From d2c21c4002104798b6a9b643d58e1e30d222d4d4 Mon Sep 17 00:00:00 2001 From: Donne Martin Date: Thu, 30 Apr 2015 17:45:08 -0400 Subject: [PATCH] Added notebook solving the following: Implement an algorithm to determine if a string has all unique characters. --- arrays-strings/unique_chars.ipynb | 167 ++++++++++++++++++++++++++++++ 1 file changed, 167 insertions(+) create mode 100644 arrays-strings/unique_chars.ipynb diff --git a/arrays-strings/unique_chars.ipynb b/arrays-strings/unique_chars.ipynb new file mode 100644 index 0000000..50fd4ce --- /dev/null +++ b/arrays-strings/unique_chars.ipynb @@ -0,0 +1,167 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Problem: Implement an algorithm to determine if a string has all unique characters" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Clarifying Questions\n", + "* Is the string in ASCII (extended?) or Unicode? \n", + " * ASCII extended, which is 256 characters.\n", + "* Can you use additional data structures? \n", + " * Yes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test Cases\n", + "\n", + "* \"\" -> True\n", + "* \"foo\" -> False\n", + "* \"bar\" -> True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Algorithm\n", + "\n", + "We'll keep a hash map (set) to keep track of unique characters we encounter. \n", + "\n", + "Note:\n", + "* We could also use a dictionary, but it seems more logical to use a set as it does not contain duplicate elements.\n", + "* Since the characters are in ASCII, we could potentially use an array of size 128 (or 256 for extended ASCII)\n", + "\n", + "Steps:\n", + "* Scan each character.\n", + "* For each character:\n", + " * If the character does not exist in a hash map, add the character to a hash map.\n", + " * Else, return False.\n", + "* Return True\n", + "\n", + "Complexity:\n", + "* Time: O(n).\n", + "* Space: Additional O(m), where m is the number of unique characters in the hash map." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Code" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def unique_chars(string):\n", + " chars_set = set()\n", + " for char in string:\n", + " if char in chars_set:\n", + " return False\n", + " else:\n", + " chars_set.add(char)\n", + " return True\n", + "\n", + "print(unique_chars(''))\n", + "print(unique_chars('foo'))\n", + "print(unique_chars('bar'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Algorithm: No Additional Data Structures\n", + "\n", + "Since we cannot use additional data structures, this will eliminate the fast lookup O(1) time provided by our hash map.\n", + "* Scan each character.\n", + "* For each character:\n", + " * Scan all [other] characters in the array\n", + " * Exluding the current character from the scan is rather tricky in Python and results in a non-Pythonic solution\n", + " * If there is a match, return False\n", + "* Return True\n", + "\n", + "Algorithm Complexity:\n", + "* Time: O(n^2).\n", + "* Space: In-place." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Code" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def unique_chars_alt(string):\n", + " for char in string:\n", + " if string.count(char) > 1:\n", + " return False\n", + " return True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pythonic Solution(s)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def unique_chars_alt2(string):\n", + " return len(set(string)) == len(string)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}