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Omar/data#4

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Kingsolima merged 2 commits into
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omar/data
May 30, 2026
Merged

Omar/data#4
Kingsolima merged 2 commits into
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omar/data

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Kingsolima and others added 2 commits May 30, 2026 16:54
- add Ontario provincial EWRB download (15.6k rows, 2018-2024)
- retrain electricity + gas models on combined 17k-row dataset
  (60 building types including Multifamily Housing, Retail, Office)
- switch training target to intensity (kWh/m²); scale by GFA at inference
- save/load LabelEncoder so inference encoding matches training exactly
- replace XGBoost traffic model with ITE formula + TTC transit discount
- add backend/calculators/traffic.py with per-type ITE rates
- add gas intensity prediction; fix score direction label

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Kept omar/data version of energy_model.json, energy_model_meta.json,
and train_models.py — these use the Ontario EWRB dataset (17k rows,
60 building types) which supersedes the intermediate format-detection
patch that was on main.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Copilot AI review requested due to automatic review settings May 30, 2026 21:00
@Kingsolima Kingsolima merged commit d5314a2 into main May 30, 2026
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@Kingsolima Kingsolima deleted the omar/data branch June 1, 2026 19:03
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2 participants