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• import GSMArena Kaggle device records from arwinneil/gsmarena-phone-dataset
• add 2,225 smartphone records in the variant folder layout
• add 302 tablet records and 2 watch records in the variant folder layout
• refresh the published site/public/v1 dump for smartphones, tablets, and watches

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• all imported bulk records are verified: false
• records keep source_urls and variant.source_dataset for later audit
• smartphone imports only use mapped SoCs so existing API validation remains strict

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• python -m app.validate PASS
• python TechEngine\integrity_check.py data --strict PASS
• cd site && npm.cmd run build PASS (2 page(s) built in 123.02s)
• git diff --check origin/main...HEAD PASS

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• PR: data(mobile): import GSMArena Kaggle device recordsAccept Credit Cards Online No Monthly Fee
• Ref: data/import-staging
• Commit: d39f42c
• Requested by: Product Of The Week Badge Product Hunt
• Run: Web Page Design Examples

Check	Result
python -m app.validate	PASS
python integrity_check.py TechAPI/data --strict	PASS

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Category	Added	Modified	Deleted	Added verified	Added unverified	Added Kaggle-sourced
brand	0	0	0	0	0	0
soc	0	0	0	0	0	0
smartphone	2225	0	0	0	2225	2225
tablet	302	0	0	0	302	302
watch	2	0	0	0	2	2
pda	0	0	0	0	0	0
gpu	0	0	0	0	0	0
cpu	0	0	0	0	0	0

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• smartphone/acer/2009/betouch-e100/acer-betouch-e100.json - Acer beTouch E100
• smartphone/acer/2009/betouch-e101/acer-betouch-e101.json - Acer beTouch E101
• smartphone/acer/2009/betouch-e200/acer-betouch-e200.json - Acer beTouch E200
• smartphone/acer/2009/liquid/acer-liquid.json - Acer Liquid
• smartphone/acer/2009/neotouch/acer-neotouch.json - Acer neoTouch
• smartphone/acer/2010/betouch-e130/acer-betouch-e130.json - Acer beTouch E130
• smartphone/acer/2010/liquid-e/acer-liquid-e.json - Acer Liquid E
• smartphone/acer/2010/liquid-mt/acer-liquid-mt.json - Acer Liquid mt
• smartphone/acer/2010/neotouch-p300/acer-neotouch-p300.json - Acer neoTouch P300
• smartphone/acer/2010/stream/acer-stream.json - Acer Stream
• smartphone/acer/2011/liquid-mini-e310/acer-liquid-mini-e310.json - Acer Liquid mini E310
• smartphone/acer/2012/liquid-gallant-duo/acer-liquid-gallant-duo.json - Acer Liquid Gallant Duo
• smartphone/acer/2012/liquid-gallant-e350/acer-liquid-gallant-e350.json - Acer Liquid Gallant E350
• smartphone/acer/2012/liquid-z110/acer-liquid-z110.json - Acer Liquid Z110
• smartphone/acer/2013/liquid-e1/acer-liquid-e1.json - Acer Liquid E1
• ... 2210 more

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• tablet/acer/2011/iconia-smart/acer-iconia-smart.json - Acer Iconia Smart
• tablet/acer/2011/iconia-tab-a100/acer-iconia-tab-a100.json - Acer Iconia Tab A100
• tablet/acer/2011/iconia-tab-a101/acer-iconia-tab-a101.json - Acer Iconia Tab A101
• tablet/acer/2012/iconia-tab-a110/acer-iconia-tab-a110.json - Acer Iconia Tab A110
• tablet/acer/2013/iconia-tab-a1-810/acer-iconia-tab-a1-810.json - Acer Iconia Tab A1-810
• tablet/acer/2013/iconia-tab-a1-811/acer-iconia-tab-a1-811.json - Acer Iconia Tab A1-811
• tablet/acer/2013/iconia-tab-b1-710/acer-iconia-tab-b1-710.json - Acer Iconia Tab B1-710
• tablet/acer/2013/iconia-tab-b1-a71/acer-iconia-tab-b1-a71.json - Acer Iconia Tab B1-A71
• tablet/acer/2014/iconia-a1-830/acer-iconia-a1-830.json - Acer Iconia A1-830
• tablet/acer/2014/iconia-b1-720/acer-iconia-b1-720.json - Acer Iconia B1-720
• tablet/acer/2014/iconia-b1-721/acer-iconia-b1-721.json - Acer Iconia B1-721
• tablet/acer/2014/iconia-tab-8-a1-840fhd/acer-iconia-tab-8-a1-840fhd.json - Acer Iconia Tab 8 A1-840FHD
• tablet/acer/2015/iconia-one-8-b1-820/acer-iconia-one-8-b1-820.json - Acer Iconia One 8 B1-820
• tablet/acer/2015/predator-8/acer-predator-8.json - Acer Predator 8
• tablet/acer/2016/iconia-talk-s/acer-iconia-talk-s.json - Acer Iconia Talk S
• ... 287 more

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• watch/intex/2015/irist-smartwatch/intex-irist-smartwatch.json - Intex IRist Smartwatch
• watch/lg/2015/watch-urbane-2nd-edition-lte/lg-watch-urbane-2nd-edition-lte.json - Lg Watch Urbane 2nd Edition LTE

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• Added records by manufacturer/brand: samsung: 225, htc: 172, huawei: 149, lg: 144, blu: 131, lenovo: 126, zte: 104, motorola: 97
• Added records by source class: kaggle: 2529
• Heuristic warnings: none found.

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• PR: data(mobile): import GSMArena Kaggle device recordsMedium English Articles
• Ref: data/import-staging
• Commit: d39f42c
• Run: Blog Website Layout

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Category	Total	Verified	Unverified	Missing verified	Tracked	Verified % of tracked
brand	189	0	60	129	60	0.0%
soc	2075	58	2017	0	2075	2.8%
smartphone	36355	184	36171	0	36355	0.5%
tablet	754	0	754	0	754	0.0%
watch	80	0	80	0	80	0.0%
pda	110	0	110	0	110	0.0%
gpu	2030	0	2030	0	2030	0.0%
cpu	3977	976	3001	0	3977	24.5%
all	45570	1218	44223	129	45441	2.7%

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How to format blog posts so people actually read them bella style living Tracked verified coverage is below 50% for brand 0.0% (0/60), tablet 0.0% (0/754), watch 0.0% (0/80), pda 0.0% (0/110), gpu 0.0% (0/2030), smartphone 0.5% (184/36355), all 2.7% (1218/45441), soc 2.8% (58/2075), and 1 more.
Tracked coverage excludes records missing the verified field; see the Missing verified column for those records.
This does not fail validation. Keep imported records verified: false until manual audit, but treat this as follow-up verification work before relying on the affected categories as curated data. The devil on my shoulder is so pretty valerieparente

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• Full advisory outlier listings are suppressed on successful runs because they are dataset-wide and mostly stable between PRs.
• Failure runs still include a detailed log excerpt for debugging.

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## app.validate ## integrity_check.py --strict loaded CPU=3977 GPU=2030 ✅ integrity gate: no hard anomalies. 

Integrity section	Flagged lines
structural	0
CPU name/tier consistency (desktop mainstream only)	0
CPU single>multi (cinebench/geekbench — should be multi>=single)	0
CPU era-vs-score outliers	8
CPU cross-source ratio outliers (possible wrong-variant)	152
GPU cross-source ratio outliers + sanity	18