Skip to content

Instantly share code, notes, and snippets.

@Manikanta-Munnangi
Created November 18, 2019 13:39
Show Gist options
  • Save Manikanta-Munnangi/c882366f92543e917089897ac44ba4c3 to your computer and use it in GitHub Desktop.
Save Manikanta-Munnangi/c882366f92543e917089897ac44ba4c3 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# spacy import convention\n",
"import spacy\n",
"\n",
"# load the english model into nlp object.\n",
"nlp=spacy.load('en_core_web_sm') "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Sample text\n",
"text=\"Tesla founder Elon Musk has launched tech startup Neuralink.\"\n",
"\n",
"# returns doc container with attributes \n",
"doc=nlp(text)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# loop through doc\n",
"# return tokens with lemmas_ (actual english language word)\n",
"tokenized=[(token.text,token.lemma_) for token in doc]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('Tesla', 'tesla'), ('founder', 'founder'), ('Elon', 'Elon'), ('Musk', 'Musk'), ('has', 'have'), ('launched', 'launch'), ('tech', 'tech'), ('startup', 'startup'), ('Neuralink', 'Neuralink'), ('.', '.')]\n"
]
}
],
"source": [
"# print result.\n",
"print(tokenized)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment