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nlp_primitives is a Python library with Natural Language Processing Primitives, intended for use with Featuretools. nlp_primitives allows you to make use of textual data in your machine learning pipeline in the same pipeline as the rest of your data.
pip install 'featuretools[nlp_primitives]'
With nlp_primitives primtives in
featuretools, this is how to calculate the same feature.
from featuretools.nlp_primitives import PolarityScore data = ["hello, this is a new featuretools library", "this will add new natural language primitives", "we hope you like it!"] pol = PolarityScore() pol(data)
0 0.365 1 0.385 2 1.000 dtype: float64
featuretools, this is how to combine nlp_primitives primitives with built-in or other installed primitives.
import featuretools as ft from featuretools.nlp_primitives import TitleWordCount from featuretools.primitives import Mean entityset = ft.demo.load_retail() feature_matrix, features = ft.dfs(entityset=entityset, target_entity='products', agg_primitives=[Mean], trans_primitives=[TitleWordCount]) feature_matrix.head(5)
MEAN(order_products.quantity) MEAN(order_products.unit_price) MEAN(order_products.total) TITLE_WORD_COUNT(description) product_id 10002 16.795918 1.402500 23.556276 3.0 10080 13.857143 0.679643 8.989357 3.0 10120 6.620690 0.346500 2.294069 2.0 10123C 1.666667 1.072500 1.787500 3.0 10124A 3.2000 0.6930 2.2176 5.0
NLP Primitives is an open source project created by Feature Labs. To see the other open source projects we're working on visit Feature Labs Open Source. If building impactful data science pipelines is important to you or your business, please get in touch.
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