Correct sourced device plausibility outliers - #257
Merged
Merged
Conversation
Member
🔎 Data verification — Tier 0 (offline existence/trust)Scored by Changed records in this PR142 record(s) scored. %%{init: {"theme":"base","themeVariables":{"pie1":"#3fb950","pie2":"#d29922","pie3":"#f85149","pieStrokeWidth":"0px","pieOpacity":"1"}}}%%
pie showData
title Verification bands — all records
"Green" : 132
"Yellow" : 10
"Red" : 0
Full-dataset baseline105858 record(s) scored. %%{init: {"theme":"base","themeVariables":{"pie1":"#3fb950","pie2":"#d29922","pie3":"#f85149","pieStrokeWidth":"0px","pieOpacity":"1"}}}%%
pie showData
title Verification bands — all records
"Green" : 23658
"Yellow" : 81104
"Red" : 1096
Hard violations (forced red):
green = authoritative source + complete + consistent · yellow = plausible, needs confirmation · red = sparse/weak source or a hard contradiction. Promotion to |
Member
TechEngine change review: FAIL
Changed data
Changed record examplessmartphone added
smartphone modified
smartphone deleted
tablet modified
Heuristic review
|
Member
TechEngine validation stats: FAIL
Data summary
Warning Tracked verified coverage is below 50% for tablet 7.9% (273/3455), watch 9.0% (39/433), soc 9.3% (193/2077), smartphone 18.7% (17501/93396), all 20.9% (22099/105858). Validation notes
Key output:
Detailed validation log excerpt |
This was referenced Sep 25, 2026
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Plausibility audit
Read-only scan of 99,375 smartphone, tablet, watch, PDA, and laptop records. Initial rule counts: RAM above twice the same-year maximum for other models 12; RAM >=16 GB through 2013 113; release year/folder mismatch 2; battery outside 300–30,000 mAh 2; weight outside 30–1,500 g 0; dimension bounds 0; pre-1990 release 0; device more than three years before a dated SoC 0. Rules overlap. SoC January 1 placeholder dates were excluded.
Corrections were made only where a cited device article or manufacturer specification identified the same device. Historical smartphone RAM and tablet-class weight limits in
app.validatewere adjusted to admit confirmed values.data/smartphone/apple/2007/iphone.jsonram_gbdata/smartphone/apple/2007/iphone/apple-iphone-aitoolbuzz-789-16gb-16gb-2g.jsonram_gb (and variant memory)data/smartphone/apple/2007/iphone/apple-iphone-allphones-2566-16gb-16gb-2g.jsonram_gb (and variant memory)data/smartphone/apple/2007/iphone/apple-iphone-beridzeg45-6380-16gb.jsonram_gbdata/smartphone/htc/2012/titan-ii.jsonram_gbdata/smartphone/htc/2012/titan-ii/htc-titan-ii-aitoolbuzz-3366-16gb-16gb-4g-lte.jsonram_gb (and variant memory)data/smartphone/htc/2012/titan-ii/htc-titan-ii-allphones-3076-16gb-16gb-4g-lte.jsonram_gb (and variant memory)data/smartphone/htc/2012/titan-ii/htc-titan-ii-beridzeg45-6837-16gb.jsonram_gbdata/smartphone/lg/2011/optimus-pad-v900.jsonram_gbdata/smartphone/lg/2011/optimus-pad-v900.jsonweight_gdata/smartphone/motorola/2020/motorola-razr.jsondata/smartphone/samsung/2010/i8700-omnia-7.jsonram_gbdata/smartphone/samsung/2011/google-nexus-s-i9023.jsonram_gbdata/smartphone/samsung/2011/i997-infuse-4g.jsonram_gbdata/smartphone/samsung/2011/p7100-galaxy-tab-10-1v.jsonram_gbdata/smartphone/samsung/2019/galaxy-a51.jsonrelease_datedata/smartphone/samsung/2019/galaxy-a51.jsondata/smartphone/samsung/2010/i8700-omnia-7/samsung-i8700-omnia-7-aitoolbuzz-10061-16gb-16gb-3g.jsonram_gb (and variant memory)data/smartphone/samsung/2010/i8700-omnia-7/samsung-i8700-omnia-7-allphones-6723-16gb-16gb-3g.jsonram_gb (and variant memory)data/smartphone/samsung/2010/i8700-omnia-7/samsung-i8700-omnia-7-beridzeg45-4276-16gb.jsonram_gbdata/smartphone/samsung/2011/google-nexus-s-i9023/samsung-google-nexus-s-i9023-aitoolbuzz-10005-16gb-16gb-3g.jsonram_gb (and variant memory)data/smartphone/samsung/2011/google-nexus-s-i9023/samsung-google-nexus-s-i9023-allphones-6716-16gb-16gb-3g.jsonram_gb (and variant memory)data/smartphone/samsung/2011/google-nexus-s-i9023/samsung-google-nexus-s-i9023-beridzeg45-3535-16gb.jsonram_gbdata/smartphone/samsung/2011/i997-infuse-4g/samsung-i997-infuse-4g-aitoolbuzz-10090-16gb-16gb-3g.jsonram_gb (and variant memory)data/smartphone/samsung/2011/i997-infuse-4g/samsung-i997-infuse-4g-allphones-7349-16gb-16gb-3g.jsonram_gb (and variant memory)data/smartphone/samsung/2011/i997-infuse-4g/samsung-i997-infuse-4g-beridzeg45-671-16gb.jsonram_gbdata/smartphone/sony-ericsson/2006/w950.jsonram_gbdata/smartphone/sony-ericsson/2006/w950/sony-ericsson-w950-aitoolbuzz-10995-4gb-4gb-3g.jsonram_gb (and variant memory)data/tablet/lenovo/2015/yoga-tab-3-pro/lenovo-yoga-tab-3-pro-4gb-64gb-4g-lte.jsonbattery_mahdata/tablet/lenovo/2015/yoga-tab-3-pro/lenovo-yoga-tab-3-pro-scrapegsma-4795.jsonbattery_mahdata/tablet/samsung/2011/p7100-galaxy-tab-10-1v/p7100-galaxy-tab-10-1v.jsonram_gb (and variant memory)data/tablet/samsung/2011/p7100-galaxy-tab-10-1v/samsung-p7100-galaxy-tab-10-1v-aitoolbuzz-10195-32gb-32gb-3g.jsonram_gb (and variant memory)data/tablet/samsung/2011/p7100-galaxy-tab-10-1v/samsung-p7100-galaxy-tab-10-1v-allphones-7364-32gb-32gb-3g.jsonram_gb (and variant memory)33 field/path corrections across 31 records.
PYTHONIOENCODING=utf-8 python -m app.validatepassed.Flagged, unresolved
92 records remain flagged. Their values were left unchanged because the allowed sources reviewed did not unambiguously establish the same variant and field. The early-RAM threshold also includes plausible values that require individual confirmation.
Unresolved records and rule(s)
data/smartphone/dell/2011/streak-7-wi-fi.json— ram_early; RAM 16 GBdata/smartphone/dell/2011/streak-7.json— ram_early; RAM 16 GBdata/smartphone/dell/2012/xps-10.json— ram_early; RAM 64 GBdata/smartphone/dell/2011/streak-7/dell-streak-7-aitoolbuzz-2269-16gb.json— ram_early; RAM 16 GBdata/smartphone/dell/2011/streak-7-wi-fi/dell-streak-7-wi-fi-aitoolbuzz-2270-16gb.json— ram_early; RAM 16 GBdata/smartphone/dell/2012/xps-10/dell-xps-10-aitoolbuzz-2281-64gb.json— ram_early; RAM 64 GBdata/smartphone/gionee/2013/elife-e7-mini.json— ram_early; RAM 16 GBdata/smartphone/gionee/2013/elife-e7-mini/gionee-elife-e7-mini-aitoolbuzz-2643-16gb.json— ram_early; RAM 16 GBdata/smartphone/gionee/2013/elife-e7-mini/gionee-elife-e7-mini-beridzeg45-282-16gb.json— ram_early; RAM 16 GBdata/smartphone/lg/2011/jil-sander-mobile.json— ram_early; RAM 16 GBdata/smartphone/lg/2011/optimus-big-lu6800.json— ram_early; RAM 16 GBdata/smartphone/lg/2011/revolution.json— ram_early; RAM 16 GBdata/smartphone/lg/2012/optimus-pad-lte.json— ram_early; RAM 32 GBdata/smartphone/lg/2011/jil-sander-mobile/lg-jil-sander-mobile-aitoolbuzz-5040-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/lg/2011/jil-sander-mobile/lg-jil-sander-mobile-allphones-4348-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/lg/2011/jil-sander-mobile/lg-jil-sander-mobile-beridzeg45-7081-16gb.json— ram_early; RAM 16 GBdata/smartphone/lg/2011/optimus-big-lu6800/lg-optimus-big-lu6800-aitoolbuzz-5239-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/lg/2011/optimus-big-lu6800/lg-optimus-big-lu6800-allphones-4332-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/lg/2011/optimus-big-lu6800/lg-optimus-big-lu6800-beridzeg45-6717-16gb.json— ram_early; RAM 16 GBdata/smartphone/lg/2011/revolution/lg-revolution-aitoolbuzz-5326-16gb-16gb-4g-lte.json— ram_early; RAM 16 GBdata/smartphone/lg/2011/revolution/lg-revolution-allphones-4313-16gb-16gb-4g-lte.json— ram_early; RAM 16 GBdata/smartphone/lg/2011/revolution/lg-revolution-beridzeg45-2001-16gb.json— ram_early; RAM 16 GBdata/smartphone/motorola/2011/mt917.json— ram_early; RAM 16 GBdata/smartphone/motorola/2011/xt928.json— ram_early; RAM 16 GBdata/smartphone/motorola/2011/mt917/motorola-mt917-aitoolbuzz-6398-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/motorola/2011/mt917/motorola-mt917-allphones-4648-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/motorola/2011/mt917/motorola-mt917-beridzeg45-4849-16gb.json— ram_early; RAM 16 GBdata/smartphone/motorola/2011/xt928/motorola-xt928-aitoolbuzz-6619-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/motorola/2011/xt928/motorola-xt928-allphones-4647-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/motorola/2011/xt928/motorola-xt928-beridzeg45-6929-16gb.json— ram_early; RAM 16 GBdata/smartphone/samsung/2009/vodafone-360-h1.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/i9010-galaxy-s-giorgio-armani.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/i909-galaxy-s.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/m110s-galaxy-s.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/m190s-galaxy-s-hoppin.json— ram_early; RAM 16 GBdata/smartphone/samsung/2011/galaxy-s-wifi-5-0.json— ram_early; RAM 16 GBdata/smartphone/samsung/2011/w999.json— ram_early; RAM 16 GBdata/smartphone/samsung/2012/galaxy-player-70-plus.json— ram_early; RAM 32 GBdata/smartphone/samsung/2009/vodafone-360-h1/samsung-vodafone-360-h1-aitoolbuzz-10363-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/samsung/2009/vodafone-360-h1/samsung-vodafone-360-h1-allphones-7258-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/samsung/2009/vodafone-360-h1/samsung-vodafone-360-h1-beridzeg45-2087-16gb.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/i9010-galaxy-s-giorgio-armani/samsung-i9010-galaxy-s-giorgio-armani-allphones-7341-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/i9010-galaxy-s-giorgio-armani/samsung-i9010-galaxy-s-giorgio-armani-beridzeg45-3761-16gb.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/i909-galaxy-s/samsung-i909-galaxy-s-aitoolbuzz-10071-16gb-16gb-2g.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/i909-galaxy-s/samsung-i909-galaxy-s-allphones-7326-16gb-16gb-2g.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/i909-galaxy-s/samsung-i909-galaxy-s-beridzeg45-2241-16gb.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/m110s-galaxy-s/samsung-m110s-galaxy-s-aitoolbuzz-10117-16gb-14gb-3g.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/m110s-galaxy-s/samsung-m110s-galaxy-s-allphones-7295-16gb-14gb-3g.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/m110s-galaxy-s/samsung-m110s-galaxy-s-beridzeg45-1605-16gb.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/m190s-galaxy-s-hoppin/samsung-m190s-galaxy-s-hoppin-aitoolbuzz-10123-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/m190s-galaxy-s-hoppin/samsung-m190s-galaxy-s-hoppin-allphones-7345-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/samsung/2010/m190s-galaxy-s-hoppin/samsung-m190s-galaxy-s-hoppin-beridzeg45-426-16gb.json— ram_early; RAM 16 GBdata/smartphone/samsung/2011/galaxy-s-wifi-5-0/samsung-galaxy-s-wifi-5-0-aitoolbuzz-9750-16gb-16gb-2g.json— ram_early; RAM 16 GBdata/smartphone/samsung/2011/galaxy-s-wifi-5-0/samsung-galaxy-s-wifi-5-0-allphones-7365-16gb-16gb.json— ram_early; RAM 16 GBdata/smartphone/samsung/2011/galaxy-s-wifi-5-0/samsung-galaxy-s-wifi-5-0-beridzeg45-589-16gb.json— ram_early; RAM 16 GBdata/smartphone/samsung/2011/i9010-galaxy-s-giorgio-armani/samsung-i9010-galaxy-s-giorgio-armani-aitoolbuzz-10068-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/samsung/2011/w999/samsung-w999-allphones-6688-16gb-16gb-2g.json— ram_early; RAM 16 GBdata/smartphone/samsung/2011/w999/samsung-w999-beridzeg45-1703-16gb.json— ram_early; RAM 16 GBdata/smartphone/samsung/2012/galaxy-player-70-plus/samsung-galaxy-player-70-plus-aitoolbuzz-9708-32gb-32gb-2g.json— ram_early; RAM 32 GBdata/smartphone/samsung/2012/galaxy-player-70-plus/samsung-galaxy-player-70-plus-beridzeg45-5020-32gb.json— ram_early; RAM 32 GBdata/smartphone/samsung/2012/w999/samsung-w999-aitoolbuzz-10372-16gb-16gb-3g.json— ram_early; RAM 16 GBdata/smartphone/t-mobile/2011/g-slate.json— ram_early; RAM 32 GBdata/smartphone/t-mobile/2011/springboard.json— ram_early; RAM 16 GBdata/smartphone/t-mobile/2011/g-slate/t-mobile-g-slate-aitoolbuzz-11459-32gb.json— ram_early; RAM 32 GBdata/smartphone/t-mobile/2011/springboard/t-mobile-springboard-aitoolbuzz-11505-16gb.json— ram_early; RAM 16 GBdata/smartphone/toshiba/2011/windows-phone-is12t.json— ram_early; RAM 32 GBdata/smartphone/toshiba/2011/windows-phone-is12t/toshiba-windows-phone-is12t-aitoolbuzz-11548-32gb.json— ram_early; RAM 32 GBdata/smartphone/toshiba/2011/windows-phone-is12t/toshiba-windows-phone-is12t-beridzeg45-1277-32gb.json— ram_early; RAM 32 GBdata/smartphone/vertu/2010/ascent-2010.json— ram_early; RAM 32 GBdata/smartphone/vertu/2011/ascent-ferrari-gt.json— ram_early; RAM 32 GBdata/smartphone/vertu/2013/constellation-2013.json— ram_early; RAM 32 GBdata/smartphone/vertu/2010/ascent-2010/vertu-ascent-2010-aitoolbuzz-11776-32gb.json— ram_early; RAM 32 GBdata/smartphone/vertu/2011/ascent-ferrari-gt/vertu-ascent-ferrari-gt-aitoolbuzz-11777-32gb.json— ram_early; RAM 32 GBdata/smartphone/vertu/2013/constellation-2013/vertu-constellation-2013-aitoolbuzz-11780-32gb.json— ram_early; RAM 32 GBdata/smartphone/vodafone/2009/360-h1.json— ram_early; RAM 16 GBdata/smartphone/vodafone/2013/smart-tab-iii-10-1.json— ram_early; RAM 16 GBdata/smartphone/vodafone/2013/smart-tab-iii-7.json— ram_early; RAM 16 GBdata/smartphone/vodafone/2009/360-h1/vodafone-360-h1-aitoolbuzz-12504-16gb.json— ram_early; RAM 16 GBdata/tablet/apple/2015/ipad-pro-12-9/apple-ipad-pro-12-9-allphones-2539-16gb-128gb-5g.json— ram_year; RAM 16 GBdata/tablet/apple/2015/ipad-pro-12-9/apple-ipad-pro-12-9-allphones-2611-16gb-128gb-5g.json— ram_year; RAM 16 GBdata/tablet/dell/2011/streak-7/dell-streak-7-beridzeg45-5594-16gb.json— ram_early; RAM 16 GBdata/tablet/dell/2011/streak-7-wi-fi/dell-streak-7-wi-fi-beridzeg45-4443-16gb.json— ram_early; RAM 16 GBdata/tablet/lg/2012/optimus-pad-lte/lg-optimus-pad-lte-aitoolbuzz-5289-32gb-32gb-4g-lte.json— ram_year, ram_early; RAM 32 GBdata/tablet/lg/2012/optimus-pad-lte/lg-optimus-pad-lte-allphones-4362-32gb-32gb-4g-lte.json— ram_year, ram_early; RAM 32 GBdata/tablet/t-mobile/2011/g-slate/g-slate.json— ram_early; RAM 32 GBdata/tablet/t-mobile/2011/springboard/t-mobile-springboard-beridzeg45-5996-16gb.json— ram_early; RAM 16 GBdata/tablet/vodafone/2013/smart-tab-iii-10-1/smart-tab-iii-10-1.json— ram_early; RAM 16 GBdata/tablet/vodafone/2013/smart-tab-iii-10-1/vodafone-smart-tab-iii-10-1-aitoolbuzz-12558-16gb.json— ram_early; RAM 16 GBdata/tablet/vodafone/2013/smart-tab-iii-7/smart-tab-iii-7.json— ram_early; RAM 16 GBdata/tablet/vodafone/2013/smart-tab-iii-7/vodafone-smart-tab-iii-7-aitoolbuzz-12559-16gb.json— ram_early; RAM 16 GBdata/watch/honor/2025/watch-5-ultra/honor-watch-5-ultra-aitoolbuzz-3042-8gb-8gb-4g-lte.json— ram_year; RAM 8 GBdata/watch/huawei/2021/watch-gt-runner/huawei-watch-gt-runner-aitoolbuzz-3852-4gb-4gb-4g-lte.json— ram_year; RAM 4 GBRefs #1