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Add 124 missing Intel Xeon, Celeron and Pentium CPUs from Wikipedia sub-pages - #265

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data/intel-wikipedia-ingest
Sep 25, 2026
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Seungpyo1007 merged 3 commits into
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@Seungpyo1007 Seungpyo1007 commented Sep 25, 2026 •

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124 Intel CPUs that were missing from data/cpu/intel, from the per-family Wikipedia lists. Wikipedia split List of Intel Xeon/Core processors into sub-pages: the Xeon (Broadwell … Rocket Lake)-based pages, Core mobile, Celeron and Pentium.

Group Count
Xeon Scalable / W-3200/3300 / D-2100 (Skylake, Cascade Lake, Ice Lake) 88
Xeon E3 v6, E-2200/2300, W-1200/1300, Broadwell D/E5/E7 14
Celeron / Pentium Gold embedded and mobile 22
  • verified: false; each record cites its sub-page.
  • Architecture:
    • Xeon records take the microarchitecture from the page (e.g. "Cascade Lake"), not the placeholder "Xeon" many older records use.
    • Others use the table's codename.
  • Only rows with an explicit thread count are imported. The parser used to copy a bare "Cores" value into threads (fixed in Parse multi-row headers in the Wikipedia GPU ingest TechEngine#91). That drops about 470 rows, mostly older Xeons, until a thread-count source is added.
  • Skipped:
    • Alder Lake-U hybrid Celeron/Pentium: the table counts only P-cores.
    • The Pentium Gold G5600E: listed as 2C/2T, which is doubtful for a Pentium Gold.
    • Family rows ("Core Ultra X9").
    • Slugs whose variant rows conflict.
  • Spot-checked against known specs: Gold 6209U (20C/40T, 2.1 GHz, 27.5 MB, 125 W), D-2191, W-3365, Pentium Gold 4415U.

python -m app.validate passes. Dump refresh will follow in the combined dump PR.

Closes #1

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🔎 Data verification — Tier 0 (offline existence/trust)

Scored by app.verify; posted by TechEngineBot. Informational only — the structural gate (app.validate) is separate and authoritative for merge.

Changed records in this PR

530 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" : 519
    "Yellow" : 11
    "Red" : 0
Loading
Category Distribution Total 🟢 🟡 🔴 🟢 %
brand 🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨🟨 13 7 6 0 53.8%
smartphone 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟨 38 37 1 0 97.4%
tablet 🟩🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨 10 7 3 0 70.0%
watch 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩 4 4 0 0 100.0%
pda 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩 1 1 0 0 100.0%
gpu 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟨 75 74 1 0 98.7%
cpu 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩 389 389 0 0 100.0%
All 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟨 530 519 11 0 97.9%

Full-dataset baseline

106225 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" : 24025
    "Yellow" : 81104
    "Red" : 1096
Loading
Category Distribution Total 🟢 🟡 🔴 🟢 %
brand 🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨 207 122 85 0 58.9%
soc 🟩🟨🟨🟨🟨🟨🟥🟥🟥🟥🟥🟥 2077 231 824 1022 11.1%
smartphone 🟩🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥 93396 17931 75397 68 19.2%
tablet 🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥 3455 291 3163 1 8.4%
watch 🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥 433 43 386 4 9.9%
pda 🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨 140 83 57 0 59.3%
gpu 🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨 2093 1274 819 0 60.9%
cpu 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟨🟥 4424 4050 373 1 91.5%
All 🟩🟩🟩🟨🟨🟨🟨🟨🟨🟨🟨🟥 106225 24025 81104 1096 22.6%

Hard violations (forced red):

Count Check
1 !boost_ge_base

green = authoritative source + complete + consistent · yellow = plausible, needs confirmation · red = sparse/weak source or a hard contradiction. Promotion to verified runs in the scheduled verify-network workflow.

@Seungpyo1007
Seungpyo1007 merged commit 4b0c834 into develop Sep 25, 2026
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Seungpyo1007 deleted the data/intel-wikipedia-ingest branch September 25, 2026 06:11
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TechEngine change review: FAIL

Check Result
python -m app.validate FAIL
New hard integrity anomalies vs PR base PASS

Changed data

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 0 0 0 0 0 0
tablet 0 0 0 0 0 0
watch 0 0 0 0 0 0
pda 0 0 0 0 0 0
gpu 0 0 0 0 0 0
cpu 124 0 0 0 124 0

Changed record examples

cpu added

  • cpu/intel/2016/consumer/celeron-g3902e.json - Intel Celeron G3902E
  • cpu/intel/2017/consumer/celeron-g3930e.json - Intel Celeron G3930E
  • cpu/intel/2017/consumer/pentium-gold-4410y.json - Intel Pentium Gold 4410Y
  • cpu/intel/2017/consumer/pentium-gold-4415u.json - Intel Pentium Gold 4415U
  • cpu/intel/2017/consumer/pentium-gold-4415y.json - Intel Pentium Gold 4415Y
  • cpu/intel/2017/enterprise/xeon-e3-1501l-v6.json - Intel Xeon E3-1501L v6
  • cpu/intel/2017/enterprise/xeon-e3-1501m-v6.json - Intel Xeon E3-1501M v6
  • cpu/intel/2017/enterprise/xeon-gold-5117f.json - Intel Xeon Gold 5117F
  • cpu/intel/2017/enterprise/xeon-gold-5119t.json - Intel Xeon Gold 5119T
  • cpu/intel/2017/enterprise/xeon-gold-6126f.json - Intel Xeon Gold 6126F
  • cpu/intel/2017/enterprise/xeon-gold-6126t.json - Intel Xeon Gold 6126T
  • cpu/intel/2017/enterprise/xeon-gold-6130f.json - Intel Xeon Gold 6130F
  • cpu/intel/2017/enterprise/xeon-gold-6134m.json - Intel Xeon Gold 6134M
  • cpu/intel/2017/enterprise/xeon-gold-6138f.json - Intel Xeon Gold 6138F
  • cpu/intel/2017/enterprise/xeon-gold-6139m.json - Intel Xeon Gold 6139M
  • ... 109 more

Heuristic review

  • Added records by manufacturer/brand: intel: 124
  • Added records by source class: other: 124
  • Heuristic warnings: none found.

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TechEngine validation stats: FAIL

Data summary

Category Total Verified Unverified Missing verified Tracked Verified % of tracked
brand 207 122 85 0 207 58.9%
soc 2077 193 1884 0 2077 9.3%
smartphone 93396 17501 75895 0 93396 18.7%
tablet 3455 273 3182 0 3455 7.9%
watch 433 39 394 0 433 9.0%
pda 140 74 66 0 140 52.9%
gpu 2093 1028 1065 0 2093 49.1%
cpu 4424 2869 1555 0 4424 64.9%
all 106225 22099 84126 0 106225 20.8%

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 20.8% (22099/106225), gpu 49.1% (1028/2093).
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.

Validation notes

  • The integrity gate blocks only hard anomalies introduced by this PR relative to its merge base.
  • 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.

Key output:

## app.validate
## integrity_check.py (PR head compared with PR base)
loaded CPU=4424 GPU=2093
Integrity section Flagged lines
structural 20
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) 155
GPU cross-source ratio outliers + sanity 18
Detailed validation log excerpt
 [passmark_cpu_mark/geekbench_multi] 'Intel Xeon Phi 7210': ratio=0.58
  [passmark_cpu_mark/geekbench_multi] 'Intel Atom x5-Z8350 (Cherry Trail)': ratio=0.81
  [passmark_cpu_mark/geekbench_multi] 'Intel Core i7-870 (Lynnfield)': ratio=0.91
  [passmark_cpu_mark/geekbench_multi] 'Intel Core i7-965 Extreme Edition (Bloomfield)': ratio=0.92
  [passmark_cpu_mark/geekbench_multi] 'Intel Core i7-920 (Bloomfield)': ratio=0.93
  [passmark_cpu_mark/geekbench_multi] 'Loongson 3A6000': ratio=0.38
  [cinebench_r23_multi/geekbench_multi] 'AMD A10-7870K (Godavari)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 5995WX': ratio=2.1
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9554': ratio=2.19
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9654': ratio=2.41
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 7950X': ratio=1.83
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9985 (Turin refresh)': ratio=2.43
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 9970X3D': ratio=1.89
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 3 1300X': ratio=0.87
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 3 1200': ratio=0.88
  [cinebench_r23_multi/geekbench_multi] 'AMD A10-9700 (Bristol Ridge)': ratio=1.04
  [cinebench_r23_multi/geekbench_multi] 'AMD A10-7850K (Kaveri)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 7742': ratio=1.96
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 3970X': ratio=1.92
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 3900X': ratio=1.97
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 3950X': ratio=2.07
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 3 3200G': ratio=1.01
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 7980X': ratio=1.96
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9754': ratio=2.5
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 7965WX': ratio=1.96
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 7955WX': ratio=1.85
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 7960X': ratio=1.96
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 7975WX': ratio=2.12
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9684X': ratio=2.42
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 7985WX': ratio=2.33
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 7950X3D': ratio=1.94
  [cinebench_r23_multi/geekbench_multi] 'AMD Athlon II X4 640 (Propus)': ratio=0.95
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9745': ratio=2.57
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9845': ratio=2.56
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9825': ratio=2.56
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 7995WX': ratio=2.0
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9755': ratio=2.5
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9965': ratio=2.61
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 5 5500GT': ratio=0.85
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 9950X': ratio=1.91
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 9900X': ratio=1.78
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 9960X': ratio=2.03
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 9970X': ratio=2.24
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 9980X': ratio=2.5
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 9995WX': ratio=2.33
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 9900X3D': ratio=1.8
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 9950X3D': ratio=1.88
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 7763': ratio=2.15
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 5900': ratio=2.14
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 3990X': ratio=2.14
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 5950X': ratio=2.37
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 5900X': ratio=1.91
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 7 4700GE': ratio=1.79
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 7 PRO 4750G': ratio=1.84
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 2990WX': ratio=1.79
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 3 2200G': ratio=0.95
  [cinebench_r23_multi/geekbench_multi] 'Microsoft Azure Cobalt 100': ratio=2.17
  [cinebench_r23_multi/geekbench_multi] 'Qualcomm Snapdragon X Elite X1E-80-100': ratio=1.03
  [cinebench_r23_multi/geekbench_multi] 'Qualcomm Snapdragon X Plus X1P-42-100': ratio=0.86
  [cinebench_r23_multi/geekbench_multi] 'Qualcomm Snapdragon X Plus X1P-64-100': ratio=0.96
  [cinebench_r23_multi/geekbench_multi] 'Qualcomm Snapdragon X X1-26-100': ratio=0.7
  [cinebench_r23_multi/geekbench_multi] 'NVIDIA Grace CPU Superchip': ratio=2.2
  [cinebench_r23_multi/geekbench_multi] 'Ampere AmpereOne A192-32X': ratio=2.4
  [cinebench_r23_multi/geekbench_multi] 'Ampere Altra Max M128-30': ratio=2.11
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-6500U (Skylake-U)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Atom Z3770 (Bay Trail)': ratio=0.9
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-4500U (Haswell-U)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i9-13900K': ratio=1.95
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i3-12300': ratio=0.89
  [cinebench_r23_multi/geekbench_multi] 'Intel Pentium Gold G7400 (Alder Lake)': ratio=0.99
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon 6781P (Granite Rapids refresh)': ratio=2.68
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon 6781E (Clearwater Forest)': ratio=2.42
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Platinum 8180 (Skylake-SP)': ratio=1.82
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-7500U (Kaby Lake-U)': ratio=1.02
  [cinebench_r23_multi/geekbench_multi] 'Intel Pentium G4560 (Kaby Lake)': ratio=1.04
  [cinebench_r23_multi/geekbench_multi] 'Intel Pentium G3258 Anniversary Edition (Haswell)': ratio=0.89
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-5500U (Broadwell-U)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon W-3175X': ratio=1.79
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Platinum 8280': ratio=1.81
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-1065G7 (Ice Lake-U)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Platinum 8452Y': ratio=5.48
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon w9-3495X': ratio=2.16
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon CPU Max 9462': ratio=2.08
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Platinum 8480+': ratio=2.22
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon w9-3475X': ratio=2.04
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon CPU Max 9470': ratio=2.21
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon CPU Max 9480': ratio=2.23
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Platinum 8592+': ratio=2.26
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon CPU Max 9460': ratio=2.15
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon CPU Max 9468': ratio=2.19
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Gold 6448H (Sapphire Rapids)': ratio=2.05
  [cinebench_r23_multi/geekbench_multi] 'Intel Processor N97': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i9-14900K': ratio=2.02
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i9-13980HX': ratio=1.78
  [cinebench_r23_multi/geekbench_multi] 'Intel Processor N50': ratio=0.93
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-14700KF': ratio=1.83
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 7 155U': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 5 135U': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i9-13900KS': ratio=1.96
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-14700K': ratio=1.86
  [cinebench_r23_multi/geekbench_multi] 'Intel Processor N200': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i3-13100': ratio=0.9
  [cinebench_r23_multi/geekbench_multi] 'Intel Processor N100': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i5-2500K (Sandy Bridge)': ratio=1.04
  [cinebench_r23_multi/geekbench_multi] 'Intel Atom x5-Z8350 (Cherry Trail)': ratio=0.86
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon 6980P': ratio=2.6
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon 6780E': ratio=2.64
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon 6960P (Granite Rapids)': ratio=2.42
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i9-14900HX': ratio=1.84
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 9 285K': ratio=1.84
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i9-14900KS': ratio=1.93
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 9 285': ratio=1.89
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 7 268V': ratio=0.83
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 9 285KF': ratio=1.84
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-14700': ratio=1.81
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 7 265F': ratio=1.82
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i3-14100': ratio=0.9
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 5 228V': ratio=0.82
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon w9-3595X (Emerald Rapids-WS)': ratio=2.19
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 9 275HX': ratio=1.84
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Platinum 8380': ratio=1.95
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon W-3375': ratio=2.17
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Gold 6338 (Ice Lake-SP)': ratio=1.88
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i5-750 (Lynnfield)': ratio=1.04
  [cinebench_r23_multi/geekbench_multi] 'Intel Pentium Gold G6400 (Comet Lake)': ratio=1.04
  [cinebench_r23_multi/geekbench_multi] 'Intel Celeron G5905 (Comet Lake)': ratio=0.88
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-8550U (Kaby Lake R)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Loongson 3A6000': ratio=1.03
  [cinebench_2024_multi/cinebench_r23_multi] 'AMD Ryzen 5 5500GT': ratio=0.09
  [cinebench_2024_multi/cinebench_r23_multi] 'Qualcomm Snapdragon X Plus X1P-42-100': ratio=0.07
  [cinebench_2024_multi/cinebench_r23_multi] 'Qualcomm Snapdragon X X1-26-100': ratio=0.09
  [cinebench_2024_multi/cinebench_r23_multi] 'Intel Xeon W-3175X': ratio=0.07
  [cinebench_2024_multi/cinebench_r23_multi] 'Intel Core i9-10920X': ratio=0.04
  [cinebench_2024_multi/cinebench_r23_multi] 'Intel Core i9-13900F': ratio=0.04
  [cinebench_2024_multi/cinebench_r23_multi] 'Intel Core i9-10900K': ratio=0.09

### GPU cross-source ratio outliers + sanity
  [passmark_g3d_mark/timespy_score] 'Radeon HD 4670': ratio=0.27
  [passmark_g3d_mark/timespy_score] 'Radeon HD 5670': ratio=0.2
  [passmark_g3d_mark/timespy_score] 'Radeon HD 6850': ratio=0.4
  [passmark_g3d_mark/timespy_score] 'GeForce GTS 450': ratio=5.48
  [passmark_g3d_mark/timespy_score] 'GeForce GTS 250': ratio=0.51
  [fp32_tflops/timespy_score] 'Radeon HD 4670': ratio=0.0
  [fp32_tflops/timespy_score] 'Radeon Pro W7900': ratio=0.0
  [fp32_tflops/timespy_score] 'Radeon Pro W7800': ratio=0.0
  [fp32_tflops/timespy_score] 'Radeon HD 5670': ratio=0.0
  [fp32_tflops/timespy_score] 'Radeon HD 6850': ratio=0.0
  [fp32_tflops/timespy_score] 'Radeon HD 5850': ratio=0.0
  [fp32_tflops/timespy_score] 'RTX 6000 Ada Generation': ratio=0.0
  [fp32_tflops/timespy_score] 'GeForce GTS 250': ratio=0.0
  [fp32_tflops/timespy_score] 'GeForce 9600 GT': ratio=0.0
  [passmark_g3d_mark/fp32_tflops] 'L40': ratio=302.2
  [passmark_g3d_mark/fp32_tflops] 'GeForce GTX 480': ratio=6068.45
  [passmark_g3d_mark/fp32_tflops] 'GeForce GTX 465': ratio=6194.38
  [passmark_g3d_mark/fp32_tflops] 'RTX PRO 6000 Blackwell Workstation Edition': ratio=303.69

(no lines under a section = clean)

Baseline hard anomalies: 20; PR head: 20; introduced: 0

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Massive dataset rebuild: CPU + brand + GPU + smartphone + SoC (1989-2026)

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