빅데이터 워크샵 - 언론재단
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1 Joonhwan Lee, Ph.D. Human-Computer Interaction & Design Lab. Seoul National University
2
3 :,, :, /, /, / API : Facebook, Twitter, Google API, (crawler) 3
4 Ruby, Python, R, Java API: JSON : HTML parser, data mining algorithm,, ngram R python, R, Java 4
5 Ruby 1995 OOP,,,,! (mac, windows, linux ) 5
6 Ruby Ruby on Rails Ruby Data mining python java Data mining R Ruby on Rails Ruby on Rails Ruby 6
7 (Ruby) Mac OS/Windows 7
8 (Ruby)
9 CMD & Terminal Windows Mac OS X command line tool Windows: cmd Mac: Applications Utilities Terminal Terminal 9
10 CMD & Terminal CMD Terminal example cd cd cd.. cd Documents cd ~/Desktop / dir ls - mkdir rmdir rename mkdir rmdir mv copy cp mkdir temp rmdir temp rename temp1 temp2 mv temp1 temp2 copy temp1 temp2 cp temp1 temp2 10
11 Text Editors. =. ( : x, x, x, x), Mac: TextMate, Smultron PC: SciTE, notepad++ 11
12 My First Ruby Program! text editor!! ruby < > 12
13 My First Ruby Program! irb (interactive ruby shell)!!!!! 13
14 why s poignant guide to Ruby ( ) ( 4/E), / / ( ) / ( ) reference
15 CodeAcademy 15
16 Ruby
17 Data Type and Programming Language,. :,, ( ) (array) (hash):, 17
18 Numbers: Integer and Float integer( ) float( )
19 Simple Arithmetic. Lab 1 # code 1 puts puts 2.0 * 3.0 puts puts 9.0 / 2.0 => 3.0 => 6.0 => -3.0 => 4.5 # code 2 puts puts 2 * 3 puts 5-8 puts 9 / 2 => 3 => 6 => -3 => 4 19
20 integer integer 9/2, float float 9.0/2.0 = 4.5 integer float float 9/2 float, float... 20
21 + : addition - : subtraction * : multiplication / : division modulo (%) : 5%2 => 1, 1.5%0.4 => 0.3 exponentiation (**) : x**4 = x 4, x**-1 = x -1 multiple exponentiation 4**3**2 is the same as 4**9, not 64**2 21
22 Comment,, comment. Comment : # : =begin... =end 22
23 String String. String "" ''. 'Hello' "Hello, Ruby 2.0.0!" 'A drunken man ' ' '' puts. (lab4.rb) 23
24 String (String). (, ),, (space) (empty character, null character)? puts '?'. (lab4.rb )? lab4.rb:8: invalid multibyte char (US-ASCII) ruby UTF-8 is default 24
25 US-ASCII Code ASCII (American Standard Code for Information Interchange) 128, ( ) 25
26 Unicode ASCII (?) UTF-8 ( ) : US-ASCII ( < 2.0.0) UTF-8 ( > 2.0.0) 26
27 utf-8 # encoding: utf-8 27
28 "" '' String "" ''. "" ''?. Knock, knock, "who's there?" > puts "Knock, knock, "who's there?"" => syntax error, unexpected tidentifier, expecting $end puts "Knock, knock, "who's there?"" ^ 28
29 String! puts "I like" + "apple pie." => I likeapple pie. no space puts "twinkle " * 10 29
30 String or Number? 12 vs. '12' Lab 2 puts puts '12' + '12' puts ' ' puts 2 * 5 puts '2' * 5 puts '2 * 5' => 24 => 1212 => => 10 => => 2 * 5 30
31 String!. : (concatenate) :. Lab 3 puts '12' + 12 => TypeError: can't convert Fixnum into String puts '2' * '5' => TypeError: can't convert String into Integer puts 'Ruby' => TypeError: can't convert Float into String puts 'Ruby' * 'Rocks!' => TypeError: can't convert String into Integer 31
32 , XX OO.,, 22, 27. y = 2x + a x = 3, a = 5, y =? x = 5, a = -1, y =? 32
33 Lab 4 name = "Tom Cruise" puts "My name is " + name + "." puts "You don't look like him."! (assign), = 33
34 reassign composer = "Mozart" puts "My favorite composer is " + composer + "." composer = "Beethoven" puts "My favorite composer is " + composer + "." assign. assign. var = "nothing" puts var var = puts var 34
35 +. Lab 5. composer = "Mozart" puts "My favorite composer is #{composer}." second = 60 * 60 * 24 puts "#{second} seconds in a day."! #{ }.,. 35
36 Method? puts, gets, chomp, to_i, to_s : : object, : method :. object.method(parameter) : "hello\n".chomp "hello\n" chomp... +, -, *, / : : 1.+(3) 1 integer + 3 puts, gets: (self) 36
37 String Method String "..." '...' String capitalize, center, chomp, chop, concat, crypt, downcase, include?, length, reverse, slice, upcase 37
38 Math : (+, -, *, /) (**), (%) Math puts(math::pi) puts(math.cos(math::pi/3)) puts(math.tan(math::pi/4)) puts(math.log(math::e**2)) => => 0.5 => 1.0 => 2.0 puts((1 + Math.sqrt(5))/2) =>
39 Method. def sayhello puts 'Hello' end def saybye puts 'Bye' end > sayhello => Hello > saybye => Bye 39
40 Method parameter def sayhello(name) puts 'Hello ' + name + '!' end def saybye(name1, name2) puts 'See you soon, ' + name1 + ' and ' + name2 + '!' end sayhello('nicole') sayhello('ruby') saybye('jack', 'Jill') 40
41 Method Lab 6 def calc_ex(n1, n2, n3) return (n1 * n2) / n3 end a = calc_ex(3, 9, 7) b = calc_ex(82, 42.8, 22) c = a + b puts a puts b puts c 41
42 Time Date t = Time.now t = Time.local(2012, 10, 27, 15, 45, 35) (year, month, day, hour, minute, second) > puts t.year > puts t.day > puts t.hour 42
43 t.strftime("%y/%m/%d %H:%M:%S") t.strftime("%y/%m/%d %I:%M:%S %p") *formatting rule: Time.html 43
44 : t1 = t + 30 (adding 30 seconds) t2 = t + (60 * 60 * 24 * 5) (adding 5 days) t1 < t2 (true) t2 < t (false) 44
45 (Date) Date require method require 'date' today = Date.today aday = Date.new(2012, 10, 27) today.to_s (date ) 45
46 (flow) - flow... ooo.. ooo.. : A B C1 A B C2 46
47 Boolean Comparison Operators Similar to Algebra > greater than < less than >= greater than or equal to <= less than or equal to == equality (equal to) Note: = is the assignment operator: x = 5;!= inequality (not equal to) 47
48 Branching: if statement (true). (false). if boolean_expression end execute this line false condition action true 48
49 Branching: if statement INDENT Lab 7 puts 'Hello, what\'s your name?' name = gets.chomp puts 'Hello, ' + name + '.' if name == 'ruby' puts 'What a lovely name!' end => Hello, what's your name? ruby Hello, ruby. What a lovely name! TRUE FALSE 49
50 Branching: if else statement false if boolean_expression execute this line #1 else execute this line #2 end condition true false false action true action 50
51 Branching: if else statement Lab 8 puts 'I am a fortune-teller. Tell me your name:' name = gets.chomp if name == 'ruby' puts 'I see great things in your future.' else puts 'Your future is... Oh my! Look at the time!' puts 'I really have to go, sorry!' end!! => I am a fortune-teller. Tell me your name: java Your future is... Oh my! Look at the time! I really have to go, sorry! 51
52 Branching: nested if else statement Lab 9 puts 'Hello, and welcome to 7th grade English.' puts 'My name is Mrs. Gabbard. And your name is...?' name = gets.chomp if name == name.capitalize puts 'Please take a seat, ' + name + '.' else puts name + '? You mean ' + name.capitalize + ', right?' puts 'Don\'t you even know how to spell your name??' reply = gets.chomp if reply.downcase == 'yes' puts 'Hmmph! Well, sit down!' else puts 'GET OUT!!' end end 52
53 Branching: if elsif statement if boolean_expression execute this line #1 elsif boolean_expression execute this line #2 elsif boolean_expression execute this line #3 else boolean_expression execute this line #4 end false condition false action true true action 1 true action 2 53
54 Branching: if elsif statement Lab 10 puts "Enter your password:" password = gets.chomp! if password.length <= 4 puts "Password should be longer than 4 letters." elsif password.length > 8 puts "Password should be shorter than 8 letters." else puts "You have entered #{password}." end! 54
55 Branching: case statement if...elsif case statement when condition1 do this line #1 when condition2 do this line #1 when condition3 do this line #1 else do this line #1 end 55
56 Branching: case statement Lab 11 puts "What's your age?" age = gets! case age.to_i when 0..2 then puts "baby" when 3..6 then puts "little child" when then puts "child" when then puts "youth" else end puts "adult" 56
57 Logical Operators: AND. Logical Operator AND. A AND B: A B A && B A and B A B Output AND table age = 21; permit = 1;! if age >= 20 if permit == 1 puts "OK to Drive"; else puts "Ride the bus"; end else puts "Ride the bus"; end Nested ifs age = 21; permit= 1;! if age >= 20 and permit == 1 puts "OK to Drive"; else puts "Ride the bus"; end compound condition 57
58 Logical Operators: OR, OR A OR B: A B A B A or B A B Output OR table age = 21; permit = 1;! if age >= 20 or (age >= 20 and permit == 1) puts "OK to Drive"; else puts "Ride the bus"; end AND OR. ( ). 58
59 Looping iteration. iteration. Iteration. loop while, for 59
60 Looping: while statement loop setup variables test condition setup change test variables!! test condition false true action(s) change test variable! loop 60
61 Looping: while statement while loop while end_condition do this line #1 do this line #2 end i = 10 while i > 0 do end puts i i = i - 1 setup variables test condition action change variable 61
62 Array. arr1 = Array.new (Array ) arr2 = [1, 2, 3] (Array ) 62
63 Array Array arr1 = Array.new arr1.push(1) arr1.push("hello") arr1.push(123.45) arr1 << 320 arr1 << 'new world' arr1 => [1, "hello", , 320, "new world"] 63
64 Array arr2 = [1, "help", ] : ( ) ( 0 ) arr1[0] arr2[2] arr1[0] = 4 arr2[2] = "hello" 64
65 Array nil arr2 = [1, "help", ] arr2[5] = "UFO" arr2 => [1, "help", , nil, nil, "UFO"] : size. arr2.size 65
66 Array Methods : include? arr2.include? "UFO" => true arr2.include? "java" => false arr2.first arr2.last arr2.push("java") arr2 << "java" arr2.insert(2, "java") # 66
67 Array Methods arr2.pop # arr2.delete("java") arr2.delete_at(2) cities = ["seoul", "tokyo", "pittsburgh", "paris", "new york", "london", "hong kong"] cities.sort numbers = [2, 4, 234.2, , 23, , 0] numbers.sort numbers.max or numbers.min 67
68 Array Methods join join. cities = ["seoul", "tokyo", "pittsburgh", "paris", "new york", "london", "hong kong"] cities.join => "seoultokyopittsburghparisnew yorklondonhong kong" cities.join(", ") # => "seoul, tokyo, pittsburgh, paris, new york, london, hong kong" 68
69 Ranges in Ruby (1..10) : 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 ('a'..'f') : 'a', 'b', 'c', 'd', 'e', 'f' (1..10).to_a => [1, 2, 3, 4, 5, 6, 7, 8, 9, 10] ('a'..'f').to_a => ["a", "b", "c", "d", "e", "f"] 69
70 Array Iterators: each each: loop Array array.each do variable end code! array = [1, 2, 3, 4, 5] array.each do x end puts x 70
71 Number Iterators: times times: loop Integer integer.times do end code! i = 0 10.times do puts i i = i + 1 end 71
72 Range Range 1st ~ 31st January to December line number 23 to 32 a f ~, to, ~ ~ : range o x in Ruby (1..9) => 1, 2, 3, 4, 5, 6, 7, 8, 9 (1...9) => 1, 2, 3, 4, 5, 6, 7, 8 ('a'..'d') => 'a', 'b', 'c', 'd' 72
73 Range (1..5).each do x puts x end => (1..5).to_a => [1, 2, 3, 4, 5] ('a'..'f').min => 'a' ('a'..'f').max => 'f' ('a'..'f').include?('c') => true 73
74 Ranges as Conditions for i in 0..5 puts "current i value is #{i}" end! (0..5).each do i puts "current i value is #{i}" end 74
75 IO Class. File. gets, puts, print IO IO read, write, readline. IO File. 75
76 File save open File. file = File.new("filename", "mode") mode. r : read-only r+ : read-write w : write-only w+ : read-write file.close 76
77 File. file = File.new("test.txt", "w"). file << "hello, ruby". file.close 77
78 File. file = File.new("test.txt", "r"). a = file.read. file.each do line puts line.upcase end. file.close 78
79 : Jobs Speech Lab 12 jobs_speech.txt.,. ",.. : I AM HONORED TO BE... : gsub(',',''), split() 79
80 Twitter
81 Twitter API REST API Streaming API consumer_key. 81
82 Twitter * { 82
83 Twitter Customer Key and Access Token { { 83
84 Twitter Crawling Gems twitter gem Twitter REST API gem install twitter tweetstream gem Twitter Streaming API gem install tweetstream 84
85 Twitter token. require "twitter" client = Twitter::REST::Client.new do config config.consumer_key = "YOUR_CONSUMER_KEY" config.consumer_secret = "YOUR_CONSUMER_SECRET" config.access_token = "YOUR_ACCESS_TOKEN" config.access_token_secret = "YOUR_ACCESS_SECRET" end 85
86 Twitter Lab client.user_timeline("oisoo").each do t puts t.text puts " " end < >
87 twitter gem twitter gem twitter REST API. API. : client.user("oisoo") client.user( ) client.user_timeline("oisoo") client.user_timeline("oisoo", :count => 100) client.user("oisoo").location client.user("oisoo").created_at client.user("oisoo").followers_count client.user("oisoo").friends_count client.user("oisoo").status.text client.user("oisoo").status.retweet_count... 87
88 Twitter Username : oisoo Name : Id : Location : Hwacheon , User since : :35: Bio : Korean Novelist 'Lee Oisoo'... Followers : Friends : Listed Cnt : Tweet Cnt : 9902 Geocoded : false Language : en URL : Time Zone : Seoul Verified! : false Tweet time : :18: Tweet ID : Tweet text : [18 ] 11/21( )~25( )... Retweet Cnt:
89 Twitter. friends = client.friend_ids(name) name id twitter friends friends.attrs[:ids] id friends.attrs[:ids].each do uid f = client.user(uid) puts f.followers_count end 89
90 Twitter Lab 14 name = "Yunaaaa" user = Hash.new! friends = Twitter.friend_ids(name) friends.ids.each do fid f = Twitter.user(fid) # Only iterate if we can see their followers if (f.protected.to_s!= "true") user[f.screen_name.to_s] = f.followers_count end! end user.sort_by { k,v -v}.each { user, count puts "#{user}, #{count}" } 90
91 Rate Limiting! request. Rate limit window duration is currently 15 minutes long. 91
92 Rate Limit Control Rate limit.. Lab 15 begin f = Twitter.user(uid) puts "processing '#{f.screen_name}'..." rescue Twitter::Error::TooManyRequests => rate_limit_error puts "you have reached the rate_limits." sleep rate_limit_error.rate_limit.reset_in retry end 92
93 Twitter Streaming APIs API REST API: request. Public Streaming API User Streaming API Site Streaming API 93
94 Twitter Streaming APIs Public Streaming API 1% 400 Global Trends User Streaming API Site Streaming API user stream 94
95 Tweetstream Gem Streaming API require 'tweetstream' TweetStream.configure do config config.consumer_key = "COMSUMER_KEY" config.consumer_secret = "CONSUMER_SECRET" config.oauth_token = "OAUTH_TOKEN" config.oauth_token_secret = "OAUTH_TOKEN_SECRET" config.auth_method = :oauth end 95
96 Twitter Lab 16 TweetStream::Client.new.track(keyword 1, keyword2, keyword3) TweetStream::Client.new.track( 'apple', 'samsung' ) do status puts "[#{status.user.screen_name}] #{status.text}" end 96
97 TweetStream::Client.new.follow(uid1, uid2, uid3) Lab 17 TweetStream::Client.new.follow( , , , ) do status puts "[#{status.user.screen_name}] #{status.text}" end 97
98 Facebook
99 Facebook Login Facebook User C Login Password Login Password Facebook User A Facebook DB Password Login Password Login Login Password Facebook User (Me) Facebook User B Facebook User D
100 OAuth OAuth 3rd party. 3 ID, Access Token. OAuth,,,,,,. 100
101 OAuth Facebook App Access Privilege Request OAuth token Facebook User C Access Privilege Facebook User A Facebook DB Request OAuth token Access Privilege OAuth token Facebook User (Me) OAuth token OAuth token Facebook User B Facebook App Request OAuth token Access Privilege Facebook User D
102 102
103 103
104 104
105 Graph API 105
106 Graph API Explorer 106
107 Graph API Explorer Permission 107
108 JSON JSON(JavaScript Object Notation).,. ( {"name2": 50, "name3": " 3", "name1": true} JSON { " ": " ", " ": 25, " ": " ", " ": " ", " ": [" ", " "], " ": {"#": 2, " ": " ", " ": " "}, } " ": " 7 " 108
109 Koala Facebook Koala Facebook Graph API, REST API, OAuth ruby library Koala gem install koala ( gem install koala --pre) 109
110 Get Access Token access token. access token request app id login cookie Graph API Explorer access token. ( expire - 4 ) 110
111 Koala require 'koala' access_token = "CAACEdEo = Koala::Facebook::API.new(access_token) hash friends "friends") feeds "feed", :limit => "feed", { :since :limit => 1000}) 111
112 Connections Graph API connection. friends "friends") feeds "feeds") 112
113 Friends. 1: Leila Takayama, 21xx42 2: Nina Shih, 41xx38 3: Kipum Lee, 62xx49 4: Chris Harrison, 81xx40 5: Jeehyung Lee, 11xx
114 Friends Lab 18 friends "friends")! no = 1 friends.each do f name = "" if f.has_key?("name") end name += f["name"] if f.has_key?("id") end name += ", " + f["id"] puts no.to_s + ": " + name no+=1 end 114
115 Mutual "mutualfriends/#{friend_id}") 115
116 Mutual Friends size, mutual friends. Desney Tan, 54 Gary Hsieh, 75 Robert Kraut, 35 Bilge Mutlu, 75 Austin Sung, 17 Irina Shklovski, 35 Luis von Ahn, 25 Laura Dabbish,
117 Mutual Friends size Lab 19 friends "friends")! friends.each do f if f.has_key?("id") mutual "mutualfriends/#{f['id']}") if f.has_key?("name") puts f["name"] + ", " + mutual.size.to_s end end end 117
118 Feed feed "feed") ( "feed", :limit => "feed", { :since :limit => 1000}). 1: link, 3 Likes, Joonhwan Lee shared Duhee Lee's 2: photo, 25 Likes, Joonhwan Lee added 3 new photos 3: photo, 25 Likes, Joonhwan Lee added 5 new photos 4: photo, 0 Likes, Nexon!. 5: photo, 1 Likes, Nexon!. 6: photo, 0 Likes, Nexon!. 7: photo, 25 Likes, Joonhwan Lee added 6 new photos 8: photo, 25 Likes, Joonhwan Lee added 6 new photos 118
119 Feed Lab 20 no = 1 feed.each do f line = "" line += "#{no}: #{f['type']}" if f.has_key?("likes") line += ", #{f['likes']['data'].size} Likes" else line += ", 0 Likes" end if f.has_key?("story") line += ", #{f['story'].slice(0..30)}" end if f.has_key?("message") line += ", #{f['message'].slice(0..30)}" end puts line no += 1 end 119
120 Paging feed, 25 paging issue 25,. koala next_page access. 120
121 Paging Lab 21 first_page "feed") temp = first_page begin // process temp temp = temp.next_page end while(!temp.nil?) 121
122 Paging of Likes feed, comment like paging issue feed Lab 22 first_page_of_likes ') 122
123 Facebook Application access_token access_token 123
124 (Information Visualization)
125 17 Wurman, S.A. (1987) "Information Anxiety" New York: Doubleday 30, 50, 125
126 ,? 126
127 Sensemaking & Issue Data Information! Q: Data Information? Sensemaking: Issue Human attention is the scarce resource - Herbert Simon, 1969, information overload Solution? People think visually. 127
128 Sensemaking slide courtesy: John Stasko, GATech Fall 2012 CS Q: / (potassium)? potassium fiber?? 128
129 Example of Sensemaking slide courtesy: John Stasko, GATech data visualization Fiber Fall 2012 Potassium CS
130 Think Visually..? 19 ( ),. 1854,., ( ).., (2006) 130
131 Think Visually..? 131
132 Think Visually..?. ( ).. ( ).., (2006). 132
133 Power of Visualization 133
134 (information visualization) X (External Cognition Aid),, Card, Mackinlay, Shneiderman (1998), "Readings in Information Visualization: Using Vision to Think" 134
135
136 R IBK Communication Center R: lat visualization e.g., library(ggmap) library(mapproj) css <- get_map(' ', zoom=17, maptype='hybrid') ibk <- data.frame(lon= , lat= ) ggmap(css, base_layer=ggplot(aes(x=lon, y=lat), data=ibk)) + geom_point(colour='red', size=5) + geom_text(label='ibk Communication Center', colour='red', size=3, hjust=-0.1) lon * install.packages('ggmap'). 136
137 processing MIT aesthetics+computation group Ben Fry Casey Reas! ( ) - / / 137
138 processing 138
139 d3.js JavaScript,.. Stanford Visualization Group (Protovis toolkit) - Mike Bostock, Jeffrey Heer HTML DOM(Document Object Model) visualize web interactive visualization HTML5, CSS3, SVG 139
140 d3.js Examples 140
141 d3.js Examples how-the-facebook-offering-compares.html 141
142 d3.js Examples 142
143 Tableau Desktop Information Visualization Group,
144 Tableau Desktop 144
145 Many Eyes Information Visualization Tool IBM infovis group - F. Viégas et al. Information Visualization...?..? public sense-making 145
146 Many Eyes Data upload Select Visualization Style! movie-genres count 146
147 Many Eyes Public Discussion!! 147
148
149 149
150 75% (E. Tufte) (trend), 150
151 Google Flu Trend 151
152 Github Scan, 152
153 (nominal data) (tag cloud) - (word tree) - 153
154
155
156 Social Network Analysis Reachability Distance & Number of Paths Degree of Node Centrality Morphology Changes 156
157 (Lazer et al. 2009) 157
158 (geographic information) / 158
159
160 Geography of Hate,, 160
161 Questions?
Week5
Week 05 Iterators, More Methods and Classes Hash, Regex, File I/O Joonhwan Lee human-computer interaction + design lab. Iterators Writing Methods Classes & Objects Hash File I/O Quiz 4 1. Iterators Array
Week13
Week 13 Social Data Mining 02 Joonhwan Lee human-computer interaction + design lab. Crawling Twitter Data OAuth Crawling Data using OpenAPI Advanced Web Crawling 1. Crawling Twitter Data Twitter API API
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@ Lesson 2... ( ). ( ). @ vs. logic data method variable behavior attribute method field Flow (Type), ( ) member @ () : C program Method A ( ) Method B ( ) Method C () program : Java, C++, C# data @ Program
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Week 01 Introduction to Social Computing Joonhwan Lee human-computer interaction + design lab. (Social Computing)? (programming)? (Python)? (Python). 1. TA : Email: joonhwan@snu.ac.kr Office: 64 405 TA:,
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