Update README.md

README.md

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+## Dataset Description
 
-This dataset integrates Gene Ontology (GO) annotations (filtered to experimental evidence) with bibliographic data from Europe PMC. Each record links a biological entity (gene/protein) to a GO term and the supporting scientific publication.
+This dataset integrates **Gene Ontology (GO)** annotations (filtered to experimental evidence, IDA) with bibliographic data from **Europe PMC**.  
+Each record links a biological entity (gene/protein) to a GO term and the supporting scientific publication (Title and Abstract).
 
-Columns:
-DB, DB_Object_ID, DB_Object_Symbol: source database and gene/protein identifiers
-Qualifier: relationship qualifier (e.g., “NOT”, “contributes_to”)
-GO_ID, GO_Name: GO term and its descriptive name
-DB_Reference: supporting reference (PubMed or other)
-Evidence_Code: experimental evidence type (e.g., IDA)
-Aspect: ontology branch (P = process, F = function, C = component)
-DB_Object_Name, DB_Object_Synonym, DB_Object_Type: entity metadata
-Taxon: organism taxonomy ID
-Date, Assigned_By, Annotation_Extension: annotation metadata
-PMID: PubMed ID for the supporting publication
-Title, Abstract: publication title and abstract text (fetched from Europe PMC)
 
-This forms a structured link between curated GO annotations and natural language descriptions of the underlying biology — suitable for building biological reasoning, text-mining, and literature-grounded ML datasets.
+### **Columns**
+
+- **DB**, **DB_Object_ID**, **DB_Object_Symbol** — Source database and gene/protein identifiers  
+- **Qualifier** — Relationship qualifier (e.g., `NOT`, `contributes_to`)  
+- **GO_ID**, **GO_Name** — GO term and its descriptive name  
+- **DB_Reference** — Supporting reference (PubMed or other)  
+- **Evidence_Code** — Experimental evidence type (e.g., `IDA`)  
+- **Aspect** — Ontology branch (`P` = process, `F` = function, `C` = component)  
+- **DB_Object_Name**, **DB_Object_Synonym**, **DB_Object_Type** — Entity metadata  
+- **Taxon** — Organism taxonomy ID  
+- **Date**, **Assigned_By**, **Annotation_Extension** — Annotation metadata  
+- **PMID** — PubMed ID for the supporting publication  
+- **Title**, **Abstract** — Publication title and abstract text (fetched from Europe PMC)
+
+
+### **Summary**
+
+This dataset forms a structured link between curated **GO annotations** and **natural language descriptions** of the underlying biology — suitable for:  
+- Biological reasoning  
+- Text mining  
+- Literature-grounded machine learning (ML) datasets