adding health icons to data sources and feature sets

src/sageworks/core/cloud_platform/aws/aws_meta.py

@@ -9,7 +9,6 @@
 import awswrangler as wr
 from collections import defaultdict
 
-
 # SageWorks Imports
 from sageworks.core.cloud_platform.aws.aws_account_clamp import AWSAccountClamp
 from sageworks.utils.config_manager import ConfigManager
@@ -127,7 +126,15 @@ def data_sources(self) -> pd.DataFrame:
         Returns:
             pd.DataFrame: A summary of the Data Sources deployed in the AWS Platform
         """
-        return self._list_catalog_tables("sageworks")
+        data_sources_df = self._list_catalog_tables("sageworks")
+        data_sources_df["Health"] = ""
+
+        # Make the Health column the second column
+        cols = data_sources_df.columns.tolist()
+        cols.remove("Health")
+        cols.insert(1, "Health")
+        data_sources_df = data_sources_df[cols]
+        return data_sources_df
 
     def views(self, database: str = "sageworks") -> pd.DataFrame:
         """Get a summary of the all the Views, for the given database, in AWS
@@ -169,6 +176,7 @@ def feature_sets(self, details: bool = False) -> pd.DataFrame:
                 aws_tags = self.get_aws_tags(fg["FeatureGroupArn"])
                 summary = {
                     "Feature Group": name,
+                    "Health": "",
                     "Owner": aws_tags.get("sageworks_owner", "-"),
                     "Created": datetime_string(feature_set_details.get("CreationTime")),
                     "Num Columns": len(feature_set_details.get("FeatureDefinitions", [])),

src/sageworks/utils/theme_manager.py

@@ -105,6 +105,28 @@ def colorscale(cls, scale_type: str = "sequential") -> list[list[float | str]]:
                 cls._log.error(f"No color scales found for template '{cls._current_theme_name}'.")
         return []
 
+    @staticmethod
+    def adjust_colorscale_alpha(colorscale, alpha=0.5):
+        """
+        Adjust the alpha value of the first color in the colorscale.
+
+        Args:
+            colorscale (list): The colorscale list with format [[value, color], ...].
+            alpha (float): The new alpha value for the first color (0 to 1).
+
+        Returns:
+            list: The updated colorscale.
+        """
+        updated_colorscale = colorscale.copy()
+
+        if updated_colorscale and "rgba" in updated_colorscale[0][1]:
+            # Parse the existing RGBA value and modify alpha
+            rgba_values = updated_colorscale[0][1].strip("rgba()").split(",")
+            rgba_values[-1] = str(alpha)  # Update the alpha channel
+            updated_colorscale[0][1] = f"rgba({','.join(rgba_values)})"
+
+        return updated_colorscale
+
     @classmethod
     def css_files(cls) -> list[str]:
         """Get the list of CSS files for the current theme."""

src/sageworks/web_interface/components/plugins/confusion_matrix.py

@@ -78,14 +78,16 @@ def update_properties(self, model: CachedModel, **kwargs) -> list:
         y_labels = [f"{c}:{i}" for i, c in enumerate(df.index)]
 
         # Create the heatmap figure
+        colorscale = self.theme_manager.colorscale()
+        colorscale = self.theme_manager.adjust_colorscale_alpha(colorscale, alpha=0.25)
         fig = go.Figure(
             data=go.Heatmap(
                 z=df,
                 x=x_labels,
                 y=y_labels,
                 xgap=3,  # Add space between cells
                 ygap=3,
-                colorscale=self.theme_manager.colorscale(),  # Use the current theme's colorscale
+                colorscale=colorscale,  # Use the current theme's colorscale
             )
         )
 

src/sageworks/web_interface/page_views/data_sources_page_view.py

@@ -6,6 +6,7 @@
 from sageworks.web_interface.page_views.page_view import PageView
 from sageworks.cached.cached_meta import CachedMeta
 from sageworks.cached.cached_data_source import CachedDataSource
+from sageworks.utils.symbols import tag_symbols
 
 
 class DataSourcesPageView(PageView):
@@ -26,6 +27,10 @@ def refresh(self):
         self.log.important("Calling refresh()..")
         self.data_sources_df = self.meta.data_sources()
 
+        # Add Health Symbols to the Model Group Name
+        if "Health" in self.data_sources_df.columns:
+            self.data_sources_df["Health"] = self.data_sources_df["Health"].map(lambda x: tag_symbols(x))
+
     def data_sources(self) -> pd.DataFrame:
         """Get a list of all the DataSources