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AbeshithAbeshith
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Update CI/CD and gitignore for DVC integration
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+6627
-309
lines changed

14 files changed

+6627
-309
lines changed

‎.github/workflows/ci-cd.yml‎

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Original file line numberDiff line numberDiff line change
@@ -50,7 +50,33 @@ jobs:
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run: |
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python -m pip install --upgrade pip
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pip install -r requirements.txt
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pip install flake8 pytest black isort bandit
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pip install flake8 pytest black isort bandit dvc
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- name: Pull DVC artifacts
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run: |
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# Configure DVC remote (you'll need to set this up)
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# dvc remote add -d myremote s3://your-bucket/path
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# dvc pull || echo "No DVC remote configured, skipping model pull"
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# For now, ensure model directory exists
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mkdir -p artifacts/model_trainer
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# Create a dummy model if none exists (for CI/CD)
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python -c "
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import pickle
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import os
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from sklearn.ensemble import RandomForestClassifier
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model_path = 'artifacts/model_trainer/model.pkl'
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if not os.path.exists(model_path):
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print('Creating dummy model for CI/CD')
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dummy_model = RandomForestClassifier(n_estimators=10)
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os.makedirs(os.path.dirname(model_path), exist_ok=True)
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with open(model_path, 'wb') as f:
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pickle.dump(dummy_model, f)
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else:
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print('Model already exists')
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"
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- name: Code formatting check
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run: |
@@ -103,6 +129,24 @@ jobs:
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print(f'⚠ {file} not found')
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"
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- name: Validate DVC pipeline
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run: |
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# Check DVC pipeline syntax
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dvc dag --ascii || echo "DVC pipeline validation skipped"
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# Validate DVC stages
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if [ -f "dvc.yaml" ]; then
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echo "✓ dvc.yaml found"
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python -c "
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import yaml
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with open('dvc.yaml', 'r') as f:
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dvc_config = yaml.safe_load(f)
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print(f'✓ DVC pipeline has {len(dvc_config.get(\"stages\", {}))} stages')
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"
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else
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echo "⚠ dvc.yaml not found"
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fi
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- name: Check model artifacts
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run: |
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python -c "

‎.gitignore‎

Lines changed: 4 additions & 8 deletions
Original file line numberDiff line numberDiff line change
@@ -1,18 +1,14 @@
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__pycache__/
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Observability.md
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.venv/
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uv.lock
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.__pycache__
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# DVC managed artifacts
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# DVC managed artifacts (all artifacts handled by DVC)
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artifacts/
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artifacts/data_ingestion/train_data/
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artifacts/data_ingestion/test_data/
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artifacts/data_transformation/
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artifacts/model_trainer/
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artifacts/model_evaluation/
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artifacts/feature_engineering/
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# Keep DVC files but not the actual data/models
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!artifacts/.gitkeep
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# Log files
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logs/

‎artifacts/data_validation/data_quality_report.json‎

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{
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"train_data": {
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"shape": [
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10000,
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18
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],
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"missing_values": {
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"id": 0,
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"age": 0,
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"job": 0,
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"marital": 0,
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"education": 0,
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"default": 0,
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"balance": 0,
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"housing": 0,
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"loan": 0,
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"contact": 0,
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"day": 0,
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"month": 0,
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"duration": 0,
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"campaign": 0,
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"pdays": 0,
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"previous": 0,
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"poutcome": 0,
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"y": 0
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},
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"duplicates": 0,
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"numeric_columns": {
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"id": {
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"mean": 375395.7574,
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"std": 215829.53590458518,
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"min": 84.0,
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"max": 749992.0
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},
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"age": {
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"mean": 40.9016,
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"std": 10.111544974640493,
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"min": 19.0,
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"max": 93.0
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},
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"balance": {
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"mean": 1183.7881,
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"std": 2821.1241687944125,
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"min": -8019.0,
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"max": 88988.0
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},
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"day": {
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"mean": 16.148,
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"std": 8.265018272980724,
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"min": 1.0,
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"max": 31.0
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},
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"duration": {
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"mean": 256.2109,
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"std": 275.03809011897175,
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"min": 4.0,
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"max": 4785.0
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},
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"campaign": {
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"mean": 2.6401,
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"std": 2.8037756874990163,
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"min": 1.0,
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"max": 41.0
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},
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"pdays": {
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"mean": 20.6973,
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"std": 74.44830641285787,
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"min": -1.0,
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"max": 746.0
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},
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"previous": {
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"mean": 0.2977,
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"std": 1.349168905539098,
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"min": 0.0,
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"max": 32.0
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},
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"y": {
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"mean": 0.1207,
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"std": 0.32579460433288526,
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"min": 0.0,
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"max": 1.0
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}
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}
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},
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"test_data": {
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"shape": [
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10000,
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18
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],
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"missing_values": {
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"id": 0,
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"age": 0,
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"job": 0,
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"marital": 0,
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"education": 0,
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"default": 0,
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"balance": 0,
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"housing": 0,
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"loan": 0,
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"contact": 0,
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"day": 0,
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"month": 0,
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"duration": 0,
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"campaign": 0,
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"pdays": 0,
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"previous": 0,
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"poutcome": 0
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},
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"duplicates": 0,
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"numeric_columns": {
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"id": {
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"mean": 876579.5556,
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"std": 72313.41543772232,
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"min": 750041.0,
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"max": 999923.0
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},
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"age": {
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"mean": 41.0112,
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"std": 10.144606437704242,
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"min": 18.0,
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"max": 86.0
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},
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"balance": {
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"mean": 1184.9024,
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"std": 2481.8909831850406,
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"min": -6847.0,
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"max": 57435.0
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},
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"day": {
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"mean": 16.1672,
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"std": 8.34212686263143,
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"min": 1.0,
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"max": 31.0
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},
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"duration": {
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"mean": 259.1076,
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"std": 269.28706435967655,
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"min": 4.0,
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"max": 2420.0
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},
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"campaign": {
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"mean": 2.58,
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"std": 2.6714892367173704,
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"min": 1.0,
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"max": 35.0
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},
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"pdays": {
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"mean": 21.1596,
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"std": 73.87509146861206,
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"min": -1.0,
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"max": 524.0
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},
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"previous": {
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"mean": 0.3096,
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"std": 1.4347722009111423,
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"min": 0.0,
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"max": 23.0
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}
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}
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}
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}

‎artifacts/data_validation/drift_report.html‎

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<html>
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<head>
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<title>Data Drift Report</title>
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<style>
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body { font-family: Arial, sans-serif; margin: 20px; }
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.header { background-color: #f4f4f4; padding: 20px; }
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.section { margin: 20px 0; }
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table { border-collapse: collapse; width: 100%; }
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th, td { border: 1px solid #ddd; padding: 8px; text-align: left; }
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th { background-color: #f4f4f4; }
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.drift-detected { color: red; }
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.no-drift { color: green; }
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</style>
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</head>
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<body>
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<div class='header'>
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<h1>Data Drift Analysis Report</h1>
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<p>Validation Status: <strong>Passed</strong></p>
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</div>
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<div class='section'>
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<h2>Validation Details</h2>
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<h3>Training Data Validation</h3>
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<p>Status: True</p>
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<p>Missing Columns: None</p>
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<p>Data Type Errors: None</p>
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<h3>Test Data Validation</h3>
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<p>Status: True</p>
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<p>Missing Columns: None</p>
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</div>
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<div class='section'>
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<h2>Data Drift Analysis</h2>
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<table>
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<tr>
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<th>Feature</th>
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<th>KS Statistic</th>
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<th>P-Value</th>
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<th>Drift Status</th>
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</tr>
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<tr>
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<td>day</td>
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<td>0.0085</td>
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<td>0.9986</td>
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<td class='no-drift'>No Drift</td>
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</tr>
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<tr>
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<td>balance</td>
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<td>0.0185</td>
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<td>0.4969</td>
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<td class='no-drift'>No Drift</td>
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</tr>
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<tr>
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<td>duration</td>
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<td>0.0170</td>
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<td>0.6062</td>
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<td class='no-drift'>No Drift</td>
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</tr>
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<tr>
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<td>age</td>
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<td>0.0145</td>
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<td>0.7910</td>
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<td class='no-drift'>No Drift</td>
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</tr>
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<tr>
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<td>campaign</td>
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<td>0.0181</td>
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<td>0.5253</td>
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<td class='no-drift'>No Drift</td>
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</tr>
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<tr>
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<td>previous</td>
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<td>0.0038</td>
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<td>1.0000</td>
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<td class='no-drift'>No Drift</td>
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</tr>
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<tr>
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<td>pdays</td>
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<td>0.0066</td>
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<td>1.0000</td>
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<td class='no-drift'>No Drift</td>
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</tr>
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<tr>
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<td>id</td>
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<td>1.0000</td>
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<td>0.0000</td>
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<td class='drift-detected'>Drift Detected</td>
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</tr>
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</table>
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</div>
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</body>
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</html>

‎artifacts/data_validation/validation_status.txt‎

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{
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"validation_status": true,
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"train_validation": {
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"status": true,
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"missing_columns": [],
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"dtype_errors": []
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},
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"test_validation": {
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"status": true,
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"missing_columns": []
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}
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}

‎artifacts/model_trainer/model.pkl‎

277 KB
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