diff --git a/.gitattributes b/.gitattributes
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index 0000000000000000000000000000000000000000..5ff31dbb01ae5398dad459ad386d4329b0151405
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..e74ec7f48ca0d1d9c9de9a359637e7324e36984f
--- /dev/null
+++ b/README.md
@@ -0,0 +1,204 @@
+---
+license: cc-by-nc-sa-4.0
+tags:
+- recsys
+- e-commerce
+- retrieval
+- dataset
+- ranking
+- cross-domain
+language:
+- ru
+- en
+size_categories:
+- 100B<n<1T
+pretty_name: T-ECD
+---
+
+
+# T-ECD: T-Tech E-commerce Cross-Domain Dataset
+
+![image (2)](https://cdn-uploads.huggingface.co/production/uploads/645d4947f5760d1530d55023/t8w2QTQbnH0DhEIbJYCnT.png)
+
+⭐️ **T-ECD** is a large-scale synthetic cross-domain dataset for recommender systems research, created by T-Bank's RecSys R&D team. 
+It captures real-world e-commerce interaction patterns across multiple domains while ensuring complete anonymity through synthetic generation.
+
+🎯 Overview
+T-ECD represents user interactions across five different e-commerce domains within a banking ecosystem:
+
+- **Marketplace** — browsing and interacting with items in an e-commerce marketplace.  
+- **Retail** — interactions within a retail delivery service, including cart additions and completed orders.  
+- **Payments** — online and offline financial transactions between users and brands.  
+- **Offers** — responses to promotional content such as impressions, clicks, and partner transitions.  
+- **Reviews** — explicit user feedback in the form of ratings and embeddings of textual comments.  
+
+**Scale:**  
+- **~135B** interactions  
+- ~44M users  
+- ~30M items  
+- **1300+ days of temporal coverage**  
+
+
+Additionally, we provide **T-ECD Small** - a compact version containing 1B interactions that excludes the Payments domain.
+
+<div style="font-size: 1.1em;">
+
+| Metric | T-ECD Small | T-ECD Full |
+|--------|-------------|------------|
+| 🔄 **Interactions** | ~1B | **~135B** |
+| 👥 **Users** | ~3.5M | **~44M** |
+| 📦 **Items** | ~2.6M | **~30M** |
+| 🏪 **Brands** | ~29K | **~1M** |
+| 📅 **Temporal Coverage** | 200+ days | **1300+ days** |
+| 🌐 **Domains** | 4 (excl. Payments) | **5 (all domains)** |
+
+</div>
+
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/645d4947f5760d1530d55023/Y3hHv_cipdq2p4A9jiQoz.png" style="max-width: 80%; height: auto;">
+
+
+Cross-domain consistency is achieved by aligning identifiers across all domains:  
+- the same `user_id` always refers to the same individual user, and  
+- the same `brand_id` always refers to the same brand entity.  
+
+This alignment allows researchers to seamlessly link interactions from different services, enabling studies in transfer learning, cross-domain personalization, and multi-task modeling.
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/645d4947f5760d1530d55023/QG0DavvcvccN1GcN_gRL6.png" style="max-width: 80%; height: auto;">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/645d4947f5760d1530d55023/s8a8iC4RmUjsD_hzOVPvD.png" style="max-width: 80%; height: auto;">
+
+---
+
+### 📂 Data Schema
+
+The dataset is stored in **Parquet** format with daily partitions (`{day}`).  
+The directory structure is as follows:
+
+```
+t-ecd/
+├── users.pq
+├── brands.pq
+├── marketplace/
+│ ├── events/{day}.pq
+│ └── items.pq
+├── retail/
+│ ├── events/{day}.pq
+│ └── items.pq
+├── payments/
+│ ├── events/{day}.pq
+│ └── receipts/{day}.pq
+├── offers/
+│ ├── events/{day}.pq
+│ └── items.pq
+└── reviews/{day}.pq
+```
+
+#### Data availability
+<img src="https://cdn-uploads.huggingface.co/production/uploads/645d4947f5760d1530d55023/c2Clc9bNxL9i7jgGBfBq2.png" style="max-width: 80%; height: auto;" alt="Temporal distribution of events over domains">
+*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 - 
+newer e-commerce services naturally have shorter histories compared to established banking domains like payments and transactions.
+
+
+### ⚙️ Events and Catalogs
+
+- **Events**: Each domain provides logs of user interactions with the following possible columns:
+
+  - `action_type` — interaction type (e.g., view, click, add-to-cart, order, transaction).  
+  - `subdomain` — surface where the interaction occurred (recommendations, catalog, search, checkout, campaign); available in Marketplace and Retail.  
+  - `item_id` — present in Marketplace, Retail, and Offers; identifies a specific product or offer.  
+  - `brand_id` — present in all domains; denotes the seller, store, or partner associated with an item, offer, or transaction.  
+  - `price` —  represents the monetary value of the interaction.
+  - `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: 80%; height: auto;" >
+
+- **Item catalogs (`items.pq`)**: Available for Marketplace, Retail, and Offers. Each entry includes:  
+  - `item_id`  
+  - `brand_id`  
+  - category information (if available)  
+  - pretrained embedding (if available)  
+
+- **User catalog (`users.pq`)**: Contains anonymized user attributes such as region and socio-demographic cluster.  
+
+- **Brand catalog (`brands.pq`)**: Contains `brand_id`, brand-level metadata, and embeddings.  
+
+#### 🧾 Special Structures
+
+- **Receipts (`payments/receipts/{day}.pq`)**:  
+  Some transactions include detailed receipts with purchased items, their quantities, and prices.  
+  Items are aligned with Marketplace and Retail catalogs, enabling fine-grained cross-domain linkage at the product level.  
+
+- **Reviews (`reviews/{day}.pq`)**:  
+  Provide explicit ratings per brand.  
+  Raw text reviews are not included; instead, we release pretrained text embeddings to preserve privacy while enabling multimodal research.  
+---
+
+### 🛠️ Data Collection
+
+T-ECD was generated through a multi-step process:  
+1. **Sampling of event chains**: sequences of interactions were sampled from real logs of T-Bank ecosystem services.  
+2. **Anonymization**: user and brand identifiers were pseudonymized; sensitive attributes removed.  
+3. **Synthetic generation**: based on real distributions and event patterns, new synthetic interaction chains were produced, preserving structural properties such as sparsity, heavy tails, cross-domain overlaps, and behavioral contexts.  
+
+This process ensures that the dataset is privacy-preserving while remaining representative of industrial recommender system data.  
+
+## ⚠️ Important Note on Temporal Data Usage
+
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/645d4947f5760d1530d55023/zaPAcuD3CItTzP2PBkErs.png" style="max-width: 80%; height: auto;">
+
+
+**To prevent data leakage, events from the final 12 hours should not be used for prediction tasks.** 
+The dataset contains temporal noise that requires maintaining a minimum 12-hour gap between the timestamp of the most recent user event and the prediction timestamp.
+This constraint applies to both training and testing scenarios to avoid temporal data leakage.
+
+
+## Download
+
+#### Basic Download
+
+```python
+from huggingface_hub import snapshot_download
+
+snapshot_download(
+    repo_id="t-tech/T-ECD",
+    repo_type="dataset",
+    allow_patterns="dataset/full/",
+    local_dir="./t_ecd_data",
+    token="<your_hf_token>" 
+)
+```
+
+
+#### Selective Download
+
+For advanced usage including selection of domains and date ranges we provide custom downloader [tecd_downloader.py](https://huggingface.co/datasets/t-tech/T-ECD/blob/main/tecd_downloader.py)
+
+Example usage:
+
+```python
+from tecd_downloader import download_dataset
+
+download_dataset(
+    token="<your_hf_token>",
+    dataset_path="dataset/small",
+    local_dir="t_ecd_small_partial",
+    domains=["retail", "marketplace"],
+    day_begin=1300,
+    day_end=1308,
+    max_workers=10
+)
+```
+
+
+---
+
+### 🔐 License
+
+This dataset is released under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0) licence
+
+
+---
\ No newline at end of file
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+#!/usr/bin/env python3
+"""
+T-ECD Dataset Downloader
+Supports selective downloading by domains and date ranges.
+"""
+
+import argparse
+import concurrent.futures
+import os
+import sys
+from dataclasses import dataclass
+from getpass import getpass
+from pathlib import Path
+from typing import List, Tuple
+
+import polars as pl
+from huggingface_hub import snapshot_download
+from tqdm import tqdm
+
+
+@dataclass
+class DownloadConfig:
+    """Configuration for dataset download parameters."""
+
+    token: str
+    dataset_path: str = "dataset/full"
+    local_dir: str = "t_ecd_full"
+    domains: Tuple[str, ...] = (
+        "retail",
+        "marketplace",
+        "offers",
+        "reviews",
+        "payments",
+    )
+    day_begin: int = 0
+    day_end: int = 1308  # inclusive
+    max_workers: int = 20
+
+
+class DatasetDownloader:
+    """Handles downloading of T-ECD dataset."""
+
+    STATIC_FILES = ["users.pq", "brands.pq"]
+    DOMAIN_ITEMS = ["retail", "marketplace", "offers"]
+    ALL_DOMAINS = ["retail", "marketplace", "offers", "reviews", "payments"]
+
+    def __init__(self, config: DownloadConfig):
+        self.config = config
+        self._ensure_local_dir()
+
+    def _ensure_local_dir(self) -> None:
+        """Create local directory if it doesn't exist."""
+        Path(self.config.local_dir).mkdir(parents=True, exist_ok=True)
+
+    def _generate_file_patterns(self) -> List[str]:
+        """Generate all file patterns to download based on configuration."""
+        patterns = []
+
+        # Add static files
+        patterns.extend(
+            f"{self.config.dataset_path}/{file}" for file in self.STATIC_FILES
+        )
+
+        # Add domain-specific item files
+        patterns.extend(
+            f"{self.config.dataset_path}/{domain}/items.pq"
+            for domain in self.config.domains
+            if domain in self.DOMAIN_ITEMS
+        )
+
+        # Add daily files for each domain
+        for domain in self.config.domains:
+            for day in range(self.config.day_begin, self.config.day_end + 1):
+                day_str = str(day).zfill(5)
+                patterns.extend(self._get_domain_day_patterns(domain, day_str))
+
+        return patterns
+
+    def _get_domain_day_patterns(self, domain: str, day_str: str) -> List[str]:
+        """Get file patterns for a specific domain and day."""
+        base_path = f"{self.config.dataset_path}/{domain}"
+
+        if domain in ["retail", "marketplace", "offers"]:
+            return [f"{base_path}/events/{day_str}.pq"]
+        elif domain == "payments":
+            return [
+                f"{base_path}/events/{day_str}.pq",
+                f"{base_path}/receipts/{day_str}.pq",
+            ]
+        elif domain == "reviews":
+            return [f"{base_path}/{day_str}.pq"]
+
+        return []
+
+    def _download_single_file(self, pattern: str) -> Tuple[str, bool]:
+        """Download a single file."""
+        try:
+            snapshot_download(
+                repo_id="t-tech/T-ECD",
+                repo_type="dataset",
+                allow_patterns=pattern,
+                local_dir=self.config.local_dir,
+                token=self.config.token,
+            )
+            return pattern, True
+        except Exception as e:
+            print(f"Error downloading {pattern}: {e}")
+            return pattern, False
+
+    def download(self) -> List[str]:
+        """Download all specified files in parallel.
+
+        Returns:
+            List of failed download patterns
+        """
+        patterns = self._generate_file_patterns()
+        print(f"Downloading {len(patterns)} files to {self.config.local_dir}")
+
+        with concurrent.futures.ThreadPoolExecutor(
+            max_workers=self.config.max_workers
+        ) as executor:
+            # Submit all download tasks
+            future_to_pattern = {
+                executor.submit(self._download_single_file, pattern): pattern
+                for pattern in patterns
+            }
+
+            # Process results with progress bar
+            results = []
+            for future in tqdm(
+                concurrent.futures.as_completed(future_to_pattern),
+                total=len(patterns),
+                desc="Downloading files",
+            ):
+                results.append(future.result())
+
+        # Report results
+        successful = sum(1 for _, status in results if status)
+        failed = [pattern for pattern, status in results if not status]
+
+        print(f"Download completed: {successful}/{len(patterns)} files successful")
+
+        if failed:
+            print("Failed downloads:")
+            for pattern in sorted(failed):
+                print(f"  - {pattern}")
+
+        return failed
+
+
+def create_config_from_args(args) -> DownloadConfig:
+    """Create DownloadConfig from command line arguments."""
+    token = args.token or os.getenv("HF_TOKEN")
+    if not token:
+        token = getpass("Enter your Hugging Face token: ")
+
+    domains = args.domains if args.domains else DatasetDownloader.ALL_DOMAINS
+
+    return DownloadConfig(
+        token=token,
+        dataset_path=args.dataset_path,
+        local_dir=args.local_dir,
+        domains=tuple(domains),
+        day_begin=args.day_begin,
+        day_end=args.day_end,
+        max_workers=args.max_workers,
+    )
+
+
+def download_dataset(
+    token: str,
+    local_dir: str = "t_ecd_full",
+    dataset_path: str = "dataset/full",
+    domains: List[str] = None,
+    day_begin: int = 1307,
+    day_end: int = 1308,
+    max_workers: int = 20,
+) -> List[str]:
+    """High-level function to download T-ECD dataset.
+
+    Args:
+        token: Hugging Face authentication token
+        local_dir: Local directory to save dataset
+        dataset_path: Path within the dataset repository
+        domains: List of domains to download
+        day_begin: Start day (inclusive)
+        day_end: End day (inclusive)
+        max_workers: Number of parallel download workers
+
+    Returns:
+        List of failed download patterns
+    """
+    if domains is None:
+        domains = DatasetDownloader.ALL_DOMAINS
+
+    config = DownloadConfig(
+        token=token,
+        local_dir=local_dir,
+        dataset_path=dataset_path,
+        domains=tuple(domains),
+        day_begin=day_begin,
+        day_end=day_end,
+        max_workers=max_workers,
+    )
+
+    downloader = DatasetDownloader(config)
+    return downloader.download()
+
+
+def main():
+    """Main execution function."""
+    parser = argparse.ArgumentParser(
+        description="Download T-ECD dataset from Hugging Face Hub"
+    )
+    parser.add_argument(
+        "--token", "-t", help="Hugging Face token (or set HF_TOKEN env var)"
+    )
+    parser.add_argument(
+        "--local-dir",
+        "-d",
+        default="t_ecd_full",
+        help="Local directory to save dataset",
+    )
+    parser.add_argument(
+        "--dataset-path",
+        "-p",
+        default="dataset/full",
+        help="Path within the dataset repository",
+    )
+    parser.add_argument(
+        "--domains",
+        "-m",
+        nargs="+",
+        choices=DatasetDownloader.ALL_DOMAINS,
+        help="Domains to download (default: all)",
+    )
+    parser.add_argument(
+        "--day-begin", "-b", type=int, default=1307, help="Start day (inclusive)"
+    )
+    parser.add_argument(
+        "--day-end", "-e", type=int, default=1308, help="End day (inclusive)"
+    )
+    parser.add_argument(
+        "--max-workers",
+        "-w",
+        type=int,
+        default=20,
+        help="Number of parallel download workers",
+    )
+
+    args = parser.parse_args()
+
+    try:
+        config = create_config_from_args(args)
+        downloader = DatasetDownloader(config)
+        failed_downloads = downloader.download()
+
+        exit_code = 1 if failed_downloads else 0
+        sys.exit(exit_code)
+
+    except KeyboardInterrupt:
+        print("\nDownload cancelled by user")
+        sys.exit(1)
+    except Exception as e:
+        print(f"Fatal error: {e}")
+        sys.exit(1)
+
+
+if __name__ == "__main__":
+    main()