README verification

README.md

@@ -49,10 +49,6 @@ ML Inference Service with Drift Detection/
 
 1. Clone the repository:
 
-   ```bash
-   git clone <repo_url>
-   cd ML Inference Service with Drift Detection
-   ```
 2. Create a virtual environment and activate it:
 
    ```bash
@@ -79,7 +75,6 @@ ML Inference Service with Drift Detection/
 2. Open the dashboard:
 
    * Localhost: [http://127.0.0.1:8000/](http://127.0.0.1:8000/)
-3. Predictions can be submitted via the API `/predict` endpoint (multipart CSV upload).
 
 ## Testing
 
@@ -94,7 +89,7 @@ ML Inference Service with Drift Detection/
 
 1. **API Layer**: FastAPI routes handle `/predict`, `/dashboard/data` and `/health`. Predictions are appended to `data/production/predictions_log.csv`.
 2. **Inference Layer**: `Predictor` wraps the model, loads features from `FEATURES_PATH`, and performs batch predictions.
-3. **Background Drift Loop**: Continuously monitors recent predictions (rolling window up to 5,000 rows), runs feature-level drift checks, and writes results to `reports/evidently/drift_report.json`.
+3. **Background Drift Loop**: Continuously monitors recent predictions (rolling window up to 9,000 rows), runs feature-level drift checks, and writes results to `reports/evidently/drift_report.json`.
 4. **Governance**: Checks metrics like PSI, F1, and regression accuracy against thresholds and logs alerts. Sends notifications via email or Slack (if configured).
 5. **Dashboard**: Reads `drift_report.json` and displays recent predictions and drift metrics via Plotly charts.
 
@@ -115,7 +110,7 @@ ML Inference Service with Drift Detection/
 
 ## Recommendations / Important Notes
 
-* **CSV Rolling Window**: `MAX_DRIFT_ROWS` limits the predictions log to 5,000 rows. Older rows are removed to prevent oversized files.
+* **CSV Rolling Window**: `MAX_DRIFT_ROWS` limits the predictions log to 9,000 rows. Older rows are removed to prevent oversized files.
 * **Email Alerts**: SMTP server must be configured; otherwise, alert sending will fail.
 * **HF Spaces**: The dashboard runs at `/` endpoint by default for compatibility.
 

data/production/predictions_log.csv

@@ -130,3 +130,5 @@ credit_limit,age,pay_delay_sep,pay_delay_aug,bill_amt_sep,bill_amt_aug,pay_amt_s
 80000.0,35,0,0,48725.0,53095.0,10000.0,10000.0,0,0,0.197687806217314,Low,v1,2026-01-15 17:06:36.488972+00:00
 50000.0,27,-1,-1,45750.0,1655.0,1655.0,8425.0,0,0,0.0919791368747179,Low,v1,2026-01-15 17:06:42.295385+00:00
 120000.0,54,-2,-2,0.0,0.0,0.0,0.0,0,0,0.07400624870754548,Low,v1,2026-01-15 17:06:42.295385+00:00
+50000.0,35,0,-1,12000.0,11000.0,3000.0,2500.0,,0,0.20681478861472152,Low,v1,2026-01-16 12:53:17.561287+00:00
+200000.0,42,2,0,60000.0,58000.0,10000.0,9000.0,,0,0.4295814923706167,Low,v1,2026-01-16 12:53:17.561287+00:00