Update README.md

README.md

@@ -28,16 +28,22 @@ This project was initially developed for USDA Baseline Agricultural Trade (BSAT)
   - Optionally, Metadata (`METADATA.csv`) and Shock Variables (`data_shocks.csv`) will also be automatically recognized and displayed.
 
 - **Step 2: Explore Visualizations**  
-  After uploading:
-  - **Line Charts**: View time series of baseline vs. shock(s).
-  - **Regional Bar Charts**: Compare percent changes across regions for a selected commodity and attribute.
-  - **Heatmaps**: Visualize ratio changes across regions and commodities in a given year.
 
-- **Step 3: Interact with Charts**  
-  - Use dropdown menus to select country, commodity, year, and attribute.
-  - Hover over charts to see detailed tooltip information (e.g., full region names and percentage changes).
-  - Zoom, pan, and interact with visual elements where supported.
+  - **Line Charts**: Time series comparison between baseline and shock scenarios.
+  - **Top # Bar Charts**: Largest changes by region for selected metrics.
+  - **Scenario Comparison Bars**: Side-by-side shock comparison by region.
+  - **Heatmaps**: Yearly percent changes across regions and commodities.
+  - **Correlation Matrix**: Attribute interdependence within a region over time.
 
+
+- **Step 3: Interact with Charts**
+
+  - Select region, commodity, attribute, and year using dropdowns or sliders.
+  - Toggle between Shock 1 and Shock 2 in applicable charts (line, bar, heatmap).
+  - In Top # Bar Charts, choose how many regions to display and sort by largest changes.
+  - In Correlation Matrix, select year range and explore attribute relationships over time.
+  - Apply filters to shock variable tables to focus on specific policies or affected regions.
+  - Hover for detailed tooltips; use legends to highlight specific shock comparisons.
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 ## 2. About Hugging Face Hosting