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1 CSC 221: Introduction to Programming Fall 2012 Lists lists as sequences list operations +, *, len, indexing, slicing, for-in, in example: dice stats from strings to lists list methods index, count, sort, reverse, append, extend, insert, remove building lists list comprehensions, conditional comprehensions big data
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String review recall that a Python string is a sequence of characters basic operations on strings: + concatenates strings * concatenates multiple copies len function indexing via [i] slicing via [s:e], [s:e:n], [:e], [s:], … string methods: isupper, islower, isalpha, isdigit, isspace capitalize, upper, lower find, rfind, count, replace strip, lstrip, rstrip center, ljust, rjust 2
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Lists closely related: a list is a sequence of arbitrary items can specify the contents of a list in brackets, separated by commas the same sequence operations apply to lists: + concatenates lists * concatenates multiple copies len function indexing via [i] slicing via [s:e], [s:e:n], [:e], [s:], … 3
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List operation examples 4 note: a range is sequence similar to a list can be converted into a list using list
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Exercises grab a partner and go to codingbat.comcodingbat.com solve problems (in order) from the List-1 category all of these problems can be solved using list indexing, slicing, +, and * 5
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Traversing a list sequence as with strings (character sequences), can traverse a list using for-in 6 likewise, can test for list membership using in
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Example: averaging numbers suppose you have a list of numbers (e.g., grades) want to calculate the average of those numbers 7 any potential problems? i.e., will this function work correctly on all possible lists of numbers? modify this function so that it returns 0.0 on an empty list
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Dice stats recall earlier examples involving simulated dice rolls suppose we wanted to perform repeated rolls, keep track of the number of 7's 8
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Dice stats (cont.) we could similarly define functions for the other dice totals or, could generalize by adding a parameter for the desired total 9 do these totals add up to 10,000? should they?
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Dice stats (cont.) the problem with separate calls for each dice total is that each call is independent of the others actually simulating 10,000 x 11 different rolls WASTEFUL, and leads to inconsistent results 10 what we need is to be able to count all the totals at the same time could do it by having 11 variables, each keeping count for a dice total would need an 11-case if-elif-else to check for each dice total would then need to return or print each count
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UGLY! extremely tedious what if we wanted to extend this example to 8-sided dice? what would have to change? 11
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Better solution 11 separate variables are unwieldy – no way to test/update uniformly alternatively, could place all 11 counters in a single list actually, to simplify things will create a list with 13 numbers twoCount will be stored in rollCount[2] threeCount will be stored in rollCount[3] … twelveCount will be stored in rollCount[12] 12
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Nicer output simply returning the list of counts is not ideal shows the placeholder numbers in indices 0 and 1 difficult to see which number goes with which dice total 13
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Generalized version finally, could generalize to work for different dice can even format the output to align the numbers 14
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Strings & lists there is a useful string method that converts a string into a list str.split() returns a list of the separate words in str by default, it uses whitespace to separate the words, but can provide an optional argument to specify different separators 15
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Adding user interaction since it is easier for the user to enter multiple items in a string, reading input as a string and then splitting into a list for processing is common will the following work for averaging grades? 16
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Adding user interaction (cont.) not quite – split produces an array of strings but, average is expecting a list of numbers could go through the list and convert each string with the corresponding number simpler, could have average convert each element to a number when processing 17
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Mystery function what does this function do? 18
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Pig Latin revisited if we want to convert a phrase into Pig Latin split the string into individual words use the pigLatin function to convert append the Pig Latin words back together 19 why the call to strip?
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List methods similar to string, the list type has useful methods defined for it index(x) Return the index of the first occurrence of x (error if not in the list) count(x) Return the number of times x appears in the list sort() Sort the items of the list, in place reverse() Reverse the elements of the list, in place the following methods actually modify the contents of the list unlike strings, lists are mutable objects append(x) Add x to the end of the list extend(L) Extend the list by appending all the items in L to end insert(i, x) Insert x at a given position i remove(x) Remove the first occurrence of x (error if not in the list) 20
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More practice grab a partner and go back to CodingbatCodingbat solve the first 3 problems from the List-2 category these problems can be solved using a loop to traverse and inspect the list items 21
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Review: building strings we have seen numerous examples of building strings 22
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Similarly: building lists since lists & strings are both sequences, can similarly build lists 23
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List comprehensions Python has an alternative mechanism for building lists: comprehensions inspired by math notation for defining sets squares(N) = in Python: [EXPR_ON_X for X in LIST] 24
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More comprehensions… 25
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Even more… 26
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Exercises: use list comprehensions to build the following lists of numbers: a list of all odd numbers from 1 to N a list of all cubes from 1 to N a list of the first N powers of 2 27 given a list of words, use list comprehensions to build: a list containing all of the same words, but capitalized a list containing all of the same words, but each word reversed a list containing the lengths of all of the same words
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Throwaway comprehensions comprehensions can be useful as part of bigger tasks 28
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Another example 29 note: the string method join appends the contents of a list into a single string, using the specified divider
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Conditional comprehensions comprehensions can include conditions in general: [EXPR_ON_X for X in LIST if CONDITION] 30
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Another example 31
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Big data lists enable us to store and process large amounts of data dictionary.txt contains 117,633 words suppose we want to write a function that finds anagrams will need to read in and store the dictionary repeatedly prompt the user for a word find & display all anagrams of that word in the dictionary how can we determine if two words are anagrams? generate the alphagram of each word: "spear" "aeprs""pares" "aeprs if the alphagrams are identical, the words are anagrams 32
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Anagram finder 33
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2009 NBA stats NBA2009.csv is a comma-separated data file contains NBA stats from the 2009 season (from NBA 34
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Stats list we can read in the stats and store the data in a list do we want a list of strings? ['Arron,Afflalo,DEN,82,2230,724,59,193,252,138,46,30,74,225,585,272,98,72,249,108', 'Alexis,Ajinca,CHR,6,30,10,1,3,4,0,1,1,2,5,10,5,1,0,0,0', 'LaMarcus,Aldridge,POR,78,2922,1393,192,435,627,160,67,48,104,231,1169,579,304,230,16,5', 'Joe,Alexander,CHI,8,29,4,2,3,5,2,1,1,0,9,6,1,3,2,1,0']... ] or a list of lists [['Arron', 'Afflalo', 'DEN', '82', '2230', '724', '59', '193', '252', '138', '46', '30', '74', '225', '585', '272', '98', '72', '249', '108'], ['Alexis', 'Ajinca', 'CHR', '6', '30', '10', '1', '3', '4', '0', '1', '1', '2', '5', '10', '5', '1', '0', '0', '0'], ['LaMarcus', 'Aldridge', 'POR', '78', '2922', '1393', '192', '435', '627', '160', '67', '48', '104', '231', '1169', '579', '304', '230', '16', '5'],... ] 35
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Processing the stats 36
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Processing the stats 37
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