Created
June 17, 2022 15:45
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Convert data into ontology
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "25ade2ba", | |
"metadata": {}, | |
"source": [ | |
"Convert data from web scraping into a ontology\n", | |
"-----" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "397c5a5a", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"relationships = [[\"Ulta\", \"hasCategory\", \"Men\"],\n", | |
" [\"Ulta\", \"hasCategory\", \"Skin Care\"],\n", | |
" [\"Ulta\", \"hasCategory\", \"Gifts\"],\n", | |
" [\"Ulta\", \"hasCategory\", \"Tools & Brushes\"],\n", | |
" [\"Men\", \"hasCategory\", \"Shaving\"],\n", | |
" [\"Men\", \"hasCategory\", \"Cologne\"],\n", | |
" [\"Shaving\", \"hasCategory\", \"Aftershave\"],\n", | |
" [\"Shaving\", \"hasCategory\", \"Beard Care\"],\n", | |
" [\"Shaving\", \"hasCategory\", \"Shaving Cream & Razors\"],\n", | |
" [\"Gifts\", \"hasCategory\", \"Nail Gifts\"],\n", | |
" [\"Gifts\", \"hasCategory\", \"Skin Gifts\"],\n", | |
" [\"Gifts\", \"hasCategory\", \"ULTA Gifts\"],\n", | |
" [\"Gifts\", \"hasCategory\", \"Makeup Gifts\"],\n", | |
" ]\n", | |
"\n", | |
"ontology = {'Ulta': {'Gifts', 'Men', 'Skin Care', 'Tools & Brushes'},\n", | |
" 'Men': {'Cologne', 'Shaving'},\n", | |
" 'Shaving': {'Aftershave', 'Beard Care', 'Shaving Cream & Razors'},\n", | |
" 'Gifts': {'Makeup Gifts', 'Nail Gifts', 'Skin Gifts', 'ULTA Gifts'}}" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "69cc4f16", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from collections import defaultdict\n", | |
"from typing import List\n", | |
"\n", | |
"def make_ontology(relationships: List[List[str]]) -> dict:\n", | |
" \"Given a rdf triple convert to parent(key) and child (value) relationships\"\n", | |
" \n", | |
" ontology = defaultdict(set)\n", | |
"\n", | |
" for row in relationships:\n", | |
" parent, _, child = row\n", | |
" ontology[parent].add(child)\n", | |
"\n", | |
" return ontology\n", | |
"\n", | |
"assert make_ontology(relationships) == ontology" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "ac911b31", | |
"metadata": {}, | |
"source": [ | |
"<br>\n", | |
"<br> \n", | |
"<br>\n", | |
"\n", | |
"----" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"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": "3.8.13" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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