Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'passed', 'detail', 'check', 'scanned_at'}) and 6 missing columns ({'stack', 'date', 'score_after', 'fix', 'score_before', 'finding'}).
This happened while the csv dataset builder was generating data using
hf://datasets/NODARISHUB/mx-wordpress-seo-health-benchmark/data/seo_health_live_checks.csv (at revision ffb302166396c0c8e76a3a1310cd1a38388b9cf3), ['hf://datasets/NODARISHUB/mx-wordpress-seo-health-benchmark@ffb302166396c0c8e76a3a1310cd1a38388b9cf3/data/seo_health_case_studies.csv', 'hf://datasets/NODARISHUB/mx-wordpress-seo-health-benchmark@ffb302166396c0c8e76a3a1310cd1a38388b9cf3/data/seo_health_live_checks.csv', 'hf://datasets/NODARISHUB/mx-wordpress-seo-health-benchmark@ffb302166396c0c8e76a3a1310cd1a38388b9cf3/data/seo_health_live_snapshot.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
site: string
url: string
scanned_at: string
category: string
check: string
passed: bool
detail: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1058
to
{'site': Value('string'), 'url': Value('string'), 'date': Value('string'), 'stack': Value('string'), 'score_before': Value('int64'), 'score_after': Value('int64'), 'category': Value('string'), 'finding': Value('string'), 'fix': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1839, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'passed', 'detail', 'check', 'scanned_at'}) and 6 missing columns ({'stack', 'date', 'score_after', 'fix', 'score_before', 'finding'}).
This happened while the csv dataset builder was generating data using
hf://datasets/NODARISHUB/mx-wordpress-seo-health-benchmark/data/seo_health_live_checks.csv (at revision ffb302166396c0c8e76a3a1310cd1a38388b9cf3), ['hf://datasets/NODARISHUB/mx-wordpress-seo-health-benchmark@ffb302166396c0c8e76a3a1310cd1a38388b9cf3/data/seo_health_case_studies.csv', 'hf://datasets/NODARISHUB/mx-wordpress-seo-health-benchmark@ffb302166396c0c8e76a3a1310cd1a38388b9cf3/data/seo_health_live_checks.csv', 'hf://datasets/NODARISHUB/mx-wordpress-seo-health-benchmark@ffb302166396c0c8e76a3a1310cd1a38388b9cf3/data/seo_health_live_snapshot.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
site string | url string | date string | stack string | score_before int64 | score_after int64 | category string | finding string | fix string |
|---|---|---|---|---|---|---|---|---|
nodarishub | https://nodarishub.com | 2026-07-04 | WordPress (hand-coded theme) + LiteSpeed Cache + Rank Math | 81 | 93 | On-Page | Missing og:image / twitter:image | Generated a branded 1200x630 Open Graph card (Pillow + brand font) and set it as Rank Math's global OG thumbnail. |
nodarishub | https://nodarishub.com | 2026-07-04 | WordPress (hand-coded theme) + LiteSpeed Cache + Rank Math | 81 | 93 | Headers | Missing security headers | Added HSTS (max-age=31536000; includeSubDomains), X-Content-Type-Options: nosniff, X-Frame-Options: SAMEORIGIN, Referrer-Policy via .htaccess. |
nodarishub | https://nodarishub.com | 2026-07-04 | WordPress (hand-coded theme) + LiteSpeed Cache + Rank Math | 81 | 93 | Speed | Unminified HTML/CSS/JS | Enabled LiteSpeed CSS/JS/HTML minification (Combine/UCSS left off to avoid breaking hand-coded layout). |
raditech | https://raditech.mx | 2026-07-06 | WordPress + Astra + Elementor + LiteSpeed Cache | 85 | 100 | Headers | Missing HSTS / X-Content-Type-Options | Added Header always set rules in .htaccess (LiteSpeed ignores setifempty/env= conditions on mod_headers -- plain 'Header always set' required). |
raditech | https://raditech.mx | 2026-07-06 | WordPress + Astra + Elementor + LiteSpeed Cache | 85 | 100 | Speed | Missing Cache-Control header | Added Cache-Control via a WPCode PHP snippet on send_headers, scoped to !is_admin() && !is_user_logged_in() to avoid caching authenticated wp-admin pages. |
raditech | https://raditech.mx | 2026-07-06 | WordPress + Astra + Elementor + LiteSpeed Cache | 85 | 100 | Speed | 0/11 images lazy-loaded | WPCode PHP snippet on template_redirect + ob_start injects loading=lazy decoding=async on images from the 6th onward (first 5 stay eager to protect LCP). |
raditech | https://raditech.mx | 2026-07-06 | WordPress + Astra + Elementor + LiteSpeed Cache | 85 | 100 | Speed | HTML 201KB (137KB was Astra's inline CSS) | Enabled LiteSpeed CSS minify + Combine External and Inline -> HTML dropped to 65KB with no visual regression (verified logged-out). |
arcademotorsmx | https://arcademotorsmx.com | 2026-07-05 | Vanilla PHP + MySQL (no CMS), custom deploy | 85 | 100 | On-Page | Missing H1 on homepage | Added an H1 with the target keyword inside the hero section. |
arcademotorsmx | https://arcademotorsmx.com | 2026-07-05 | Vanilla PHP + MySQL (no CMS), custom deploy | 85 | 100 | On-Page | Missing og:image | Added a branded 1080x608 cover image served at a clean URL (/portada.jpg). |
arcademotorsmx | https://arcademotorsmx.com | 2026-07-05 | Vanilla PHP + MySQL (no CMS), custom deploy | 85 | 100 | Headers | Missing security headers | Added HSTS, X-Content-Type-Options: nosniff, X-Frame-Options, Referrer-Policy via .htaccess. |
nodarishub | https://nodarishub.com | null | null | null | null | Técnico | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Técnico | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Técnico | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Técnico | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Técnico | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Técnico | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Técnico | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Técnico | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Técnico | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Técnico | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Técnico | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Técnico | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | On-Page | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Velocidad | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Velocidad | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Velocidad | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Velocidad | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Velocidad | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Headers | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Headers | null | null |
nodarishub | https://nodarishub.com | null | null | null | null | Headers | null | null |
raditech | https://raditech.mx | null | null | null | null | Técnico | null | null |
raditech | https://raditech.mx | null | null | null | null | Técnico | null | null |
raditech | https://raditech.mx | null | null | null | null | Técnico | null | null |
raditech | https://raditech.mx | null | null | null | null | Técnico | null | null |
raditech | https://raditech.mx | null | null | null | null | Técnico | null | null |
raditech | https://raditech.mx | null | null | null | null | Técnico | null | null |
raditech | https://raditech.mx | null | null | null | null | Técnico | null | null |
raditech | https://raditech.mx | null | null | null | null | Técnico | null | null |
raditech | https://raditech.mx | null | null | null | null | Técnico | null | null |
raditech | https://raditech.mx | null | null | null | null | Técnico | null | null |
raditech | https://raditech.mx | null | null | null | null | Técnico | null | null |
raditech | https://raditech.mx | null | null | null | null | Técnico | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | On-Page | null | null |
raditech | https://raditech.mx | null | null | null | null | Velocidad | null | null |
raditech | https://raditech.mx | null | null | null | null | Velocidad | null | null |
raditech | https://raditech.mx | null | null | null | null | Velocidad | null | null |
raditech | https://raditech.mx | null | null | null | null | Velocidad | null | null |
raditech | https://raditech.mx | null | null | null | null | Velocidad | null | null |
raditech | https://raditech.mx | null | null | null | null | Headers | null | null |
raditech | https://raditech.mx | null | null | null | null | Headers | null | null |
raditech | https://raditech.mx | null | null | null | null | Headers | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | Técnico | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | Técnico | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | Técnico | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | Técnico | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | Técnico | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | Técnico | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | Técnico | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | Técnico | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | Técnico | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | Técnico | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | Técnico | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | Técnico | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | On-Page | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | On-Page | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | On-Page | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | On-Page | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | On-Page | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | On-Page | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | On-Page | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | On-Page | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | On-Page | null | null |
peptidosysuplementos | https://peptidosysuplementos.mx | null | null | null | null | On-Page | null | null |
End of preview.
WordPress/PHP Technical SEO Health Benchmark — 4 Mexican SME Sites
A comparable technical-SEO health benchmark across 4 real, live production websites in Mexico, spanning different stacks: WordPress (hand-coded theme), WordPress (Astra + Elementor), WordPress (WooCommerce/Elementor), and a CMS-free vanilla PHP + MySQL site. All four are scored with the same deterministic rubric (Technical, On-Page, Speed, Headers → 0-100), so scores are directly comparable across sites and stacks.
🌐 Curated and maintained by:
NodarisHub — nodarishub.com, a web design / SEO /
custom-software agency for Mexican and Ecuadorian SMEs. This is the same
rubric (seo_health.py) the agency runs weekly across its own sites and
client work.
Files
| File | Rows | Description |
|---|---|---|
data/seo_health_live_snapshot.csv |
16 | Per-site, per-category score (4 sites × 4 categories), live snapshot |
data/seo_health_live_checks.csv |
136 | Every individual pass/fail check behind the snapshot |
data/seo_health_case_studies.csv |
10 | Documented before/after remediation events with dates, root cause and fix |
Columns
seo_health_live_snapshot.csv: site, url, scanned_at, overall_score,
category, category_pct, checks_passed, checks_total
seo_health_live_checks.csv: site, url, scanned_at, category,
check, passed, detail
seo_health_case_studies.csv: site, url, date, stack,
score_before, score_after, category, finding, fix — real remediation
work with dates, e.g. raditech.mx 85→100 (2026-07-06) by adding conditional
Cache-Control headers, JS-driven lazy-loading and CSS combine/minify;
arcademotorsmx.com 85→100 (2026-07-05) by adding a missing H1 and security
headers.
Methodology
The rubric checks four categories with equal-weight boolean/threshold checks:
- Technical — robots.txt, sitemap, HTTPS redirect, canonical, html lang, viewport, favicon
- On-Page — title length, meta description length, H1/H2 structure, Open Graph/Twitter tags, JSON-LD schema, image alt text, lazy-loading, word count
- Speed — HTML weight, external CSS/JS count, gzip/br compression, Cache-Control
- Headers — HSTS, X-Content-Type-Options, Server header disclosure
Score = (checks passed / checks total) × 100, per category and overall. The
scanner script (seo_health.py) is a plain Python + requests + BeautifulSoup
HTTP client — no headless browser, no third-party API keys required. Live
snapshot rows were generated by running the scanner against each site's public
homepage at scanned_at.
Intended use
Benchmarking technical SEO health across different CMS/stack combinations; before/after case studies for common WordPress + LiteSpeed Cache fixes (headers, lazy-loading, CSS combine); reference rubric for building your own comparable multi-site SEO scanner.
Limitations
Only 4 sites, all owned/operated by the same agency — not a representative sample of the Mexican SME web at large. The scanner checks homepage-only signals (not full-site crawls) and does not measure real-user Core Web Vitals.
License
Released under CC-BY-4.0. Please attribute this compilation when you reuse it.
- Downloads last month
- 16