interactive-coding-challenges/sorting_searching/insertion-sort.ipynb

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{
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"<small><i>This notebook was prepared by [Donne Martin](http://donnemartin.com). Source and license info is on [GitHub](https://bit.ly/code-notes).</i></small>"
]
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"## Problem: Implement insertion sort.\n",
"\n",
"* [Constraints and Assumptions](#Constraints-and-Assumptions)\n",
"* [Test Cases](#Test-Cases)\n",
"* [Algorithm](#Algorithm)\n",
"* [Code](#Code)\n",
"* [Unit Test](#Unit-Test)"
]
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Constraints and Assumptions\n",
"\n",
"*Problem statements are often intentionally ambiguous. Identifying constraints and stating assumptions can help to ensure you code the intended solution.*\n",
"\n",
"* Are you looking for a naiive solution?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"* Empty input\n",
"* One element\n",
"* Two or more elements"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"Wikipedia's animation:\n",
"![alt text](http://upload.wikimedia.org/wikipedia/commons/0/0f/Insertion-sort-example-300px.gif)\n",
"\n",
"* For each value index 1 to n - 1\n",
" * Compare with all elements to the left of the current value to determine new insertion point\n",
" * Hold current value in temp variable\n",
" * Shift elements from new insertion point right\n",
" * Insert value in temp variable\n",
" * Break\n",
"\n",
"Complexity:\n",
"* Time: O(n^2) avarage, worst. O(1) best if input is already sorted.\n",
"* Space: O(1), stable"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
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"source": [
"def insertion_sort(data):\n",
" if len(data) < 2:\n",
" return\n",
" for r in xrange(1, len(data)):\n",
" for l in xrange(0, r):\n",
" if data[l] > data[r]:\n",
" temp = data[r]\n",
" data[l+1:r+1] = data[l:r]\n",
" data[l] = temp\n",
" break"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test\n",
"\n",
"*It is important to identify and run through general and edge cases from the [Test Cases](#Test-Cases) section by hand. You generally will not be asked to write a unit test like what is shown below.*"
]
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"cell_type": "code",
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{
"name": "stdout",
"output_type": "stream",
"text": [
"Empty input\n",
"One element\n",
"Two or more elements\n",
"Success: test_insertion_sort\n"
]
}
],
"source": [
"from nose.tools import assert_equal\n",
"\n",
"class Test(object):\n",
" def test_insertion_sort(self):\n",
" print('Empty input')\n",
" data = []\n",
" insertion_sort(data)\n",
" assert_equal(data, [])\n",
"\n",
" print('One element')\n",
" data = [5]\n",
" insertion_sort(data)\n",
" assert_equal(data, [5])\n",
"\n",
" print('Two or more elements')\n",
" data = [5, 1, 7, 2, 6, -3, 5, 7, -1]\n",
" insertion_sort(data)\n",
" assert_equal(data, sorted(data))\n",
" \n",
" print('Success: test_insertion_sort')\n",
"\n",
"if __name__ == '__main__':\n",
" test = Test()\n",
" test.test_insertion_sort()"
]
}
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