|
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+ | Keep only records with status=ok | 28251 |
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+ | Keep only records with HTTP 200 | 4025 |
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+ | Drop records with less than 20 words (low content) | 451 |
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+ | Drop if sim_title is missing | 0 |
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+ | Drop if sim_description is missing | 42 |
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+ | Drop if sim_h1 is missing | 7159 |
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+ | Drop if sim_content is missing | 0 |
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+ | Drop if flesch_reading_ease is missing | 0 |
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+ | Drop if flesch_kincaid_grade is missing | 0 |
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+ | Drop if lcp_ms is missing | 733 |
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+ | Drop if ttfb_ms is missing | 0 |
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+ | Drop if cls is missing | 0 |
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+ | Drop if axe_score is missing | 0 |
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+ | Drop if contrast_score is missing | 346 |
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+ | Drop if axe_impact_critical is missing | 0 |
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+
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+ **Total Dropped by Acceptance Criteria:** 41007
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+
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+ ### Distribution by Search Engine & Rank
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+ | search_engine | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | Total |
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+ |:----------------|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|--------:|
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+ | brave | 2955 | 1904 | 1823 | 1841 | 1876 | 1860 | 1863 | 1854 | 1871 | 1850 | 1823 | 1806 | 1808 | 1785 | 1818 | 1737 | 1658 | 1435 | 1165 | 638 | 35370 |
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+ | google | 2947 | 2041 | 1560 | 1746 | 1458 | 1494 | 1425 | 1354 | 1319 | 1290 | 1259 | 1161 | 1168 | 1166 | 1119 | 1109 | 1099 | 1076 | 1068 | 1040 | 27899 |
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+ | mojeek | 1650 | 1394 | 1298 | 1258 | 1220 | 1182 | 1144 | 1180 | 1124 | 1079 | 1055 | 1022 | 1111 | 1132 | 1074 | 1082 | 1101 | 1093 | 1050 | 1045 | 23294 |
40
+
41
+ ### Source Domain Distribution (is_source_domain=True)
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+ **Total Source Records:** 13794
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+ | search_engine | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | Total |
44
+ |:----------------|-----:|----:|----:|----:|----:|----:|----:|----:|----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|--------:|
45
+ | brave | 2903 | 490 | 347 | 320 | 316 | 286 | 260 | 260 | 285 | 275 | 248 | 275 | 237 | 247 | 246 | 237 | 226 | 212 | 207 | 120 | 7997 |
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+ | google | 2818 | 159 | 476 | 56 | 203 | 13 | 125 | 24 | 72 | 14 | 77 | 17 | 73 | 13 | 63 | 14 | 57 | 10 | 62 | 11 | 4357 |
47
+ | mojeek | 533 | 184 | 113 | 69 | 45 | 66 | 45 | 46 | 31 | 31 | 28 | 23 | 47 | 28 | 36 | 20 | 27 | 26 | 20 | 22 | 1440 |
48
+
49
+ ### Missing Values Analysis
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+ | | Missing Count | Missing % |
51
+ |:----------------------------|----------------:|------------:|
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+ | reason_C | 86563 | 100 |
53
+ | reason_D | 86563 | 100 |
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+ | reason_B | 86563 | 100 |
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+ | reason_A | 86563 | 100 |
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+ | raw_error | 86563 | 100 |
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+ | reason_E | 86563 | 100 |
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+ | canonical | 11659 | 13.4688 |
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+ | min_contrast_ratio | 352 | 0.40664 |
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+ | snippet | 114 | 0.131696 |
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+ | description | 0 | 0 |
62
+ | extractor_used | 0 | 0 |
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+ | h1_count | 0 | 0 |
64
+ | script_count | 0 | 0 |
65
+ | h3_count | 0 | 0 |
66
+ | content_length | 0 | 0 |
67
+ | has_author | 0 | 0 |
68
+ | has_published_time | 0 | 0 |
69
+ | status_B | 0 | 0 |
70
+ | has_schema | 0 | 0 |
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+ | image_count | 0 | 0 |
72
+ | link_count | 0 | 0 |
73
+ | h2_count | 0 | 0 |
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+ | search_engine | 0 | 0 |
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+ | status_C | 0 | 0 |
76
+ | tag_count | 0 | 0 |
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+ | sim_title | 0 | 0 |
78
+ | sim_h1 | 0 | 0 |
79
+ | sim_description | 0 | 0 |
80
+ | sim_content | 0 | 0 |
81
+ | model_name | 0 | 0 |
82
+ | status_D | 0 | 0 |
83
+ | smog_index | 0 | 0 |
84
+ | sentence_count | 0 | 0 |
85
+ | gunning_fog | 0 | 0 |
86
+ | flesch_reading_ease | 0 | 0 |
87
+ | flesch_kincaid_grade | 0 | 0 |
88
+ | char_count | 0 | 0 |
89
+ | automated_readability_index | 0 | 0 |
90
+ | word_count | 0 | 0 |
91
+ | contrast_violation_count | 0 | 0 |
92
+ | text_quality_flag | 0 | 0 |
93
+ | contrast_pass_count | 0 | 0 |
94
+ | contrast_score | 0 | 0 |
95
+ | source | 0 | 0 |
96
+ | status_reason | 0 | 0 |
97
+ | status | 0 | 0 |
98
+ | html_size_bytes | 0 | 0 |
99
+ | collected_at | 0 | 0 |
100
+ | http_status | 0 | 0 |
101
+ | raw_ok | 0 | 0 |
102
+ | iteration | 0 | 0 |
103
+ | folder | 0 | 0 |
104
+ | section | 0 | 0 |
105
+ | is_source_domain | 0 | 0 |
106
+ | domain | 0 | 0 |
107
+ | title | 0 | 0 |
108
+ | file_name | 0 | 0 |
109
+ | url | 0 | 0 |
110
+ | rank | 0 | 0 |
111
+ | search_term | 0 | 0 |
112
+ | is_outlier_technical | 0 | 0 |
113
+ | is_outlier_readability | 0 | 0 |
114
+ | is_outlier_similarity | 0 | 0 |
115
+ | is_outlier_accessibility | 0 | 0 |
116
+ | axe_violations_total | 0 | 0 |
117
+ | axe_score | 0 | 0 |
118
+ | axe_passes_total | 0 | 0 |
119
+ | axe_incomplete_total | 0 | 0 |
120
+ | axe_inapplicable_total | 0 | 0 |
121
+ | axe_impact_serious | 0 | 0 |
122
+ | axe_impact_moderate | 0 | 0 |
123
+ | axe_impact_minor | 0 | 0 |
124
+ | axe_impact_critical | 0 | 0 |
125
+ | ttfb_ms | 0 | 0 |
126
+ | status_A | 0 | 0 |
127
+ | load_time_ms | 0 | 0 |
128
+ | lcp_ms | 0 | 0 |
129
+ | dom_content_loaded_ms | 0 | 0 |
130
+ | cls | 0 | 0 |
131
+ | status_E | 0 | 0 |
132
+
133
+ ## Column Details & Distributions
134
+
135
+ ### Column: `search_engine`
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+ - **Type:** str
137
+ - **Unique Values:** 3
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+ | search_engine | count |
139
+ |:----------------|--------:|
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+ | brave | 35370 |
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+ | google | 27899 |
142
+ | mojeek | 23294 |
143
+
144
+ ### Column: `section`
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+ - **Type:** str
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+ - **Unique Values:** 6
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+ | section | count |
148
+ |:------------|--------:|
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+ | world | 23565 |
150
+ | business | 18494 |
151
+ | environment | 16073 |
152
+ | politics | 15889 |
153
+ | technology | 8648 |
154
+ | science | 3894 |
155
+
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+ ### Column: `search_term`
157
+ - **Type:** str
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+ - **Unique Values:** 3000
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+ Top 5 Values:
160
+ | search_term | count |
161
+ |:------------------------------------------------------------------------------------|--------:|
162
+ | British woman among five tourists killed in blizzard at nature reserve in Chile | 49 |
163
+ | British-Egyptian rights activist Alaa Abd el-Fattah apologises for ‘hurtful’ tweets | 48 |
164
+ | Danish postal service to stop delivering letters after 400 years | 48 |
165
+ | More than £250,000 of counterfeit weight-loss jab products seized in factory raid | 48 |
166
+ | Signs of peak inflation open door to earlier Bank of England interest rate cuts | 47 |
167
+
168
+ ### Column: `rank`
169
+ - **Type:** int64
170
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
171
+ |:----------------------|--------:|---------:|--------:|------:|------:|------:|------:|------:|
172
+ | Full | 86563 | 9.50474 | 5.79403 | 1 | 4 | 9 | 14 | 20 |
173
+ | Without source domain | 72769 | 10.2896 | 5.46865 | 1 | 6 | 10 | 15 | 20 |
174
+ | Only source domain | 13794 | 5.36407 | 5.70179 | 1 | 1 | 2 | 9 | 20 |
175
+
176
+ ### Column: `url`
177
+ - **Type:** str
178
+ - **Unique Values:** 68790
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+ Top 5 Values:
180
+ | url | count |
181
+ |:-------------------------------------------------------------------------------------------------------------------------------------------|--------:|
182
+ | https://sustainabledevelopment.un.org/content/documents/5987our-common-future.pdf | 48 |
183
+ | https://news.sky.com/story/politics-latest-starmer-labour-trump-lammy-vance-tankers-greenland-threats-nato-12593360 | 34 |
184
+ | https://www.theguardian.com/politics/2026/jan/07/nigel-farage-dismisses-racist-and-antisemitic-school-bullying-claims-as-made-up-fantasies | 28 |
185
+ | https://www.reddit.com/r/WritingPrompts/comments/3konk3/wp_this_is_the_prologue_or_the_first_chapter_of/ | 26 |
186
+ | https://www.wri.org/insights/cop30-outcomes-next-steps | 24 |
187
+
188
+ ### Column: `file_name`
189
+ - **Type:** str
190
+ - **Unique Values:** 68790
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+ Top 5 Values:
192
+ | file_name | count |
193
+ |:--------------------------------------------------------------------------------------------------------------------------------------------------|--------:|
194
+ | sustainabledevelopment_un_org_content_documents_5987our_common_future_pdf_916bc1936e.html | 48 |
195
+ | news_sky_com_story_politics_latest_starmer_labour_trump_lammy_vance_tankers_greenland_threats_nato_12593360_e5a01810cf.html | 34 |
196
+ | www_theguardian_com_politics_2026_jan_07_nigel_farage_dismisses_racist_and_antisemitic_school_bullying_claims_as_made_up_fantasie_d0bcb6d8d3.html | 28 |
197
+ | www_reddit_com_r_writingprompts_comments_3konk3_wp_this_is_the_prologue_or_the_first_chapter_of_dbac0b192a.html | 26 |
198
+ | www_wri_org_insights_cop30_outcomes_next_steps_5ad7277200.html | 24 |
199
+
200
+ ### Column: `title`
201
+ - **Type:** str
202
+ - **Unique Values:** 65766
203
+ Top 5 Values:
204
+ | title | count |
205
+ |:---------------------------------------------------------------------------------|--------:|
206
+ | Subscribe to read | 596 |
207
+ | Your privacy choices | 387 |
208
+ | X | 210 |
209
+ | The Largest Banks - ​​How to Transfer Money With Only Card Number and CVV (2026) | 185 |
210
+ | Profile / X | 80 |
211
+
212
+ ### Column: `snippet`
213
+ - **Type:** str
214
+ - **Unique Values:** 82145
215
+ Top 5 Values:
216
+ | snippet | count |
217
+ |:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------:|
218
+ | We cannot provide a description for this page right now | 407 |
219
+ | We cannot provide a description for this page <strong>right</strong> now | 65 |
220
+ | Thank you for your interest. Unauthorised access is prohibited. To access this content, you must have prior permission and a valid contract. Please contact our team at licensing@telegraph.co.uk to discuss licensing options · If you are a Telegraph Subscriber, please contact customerservic... | 40 |
221
+ | JavaScript is not available · We’ve detected that JavaScript is disabled in this browser. Please enable JavaScript or switch to a supported browser to continue using twitter.com. You can see a list of supported browsers in our Help Center · Help Center · Terms of Service Privacy Policy ... | 24 |
222
+ | In each episode, two political heavyweights from across the EU face off to propose a diversity of opinions and spark conversations around the most ... | 17 |
223
+
224
+ ### Column: `domain`
225
+ - **Type:** str
226
+ - **Unique Values:** 12177
227
+ Top 5 Values:
228
+ | domain | count |
229
+ |:--------------------|--------:|
230
+ | www.theguardian.com | 13513 |
231
+ | www.reddit.com | 5419 |
232
+ | www.bbc.com | 3154 |
233
+ | www.dailymail.co.uk | 2290 |
234
+ | x.com | 1693 |
235
+
236
+ ### Column: `is_source_domain`
237
+ - **Type:** bool
238
+ - **Unique Values:** 2
239
+ | is_source_domain | count |
240
+ |:-------------------|--------:|
241
+ | False | 72769 |
242
+ | True | 13794 |
243
+
244
+ ### Column: `folder`
245
+ - **Type:** str
246
+ - **Unique Values:** 139
247
+ Top 5 Values:
248
+ | folder | count |
249
+ |:--------------------|--------:|
250
+ | scraping/01-bot/022 | 1343 |
251
+ | scraping/01-bot/023 | 1288 |
252
+ | scraping/01-bot/021 | 1198 |
253
+ | scraping/01-bot/024 | 1196 |
254
+ | scraping/01-bot/001 | 1096 |
255
+
256
+ ### Column: `source`
257
+ - **Type:** str
258
+ - **Unique Values:** 1
259
+ | source | count |
260
+ |:---------|--------:|
261
+ | bot | 86563 |
262
+
263
+ ### Column: `iteration`
264
+ - **Type:** float64
265
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
266
+ |:----------------------|--------:|-------:|------:|------:|------:|------:|------:|------:|
267
+ | Full | 86563 | 1 | 0 | 1 | 1 | 1 | 1 | 1 |
268
+ | Without source domain | 72769 | 1 | 0 | 1 | 1 | 1 | 1 | 1 |
269
+ | Only source domain | 13794 | 1 | 0 | 1 | 1 | 1 | 1 | 1 |
270
+
271
+ ### Column: `raw_ok`
272
+ - **Type:** object
273
+ - **Unique Values:** 1
274
+ | raw_ok | count |
275
+ |:---------|--------:|
276
+ | True | 86563 |
277
+
278
+ ### Column: `raw_error`
279
+ - **Type:** str
280
+ - **Unique Values:** 0
281
+ | raw_error | count |
282
+ |-------------|---------|
283
+
284
+ ### Column: `http_status`
285
+ - **Type:** float64
286
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
287
+ |:----------------------|--------:|-------:|------:|------:|------:|------:|------:|------:|
288
+ | Full | 86563 | 200 | 0 | 200 | 200 | 200 | 200 | 200 |
289
+ | Without source domain | 72769 | 200 | 0 | 200 | 200 | 200 | 200 | 200 |
290
+ | Only source domain | 13794 | 200 | 0 | 200 | 200 | 200 | 200 | 200 |
291
+
292
+ ### Column: `collected_at`
293
+ - **Type:** str
294
+ - **Unique Values:** 68760
295
+ Top 5 Values:
296
+ | collected_at | count |
297
+ |:-------------------------|--------:|
298
+ | 2026-01-17T01:39:17.526Z | 48 |
299
+ | 2026-01-15T22:42:37.764Z | 34 |
300
+ | 2026-01-16T18:43:11.129Z | 28 |
301
+ | 2026-01-17T01:00:10.705Z | 26 |
302
+ | 2026-01-15T23:44:03.090Z | 24 |
303
+
304
+ ### Column: `html_size_bytes`
305
+ - **Type:** float64
306
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
307
+ |:----------------------|--------:|-------:|-------:|------:|-------:|-------:|-------:|-----------:|
308
+ | Full | 86563 | 428485 | 343402 | 51216 | 200569 | 326480 | 512342 | 1.9035e+06 |
309
+ | Without source domain | 72769 | 435152 | 371108 | 51216 | 172600 | 299638 | 607140 | 1.9035e+06 |
310
+ | Only source domain | 13794 | 393312 | 109642 | 86182 | 327336 | 361781 | 434471 | 1.8062e+06 |
311
+
312
+ ### Column: `status`
313
+ - **Type:** str
314
+ - **Unique Values:** 1
315
+ | status | count |
316
+ |:---------|--------:|
317
+ | ok | 86563 |
318
+
319
+ ### Column: `status_reason`
320
+ - **Type:** str
321
+ - **Unique Values:** 1
322
+ | status_reason | count |
323
+ |:----------------|--------:|
324
+ | ok_from_json | 86563 |
325
+
326
+ ### Column: `is_outlier_technical`
327
+ - **Type:** str
328
+ - **Unique Values:** 1
329
+ | is_outlier_technical | count |
330
+ |:-----------------------|--------:|
331
+ | ok | 86563 |
332
+
333
+ ### Column: `is_outlier_readability`
334
+ - **Type:** str
335
+ - **Unique Values:** 1
336
+ | is_outlier_readability | count |
337
+ |:-------------------------|--------:|
338
+ | ok | 86563 |
339
+
340
+ ### Column: `is_outlier_similarity`
341
+ - **Type:** str
342
+ - **Unique Values:** 1
343
+ | is_outlier_similarity | count |
344
+ |:------------------------|--------:|
345
+ | ok | 86563 |
346
+
347
+ ### Column: `is_outlier_accessibility`
348
+ - **Type:** str
349
+ - **Unique Values:** 1
350
+ | is_outlier_accessibility | count |
351
+ |:---------------------------|--------:|
352
+ | ok | 86563 |
353
+
354
+ ### Column: `cls`
355
+ - **Type:** float64
356
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
357
+ |:----------------------|--------:|-----------:|-----------:|------:|------------:|------------:|------------:|---------:|
358
+ | Full | 86563 | 0.0187343 | 0.0320351 | 0 | 0.000329827 | 0.00312748 | 0.0226548 | 0.162047 |
359
+ | Without source domain | 72769 | 0.0219488 | 0.0338466 | 0 | 0.000515757 | 0.00562327 | 0.0295133 | 0.162047 |
360
+ | Only source domain | 13794 | 0.00177637 | 0.00738834 | 0 | 0.00027837 | 0.000355095 | 0.000581083 | 0.120227 |
361
+
362
+ ### Column: `dom_content_loaded_ms`
363
+ - **Type:** float64
364
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
365
+ |:----------------------|--------:|--------:|---------:|------:|-------:|-------:|--------:|-------:|
366
+ | Full | 86563 | 2110.92 | 1200.25 | 0 | 1223.4 | 1791.4 | 2723.15 | 8015.1 |
367
+ | Without source domain | 72769 | 2251.01 | 1228.54 | 0 | 1337.4 | 1980.7 | 2886.5 | 8015.1 |
368
+ | Only source domain | 13794 | 1371.85 | 654.511 | 495.1 | 1029.8 | 1218.2 | 1487.67 | 7436.7 |
369
+
370
+ ### Column: `lcp_ms`
371
+ - **Type:** float64
372
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
373
+ |:----------------------|--------:|--------:|--------:|------:|------:|------:|------:|------:|
374
+ | Full | 86563 | 2016.37 | 1151.04 | 124 | 1156 | 1744 | 2596 | 7520 |
375
+ | Without source domain | 72769 | 2202.13 | 1135.04 | 124 | 1384 | 1940 | 2780 | 7520 |
376
+ | Only source domain | 13794 | 1036.4 | 612.8 | 332 | 732 | 880 | 1100 | 7220 |
377
+
378
+ ### Column: `load_time_ms`
379
+ - **Type:** float64
380
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
381
+ |:----------------------|--------:|--------:|---------:|------:|------:|--------:|-------:|--------:|
382
+ | Full | 86563 | 1737.02 | 1940.11 | 0 | 0 | 1435 | 2998.2 | 45533.2 |
383
+ | Without source domain | 72769 | 1750.45 | 2074.91 | 0 | 0 | 1241.4 | 3202.5 | 45533.2 |
384
+ | Only source domain | 13794 | 1666.2 | 950.308 | 0 | 1220 | 1529.75 | 2113.5 | 12817.1 |
385
+
386
+ ### Column: `reason_A`
387
+ - **Type:** object
388
+ - **Unique Values:** 0
389
+ | reason_A | count |
390
+ |------------|---------|
391
+
392
+ ### Column: `status_A`
393
+ - **Type:** str
394
+ - **Unique Values:** 1
395
+ | status_A | count |
396
+ |:-----------|--------:|
397
+ | ok | 86563 |
398
+
399
+ ### Column: `ttfb_ms`
400
+ - **Type:** float64
401
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
402
+ |:----------------------|--------:|---------:|--------:|------:|------:|------:|--------:|-------:|
403
+ | Full | 86563 | 978.866 | 602.909 | 50.5 | 550.3 | 799.2 | 1251.25 | 3682 |
404
+ | Without source domain | 72769 | 1045.7 | 615.665 | 50.5 | 599.5 | 887.2 | 1344.6 | 3682 |
405
+ | Only source domain | 13794 | 626.313 | 365.591 | 165.3 | 443.1 | 548.7 | 680.7 | 3528.4 |
406
+
407
+ ### Column: `axe_impact_critical`
408
+ - **Type:** float64
409
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
410
+ |:----------------------|--------:|----------:|---------:|------:|------:|------:|------:|------:|
411
+ | Full | 86563 | 0.309532 | 0.528441 | 0 | 0 | 0 | 1 | 4 |
412
+ | Without source domain | 72769 | 0.367038 | 0.556131 | 0 | 0 | 0 | 1 | 4 |
413
+ | Only source domain | 13794 | 0.0061621 | 0.106511 | 0 | 0 | 0 | 0 | 2 |
414
+
415
+ ### Column: `axe_impact_minor`
416
+ - **Type:** float64
417
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
418
+ |:----------------------|--------:|-------:|------:|------:|------:|------:|------:|------:|
419
+ | Full | 86563 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
420
+ | Without source domain | 72769 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
421
+ | Only source domain | 13794 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
422
+
423
+ ### Column: `axe_impact_moderate`
424
+ - **Type:** float64
425
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
426
+ |:----------------------|--------:|-------:|------:|------:|------:|------:|------:|------:|
427
+ | Full | 86563 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
428
+ | Without source domain | 72769 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
429
+ | Only source domain | 13794 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
430
+
431
+ ### Column: `axe_impact_serious`
432
+ - **Type:** float64
433
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
434
+ |:----------------------|--------:|----------:|---------:|------:|------:|------:|------:|------:|
435
+ | Full | 86563 | 0.929693 | 0.891429 | 0 | 0 | 1 | 2 | 4 |
436
+ | Without source domain | 72769 | 1.09883 | 0.870972 | 0 | 0 | 1 | 2 | 4 |
437
+ | Only source domain | 13794 | 0.0374076 | 0.194296 | 0 | 0 | 0 | 0 | 3 |
438
+
439
+ ### Column: `axe_inapplicable_total`
440
+ - **Type:** float64
441
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
442
+ |:----------------------|--------:|---------:|---------:|------:|------:|------:|------:|------:|
443
+ | Full | 86563 | 0.778046 | 0.804356 | 0 | 0 | 1 | 1 | 9 |
444
+ | Without source domain | 72769 | 0.738652 | 0.869618 | 0 | 0 | 1 | 1 | 9 |
445
+ | Only source domain | 13794 | 0.985863 | 0.138934 | 0 | 1 | 1 | 1 | 2 |
446
+
447
+ ### Column: `axe_incomplete_total`
448
+ - **Type:** float64
449
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
450
+ |:----------------------|--------:|---------:|---------:|------:|------:|------:|------:|------:|
451
+ | Full | 86563 | 0.867692 | 0.34151 | 0 | 1 | 1 | 1 | 2 |
452
+ | Without source domain | 72769 | 0.842612 | 0.367138 | 0 | 1 | 1 | 1 | 2 |
453
+ | Only source domain | 13794 | 1 | 0 | 1 | 1 | 1 | 1 | 1 |
454
+
455
+ ### Column: `axe_passes_total`
456
+ - **Type:** float64
457
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
458
+ |:----------------------|--------:|--------:|---------:|------:|------:|------:|------:|------:|
459
+ | Full | 86563 | 9.12862 | 0.950873 | 1 | 9 | 9 | 10 | 10 |
460
+ | Without source domain | 72769 | 9.15067 | 1.03395 | 1 | 9 | 9 | 10 | 10 |
461
+ | Only source domain | 13794 | 9.01232 | 0.135142 | 7 | 9 | 9 | 9 | 10 |
462
+
463
+ ### Column: `axe_score`
464
+ - **Type:** float64
465
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
466
+ |:----------------------|--------:|---------:|----------:|---------:|---------:|------:|---------:|------:|
467
+ | Full | 86563 | 0.889606 | 0.105062 | 0.375 | 0.818182 | 0.9 | 1 | 1 |
468
+ | Without source domain | 72769 | 0.869462 | 0.102411 | 0.375 | 0.818182 | 0.9 | 0.909091 | 1 |
469
+ | Only source domain | 13794 | 0.995871 | 0.0225328 | 0.583333 | 1 | 1 | 1 | 1 |
470
+
471
+ ### Column: `axe_violations_total`
472
+ - **Type:** float64
473
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
474
+ |:----------------------|--------:|----------:|---------:|------:|------:|------:|------:|------:|
475
+ | Full | 86563 | 1.23922 | 1.21404 | 0 | 0 | 1 | 2 | 6 |
476
+ | Without source domain | 72769 | 1.46587 | 1.19137 | 0 | 1 | 1 | 2 | 6 |
477
+ | Only source domain | 13794 | 0.0435697 | 0.247193 | 0 | 0 | 0 | 0 | 5 |
478
+
479
+ ### Column: `contrast_pass_count`
480
+ - **Type:** float64
481
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
482
+ |:----------------------|--------:|--------:|---------:|------:|------:|------:|------:|------:|
483
+ | Full | 86563 | 138.452 | 167.495 | 0 | 76 | 110 | 141 | 11892 |
484
+ | Without source domain | 72769 | 141.567 | 181.688 | 0 | 68 | 106 | 149 | 11892 |
485
+ | Only source domain | 13794 | 122.021 | 39.8726 | 11 | 107 | 114 | 125 | 583 |
486
+
487
+ ### Column: `contrast_score`
488
+ - **Type:** float64
489
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
490
+ |:----------------------|--------:|---------:|----------:|---------:|---------:|---------:|------:|------:|
491
+ | Full | 86563 | 0.960995 | 0.0848599 | 0 | 0.961111 | 1 | 1 | 1 |
492
+ | Without source domain | 72769 | 0.953714 | 0.090626 | 0 | 0.950413 | 0.991071 | 1 | 1 |
493
+ | Only source domain | 13794 | 0.999403 | 0.0104124 | 0.607143 | 1 | 1 | 1 | 1 |
494
+
495
+ ### Column: `contrast_violation_count`
496
+ - **Type:** float64
497
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
498
+ |:----------------------|--------:|----------:|---------:|------:|------:|------:|------:|------:|
499
+ | Full | 86563 | 3.87728 | 6.9539 | 0 | 0 | 0 | 4 | 32 |
500
+ | Without source domain | 72769 | 4.60567 | 7.3582 | 0 | 0 | 1 | 6 | 32 |
501
+ | Only source domain | 13794 | 0.0347252 | 0.517256 | 0 | 0 | 0 | 0 | 12 |
502
+
503
+ ### Column: `min_contrast_ratio`
504
+ - **Type:** float64
505
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
506
+ |:----------------------|--------:|--------:|---------:|------:|------:|------:|------:|------:|
507
+ | Full | 86211 | 4.23753 | 1.87743 | 1.01 | 3 | 4.5 | 4.95 | 21 |
508
+ | Without source domain | 72417 | 4.11778 | 2.02223 | 1.01 | 2.84 | 3.93 | 4.9 | 21 |
509
+ | Only source domain | 13794 | 4.8662 | 0.299669 | 1.06 | 4.66 | 4.95 | 4.95 | 14 |
510
+
511
+ ### Column: `reason_B`
512
+ - **Type:** object
513
+ - **Unique Values:** 0
514
+ | reason_B | count |
515
+ |------------|---------|
516
+
517
+ ### Column: `status_B`
518
+ - **Type:** str
519
+ - **Unique Values:** 1
520
+ | status_B | count |
521
+ |:-----------|--------:|
522
+ | ok | 86563 |
523
+
524
+ ### Column: `canonical`
525
+ - **Type:** str
526
+ - **Unique Values:** 57087
527
+ Top 5 Values:
528
+ | canonical | count |
529
+ |:--------------------------------------------------------------------------------------------------------------------|--------:|
530
+ | https://custommapposter.com/article/best/926 | 185 |
531
+ | https://news.sky.com/story/politics-latest-starmer-labour-trump-lammy-vance-tankers-greenland-threats-nato-12593360 | 60 |
532
+ | undefined | 54 |
533
+ | http://sdgs.un.org/ | 52 |
534
+ | https://courthousenews.com/ | 48 |
535
+
536
+ ### Column: `content_length`
537
+ - **Type:** float64
538
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
539
+ |:----------------------|--------:|--------:|--------:|------:|-------:|-------:|------:|------:|
540
+ | Full | 86563 | 4807.97 | 4128.49 | 100 | 2158 | 3815 | 6052 | 24611 |
541
+ | Without source domain | 72769 | 4878.66 | 4375.1 | 100 | 1973 | 3707 | 6236 | 24611 |
542
+ | Only source domain | 13794 | 4435 | 2411.72 | 234 | 2971.5 | 4109.5 | 5543 | 24164 |
543
+
544
+ ### Column: `description`
545
+ - **Type:** str
546
+ - **Unique Values:** 66343
547
+ Top 5 Values:
548
+ | description | count |
549
+ |:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------:|
550
+ | We cannot provide a description for this page right now | 298 |
551
+ | The 10 largest banks in the U.S. are Chase, Bank of America, Wells Fargo, Citibank, U.S. Bank, PNC Bank, Goldman Sachs Bank, Truist Bank, Capital One and TD Bank. Holding trillions of dollars in combined assets, the 10 largest banks in the country offer various financial products. These financial in... | 185 |
552
+ | Bringing Taiwan to the World and the World to Taiwan | 64 |
553
+ | The latest breaking news, comment and features from The Independent. | 57 |
554
+ | Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. | 56 |
555
+
556
+ ### Column: `extractor_used`
557
+ - **Type:** str
558
+ - **Unique Values:** 3
559
+ | extractor_used | count |
560
+ |:------------------|--------:|
561
+ | trafilatura | 86507 |
562
+ | targeted_fallback | 51 |
563
+ | fallback_global | 5 |
564
+
565
+ ### Column: `h1_count`
566
+ - **Type:** float64
567
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
568
+ |:----------------------|--------:|--------:|---------:|------:|------:|------:|------:|------:|
569
+ | Full | 86563 | 1.45184 | 2.70292 | 1 | 1 | 1 | 1 | 246 |
570
+ | Without source domain | 72769 | 1.53619 | 2.94019 | 1 | 1 | 1 | 1 | 246 |
571
+ | Only source domain | 13794 | 1.00689 | 0.082705 | 1 | 1 | 1 | 1 | 2 |
572
+
573
+ ### Column: `h2_count`
574
+ - **Type:** float64
575
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
576
+ |:----------------------|--------:|--------:|---------:|------:|------:|------:|------:|------:|
577
+ | Full | 86563 | 6.43219 | 35.6979 | 0 | 1 | 4 | 8 | 9828 |
578
+ | Without source domain | 72769 | 6.7937 | 38.9107 | 0 | 1 | 3 | 9 | 9828 |
579
+ | Only source domain | 13794 | 4.52508 | 2.34459 | 0 | 3 | 4 | 5 | 35 |
580
+
581
+ ### Column: `h3_count`
582
+ - **Type:** float64
583
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
584
+ |:----------------------|--------:|--------:|---------:|------:|------:|------:|------:|------:|
585
+ | Full | 86563 | 8.71391 | 20.5914 | 0 | 1 | 4 | 11 | 1906 |
586
+ | Without source domain | 72769 | 9.45356 | 22.28 | 0 | 1 | 4 | 12 | 1906 |
587
+ | Only source domain | 13794 | 4.81195 | 4.89901 | 0 | 1 | 1 | 10 | 50 |
588
+
589
+ ### Column: `has_author`
590
+ - **Type:** object
591
+ - **Unique Values:** 2
592
+ | has_author | count |
593
+ |:-------------|--------:|
594
+ | False | 52075 |
595
+ | True | 34488 |
596
+
597
+ ### Column: `has_published_time`
598
+ - **Type:** object
599
+ - **Unique Values:** 2
600
+ | has_published_time | count |
601
+ |:---------------------|--------:|
602
+ | True | 43564 |
603
+ | False | 42999 |
604
+
605
+ ### Column: `has_schema`
606
+ - **Type:** object
607
+ - **Unique Values:** 2
608
+ | has_schema | count |
609
+ |:-------------|--------:|
610
+ | True | 70914 |
611
+ | False | 15649 |
612
+
613
+ ### Column: `image_count`
614
+ - **Type:** float64
615
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
616
+ |:----------------------|--------:|--------:|--------:|------:|------:|------:|------:|------:|
617
+ | Full | 86563 | 36.0707 | 77.6911 | 0 | 8 | 17 | 32 | 3015 |
618
+ | Without source domain | 72769 | 40.6084 | 83.9284 | 0 | 9 | 19 | 38 | 3015 |
619
+ | Only source domain | 13794 | 12.1324 | 6.0228 | 1 | 8 | 10 | 17 | 138 |
620
+
621
+ ### Column: `link_count`
622
+ - **Type:** float64
623
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
624
+ |:----------------------|--------:|--------:|--------:|------:|------:|------:|------:|------:|
625
+ | Full | 86563 | 196.323 | 222.115 | 0 | 104 | 165 | 204 | 10996 |
626
+ | Without source domain | 72769 | 200.51 | 241.858 | 0 | 92 | 154 | 223 | 10996 |
627
+ | Only source domain | 13794 | 174.239 | 20.757 | 16 | 165 | 172 | 179 | 385 |
628
+
629
+ ### Column: `reason_C`
630
+ - **Type:** object
631
+ - **Unique Values:** 0
632
+ | reason_C | count |
633
+ |------------|---------|
634
+
635
+ ### Column: `script_count`
636
+ - **Type:** float64
637
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
638
+ |:----------------------|--------:|--------:|---------:|------:|------:|------:|------:|------:|
639
+ | Full | 86563 | 51.3962 | 47.7596 | 0 | 22 | 34 | 66 | 528 |
640
+ | Without source domain | 72769 | 56.925 | 50.2054 | 0 | 27 | 43 | 70 | 528 |
641
+ | Only source domain | 13794 | 22.2291 | 2.23664 | 4 | 22 | 22 | 22 | 84 |
642
+
643
+ ### Column: `status_C`
644
+ - **Type:** str
645
+ - **Unique Values:** 1
646
+ | status_C | count |
647
+ |:-----------|--------:|
648
+ | ok | 86563 |
649
+
650
+ ### Column: `tag_count`
651
+ - **Type:** float64
652
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
653
+ |:----------------------|--------:|--------:|---------:|------:|------:|------:|------:|------:|
654
+ | Full | 86563 | 1373.49 | 1204.19 | 23 | 779 | 1080 | 1547 | 33357 |
655
+ | Without source domain | 72769 | 1426.02 | 1304.09 | 23 | 713 | 1087 | 1679 | 33357 |
656
+ | Only source domain | 13794 | 1096.35 | 191.685 | 339 | 956 | 1036 | 1214 | 3365 |
657
+
658
+ ### Column: `text_quality_flag`
659
+ - **Type:** str
660
+ - **Unique Values:** 2
661
+ | text_quality_flag | count |
662
+ |:--------------------|--------:|
663
+ | ok | 86558 |
664
+ | noisy_fallback | 5 |
665
+
666
+ ### Column: `word_count`
667
+ - **Type:** float64
668
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
669
+ |:----------------------|--------:|--------:|--------:|------:|------:|------:|--------:|------:|
670
+ | Full | 86563 | 775.356 | 660.909 | 20 | 353 | 616 | 984 | 3938 |
671
+ | Without source domain | 72769 | 783.726 | 699.122 | 20 | 319 | 597 | 1005 | 3938 |
672
+ | Only source domain | 13794 | 731.203 | 400.408 | 28 | 486 | 670 | 913.75 | 3862 |
673
+
674
+ ### Column: `automated_readability_index`
675
+ - **Type:** float64
676
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
677
+ |:----------------------|--------:|--------:|--------:|--------:|--------:|--------:|--------:|--------:|
678
+ | Full | 86563 | 13.6419 | 3.37553 | 0.1455 | 11.5305 | 13.6197 | 15.6276 | 29.7249 |
679
+ | Without source domain | 72769 | 13.6196 | 3.44526 | 0.1455 | 11.3943 | 13.543 | 15.6308 | 29.7249 |
680
+ | Only source domain | 13794 | 13.7594 | 2.97819 | 3.28544 | 12.1876 | 13.9808 | 15.6213 | 29.5953 |
681
+
682
+ ### Column: `char_count`
683
+ - **Type:** float64
684
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
685
+ |:----------------------|--------:|--------:|--------:|------:|-------:|-------:|------:|------:|
686
+ | Full | 86563 | 4807.97 | 4128.49 | 100 | 2158 | 3815 | 6052 | 24611 |
687
+ | Without source domain | 72769 | 4878.66 | 4375.1 | 100 | 1973 | 3707 | 6236 | 24611 |
688
+ | Only source domain | 13794 | 4435 | 2411.72 | 234 | 2971.5 | 4109.5 | 5543 | 24164 |
689
+
690
+ ### Column: `flesch_kincaid_grade`
691
+ - **Type:** float64
692
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
693
+ |:----------------------|--------:|--------:|--------:|---------:|--------:|--------:|--------:|--------:|
694
+ | Full | 86563 | 12.1483 | 2.77745 | 0.464161 | 10.3571 | 12.102 | 13.799 | 28.6803 |
695
+ | Without source domain | 72769 | 12.1525 | 2.82536 | 0.464161 | 10.2796 | 12.0468 | 13.8199 | 28.6803 |
696
+ | Only source domain | 13794 | 12.1258 | 2.50962 | 3.25389 | 10.7517 | 12.3418 | 13.7215 | 24.6996 |
697
+
698
+ ### Column: `flesch_reading_ease`
699
+ - **Type:** float64
700
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
701
+ |:----------------------|--------:|--------:|--------:|----------:|--------:|--------:|--------:|---------:|
702
+ | Full | 86563 | 46.3763 | 12.755 | -16.2626 | 38.8772 | 46.8392 | 54.149 | 103.838 |
703
+ | Without source domain | 72769 | 45.9134 | 12.9994 | -16.2626 | 38.1732 | 46.5883 | 53.9574 | 103.838 |
704
+ | Only source domain | 13794 | 48.8185 | 11.0632 | 2.68405 | 41.5998 | 47.8979 | 54.9062 | 95.1015 |
705
+
706
+ ### Column: `gunning_fog`
707
+ - **Type:** float64
708
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
709
+ |:----------------------|--------:|--------:|--------:|--------:|--------:|--------:|--------:|--------:|
710
+ | Full | 86563 | 14.677 | 3.03981 | 2.4 | 12.7877 | 14.5812 | 16.4781 | 34.5612 |
711
+ | Without source domain | 72769 | 14.6835 | 3.08981 | 2.4 | 12.732 | 14.5221 | 16.502 | 34.5612 |
712
+ | Only source domain | 13794 | 14.6424 | 2.76096 | 5.34507 | 13.1526 | 14.8371 | 16.3834 | 28.7472 |
713
+
714
+ ### Column: `reason_D`
715
+ - **Type:** str
716
+ - **Unique Values:** 0
717
+ | reason_D | count |
718
+ |------------|---------|
719
+
720
+ ### Column: `sentence_count`
721
+ - **Type:** float64
722
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
723
+ |:----------------------|--------:|--------:|--------:|------:|------:|------:|------:|------:|
724
+ | Full | 86563 | 37.5276 | 35.1263 | 1 | 17 | 28 | 46 | 529 |
725
+ | Without source domain | 72769 | 38.2001 | 37.0465 | 1 | 15 | 28 | 47 | 529 |
726
+ | Only source domain | 13794 | 33.9801 | 22.0866 | 1 | 21 | 29 | 40 | 236 |
727
+
728
+ ### Column: `smog_index`
729
+ - **Type:** float64
730
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
731
+ |:----------------------|--------:|--------:|--------:|--------:|--------:|--------:|--------:|--------:|
732
+ | Full | 86563 | 13.7351 | 2.15494 | 3.1291 | 12.4203 | 13.7247 | 15.0506 | 25.9801 |
733
+ | Without source domain | 72769 | 13.748 | 2.18568 | 3.1291 | 12.3956 | 13.7071 | 15.0828 | 25.9801 |
734
+ | Only source domain | 13794 | 13.6672 | 1.98356 | 5.75029 | 12.6026 | 13.8167 | 14.9244 | 22.9186 |
735
+
736
+ ### Column: `status_D`
737
+ - **Type:** str
738
+ - **Unique Values:** 1
739
+ | status_D | count |
740
+ |:-----------|--------:|
741
+ | ok | 86563 |
742
+
743
+ ### Column: `model_name`
744
+ - **Type:** str
745
+ - **Unique Values:** 1
746
+ | model_name | count |
747
+ |:-----------------|--------:|
748
+ | all-MiniLM-L6-v2 | 86563 |
749
+
750
+ ### Column: `reason_E`
751
+ - **Type:** object
752
+ - **Unique Values:** 0
753
+ | reason_E | count |
754
+ |------------|---------|
755
+
756
+ ### Column: `sim_content`
757
+ - **Type:** float64
758
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
759
+ |:----------------------|--------:|---------:|---------:|----------:|---------:|---------:|---------:|---------:|
760
+ | Full | 86563 | 0.515682 | 0.219719 | -0.172074 | 0.390307 | 0.574129 | 0.681988 | 0.974844 |
761
+ | Without source domain | 72769 | 0.507459 | 0.227322 | -0.172074 | 0.368818 | 0.56977 | 0.681741 | 0.974844 |
762
+ | Only source domain | 13794 | 0.55906 | 0.167661 | -0.124261 | 0.463921 | 0.591297 | 0.683477 | 0.942652 |
763
+
764
+ ### Column: `sim_description`
765
+ - **Type:** float64
766
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
767
+ |:----------------------|--------:|---------:|---------:|----------:|---------:|---------:|---------:|------:|
768
+ | Full | 86563 | 0.454531 | 0.231961 | -0.180432 | 0.283382 | 0.455047 | 0.624253 | 1 |
769
+ | Without source domain | 72769 | 0.47053 | 0.240181 | -0.180432 | 0.291621 | 0.481918 | 0.65116 | 1 |
770
+ | Only source domain | 13794 | 0.37013 | 0.157672 | -0.118699 | 0.262622 | 0.366608 | 0.476417 | 1 |
771
+
772
+ ### Column: `sim_h1`
773
+ - **Type:** float64
774
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
775
+ |:----------------------|--------:|---------:|---------:|----------:|---------:|---------:|---------:|------:|
776
+ | Full | 86563 | 0.551754 | 0.286498 | -0.187929 | 0.352198 | 0.584549 | 0.758857 | 1 |
777
+ | Without source domain | 72769 | 0.516273 | 0.274227 | -0.187929 | 0.311696 | 0.562175 | 0.725096 | 1 |
778
+ | Only source domain | 13794 | 0.738935 | 0.276958 | -0.100143 | 0.515974 | 0.784131 | 1 | 1 |
779
+
780
+ ### Column: `sim_title`
781
+ - **Type:** float64
782
+ | Subset | count | mean | std | min | 25% | 50% | 75% | max |
783
+ |:----------------------|--------:|---------:|---------:|----------:|---------:|---------:|---------:|--------:|
784
+ | Full | 86563 | 0.566269 | 0.269323 | -0.167666 | 0.390799 | 0.601553 | 0.762788 | 1 |
785
+ | Without source domain | 72769 | 0.534431 | 0.261518 | -0.167666 | 0.35392 | 0.580192 | 0.73012 | 1 |
786
+ | Only source domain | 13794 | 0.734225 | 0.246655 | -0.10346 | 0.542368 | 0.781957 | 0.965504 | 0.99577 |
787
+
788
+ ### Column: `status_E`
789
+ - **Type:** str
790
+ - **Unique Values:** 1
791
+ | status_E | count |
792
+ |:-----------|--------:|
793
+ | ok | 86563 |
data/reports/extraction_A.md ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Extraction A: Runtime Metrics Report
2
+ **Generated:** 2026-02-22 06:33:35
3
+
4
+ ## Summary
5
+ - **Total Input Records:** 145280
6
+ - **Processed Output:** 145280
7
+ - **Success Rate (step_status='ok'):** 100.00%
8
+ - **Duplicate Record IDs:** 0
9
+
10
+ ## Status Distribution
11
+ | | Count |
12
+ |:---|--------:|
13
+ | ok | 145280 |
14
+
15
+ ## Failure Reasons (Top 20)
16
+ No failures recorded.
data/reports/extraction_B.md ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Extraction B: Accessibility Metrics Report
2
+ **Generated:** 2026-02-22 06:34:46
3
+
4
+ ## Summary
5
+ - **Total Input Records:** 145280
6
+ - **Processed Output:** 145280
7
+ - **Success Rate (step_status='ok'):** 100.00%
8
+ - **Duplicate Record IDs:** 0
9
+
10
+ ## Status Distribution
11
+ | | Count |
12
+ |:---|--------:|
13
+ | ok | 145280 |
14
+
15
+ ## Failure Reasons (Top 20)
16
+ No failures recorded.
data/reports/extraction_C.md ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Extraction C: HTML Structure Report
2
+ **Generated:** 2026-02-22 07:15:50
3
+
4
+ ## Summary
5
+ - **Total Input Records:** 145280
6
+ - **Processed Output:** 145280
7
+ - **Success Rate (step_status='ok'):** 100.00%
8
+ - **Duplicate Record IDs:** 0
9
+
10
+ ## Status Distribution
11
+ | | Count |
12
+ |:---|--------:|
13
+ | ok | 145280 |
14
+
15
+ ## Failure Reasons (Top 20)
16
+ No failures recorded.
data/reports/extraction_D.md ADDED
@@ -0,0 +1,38 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Extraction D: Text Readability Report
2
+ **Generated:** 2026-02-22 07:24:57
3
+
4
+ ## Summary
5
+ - **Total Input Records:** 145280
6
+ - **Processed Output:** 145280
7
+ - **Success Rate (step_status='ok'):** 96.94%
8
+ - **Duplicate Record IDs:** 0
9
+
10
+ ## Status Distribution
11
+ | | Count |
12
+ |:----------|--------:|
13
+ | ok | 140838 |
14
+ | soft_fail | 4442 |
15
+
16
+ ## Failure Reasons (Top 20)
17
+ | | Count |
18
+ |:--------------------------------------|--------:|
19
+ | technical_noise_detected | 4269 |
20
+ | implausible_score_-10405.809723010669 | 56 |
21
+ | empty_content | 5 |
22
+ | implausible_score_-4315.825464949929 | 5 |
23
+ | implausible_score_-12440.029914425428 | 5 |
24
+ | implausible_score_-12181.669987579697 | 5 |
25
+ | implausible_score_-1479.075161476911 | 5 |
26
+ | implausible_score_-10511.924456993918 | 4 |
27
+ | implausible_score_-16641.82621046892 | 3 |
28
+ | implausible_score_-12843.801296836791 | 3 |
29
+ | implausible_score_-567.9784700315456 | 3 |
30
+ | implausible_score_-555.0770367172213 | 3 |
31
+ | implausible_score_-562.316694214876 | 3 |
32
+ | implausible_score_-4324.838319577513 | 2 |
33
+ | implausible_score_-12024.140371775416 | 2 |
34
+ | implausible_score_-12023.405385717899 | 2 |
35
+ | implausible_score_-10224.026127328882 | 2 |
36
+ | implausible_score_-795.4704739450423 | 2 |
37
+ | implausible_score_-11900.07465157832 | 2 |
38
+ | implausible_score_-1623.5352844027052 | 2 |
data/reports/extraction_E.md ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Extraction E: Semantic Similarity Report
2
+ **Generated:** 2026-02-22 08:04:32
3
+
4
+ ## Summary (Current Run)
5
+ - **Total Input Records:** 145280
6
+ - **Processed Output:** 145280
7
+ - **Success Rate (step_status='ok'):** 100.00%
8
+ - **Duplicate Record IDs:** 0
9
+
10
+ ## Status Distribution
11
+ | | Count |
12
+ |:---|--------:|
13
+ | ok | 145280 |
14
+
15
+ ## Failure Reasons (Top 20)
16
+ No failures recorded.
data/reports/index_stats.md ADDED
@@ -0,0 +1,96 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Dataset Info Report
2
+
3
+ **Report Generated:** 2026-02-16 19:01:42.285883
4
+
5
+ ## 1. Keywords
6
+
7
+ --- Analyzing Keywords: data/keywords.csv ---
8
+ Total Rows: 3292
9
+ Columns: ['title', 'url', 'section', 'pub_date', 'word_count', 'text_saved_path']
10
+
11
+ Distribution by Section:
12
+ section
13
+ world 880
14
+ business 738
15
+ environment 644
16
+ politics 570
17
+ technology 322
18
+ science 138
19
+ Name: count, dtype: int64
20
+
21
+ Date Range:
22
+ Min: 2025-10-01 02:00:59+00:00
23
+ Max: 2026-01-14 07:00:20+00:00
24
+ ------------------------------
25
+
26
+
27
+
28
+ ## 2. SERP Analysis
29
+
30
+ --- Analyzing SERP: data/serp.csv ---
31
+ Total rows: 172017
32
+ Unique queries: 3000
33
+
34
+ Search Engine Distribution:
35
+ search_engine
36
+ google 59666
37
+ mojeek 57163
38
+ brave 55188
39
+ Name: count, dtype: int64
40
+
41
+ Missing snippets: 456 / 172017
42
+ ------------------------------
43
+
44
+
45
+
46
+ ## 3. Core Index Analysis
47
+
48
+ --- Analyzing Index: data/index.parquet ---
49
+ Total records: 172017
50
+ Unique Record IDs: 172017
51
+ record_id is unique for all records.
52
+ Unique URLs: 138820
53
+ Duplicate URLs: 33197
54
+
55
+ HTML Size Stats (bytes):
56
+ All records:
57
+ count 162,299.00
58
+ mean 469,152.95
59
+ std 716,306.81
60
+ min 0.00
61
+ 25% 137,098.00
62
+ 50% 307,506.00
63
+ 75% 547,776.50
64
+ max 79,784,975.00
65
+ Name: html_size_bytes, dtype: str
66
+
67
+ Records with status='ok':
68
+ count 145,280.00
69
+ mean 511,049.52
70
+ std 637,193.84
71
+ min 51,209.00
72
+ 25% 188,616.75
73
+ 50% 328,731.00
74
+ 75% 617,380.00
75
+ max 27,543,003.00
76
+ Name: html_size_bytes, dtype: str
77
+
78
+ ### OK Status Distribution by Rank (1-20)
79
+ | search_engine | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | Total |
80
+ |:----------------|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|--------:|
81
+ | brave | 2991 | 2661 | 2649 | 2699 | 2701 | 2737 | 2752 | 2737 | 2737 | 2755 | 2710 | 2715 | 2715 | 2678 | 2660 | 2574 | 2443 | 2157 | 1694 | 974 | 50739 |
82
+ | google | 2993 | 2820 | 2908 | 2811 | 2788 | 2707 | 2694 | 2624 | 2608 | 2564 | 2514 | 2451 | 2421 | 2370 | 2369 | 2341 | 2320 | 2267 | 2271 | 2246 | 51087 |
83
+ | mojeek | 2396 | 2196 | 2152 | 2146 | 2132 | 2237 | 2220 | 2263 | 2232 | 2257 | 1868 | 1853 | 2103 | 2124 | 2179 | 2193 | 2255 | 2215 | 2226 | 2207 | 43454 |
84
+
85
+ ### Source Domain Distribution (Rank 1-20)
86
+ | search_engine | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | Total |
87
+ |:----------------|-----:|----:|-----:|----:|----:|----:|----:|----:|----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|-----:|--------:|
88
+ | brave | 2924 | 588 | 476 | 419 | 404 | 371 | 327 | 319 | 338 | 327 | 298 | 315 | 271 | 291 | 271 | 275 | 258 | 238 | 239 | 156 | 9105 |
89
+ | google | 2839 | 172 | 1226 | 126 | 577 | 28 | 266 | 34 | 129 | 21 | 111 | 25 | 98 | 16 | 85 | 18 | 80 | 10 | 79 | 14 | 5954 |
90
+ | mojeek | 537 | 199 | 115 | 74 | 48 | 71 | 50 | 47 | 33 | 34 | 29 | 23 | 49 | 29 | 39 | 21 | 32 | 26 | 20 | 22 | 1498 |
91
+ ------------------------------
92
+
93
+
94
+
95
+ ---
96
+ Report End
data/reports/outlier_report.md ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Outlier & Consistency Report
2
+
3
+ **Generated:** 2026-02-22 14:06:48.084738
4
+
5
+ ## Data Health & Integrity
6
+
7
+ Consistency check between Index(Status=OK) and Feature Extraction(Status).
8
+ If a record is OK in index but 'skipped'/'fail'/'miss' in feature, it indicates an extraction issue.
9
+
10
+ ```text
11
+ Feature Set Match Rate ok soft_fail
12
+ A 100.0% 145280 0.0
13
+ B 100.0% 145280 0.0
14
+ C 100.0% 145280 0.0
15
+ D 96.9% 140838 4442.0
16
+ E 100.0% 145280 0.0
17
+ ```
18
+
19
+
20
+ ## Distribution Analysis (With vs Without Outliers)
21
+ Comparing statistical properties. 'Clean' dataset excludes records flagged as 'outlier' in ANY category (Extreme Outliers > 3*IQR).
22
+
23
+ Total Records: 145280
24
+ Clean Records: 100833 (69.4%)
25
+ Outliers Removed: 44447
26
+
27
+ ### Technical Metrics
28
+ ```text
29
+ Metric Scope Count Mean Median Std Max
30
+ html_size_bytes All 145280 511049.52 328731.00 637193.84 27543003.00
31
+ html_size_bytes Clean 100833 440712.90 327396.00 355311.33 1903499.00
32
+ ttfb_ms All 145280 1172.22 836.30 1684.63 48732.00
33
+ ttfb_ms Clean 100833 961.68 779.30 605.63 3682.00
34
+ dom_content_loaded_ms All 145280 2588.69 1899.15 2969.77 62941.80
35
+ dom_content_loaded_ms Clean 100833 2067.17 1758.80 1201.19 8015.10
36
+ lcp_ms All 143841 2374.77 1884.00 2435.03 57592.00
37
+ lcp_ms Clean 99580 2029.22 1776.00 1143.84 7520.00
38
+ cls All 145280 0.05 0.00 0.13 2.21
39
+ cls Clean 100833 0.02 0.00 0.03 0.16
40
+ ```
41
+
42
+ ### Readability Metrics
43
+ ```text
44
+ Metric Scope Count Mean Median Std Max
45
+ char_count All 145275 18670.09 4032.00 165620.73 18797599.00
46
+ char_count Clean 100832 4591.37 3582.50 4187.00 24611.00
47
+ word_count All 145275 1603.16 648.00 3047.39 19612.00
48
+ word_count Clean 100832 738.81 579.00 668.55 3938.00
49
+ flesch_reading_ease All 141006 33.85 45.72 311.65 119.19
50
+ flesch_reading_ease Clean 99319 46.56 46.93 13.43 103.84
51
+ automated_readability_index All 141006 19.56 13.81 152.86 9534.06
52
+ automated_readability_index Clean 99319 13.57 13.58 3.57 29.72
53
+ ```
54
+
55
+ ### Similarity Metrics
56
+ ```text
57
+ Metric Scope Count Mean Median Std Max
58
+ sim_title All 145280 0.50 0.53 0.28 1.00
59
+ sim_title Clean 100833 0.53 0.57 0.28 1.00
60
+ sim_description All 145182 0.44 0.44 0.24 1.00
61
+ sim_description Clean 100784 0.46 0.46 0.24 1.00
62
+ sim_h1 All 130272 0.51 0.54 0.29 1.00
63
+ sim_h1 Clean 92806 0.54 0.58 0.29 1.00
64
+ sim_content All 145275 0.47 0.53 0.23 1.00
65
+ sim_content Clean 100832 0.50 0.56 0.23 1.00
66
+ ```
67
+
68
+ ### Accessibility Metrics
69
+ ```text
70
+ Metric Scope Count Mean Median Std Max
71
+ contrast_violation_count All 145280 18.45 1.00 143.37 11958
72
+ contrast_violation_count Clean 100833 3.74 0.00 6.81 32
73
+ axe_violations_total All 145280 1.38 1.00 1.23 6
74
+ axe_violations_total Clean 100833 1.21 1.00 1.21 6
75
+ ```
data/serp.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:e05ef4359e631cab0aece947b1e1072b2db99f60dcda7dd6d9711b3d96640512
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+ size 92446245