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        "description": "# NLP Primitives\n\n[![CircleCI](https://circleci.com/gh/FeatureLabs/nlp_primitives.svg?style=svg&circle-token=d9f0b837238eed1f2b75be267f4963d4cb5a1284)](https://circleci.com/gh/FeatureLabs/nlp_primitives)\n\nnlp_primitives is a Python library with Natural Language Processing Primitives, intended for use with [Featuretools](https://github.com/Featuretools/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.\n\n### Install\n```shell\npip install 'featuretools[nlp_primitives]'\n```\n## Calculating Features\nWith nlp_primitives primtives in `featuretools`, this is how to calculate the same feature.\n```python\nfrom featuretools.nlp_primitives import PolarityScore\n\ndata = [\"hello, this is a new featuretools library\",\n        \"this will add new natural language primitives\",\n        \"we hope you like it!\"]\n\npol = PolarityScore()\npol(data)\n```\n```\n0    0.365\n1    0.385\n2    1.000\ndtype: float64\n```\n## Combining Primitives\nIn `featuretools`, this is how to combine nlp_primitives primitives with built-in or other installed primitives.\n```python\nimport featuretools as ft\nfrom featuretools.nlp_primitives import TitleWordCount\nfrom featuretools.primitives import Mean\n\nentityset = ft.demo.load_retail()\nfeature_matrix, features = ft.dfs(entityset=entityset, target_entity='products', agg_primitives=[Mean], trans_primitives=[TitleWordCount])\n\nfeature_matrix.head(5)\n```\n```\n           MEAN(order_products.quantity)  MEAN(order_products.unit_price)  MEAN(order_products.total)  TITLE_WORD_COUNT(description)\nproduct_id\n10002                         16.795918                          1.402500                   23.556276                           3.0\n10080                         13.857143                          0.679643                    8.989357                           3.0\n10120                          6.620690                          0.346500                    2.294069                           2.0\n10123C                         1.666667                          1.072500                    1.787500                           3.0\n10124A                           3.2000                            0.6930                      2.2176                           5.0\n```\n## Feature Labs\n<a href=\"https://www.featurelabs.com/\">\n    <img src=\"http://www.featurelabs.com/wp-content/uploads/2017/12/logo.png\" alt=\"Featuretools\" />\n</a>\n\nNLP Primitives is an open source project created by [Feature Labs](https://www.featurelabs.com/). To see the other open source projects we're working on visit Feature Labs [Open Source](https://www.featurelabs.com/open). If building impactful data science pipelines is important to you or your business, please [get in touch](https://www.featurelabs.com/contact/).\n\n\n",
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