updated readme.txt

README.md

@@ -2,15 +2,15 @@
 
 # SWAHILI-NER-DATASET
 
-Swahili NER dataset is Named Entity Recognition (NER) dataset generated from <https://huggingface.co/datasets/swahili> using back translation techniques.
+Swahili NER dataset is a Named Entity Recognition (NER) dataset generated from <https://huggingface.co/datasets/swahili> using back-translation techniques.
 
 In case you're interested to explore more about the script used to generate this dataset, please have a look into [Augumented Swahili Data](https://github.com/Neurotech-HQ/Augumented-swahili-ner-data).
 
-This data has been cleaned using couple of techniques and ready for training a Spacy NER model without any modifications, with this data we were able to train a [swahili-spacy-ner](<https://share.streamlit.io/neurotech-hq/swahili-ner-spacy/main/app.py>.
+This data has been cleaned using a couple of techniques and is ready for training a Spacy NER model without any modifications, with this data we were able to train a [swahili-spacy-ner](https://share.streamlit.io/neurotech-hq/swahili-ner-spacy/main/app.py).
 
 # EXPLORING DATA
 
-Here an example on how the dataset have been structured;
+Here is an example of how the dataset has been structured;
 
 ```json
 [
@@ -44,20 +44,18 @@ Here an example on how the dataset have been structured;
 
 ## CONTRIBUTION
 
-This dataset is opensource under ```MIT LICENSE``` therefore you're warmly welcome to contribute,```JUST FORK IT```.
+This dataset is open source under ```MIT LICENSE``` therefore you're warmly welcome to contribute,```JUST FORK IT```.
 
 ## ISSUES
 
-In case you're having any issues, please raise one so as we can quickly fix it.
+In case you're having any issues, please raise one so we can quickly fix it.
 
-## GIVE IT STAR
-
-Did you find this repo useful ? Give it a star so more people can find about this
 
 ## CREDITS
 
 All the credits to;
-    1. [Kalebu](https://github.com/kalebu/)
-    2. [Anthony Mipawa](https://github.com/Tonyloyt)
-    3.[akshayb7](https://github.com/akshayb7)
+1. [Kalebu](https://github.com/kalebu/)
+2. [Anthony Mipawa](https://github.com/Tonyloyt)
+3. [akshayb7](https://github.com/akshayb7)
+    
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