Update README.md

README.md

@@ -29,8 +29,23 @@ configs:
 This repository contains the Booksum dataset introduced in the paper [BookSum: A Collection of Datasets for Long-form Narrative Summarization
 ](https://arxiv.org/abs/2105.08209).
 
-This dataset includes both book and chapter summaries from the BookSum dataset (unlike the kmfoda/booksum one which only contains the chapter dataset). Junk information has been discarded. Contains minimal text-to-summary rows. As there are multiple summaries for a given text, each row contains an array of summaries.
+This dataset includes both book and chapter summaries from the BookSum dataset (unlike the kmfoda/booksum one which only contains the chapter dataset). Some mismatched summaries have been corrected. Uneccessary columns has been discarded. Contains minimal text-to-summary rows. As there are multiple summaries for a given text, each row contains an array of summaries.
 
+# Usage
+Note: Make sure you have [>2.14.0 version of "datasets" library](https://github.com/huggingface/datasets/releases/tag/2.14.0) installed to load the dataset successfully.
+```
+from datasets import load_dataset
+
+book_data = load_dataset("ubaada/booksum-complete-cleaned", "books")
+chapter_data = load_dataset("ubaada/booksum-complete-cleaned", "chapters")
+
+
+# Print the 1st book
+print(book_data["train"][0]['text'])
+
+# Print the summary of the 1st book 
+print(book_data["train"][0]['summary'][0]['text'])
+```
 
 # Distribution
 
@@ -38,7 +53,7 @@ This dataset includes both book and chapter summaries from the BookSum dataset (
   
 ## Chapters Dataset
 
-| Split   | Total Sum. | Missing Sum. | Successfully Processed | Rows |
+| Split   | Total Sum. | Missing Sum. | Successfully Processed | Chapters |
 |---------|------------|--------------|------------------------|------|
 | Train   | 9712       | 178          | 9534 (98.17%)          | 5653 |
 | Test    | 1432       | 0            | 1432 (100.0%)          | 950  |
@@ -50,7 +65,7 @@ This dataset includes both book and chapter summaries from the BookSum dataset (
 
 ## Books Dataset
 
-| Split   | Total Sum. | Missing Sum. | Successfully Processed | Rows |
+| Split   | Total Sum. | Missing Sum. | Successfully Processed | Books |
 |---------|------------|--------------|------------------------|------|
 | Train   | 314        | 0            | 314 (100.0%)           | 151  |
 | Test    | 46         | 0            | 46 (100.0%)            | 17   |
@@ -80,18 +95,3 @@ Books Dataset:
       ...
 ```
 
-# Usage
-Note: Make sure you have [>2.14.0 version of "datasets" library](https://github.com/huggingface/datasets/releases/tag/2.14.0) installed to load the dataset successfully.
-```
-from datasets import load_dataset
-
-book_data = load_dataset("ubaada/booksum-complete-cleaned", "books")
-chapter_data = load_dataset("ubaada/booksum-complete-cleaned", "chapters")
-
-
-# Print the 1st book
-print(book_data["train"][0]['text'])
-
-# Print the summary of the 1st book 
-print(book_data["train"][0]['summary'][0]['text'])
-```