Update README.md

README.md

@@ -56,7 +56,7 @@ Additionally, we provide **T-ECD Small** - a compact version containing 1B inter
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 Cross-domain consistency is achieved by aligning identifiers across all domains:  
@@ -65,8 +65,8 @@ Cross-domain consistency is achieved by aligning identifiers across all domains:
 
 This alignment allows researchers to seamlessly link interactions from different services, enabling studies in transfer learning, cross-domain personalization, and multi-task modeling.
 
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@@ -95,7 +95,7 @@ t-ecd/
 ```
 
 #### Data availability
-<img src="https://cdn-uploads.huggingface.co/production/uploads/645d4947f5760d1530d55023/c2Clc9bNxL9i7jgGBfBq2.png" style="max-height: 500px; width: auto;" alt="Temporal distribution of events over domains">
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 *Temporal distribution of events over domains*
 In line with real-world industrial environments, domain-specific data availability varies in historical depth. 
 This reflects practical constraints including data retention policies and product lifecycle stages - 
@@ -114,7 +114,7 @@ newer e-commerce services naturally have shorter histories compared to establish
   - `count` — represents the amount of items in single interaction.
   - `os` — user operating system, available in Marketplace and Retail.
 
-<img src="https://cdn-uploads.huggingface.co/production/uploads/645d4947f5760d1530d55023/Q7aeb_I-Yf-rcqyPDTOLa.png" style="max-width: 1000px; height: auto;" >
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 - **Item catalogs (`items.pq`)**: Available for Marketplace, Retail, and Offers. Each entry includes:  
   - `item_id`  
@@ -149,7 +149,7 @@ This process ensures that the dataset is privacy-preserving while remaining repr
 ## ⚠️ Important Note on Temporal Data Usage
 
 
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 **To prevent data leakage, events from the final 12 hours should not be used for prediction tasks.**