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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 insertion sort algorithm.\n",
"# Note: According to Wikipedia \"Insertion sort is a simple sorting algorithm that builds \n",
"# the final sorted array (or list) one item at a time. It is much less efficient on large\n",
"# lists than more advanced algorithms such as quicksort, heapsort, or merge sort.\""
]
},
{
"attachments": {
"insertion-sort.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
}
|