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January 20, 2021 07:01
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Import Library" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from transformers import pipeline" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Build Sentiment Analysis Pipeline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sentiment_analysis = pipeline(\"sentiment-analysis\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Input Text" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"pos_text = \"I enjoy studying computational algorithms.\"\n", | |
"neg_text = \"I dislike sleeping late everyday.\"" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Perform Sentiment Analysis" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Label: POSITIVE\n", | |
"Confidence Score: 0.9980718493461609\n", | |
"\n", | |
"Label: NEGATIVE\n", | |
"Confidence Score: 0.9881595969200134\n" | |
] | |
} | |
], | |
"source": [ | |
"result = sentiment_analysis(pos_text)[0]\n", | |
"print(\"Label:\", result['label'])\n", | |
"print(\"Confidence Score:\", result['score'])\n", | |
"print()\n", | |
"\n", | |
"result = sentiment_analysis(neg_text)[0]\n", | |
"print(\"Label:\", result['label'])\n", | |
"print(\"Confidence Score:\", result['score'])" | |
] | |
} | |
], | |
"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": "3.6.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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