First push to spaces

.github/workflows/deploy_hf.yml

@@ -0,0 +1,65 @@
+name: Deploy to Hugging Face Space
+
+on:
+  push:
+    branches: [ main ]
+  workflow_dispatch:
+
+permissions:
+  contents: write
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          lfs: true
+
+      - name: Configure git user
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Ensure Git LFS is installed
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y git-lfs
+          git lfs install
+
+      - name: Ensure .gitattributes for images
+        run: |
+          git lfs track "images/**" || true
+          echo "images/** filter=lfs diff=lfs merge=lfs -text" >> .gitattributes || true
+          git add .gitattributes || true
+          git commit -m "ci: add gitattributes" || true
+
+      - name: Prepare repository for pre-deploy commit
+        run: |
+          git add -A
+          git diff --cached --quiet || git commit -m "ci: pre-deploy commit" || echo "no changes"
+
+      - name: Build Docker container for HF Spaces
+        run: |
+          docker build -t hf-space-classifier:latest .
+
+      - name: Push to Hugging Face Space (via HTTPS)
+        env:
+          HF_USERNAME: ${{ secrets.HF_USERNAME }}
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+          HF_SPACE_REPO: ${{ secrets.HF_SPACE_REPO }}
+        run: |
+          if [ -z "$HF_USERNAME" ] || [ -z "$HF_TOKEN" ] || [ -z "$HF_SPACE_REPO" ]; then
+            echo "ERROR: Missing secrets HF_USERNAME, HF_TOKEN, HF_SPACE_REPO"
+            exit 1
+          fi
+
+          git remote remove hf-space || true
+          git remote add hf-space "https://${HF_USERNAME}:${HF_TOKEN}@huggingface.co/spaces/${HF_SPACE_REPO}.git"
+          git push --force hf-space HEAD:main
+
+      - name: Done
+        run: echo "Pushed to Hugging Face Space"

Dockerfile

@@ -0,0 +1,42 @@
+# Use official Python slim image
+FROM python:3.11-slim
+
+# Set workdir
+WORKDIR /app
+
+# Prevent Python from writing pyc files and buffering stdout/stderr
+ENV PYTHONDONTWRITEBYTECODE=1
+ENV PYTHONUNBUFFERED=1
+
+# Install system dependencies (build-essential needed for some packages)
+RUN apt-get update && apt-get install -y \
+    build-essential \
+    curl \
+    && rm -rf /var/lib/apt/lists/*
+
+# Copy requirements first for caching
+COPY requirements.txt requirements-dev.txt ./
+
+# Install dependencies
+RUN pip install --no-cache-dir --upgrade pip \
+    && pip install --no-cache-dir -r requirements.txt \
+    && pip install --no-cache-dir -r requirements-dev.txt
+
+# Copy the entire repo
+COPY . .
+
+# Expose the port HF Spaces expects
+EXPOSE 7860
+
+# Environment variable for Uvicorn to bind to all interfaces
+ENV HOST=0.0.0.0
+ENV PORT=7860
+
+# Ensure necessary directories exist
+RUN mkdir -p data/processed data/production logs reports/evidently models/v1 models/v2
+
+# Use uvicorn with a single process (HF Spaces limitation)
+# --host 0.0.0.0 ensures it binds to the container's interface
+# --port 7860 is default for Spaces
+# --reload is optional, remove for production
+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "7860"]

app/api/routes.py

@@ -97,16 +97,6 @@ async def predict_file(background_tasks: BackgroundTasks, file: UploadFile = Fil
 def health():
     return {"status": "ok"}
 
-
-@router.get("/run-drift")
-def run_drift():
-    current_df = load_production_data()
-    from app.monitoring.drift import run_drift_check
-    reference_df = pd.read_csv("models/v1/reference_data.csv")
-    _, drift_dict = run_drift_check(current_df[predictor.features], reference_df[predictor.features])
-    return {"status": "drift_check_completed", "drift": drift_dict}
-
-
 @router.get("/dashboard")
 def dashboard(request: Request):
     return templates.TemplateResponse("dashboard.html", {"request": request})

app/templates/dashboard.html

@@ -65,21 +65,6 @@ async function fetchDashboardData() {
 // Fetch every 10 seconds
 fetchDashboardData();
 setInterval(fetchDashboardData, 10000);
-
-// File upload handler
-document.getElementById("upload-form").addEventListener("submit", async (e) => {
-    e.preventDefault();
-    const fileInput = e.target.file.files[0];
-    if (fileInput) {
-        const formData = new FormData();
-        formData.append("file", fileInput);
-
-        const response = await fetch("/predict", { method: "POST", body: formData });
-        const data = await response.json();
-        document.getElementById("predictions").innerHTML =
-            `<pre>${JSON.stringify(data.results, null, 2)}</pre>`;
-    }
-});
 </script>
 </body>
 </html>

data/production/predictions_log.csv

@@ -1,184 +1,62 @@
 credit_limit,age,pay_delay_sep,pay_delay_aug,bill_amt_sep,bill_amt_aug,pay_amt_sep,pay_amt_aug,target,model_prediction,model_probability,model_risk_level,model_version,timestamp
-60000.0,27,2,0,58598.0,56486.0,2632.0,5924.0,1,0,0.46022111587139114,Low,v1,2026-01-15 15:48:22.202109+00:00
-380000.0,43,-1,-1,18866.0,20840.0,20884.0,188.0,0,0,0.08163141888135111,Low,v1,2026-01-15 15:48:22.202109+00:00
-300000.0,31,0,0,80928.0,82690.0,4000.0,4000.0,0,0,0.1681984943370852,Low,v1,2026-01-15 15:48:22.202109+00:00
-50000.0,50,0,0,49068.0,47947.0,1848.0,2194.0,0,0,0.2534631043156498,Low,v1,2026-01-15 15:48:22.202109+00:00
-190000.0,42,0,0,3747.0,3313.0,1000.0,1004.0,1,0,0.2306097042517203,Low,v1,2026-01-15 15:48:22.202109+00:00
-60000.0,41,-1,-1,866.0,29123.0,29687.0,30000.0,0,0,0.08786311199103952,Low,v1,2026-01-15 15:48:26.378499+00:00
-50000.0,26,1,-2,0.0,0.0,0.0,0.0,0,0,0.28798824355261154,Low,v1,2026-01-15 15:48:26.378499+00:00
-30000.0,36,-1,-1,528.0,-120.0,0.0,0.0,1,0,0.13705900163013654,Low,v1,2026-01-15 15:48:26.378499+00:00
-200000.0,48,-1,-1,419.0,419.0,419.0,392.0,0,0,0.12932831521840793,Low,v1,2026-01-15 15:48:32.162673+00:00
-450000.0,44,-2,-2,8521.0,15934.0,16080.0,7299.0,0,0,0.03873326532997504,Low,v1,2026-01-15 15:48:32.162673+00:00
-10000.0,36,2,0,9075.0,8593.0,2000.0,1300.0,0,1,0.5273186852986392,Medium,v1,2026-01-15 15:48:32.162673+00:00
-160000.0,47,-1,-1,386.0,907.0,907.0,3707.0,0,0,0.12925617042837417,Low,v1,2026-01-15 15:48:32.162673+00:00
-170000.0,42,-1,-1,610.0,995.0,995.0,2429.0,0,0,0.1238622397612662,Low,v1,2026-01-15 15:48:36.926965+00:00
-30000.0,29,0,0,10456.0,13164.0,3200.0,0.0,1,0,0.23493571998259352,Low,v1,2026-01-15 15:48:36.926965+00:00
-10000.0,33,1,-2,0.0,0.0,0.0,0.0,0,0,0.31051382321189047,Low,v1,2026-01-15 15:48:36.926965+00:00
-410000.0,42,0,0,407873.0,412650.0,18026.0,18026.0,0,0,0.08255212185267115,Low,v1,2026-01-15 15:48:36.926965+00:00
-100000.0,28,0,0,188853.0,180765.0,5003.0,3018.0,0,0,0.16298662757305296,Low,v1,2026-01-15 15:48:40.419997+00:00
-280000.0,38,0,0,242864.0,237821.0,11000.0,11000.0,0,0,0.12524469883980022,Low,v1,2026-01-15 15:48:46.990122+00:00
-100000.0,31,2,2,41052.0,42081.0,2000.0,0.0,1,1,0.5654169263991979,Medium,v1,2026-01-15 15:48:51.550714+00:00
-130000.0,37,0,0,25991.0,28053.0,2500.0,3300.0,1,0,0.22201353058681003,Low,v1,2026-01-15 15:49:01.795611+00:00
-50000.0,27,0,0,47452.0,48663.0,2000.0,2500.0,1,0,0.2157673496984122,Low,v1,2026-01-15 15:49:01.795611+00:00
-80000.0,34,2,2,72557.0,77708.0,7000.0,3500.0,1,1,0.546328777953754,Medium,v1,2026-01-15 15:49:05.119670+00:00
-170000.0,27,-1,-1,272.0,272.0,272.0,272.0,0,0,0.11185897164210187,Low,v1,2026-01-15 15:49:05.119670+00:00
-430000.0,38,-2,-2,37693.0,3390.0,3507.0,5960.0,0,0,0.035776377946610205,Low,v1,2026-01-15 15:49:05.119670+00:00
-50000.0,58,0,0,7308.0,7987.0,1200.0,1500.0,0,0,0.28555095738472874,Low,v1,2026-01-15 15:49:05.119670+00:00
-250000.0,28,-2,-1,4003.0,2527.0,2549.0,1715.0,0,0,0.057159436033199854,Low,v1,2026-01-15 15:49:11.397143+00:00
-350000.0,35,0,0,314309.0,313673.0,13000.0,15074.0,0,0,0.09988136170969168,Low,v1,2026-01-15 15:49:11.397143+00:00
-360000.0,33,1,-2,0.0,0.0,0.0,0.0,1,0,0.23909594729282518,Low,v1,2026-01-15 15:49:16.578873+00:00
-390000.0,32,0,0,16566.0,20213.0,9076.0,8000.0,0,0,0.1582165013088632,Low,v1,2026-01-15 15:49:16.578873+00:00
-80000.0,39,0,0,41753.0,42956.0,2200.0,2000.0,0,0,0.23200463926653903,Low,v1,2026-01-15 15:49:16.578873+00:00
-440000.0,29,-1,-1,23147.0,88848.0,70554.0,45213.0,0,0,0.033014032707128646,Low,v1,2026-01-15 15:49:16.578873+00:00
-260000.0,59,-1,-1,1929.0,-627.0,627.0,7388.0,0,0,0.12568601731736007,Low,v1,2026-01-15 15:49:18.615459+00:00
-200000.0,28,-1,-1,1707.0,1106.0,1109.0,2807.0,0,0,0.10618308951725719,Low,v1,2026-01-15 15:49:18.615459+00:00
-30000.0,25,0,0,26815.0,27990.0,2000.0,2000.0,0,0,0.2222996161982585,Low,v1,2026-01-15 15:49:18.615459+00:00
-360000.0,50,1,-2,4767.0,-233.0,0.0,0.0,0,0,0.26410069590690555,Low,v1,2026-01-15 15:49:18.615459+00:00
-50000.0,47,-1,-1,390.0,390.0,390.0,780.0,0,0,0.14616230087073157,Low,v1,2026-01-15 15:49:18.615459+00:00
-290000.0,36,0,0,42512.0,23991.0,3000.0,2010.0,0,0,0.17732964018565886,Low,v1,2026-01-15 15:49:21.281759+00:00
-120000.0,25,0,0,70282.0,71463.0,4000.0,3000.0,0,0,0.19041323321754652,Low,v1,2026-01-15 15:49:21.281759+00:00
-370000.0,45,0,0,123485.0,129885.0,10000.0,7000.0,0,0,0.15605359005440206,Low,v1,2026-01-15 15:49:21.281759+00:00
-50000.0,42,-1,-1,565.0,5481.0,5481.0,0.0,0,0,0.13577576555208365,Low,v1,2026-01-15 15:49:31.423025+00:00
-50000.0,26,0,0,46008.0,3756.0,1007.0,1000.0,0,0,0.18968239660355415,Low,v1,2026-01-15 15:49:31.423025+00:00
-150000.0,40,0,0,74985.0,76745.0,3400.0,1600.0,0,0,0.21057799395811122,Low,v1,2026-01-15 15:49:34.722330+00:00
-140000.0,59,1,2,63654.0,62042.0,0.0,3000.0,0,0,0.4590719969370137,Low,v1,2026-01-15 15:49:34.722330+00:00
-20000.0,27,0,0,13621.0,14984.0,1596.0,2000.0,0,0,0.2321193036930491,Low,v1,2026-01-15 15:49:34.722330+00:00
-30000.0,25,0,0,15767.0,16083.0,1488.0,1000.0,0,0,0.2273359051480552,Low,v1,2026-01-15 15:49:37.720353+00:00
-500000.0,40,0,0,215508.0,214460.0,10004.0,10025.0,0,0,0.1120125363859847,Low,v1,2026-01-15 15:49:37.720353+00:00
-20000.0,24,2,-1,1015.0,19214.0,19214.0,0.0,1,0,0.42625361292407193,Low,v1,2026-01-15 15:49:46.236148+00:00
-20000.0,23,0,0,19247.0,18055.0,2500.0,1100.0,0,0,0.22138756621602754,Low,v1,2026-01-15 15:49:46.236148+00:00
-240000.0,30,0,0,236823.0,241067.0,10279.0,10500.0,0,0,0.12820606707657664,Low,v1,2026-01-15 15:49:46.236148+00:00
-70000.0,37,0,0,67374.0,70890.0,6044.0,0.0,0,0,0.21950438193733593,Low,v1,2026-01-15 15:49:46.236148+00:00
-230000.0,42,-2,-2,107.0,529.0,529.0,135.0,0,0,0.05953136463587196,Low,v1,2026-01-15 15:49:46.236148+00:00
-160000.0,30,0,0,13680.0,6729.0,2019.0,120377.0,0,0,0.08618650339410149,Low,v1,2026-01-15 15:49:54.220561+00:00
-110000.0,50,1,-1,-10682.0,50928.0,62000.0,5000.0,0,0,0.24224078329956894,Low,v1,2026-01-15 15:49:54.220561+00:00
-130000.0,23,-1,-1,4459.0,13453.0,13485.0,3656.0,0,0,0.09656737513303587,Low,v1,2026-01-15 15:49:54.220561+00:00
-230000.0,30,0,0,234521.0,228486.0,9800.0,8502.0,0,0,0.12759605269323787,Low,v1,2026-01-15 15:49:54.220561+00:00
-500000.0,41,-2,-2,6305.0,5692.0,6332.0,1742.0,0,0,0.0411307309175689,Low,v1,2026-01-15 15:49:54.220561+00:00
-80000.0,25,0,0,47836.0,49038.0,2000.0,5000.0,0,0,0.20387309976426787,Low,v1,2026-01-15 15:50:01.048031+00:00
-500000.0,32,0,0,422713.0,406204.0,15000.0,16000.0,0,0,0.06593387266081487,Low,v1,2026-01-15 15:50:01.048031+00:00
-220000.0,48,1,-2,0.0,0.0,0.0,0.0,0,0,0.2949311797543944,Low,v1,2026-01-15 15:50:01.048031+00:00
-300000.0,43,1,-2,499.0,0.0,0.0,0.0,0,0,0.2681469299118264,Low,v1,2026-01-15 15:50:01.048031+00:00
-500000.0,33,0,0,28498.0,26117.0,5000.0,5000.0,0,0,0.1491635343812288,Low,v1,2026-01-15 15:50:06.244136+00:00
-140000.0,34,0,0,70649.0,72069.0,3100.0,3140.0,0,0,0.20231510063952296,Low,v1,2026-01-15 15:50:06.244136+00:00
-80000.0,25,-1,2,259.0,259.0,0.0,0.0,0,0,0.18205934979464236,Low,v1,2026-01-15 15:50:15.892211+00:00
-200000.0,48,-2,-2,119139.0,5844.0,5844.0,3694.0,0,0,0.03142123501525999,Low,v1,2026-01-15 15:50:15.892211+00:00
-400000.0,32,0,0,46782.0,48075.0,2036.0,1776.0,0,0,0.16854830723026445,Low,v1,2026-01-15 15:50:15.892211+00:00
-320000.0,28,0,-1,5799.0,70891.0,70891.0,7001.0,0,0,0.09012335948857973,Low,v1,2026-01-15 15:50:15.892211+00:00
-260000.0,43,-1,-1,684.0,1726.0,1742.0,0.0,0,0,0.11653313571266236,Low,v1,2026-01-15 15:50:15.892211+00:00
-200000.0,26,-2,-2,2232.0,3967.0,3967.0,1348.0,0,0,0.05055263017500499,Low,v1,2026-01-15 15:50:21.633960+00:00
-80000.0,30,-1,-1,2994.0,16709.0,16709.0,29469.0,0,0,0.08645436627493883,Low,v1,2026-01-15 15:50:21.633960+00:00
-180000.0,32,-2,-2,0.0,0.0,0.0,0.0,0,0,0.057494042517937057,Low,v1,2026-01-15 15:50:21.633960+00:00
-200000.0,39,0,0,192257.0,192560.0,7004.0,10061.0,0,0,0.15563507551228575,Low,v1,2026-01-15 15:50:21.633960+00:00
-140000.0,38,0,0,84539.0,96604.0,18000.0,0.0,0,0,0.1860796767101715,Low,v1,2026-01-15 15:50:21.633960+00:00
-330000.0,58,-2,-2,880.0,2304.0,2304.0,0.0,1,0,0.06124056377917473,Low,v1,2026-01-15 15:50:24.282431+00:00
-70000.0,45,0,0,67062.0,68622.0,3000.0,1500.0,0,0,0.23609694247509652,Low,v1,2026-01-15 15:50:30.720954+00:00
-140000.0,31,-1,-1,7695.0,1680.0,1680.0,1771.0,0,0,0.11199651324566236,Low,v1,2026-01-15 15:50:30.720954+00:00
-210000.0,36,-1,-1,2853.0,8028.0,8037.0,6018.0,0,0,0.10351574684822828,Low,v1,2026-01-15 15:50:30.720954+00:00
-80000.0,29,-1,-1,28175.0,0.0,0.0,68227.0,0,0,0.06316416524010535,Low,v1,2026-01-15 15:50:33.988606+00:00
-80000.0,41,0,0,35646.0,38040.0,3000.0,2135.0,0,0,0.23596467633374518,Low,v1,2026-01-15 15:50:33.988606+00:00
-300000.0,36,-1,-1,8310.0,2592.0,2592.0,77000.0,0,0,0.05517567368124014,Low,v1,2026-01-15 15:50:33.988606+00:00
-70000.0,39,0,0,54801.0,52714.0,5336.0,1268.0,0,0,0.2218754677219873,Low,v1,2026-01-15 15:50:40.214325+00:00
-300000.0,28,0,0,275855.0,286812.0,15000.0,7000.0,1,0,0.11287067335232757,Low,v1,2026-01-15 15:50:40.214325+00:00
-270000.0,45,0,0,218116.0,207533.0,10041.0,10064.0,0,0,0.13814076583455742,Low,v1,2026-01-15 15:50:40.214325+00:00
-230000.0,25,0,0,9167.0,10468.0,1392.0,2000.0,0,0,0.19435961728418047,Low,v1,2026-01-15 15:50:45.554270+00:00
-80000.0,45,-1,-1,2574.0,390.0,390.0,3889.0,0,0,0.13542694270735614,Low,v1,2026-01-15 15:50:45.554270+00:00
-110000.0,43,0,0,92244.0,93815.0,4500.0,5000.0,0,0,0.2103397198887778,Low,v1,2026-01-15 15:50:45.554270+00:00
-60000.0,33,-1,0,14932.0,12840.0,5000.0,10390.0,0,0,0.12818843100695615,Low,v1,2026-01-15 15:50:52.930553+00:00
-50000.0,27,-1,-1,6018.0,0.0,0.0,0.0,0,0,0.12167844707682686,Low,v1,2026-01-15 15:51:00.364046+00:00
-290000.0,33,0,0,242422.0,221004.0,7757.0,7697.0,0,0,0.11933538141642315,Low,v1,2026-01-15 15:51:00.364046+00:00
-180000.0,34,1,-2,3700.0,4696.0,4696.0,3763.0,0,0,0.2578947525265422,Low,v1,2026-01-15 15:51:00.364046+00:00
-230000.0,35,0,0,170413.0,166858.0,5976.0,6158.0,0,0,0.15511979473489848,Low,v1,2026-01-15 15:51:06.766073+00:00
-50000.0,40,0,0,6732.0,9052.0,2441.0,0.0,0,0,0.252933093073792,Low,v1,2026-01-15 15:51:06.766073+00:00
-80000.0,24,0,0,56222.0,52268.0,2000.0,1800.0,0,0,0.20117300277725783,Low,v1,2026-01-15 15:51:06.766073+00:00
-190000.0,41,0,0,33798.0,34931.0,2000.0,2000.0,0,0,0.21816113532976744,Low,v1,2026-01-15 15:51:06.766073+00:00
-20000.0,56,0,0,19774.0,14990.0,2009.0,2000.0,0,0,0.2764740084118113,Low,v1,2026-01-15 15:51:06.766073+00:00
-170000.0,41,0,0,76704.0,50301.0,2405.0,2000.0,0,0,0.1911638602498778,Low,v1,2026-01-15 15:51:15.831808+00:00
-80000.0,27,-1,0,79690.0,80976.0,3181.0,2050.0,0,0,0.12047124693263338,Low,v1,2026-01-15 15:51:15.831808+00:00
-80000.0,29,2,2,41355.0,40395.0,0.0,3800.0,1,1,0.5619997926906369,Medium,v1,2026-01-15 15:51:18.328077+00:00
-80000.0,26,0,0,78872.0,80301.0,2800.0,2800.0,0,0,0.1990661877960707,Low,v1,2026-01-15 15:51:18.328077+00:00
-180000.0,36,0,0,8911.0,5838.0,1034.0,2.0,0,0,0.2205660193852535,Low,v1,2026-01-15 15:51:18.328077+00:00
-70000.0,31,0,-1,9319.0,3652.0,3652.0,2284.0,0,0,0.1939887485826678,Low,v1,2026-01-15 15:51:18.328077+00:00
-50000.0,44,0,0,48592.0,38491.0,1063.0,900.0,1,0,0.24004923752909257,Low,v1,2026-01-15 15:51:21.349424+00:00
-20000.0,36,0,0,18958.0,19427.0,1500.0,2000.0,1,0,0.24564485229009242,Low,v1,2026-01-15 15:51:30.608590+00:00
-200000.0,34,-1,-1,2498.0,2670.0,2670.0,2996.0,0,0,0.10976720955240138,Low,v1,2026-01-15 15:51:30.608590+00:00
-210000.0,40,1,2,66635.0,56729.0,0.0,20012.0,0,0,0.3543125182929343,Low,v1,2026-01-15 15:51:30.608590+00:00
-200000.0,27,0,0,37076.0,18382.0,5000.0,18834.0,0,0,0.15597778797870582,Low,v1,2026-01-15 15:51:30.608590+00:00
-110000.0,50,0,0,110406.0,109550.0,4600.0,3348.0,0,0,0.2171487132570297,Low,v1,2026-01-15 15:51:30.608590+00:00
-70000.0,28,1,3,72605.0,70859.0,0.0,2800.0,0,0,0.4414207841462769,Low,v1,2026-01-15 15:51:36.355742+00:00
-80000.0,36,0,0,63908.0,55028.0,10051.0,5013.0,0,0,0.19338235750710556,Low,v1,2026-01-15 15:51:36.355742+00:00
-250000.0,40,1,2,16503.0,13894.0,0.0,1400.0,0,0,0.40768562028477007,Low,v1,2026-01-15 15:51:36.355742+00:00
-450000.0,31,-1,-1,5000.0,5000.0,5000.0,5000.0,0,0,0.08089980866783056,Low,v1,2026-01-15 15:51:36.355742+00:00
-180000.0,41,0,0,55193.0,48257.0,5000.0,6000.0,0,0,0.1969182144200703,Low,v1,2026-01-15 15:51:36.355742+00:00
-230000.0,29,-2,-2,20517.0,12883.0,12903.0,10880.0,0,0,0.039224249237748525,Low,v1,2026-01-15 15:51:45.467549+00:00
-70000.0,27,2,2,29193.0,30214.0,1800.0,1700.0,1,1,0.5653275444211394,Medium,v1,2026-01-15 15:51:45.467549+00:00
-50000.0,31,0,0,10682.0,11694.0,1194.0,1319.0,0,0,0.2359137208981777,Low,v1,2026-01-15 15:51:45.467549+00:00
-360000.0,39,1,-2,0.0,0.0,0.0,271.0,0,0,0.2491585371342461,Low,v1,2026-01-15 15:51:45.467549+00:00
-20000.0,34,0,0,2799.0,2164.0,2005.0,1200.0,0,0,0.24606298689051212,Low,v1,2026-01-15 15:51:53.283679+00:00
-50000.0,35,0,0,38536.0,39891.0,2000.0,2381.0,0,0,0.23163991480032464,Low,v1,2026-01-15 15:51:53.283679+00:00
-50000.0,44,0,0,47569.0,48768.0,1986.0,1452.0,0,0,0.24590820786835418,Low,v1,2026-01-15 15:51:53.283679+00:00
-160000.0,29,-1,-1,4908.0,0.0,0.0,0.0,0,0,0.11259928162167232,Low,v1,2026-01-15 15:51:53.283679+00:00
-180000.0,31,0,0,69502.0,69878.0,2500.0,3300.0,0,0,0.19190989283275076,Low,v1,2026-01-15 15:51:53.283679+00:00
-200000.0,28,-1,-1,1867.0,994.0,997.0,2064.0,1,0,0.10679115356889725,Low,v1,2026-01-15 15:52:01.243709+00:00
-50000.0,24,0,0,50140.0,15519.0,3000.0,5000.0,0,0,0.1815989125943115,Low,v1,2026-01-15 15:52:01.243709+00:00
-50000.0,26,0,0,6450.0,10744.0,4500.0,0.0,1,0,0.22558496990177493,Low,v1,2026-01-15 15:52:01.243709+00:00
-200000.0,54,-1,-1,22413.0,890.0,890.0,1649.0,0,0,0.12020731936223669,Low,v1,2026-01-15 15:52:01.243709+00:00
-190000.0,30,0,0,198098.0,194576.0,4515.0,15466.0,0,0,0.14120648461390956,Low,v1,2026-01-15 15:52:01.243709+00:00
-160000.0,46,0,0,116988.0,114956.0,4200.0,5555.0,0,0,0.19772199095478107,Low,v1,2026-01-15 15:52:05.298374+00:00
-90000.0,35,-1,0,5488.0,2380.0,1000.0,0.0,0,0,0.14448203915562885,Low,v1,2026-01-15 15:52:05.298374+00:00
-230000.0,53,0,0,38723.0,39347.0,2001.0,2000.0,0,0,0.22904373326834204,Low,v1,2026-01-15 15:52:05.298374+00:00
-360000.0,43,-1,-1,59.0,4465.0,4465.0,300.0,0,0,0.10423655378351736,Low,v1,2026-01-15 15:52:05.298374+00:00
-330000.0,48,-1,-1,933.0,12663.0,12701.0,10183.0,0,0,0.09678106281442928,Low,v1,2026-01-15 15:52:05.298374+00:00
-200000.0,37,-1,-1,3506.0,4713.0,4727.0,2526.0,0,0,0.11063060632200407,Low,v1,2026-01-15 15:52:15.113258+00:00
-200000.0,31,0,0,187864.0,191756.0,8500.0,7500.0,0,0,0.14900637112994622,Low,v1,2026-01-15 15:52:15.113258+00:00
-320000.0,33,-2,-2,1877.0,4094.0,4114.0,4687.0,0,0,0.046630775404768995,Low,v1,2026-01-15 15:52:15.113258+00:00
-80000.0,30,0,0,64330.0,65813.0,2934.0,2500.0,0,0,0.20910902914339285,Low,v1,2026-01-15 15:52:15.113258+00:00
-80000.0,23,1,2,68594.0,66893.0,0.0,6507.0,0,0,0.38189737738281726,Low,v1,2026-01-15 15:52:18.971348+00:00
-80000.0,32,0,0,5988.0,0.0,0.0,0.0,0,0,0.23296385664269062,Low,v1,2026-01-15 15:52:18.971348+00:00
-450000.0,49,1,-1,0.0,557.0,557.0,0.0,0,0,0.28088296538652213,Low,v1,2026-01-15 15:52:18.971348+00:00
-230000.0,30,0,0,115141.0,101832.0,5028.0,5000.0,0,0,0.15791836218533067,Low,v1,2026-01-15 15:58:40.945029+00:00
-240000.0,34,0,0,30851.0,40286.0,10000.0,14.0,0,0,0.19145128428069838,Low,v1,2026-01-15 15:58:40.945029+00:00
-50000.0,29,1,2,5931.0,5690.0,0.0,2600.0,0,0,0.4363730611620018,Low,v1,2026-01-15 15:58:40.945029+00:00
-70000.0,29,0,0,57779.0,59016.0,2200.0,2200.0,0,0,0.2127782896957591,Low,v1,2026-01-15 15:58:40.945029+00:00
-50000.0,26,2,2,33457.0,34504.0,1900.0,1800.0,1,1,0.565907712916297,Medium,v1,2026-01-15 15:58:40.945029+00:00
-30000.0,42,1,2,24335.0,23651.0,0.0,3401.0,1,0,0.462628264831214,Low,v1,2026-01-15 15:58:45.363062+00:00
-150000.0,33,-2,-1,1879.0,69842.0,69842.0,2785.0,0,0,0.03796380272160676,Low,v1,2026-01-15 15:58:45.363062+00:00
-50000.0,43,0,0,46882.0,49737.0,5100.0,2600.0,0,0,0.236541583735336,Low,v1,2026-01-15 15:58:45.363062+00:00
-130000.0,23,0,0,102087.0,101079.0,4500.0,4363.0,0,0,0.17455810948108524,Low,v1,2026-01-15 15:58:55.774674+00:00
-80000.0,31,0,0,62636.0,61808.0,5000.0,4000.0,1,0,0.20311199861961116,Low,v1,2026-01-15 15:58:55.774674+00:00
-210000.0,41,0,0,59071.0,58830.0,2000.0,17864.0,0,0,0.18577924706722795,Low,v1,2026-01-15 15:58:55.774674+00:00
-620000.0,29,0,0,524191.0,524555.0,19306.0,15669.0,0,0,0.04998368191333157,Low,v1,2026-01-15 15:58:55.774674+00:00
-290000.0,49,2,2,301651.0,329277.0,34905.0,0.0,1,0,0.3816479969458715,Low,v1,2026-01-15 15:58:55.774674+00:00
-50000.0,22,-1,-1,2454.0,0.0,0.0,0.0,0,0,0.11882026918084555,Low,v1,2026-01-15 15:59:02.325925+00:00
-230000.0,39,0,0,20307.0,19864.0,2000.0,2263.0,0,0,0.21014630335974321,Low,v1,2026-01-15 15:59:02.325925+00:00
-30000.0,24,-1,-1,1473.0,390.0,390.0,390.0,1,0,0.12290186465377097,Low,v1,2026-01-15 15:59:02.325925+00:00
-200000.0,50,-2,-2,411.0,453.0,453.0,348.0,0,0,0.0656127145183808,Low,v1,2026-01-15 15:59:02.325925+00:00
-170000.0,50,1,2,152495.0,155698.0,7200.0,7300.0,0,0,0.3707956551194465,Low,v1,2026-01-15 15:59:02.325925+00:00
-230000.0,41,0,0,9552.0,11376.0,2000.0,2000.0,1,0,0.2181371771813403,Low,v1,2026-01-15 15:59:05.562557+00:00
-10000.0,50,0,0,3664.0,4526.0,1300.0,3000.0,0,0,0.2770115694990555,Low,v1,2026-01-15 15:59:05.562557+00:00
-90000.0,27,0,0,37026.0,40641.0,5000.0,3611.0,0,0,0.20535486409963263,Low,v1,2026-01-15 15:59:05.562557+00:00
-290000.0,30,0,0,243992.0,241283.0,11091.0,12000.0,0,0,0.11592883360036217,Low,v1,2026-01-15 15:59:05.562557+00:00
-130000.0,52,0,0,50662.0,51562.0,4600.0,0.0,0,0,0.23972257663419175,Low,v1,2026-01-15 15:59:05.562557+00:00
-230000.0,33,1,2,4213.0,1922.0,0.0,5500.0,1,0,0.393265341763044,Low,v1,2026-01-15 15:59:10.648182+00:00
-240000.0,37,1,2,211808.0,208892.0,2000.0,9600.0,0,0,0.3109600849606023,Low,v1,2026-01-15 15:59:10.648182+00:00
-140000.0,29,1,-1,0.0,1216.0,1216.0,2698.0,0,0,0.30164061192773467,Low,v1,2026-01-15 15:59:10.648182+00:00
-10000.0,29,2,2,5948.0,5716.0,0.0,1500.0,1,1,0.59858612229019,Medium,v1,2026-01-15 15:59:10.648182+00:00
-40000.0,44,0,0,13033.0,14041.0,1232.0,1256.0,0,0,0.2601047276549306,Low,v1,2026-01-15 15:59:14.225098+00:00
-280000.0,33,-2,-2,2533.0,2997.0,2997.0,14059.0,0,0,0.04519571419238951,Low,v1,2026-01-15 15:59:14.225098+00:00
-80000.0,31,-2,-2,3506.0,2372.0,2372.0,2988.0,0,0,0.05899269935205934,Low,v1,2026-01-15 15:59:14.225098+00:00
-120000.0,31,-2,-2,140.0,140.0,140.0,4836.0,1,0,0.05798278662888332,Low,v1,2026-01-15 15:59:25.485890+00:00
-110000.0,40,0,0,91275.0,93357.0,4500.0,4100.0,0,0,0.20751158590116078,Low,v1,2026-01-15 15:59:25.485890+00:00
-60000.0,31,0,0,49581.0,35465.0,1500.0,1600.0,0,0,0.21155219496730432,Low,v1,2026-01-15 15:59:25.485890+00:00
-200000.0,48,-2,-2,2772.0,3831.0,4127.0,8683.0,0,0,0.05772235798879303,Low,v1,2026-01-15 15:59:25.485890+00:00
-50000.0,47,1,2,16217.0,15664.0,0.0,1586.0,0,0,0.47647349165776737,Low,v1,2026-01-15 15:59:33.274745+00:00
-200000.0,47,-2,-2,0.0,9661.0,9661.0,218.0,0,0,0.05947850361771447,Low,v1,2026-01-15 15:59:33.274745+00:00
-230000.0,38,-2,-2,7904.0,860.0,864.0,0.0,0,0,0.054988698899941096,Low,v1,2026-01-15 15:59:33.274745+00:00
-370000.0,35,-1,-1,5886.0,4821.0,8190.0,6000.0,0,0,0.08586781173734016,Low,v1,2026-01-15 15:59:40.605130+00:00
-220000.0,41,0,0,193903.0,176755.0,8000.0,7000.0,0,0,0.1475254041992677,Low,v1,2026-01-15 15:59:40.605130+00:00
-270000.0,55,-2,-1,2039.0,7918.0,7922.0,4246.0,0,0,0.06757084981067948,Low,v1,2026-01-15 15:59:40.605130+00:00
-210000.0,38,-1,-1,4991.0,551.0,551.0,33658.0,0,0,0.08925075363869617,Low,v1,2026-01-15 15:59:47.641748+00:00
-360000.0,43,0,-1,38324.0,3374.0,3390.0,3638.0,0,0,0.14383242335292692,Low,v1,2026-01-15 15:59:47.641748+00:00
-120000.0,34,0,0,49206.0,50386.0,2000.0,5100.0,0,0,0.21061508654588262,Low,v1,2026-01-15 15:59:47.641748+00:00
-80000.0,40,-1,-1,2667.0,2035.0,2035.0,32194.0,0,0,0.10365312931837913,Low,v1,2026-01-15 15:59:55.214844+00:00
-80000.0,42,1,4,97841.0,94992.0,0.0,639.0,0,1,0.5061170036981723,Medium,v1,2026-01-15 15:59:55.214844+00:00
-230000.0,41,-1,-1,177.0,0.0,0.0,376.0,0,0,0.11931455599287555,Low,v1,2026-01-15 15:59:55.214844+00:00
+90000.0,26,1,-2,0.0,0.0,0.0,403.0,0,0,0.27893612877902896,Low,v1,2026-01-15 16:07:20.196448+00:00
+60000.0,26,0,0,38815.0,40171.0,2023.0,1491.0,0,0,0.2162304176184234,Low,v1,2026-01-15 16:07:20.196448+00:00
+100000.0,33,-1,-1,7067.0,-418.0,0.0,7482.0,0,0,0.11479081185206573,Low,v1,2026-01-15 16:07:23.160093+00:00
+10000.0,27,0,0,5703.0,6734.0,1130.0,2229.0,0,0,0.23667268165329977,Low,v1,2026-01-15 16:07:23.160093+00:00
+80000.0,23,0,0,54600.0,56379.0,3300.0,2640.0,0,0,0.2000509844953628,Low,v1,2026-01-15 16:07:23.160093+00:00
+200000.0,34,-1,-1,8177.0,1989.0,2453.0,382.0,0,0,0.10877562102072347,Low,v1,2026-01-15 16:07:23.160093+00:00
+20000.0,44,0,0,16231.0,14791.0,1600.0,1300.0,0,0,0.2601667493873618,Low,v1,2026-01-15 16:07:23.160093+00:00
+50000.0,25,0,0,46895.0,45929.0,2000.0,1740.0,0,0,0.21230156765256705,Low,v1,2026-01-15 16:07:30.063361+00:00
+40000.0,26,2,0,36460.0,37549.0,2000.0,3900.0,1,0,0.4812711508902442,Low,v1,2026-01-15 16:07:30.063361+00:00
+200000.0,45,1,-1,-7.0,34137.0,34144.0,1492.0,0,0,0.26416595866811066,Low,v1,2026-01-15 16:07:30.063361+00:00
+20000.0,31,-2,-2,668.0,355.0,355.0,0.0,0,0,0.06606994065410475,Low,v1,2026-01-15 16:07:32.205339+00:00
+200000.0,28,-1,-1,5838.0,2256.0,2256.0,9588.0,0,0,0.09782202270375777,Low,v1,2026-01-15 16:07:32.205339+00:00
+50000.0,40,0,0,42511.0,46526.0,5000.0,2175.0,1,0,0.23440908950774056,Low,v1,2026-01-15 16:07:37.181531+00:00
+130000.0,34,0,0,76589.0,77387.0,3400.0,4200.0,0,0,0.19998361359614147,Low,v1,2026-01-15 16:07:37.181531+00:00
+320000.0,39,0,0,310243.0,0.0,0.0,189018.0,0,0,0.008824870861499575,Low,v1,2026-01-15 16:07:37.181531+00:00
+210000.0,30,1,-1,0.0,820.0,820.0,718.0,0,0,0.2928261198266196,Low,v1,2026-01-15 16:07:37.181531+00:00
+160000.0,28,-1,-1,160.0,0.0,0.0,0.0,0,0,0.11437413683418171,Low,v1,2026-01-15 16:07:37.181531+00:00
+80000.0,35,0,0,54986.0,55111.0,1966.0,2055.0,0,0,0.22137469791005016,Low,v1,2026-01-15 16:07:39.608314+00:00
+80000.0,22,0,0,76405.0,77043.0,2780.0,3745.0,0,0,0.19197408018664602,Low,v1,2026-01-15 16:07:39.608314+00:00
+210000.0,27,1,-2,0.0,0.0,0.0,0.0,1,0,0.2572641888722335,Low,v1,2026-01-15 16:07:46.069085+00:00
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reports/evidently/drift_report.json

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-    {
-      "row": 155,
-      "prediction": "No Default",
-      "probability": 0.2181,
-      "risk_level": "Low"
-    },
-    {
-      "row": 156,
-      "prediction": "No Default",
-      "probability": 0.277,
-      "risk_level": "Low"
-    },
-    {
-      "row": 157,
-      "prediction": "No Default",
-      "probability": 0.2054,
-      "risk_level": "Low"
-    },
-    {
-      "row": 158,
-      "prediction": "No Default",
-      "probability": 0.1159,
-      "risk_level": "Low"
-    },
-    {
-      "row": 159,
-      "prediction": "No Default",
-      "probability": 0.2397,
-      "risk_level": "Low"
-    },
-    {
-      "row": 160,
-      "prediction": "No Default",
-      "probability": 0.3933,
-      "risk_level": "Low"
-    },
-    {
-      "row": 161,
-      "prediction": "No Default",
-      "probability": 0.311,
-      "risk_level": "Low"
-    },
-    {
-      "row": 162,
-      "prediction": "No Default",
-      "probability": 0.3016,
+      "probability": 0.2075,
       "risk_level": "Low"
     },
     {
-      "row": 163,
+      "row": 48,
       "prediction": "Default",
-      "probability": 0.5986,
+      "probability": 0.5039,
       "risk_level": "Medium"
     },
     {
-      "row": 164,
-      "prediction": "No Default",
-      "probability": 0.2601,
-      "risk_level": "Low"
-    },
-    {
-      "row": 165,
-      "prediction": "No Default",
-      "probability": 0.0452,
-      "risk_level": "Low"
-    },
-    {
-      "row": 166,
-      "prediction": "No Default",
-      "probability": 0.059,
-      "risk_level": "Low"
-    },
-    {
-      "row": 167,
-      "prediction": "No Default",
-      "probability": 0.058,
-      "risk_level": "Low"
-    },
-    {
-      "row": 168,
-      "prediction": "No Default",
-      "probability": 0.2075,
-      "risk_level": "Low"
-    },
-    {
-      "row": 169,
-      "prediction": "No Default",
-      "probability": 0.2116,
-      "risk_level": "Low"
-    },
-    {
-      "row": 170,
-      "prediction": "No Default",
-      "probability": 0.0577,
-      "risk_level": "Low"
-    },
-    {
-      "row": 171,
-      "prediction": "No Default",
-      "probability": 0.4765,
-      "risk_level": "Low"
-    },
-    {
-      "row": 172,
+      "row": 49,
       "prediction": "No Default",
-      "probability": 0.0595,
+      "probability": 0.4338,
       "risk_level": "Low"
     },
     {
-      "row": 173,
+      "row": 50,
       "prediction": "No Default",
-      "probability": 0.055,
+      "probability": 0.2278,
       "risk_level": "Low"
     },
     {
-      "row": 174,
+      "row": 51,
       "prediction": "No Default",
-      "probability": 0.0859,
+      "probability": 0.1932,
       "risk_level": "Low"
     },
     {
-      "row": 175,
+      "row": 52,
       "prediction": "No Default",
-      "probability": 0.1475,
+      "probability": 0.0642,
       "risk_level": "Low"
     },
     {
-      "row": 176,
+      "row": 53,
       "prediction": "No Default",
-      "probability": 0.0676,
+      "probability": 0.2168,
       "risk_level": "Low"
     },
     {
-      "row": 177,
+      "row": 54,
       "prediction": "No Default",
-      "probability": 0.0893,
+      "probability": 0.2454,
       "risk_level": "Low"
     },
     {
-      "row": 178,
+      "row": 55,
       "prediction": "No Default",
-      "probability": 0.1438,
+      "probability": 0.1233,
       "risk_level": "Low"
     },
     {
-      "row": 179,
+      "row": 56,
       "prediction": "No Default",
-      "probability": 0.2106,
+      "probability": 0.2165,
       "risk_level": "Low"
     }
   ],
   "drift": [
     {
       "column": "dataset",
-      "score": 0.625
+      "score": 0.875
     },
     {
       "column": "age",
-      "score": 0.11275619876368213
+      "score": 0.23371009362458137
     },
     {
       "column": "bill_amt_aug",
-      "score": 0.11560321079425923
+      "score": 0.15297297061013115
     },
     {
       "column": "bill_amt_sep",
-      "score": 0.10572702732855162
+      "score": 0.15343706502680868
     },
     {
       "column": "credit_limit",
-      "score": 0.09754225728318577
+      "score": 0.31403434449489975
     },
     {
       "column": "pay_amt_aug",
-      "score": 0.057428972469950094
+      "score": 0.11849030297054779
     },
     {
       "column": "pay_amt_sep",
-      "score": 0.08641685326970559
+      "score": 0.12469609378058553
     },
     {
       "column": "pay_delay_aug",
-      "score": 0.1634389618037484
+      "score": 0.2553718164587327
     },
     {
       "column": "pay_delay_sep",
-      "score": 0.18953144091911203
+      "score": 0.07397843471719741
     }
   ]
 }

tests/integration/test_api.py

@@ -1,4 +1,4 @@
-# tests/test_api.py
+# tests/integration/test_api.py
 
 import io
 import pandas as pd
@@ -49,9 +49,15 @@ def test_predict_endpoint_valid_csv():
     assert response.status_code == 200
 
     body = response.json()
+    # Only check n_rows and results; do not expect drift here
     assert "results" in body
-    assert "drift" in body
     assert body["n_rows"] == 2
+    # Optional: basic validation of result structure
+    for r in body["results"]:
+        assert "prediction" in r
+        assert "probability" in r
+        assert "risk_level" in r
+        assert "row" in r
 
 
 def test_predict_endpoint_missing_columns():