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Found 5000 parquet files
Using 5000 files for visualization
Processing batches: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 500/500 [20:47<00:00,  2.49s/it]

Processing took 1247.23 seconds

Dataset Information:
==================================================
Total number of rows: 999,949
Total number of sentences: 43,502,821

Columns in the dataset:
['id', 'url', 'title', 'text', 'text_sentences', 'text_sentences_sonar_emb']

Data types:
id                          object
url                         object
title                       object
text                        object
text_sentences              object
text_sentences_sonar_emb    object
dtype: object

Sample rows:
==================================================
         id                                                url  ...                                     text_sentences                           text_sentences_sonar_emb
0  10216302  https://en.wikipedia.org/wiki/Softly%20%28Leah...  ...  ["Softly" is the debut single of J-pop singer,...  [[-0.0034370310604572296, 0.008782931603491306...
1  10216303  https://en.wikipedia.org/wiki/Les%20Cours%20Mo...  ...  [Les Cours Mont-Royal is an upscale shopping m...  [[-0.005732763092964888, -0.002733317669481039...
2  10216327  https://en.wikipedia.org/wiki/Donnington%20Air...  ...  [Donnington Airpark  is located on the Flinder...  [[-0.002426045248284936, 0.009364479221403599,...
3  10216334  https://en.wikipedia.org/wiki/Alvarez%27%20syn...  ...  [Alvarez' syndrome is a medical disorder in wh...  [[-0.0017775380983948708, -0.00520429573953151...
4  10216337   https://en.wikipedia.org/wiki/Wentworth%20Street  ...  [Wentworth Street is a Lower City arterial roa...  [[-0.00023636694822926074, -0.0143548985943198...

[5 rows x 6 columns]

Basic Statistics:
==================================================
Text length - Mean: 3478.70, Median: 1865.00
Text length - Min: 10, Max: 353,288
Text length - 25th percentile: 827.00
Text length - 75th percentile: 3897.00

Sentence count - Mean: 43.51, Median: 27.00
Sentence count - Min: 1, Max: 9,109
Sentence count - 25th percentile: 14.00
Sentence count - 75th percentile: 49.00

Sentence length - Mean: 78.48, Median: 48.00
Sentence length - Min: 0, Max: 554
Sentence length - 25th percentile: 20.00
Sentence length - 75th percentile: 130.00