The script with which I generated this dataset from the text input file

In the input file, each new piece was separated by a doubled new-line character

load_ds.py

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+import pandas as pd
+from datasets import Dataset
+from collections import defaultdict
+import textwrap
+
+def chunk_examples(txt_list):
+    chunks = []
+    for sentence in txt_list:        
+        chunks += textwrap.wrap(sentence, width=1000)
+    return chunks
+
+txt = open('HebrewStageAndLyrics_clean.txt').read()
+parsed = txt.split("\n\n")
+df = pd.DataFrame(parsed)
+
+parsed_lines = df[0].values.tolist()
+data = defaultdict(list)
+
+chunked_lines = chunk_examples(parsed_lines)
+
+for line in chunked_lines:
+    data['text'].append(line)
+
+dataset = Dataset.from_dict(data).shuffle(seed=42)
+dataset = dataset.train_test_split(test_size=0.1)
+print(dataset)
+print(dataset.column_names)
+
+for i in range(20, 22, 1):
+    print(dataset['train'][i])
+    print(dataset['test'][i])
+
+dataset.push_to_hub("Norod78/HebrewStageAndLyricsWithNewLines")