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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 bubble sort algorithm.\n",
    "# Note : According to Wikipedia \"Bubble sort, sometimes referred to as sinking sort, is a simple sorting algorithm that\n",
    "# repeatedly steps through the list to be sorted, compares each pair of adjacent items and swaps them if they are in the \n",
    "# wrong order. The pass through the list is repeated until no swaps are needed, which indicates that the list is sorted. \n",
    "# The algorithm, which is a comparison sort, is named for the way smaller elements \"bubble\" to the top of the list. \n",
    "# Although the algorithm is simple, it is too slow and impractical for most problems even when compared to insertion sort. \n",
    "# It can be practical if the input is usually in sort order but may occasionally have some out-of-order elements nearly \n",
    "# in position.\n",
    "\n"
   ]
  },
  {
   "attachments": {
    "bubble-short.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![bubble-short.png](attachment:bubble-short.png)"
   ]
  }
 ],
 "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
}