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@@ -12,4 +12,30 @@ tags:
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  - marvel
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  size_categories:
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  - 1K<n<10K
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - marvel
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  size_categories:
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  - 1K<n<10K
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+ ---
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+ # Dataset Card for Superheroes
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+
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+ ## Dataset Description
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+ 1400+ Superheroes history and powers description to apply text mining and NLP [Original source](https://www.kaggle.com/datasets/jonathanbesomi/superheroes-nlp-dataset/code?resource=download)
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+
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+ ## Context
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+ The aim of this dataset is to make text analytics and NLP even funnier. All of us have dreamed to be like a superhero and save the world, yet we are still on Kaggle figuring out how python works. Then, why not improve our NLP competences by analyzing Superheros' history and powers?
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+ The particularity of this dataset is that it contains categorical and numerical features such as overall_score, intelligence_score, creator, alignment, gender, eye_color but also text features history_text and powers_text. By combining the two, a lot of interesting insights can be gathered!
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+
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+ ## Content
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+ We collected all data from superherodb and cooked for you in a nice and clean tabular format.
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+ The dataset contains 1447 different Superheroes. Each superhero row has:
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+ * overall_score - derivated by superherodb from the power stats features. Can you find the relationship?
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+ * history_text - History of the Superhero (text features)
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+ * powers_text - Description of Superheros' powers (text features)
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+ * intelligence_score, strength_score, speed_score, durability_score, power_score and combat_score. (power stats features)
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+ * "Origin" (full_name, alter_egos, …)
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+ * "Connections" (occupation, base, teams, …)
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+ * "Appareance" (gender, type_race, height, weight, eye_color, …)
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+
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+ ## Acknowledgements
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+ The following [Github repository](https://github.com/jbesomi/texthero/tree/master/dataset/Superheroes%20NLP%20Dataset) contains the code used to scrape this Dataset.
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