Update README.md

README.md

@@ -1,4 +1,5 @@
 ---
+---
 license: apache-2.0
 tags:
 - code
@@ -34,10 +35,10 @@ task_categories:
 - text-generation
 - feature-extraction
 - text-classification
-pretty_name: The Stack Processed - Semplice
+pretty_name: The Stack Processed V2
 configs:
 - config_name: default
-  data_files: "train.parquet"
+  data_files: train.parquet
 dataset_info:
   features:
   - name: content
@@ -71,11 +72,11 @@ dataset_info:
     num_examples: 104885
 ---
 
-# 🔥 The Stack Processed - Semplice
+# 🔥 The Stack Processed V2
 
 **A curated, balanced, and ML-optimized multi-language programming dataset**
 
-[![🤗 Dataset](https://img.shields.io/badge/🤗%20Dataset-The_Stack_Processed--semplice-blue)](https://huggingface.co/datasets/vinsblack/The_Stack_Processed-semplice)
+[![🤗 Dataset](https://img.shields.io/badge/🤗%20Dataset-The_Stack_Processed--v2-blue)](https://huggingface.co/datasets/vinsblack/The_Stack_Processed-v2)
 [![License](https://img.shields.io/badge/License-Apache%202.0-green.svg)](https://opensource.org/licenses/Apache-2.0)
 [![Size](https://img.shields.io/badge/Size-923.7MB-orange.svg)](#)
 [![Files](https://img.shields.io/badge/Files-104,885-red.svg)](#)
@@ -163,7 +164,7 @@ Others         4,887 files  ████████                 4.7%
 from datasets import load_dataset
 
 # Load complete dataset
-dataset = load_dataset("vinsblack/The_Stack_Processed-semplice")
+dataset = load_dataset("vinsblack/The_Stack_Processed-v2")
 train_data = dataset["train"]
 
 print(f"📊 Total files: {len(train_data):,}")
@@ -198,7 +199,7 @@ popular_repos = train_data.filter(lambda x: x["stars"] > 100)
 ```python
 # Efficient streaming for training
 dataset_stream = load_dataset(
-    "vinsblack/The_Stack_Processed-semplice", 
+    "vinsblack/The_Stack_Processed-v2", 
     streaming=True
 )
 
@@ -425,7 +426,7 @@ python -c "from datasets import load_dataset; print('✅ Ready!')"
 # Load dataset (first time will download)
 python -c "
 from datasets import load_dataset
-ds = load_dataset('vinsblack/The_Stack_Processed-semplice')
+ds = load_dataset('vinsblack/The_Stack_Processed-v2')
 print(f'📊 Loaded {len(ds[\"train\"]):,} files successfully!')
 "
 ```
@@ -441,7 +442,7 @@ from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments
 import torch
 
 # Load and prepare data
-dataset = load_dataset("vinsblack/The_Stack_Processed-semplice")
+dataset = load_dataset("vinsblack/The_Stack_Processed-v2")
 tokenizer = AutoTokenizer.from_pretrained("microsoft/CodeBERT-base")
 
 # Filter high-quality Python code
@@ -572,14 +573,14 @@ We welcome contributions from the community!
 
 ### **📚 Recommended Citation**
 ```bibtex
-@dataset{the_stack_processed_semplice_2025,
-  title={The Stack Processed - Semplice: A Balanced Multi-Language Programming Dataset for AI Training},
+@dataset{the_stack_processed_v2_2025,
+  title={The Stack Processed V2: A Balanced Multi-Language Programming Dataset for AI Training},
   author={Gallo, Vincenzo},
   year={2025},
   month={January},
   publisher={Hugging Face},
-  url={https://huggingface.co/datasets/vinsblack/The_Stack_Processed-semplice},
-  version={1.0.0},
+  url={https://huggingface.co/datasets/vinsblack/The_Stack_Processed-v2},
+  version={2.0.0},
   note={Curated and balanced version of The Stack dataset optimized for multi-language code generation and analysis},
   keywords={code generation, machine learning, programming languages, software engineering, artificial intelligence}
 }
@@ -635,7 +636,7 @@ This dataset builds upon the incredible work of:
 
 **🎯 Ready to build the future of AI-assisted programming?**
 
-[![🚀 Start Now](https://img.shields.io/badge/🚀-Start%20Now-blue?style=for-the-badge)](https://huggingface.co/datasets/vinsblack/The_Stack_Processed-semplice)
+[![🚀 Start Now](https://img.shields.io/badge/🚀-Start%20Now-blue?style=for-the-badge)](https://huggingface.co/datasets/vinsblack/The_Stack_Processed-v2)
 [![⭐ Star Dataset](https://img.shields.io/badge/⭐-Star%20Dataset-yellow?style=for-the-badge)](#)
 [![💬 Join Discussion](https://img.shields.io/badge/💬-Join%20Discussion-green?style=for-the-badge)](#)
 
@@ -643,4 +644,4 @@ This dataset builds upon the incredible work of:
 
 *✨ Built by developers, for developers. Optimized for learning, research, and building tomorrow's AI.*
 
-**Last Updated**: January 2025 | **Version**: 1.0.0 | **Compatibility**: HuggingFace Datasets ≥2.0.0
+**Last Updated**: January 2025 | **Version**: 2.0.0 | **Compatibility**: HuggingFace Datasets ≥2.0.0