Update README.md

README.md

@@ -1,45 +1,46 @@
 # Open Science Dataset
 ## Overview
-Open Science is a large-scale, permissively licensed text dataset derived from OpenAlex, containing over 100B (105,390,332,599) words
- words. OpenAlex is an open database of scholarly publications, authors, institutions, and research outputs that serves as a comprehensive source for academic literature.
+Open Science is a large-scale, permissively licensed text dataset derived from OpenAlex, containing over 100B (105,390,332,599) words. OpenAlex is an open database of scholarly publications, authors, institutions, and research outputs that serves as a comprehensive source for academic literature.
 ## Key Features
 - **Truly Open**: Contains only permissively licensed data suitable for both commercial and non-commercial use
 - **Multilingual Coverage**: Predominantly English with significant representation of [additional languages]
 - **Academic Diversity**: Encompasses [types of content from OpenAlex]
 ## Dataset Statistics
-[Insert key statistics about:]
 
- cc-by: 10,737,025.0 (93.09%)
-2025-01-22 16:38:32,175 - INFO - cc-by-sa: 424,556.0 (3.68%)
-2025-01-22 16:38:32,175 - INFO - public-domain: 372,583.0 (3.23%)
+License distribution:
+cc-by      ███████████████████████████████ 93.09%
+cc-by-sa   ██ 3.68%
+public     ██ 3.23%
 
 - Total number of documents
-- Word count distribution
-- Language distribution
+- Language distribution 
 - License type
 - Temporal coverage
 - [Other relevant metrics]
 ## Dataset Structure
 ### Data Fields
-| Field | Type | Description |
-|-------|------|-------------|
-| [field1] | [type] | [description] |
-| [field2] | [type] | [description] |
-| ... | ... | ... |
+| Field               |
+|---------------------|
+| identifier          |
+| pdf_url             |
+| lang                |
+| error               |
+| title               |
+| source_name         |
+| publication_year    |
+| license             |
+| word_count          |
+| text                |
 ## How to Use
 ### Installation
 ```python
 from datasets import load_dataset
 dataset = load_dataset('PleIAs/openscource')
 ```
-## Data Filtering Capabilities
-- **Language**: Filter by specific languages using metadata
-- **Temporal**: Select data based on publication dates
 ## Considerations and Limitations
 - While permissively licensed, users should verify compatibility with their specific use case
 - Language distribution may not be uniform
 - Historical texts may contain dated terminology or perspectives
-- [Other important considerations]
 ## Acknowledgements
 This dataset was developed with support from:
 (Update this, this is from common corpus)