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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Write a Python program to sort a list of elements using the selection sort algorithm.\n",
"# Note : The selection sort improves on the bubble sort by making only one exchange for every pass through the list."
]
},
{
"attachments": {
"selection-short.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
}
],
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|