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@kr-stn
Created June 16, 2023 07:23
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Speed comparison of Python for loop vs. list comprehension
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{
"cells": [
{
"cell_type": "code",
"execution_count": 22,
"id": "ce2bf989",
"metadata": {},
"outputs": [],
"source": [
"import random\n",
"randomlist = []\n",
"for i in range(0, 100000):\n",
" n = random.randint(0, 2)\n",
" randomlist.append(n)\n",
"#print(randomlist)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "1ce8d7ef",
"metadata": {},
"outputs": [],
"source": [
"def split_data_loop(data):\n",
" a = []\n",
" b = []\n",
" c = []\n",
" for d in data:\n",
" if d == 0 : a.append(d)\n",
" if d == 1: b.append(d)\n",
" if d == 2 : c.append(d)\n",
"\n",
" return a, b, c"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "a607ad8a",
"metadata": {},
"outputs": [],
"source": [
"def split_data_list(data):\n",
" a = [d for d in data if d == 0]\n",
" b = [d for d in data if d == 1]\n",
" c = [d for d in data if d == 2]\n",
"\n",
" return a, b, c"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "7655a7eb",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"11 ms ± 25.6 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
"source": [
"%timeit split_data_list(randomlist)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "0d60b611",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"11 ms ± 117 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
"source": [
"%timeit split_data_loop(randomlist)"
]
}
],
"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": "3.10.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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