Update README.md

README.md

@@ -5,7 +5,7 @@ tags:
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 - **Developed by:** Team CodeBlooded
-- **Funded by [optional]:** EpiUse & University of Pretoria
+- **Funded by:** EpiUse & University of Pretoria
 - **Model type:** DistilBertForSequenceClassification
 - **Language(s) (NLP):** English
 
@@ -31,7 +31,7 @@ A DistilBERT-based text classification model for categorizing financial transact
 
 ### Primary use case
 
-* **Task:** Automated categorization of banking and credit card transaction descriptions
+* **Task:** Automated categorization of banking and credit card transaction descriptions for South Afrucan banks
 * **Users:** Personal finance apps, budgeting tools, fintech platforms
 
 ### Out-of-scope use cases
@@ -43,7 +43,7 @@ A DistilBERT-based text classification model for categorizing financial transact
 
 ## Training Data
 
-* **Source:** Kaggle `personal_transactions.csv` dataset (\~XX,XXX entries)
+* **Source:** Kaggle `personal_transactions.csv` dataset
 * **Mapping:** Original vendor-level categories mapped into an internal schema of \~M high-level categories (`data/categories.json`).
 * **Feedback augmentation:** User-corrected labels from `feedback_corrected.json` are appended to the training set for continuous improvement.
 
@@ -55,7 +55,7 @@ A DistilBERT-based text classification model for categorizing financial transact
 * **Metric:** Macro F1-score
 * **Results:**
 
-  * Macro F1 on test set: **0.XX**
+  * Macro F1 on test set: **0.XX** (not yet measured)
 
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