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README.md
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download_size: 4025753
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dataset_size: 8088461.0
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# Dataset Card for "
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download_size: 4025753
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dataset_size: 8088461.0
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# Dataset Card for "Patents_Green_Plastics"
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number of rows: 11.196
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features: [title, label]
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label: 0, 1
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The dataset contains patent abstracts that are labeled as 1 (="Green Plastics") and 0 (="Not Green Plastics").
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# Dataset Creation
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The [BIGPATENT](https://huggingface.co/datasets/big_patent) dataset is the source for this dataset.
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In a first step, abstracts of BIGPATENT were filtered by the terms "plastics" and "polymer". The resulting "Plastics" dataset contained 64.372 samples.
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In a second step, the 64.372 samples were filtered by terms which define "green plastics".
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"Green Plastics" are defined by the list of terms:
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"degrada", "recycl", "bio", "compost", "bact", "waste recovery", "zero waste", "sustainab", "Bio-Based", "Bio-Degradable", "Renewable", "Green Plastics", "Renewable", "Degradable", "Compostable", "Bio-resorbable", "Bio-soluble", "Cellulose", "Biodegradable","Mycelium", "Recyclability", "Degradability", "Bio-Polymer", "reuse", "reusable", "reusing", "Degradation", "Multiple Use", "Bioplastic", "Polyhydroxyalkanoates", "PHA", "Polylactide", "PLA", "Polyglycolide", "PGA"
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(some terms might repeat)
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The group of "Green Plastics" containing 5.598 rows was labeled as 1.
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An equal amount of samples (=5.598 rows) were randomly chosen from the "Plastics" dataset was defined as "Not Green Plastics" and labeled as 0.
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Both groups ("Green Plastics" and "Not Green Plastics") were merged together.
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