Improving interface after experiment01 (#30)

* fix: fixes of backwords

* fixing hotel information with image placeholders

* chore: clean up product display in hotel and cleaner interfacing

* adding loader with historical data loading

* feature: cleaning up pipeline

* chore: simple surge pricer

* created new pricing pipeline

* adding a checkout page to both sites

* fix: fixing stale pacakge

* test: we wont be using elasticity anymore so its okay

* chore: cleaning elasticity references

* chore: store sting

* feature: e2e intro pipline surge pricing

* fix: CVE vulnerability patching

experiments/procesing/steps/join.py

@@ -32,3 +32,27 @@ class JoinExperimentsStep(BaseContextStep):
         })
 
         return interactions_df.merge(experiments_df, on='experimentId', how='left')
+
+class JoinProductFeaturesStep(BaseContextStep):
+    """Join product features to interactions"""
+
+    def transform(self, data: tuple):
+        """
+        Args:
+            data: (interactions_df, products_df)
+        Returns:
+            merged interactions dataframe
+        """
+        demand_df, price_df = data
+
+        # get base prices from products if available
+        products = self.context.products
+        products['base_price'] = products.apply(
+            lambda row: float(row['metadata'].get('base_price', 0.0)) if isinstance(row['metadata'], dict) else 0,
+            axis=1
+        )
+        products = products[['id', 'base_price']].rename(columns={'id': 'productId'})
+
+        if price_df.empty:
+            return demand_df
+        return demand_df.merge(price_df, on='productId', how='left').merge(products, on='productId', how='left')