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