CSSS 508, Week 10: Social Media and Text Mining
Charles Lanfear
November 29th, 2017
Topics
Today we will be covering:
- Important terminology in Social Media and Text Mining
- Collecting Twitter data with
SocialMediaLabandstreamR - Mining text with
tm
Collecting Twitter Data
Some Terminology
- Application Program Interface (API): A type of computer interface that exists as the
“native” method of communication between computers, often via http (usable via
httrpackage).- R packages that interface with websites and databases typically use APIs.
- APIs make accessing data easy while allowing websites to control access.
- XML and JSON: File formats commonly used for commucation via APIs.
- Can be parsed with the
XMLandjsonlitepackages.
- Can be parsed with the
- Scrape: The act of extracting data from sources designed to be human readable rather
than machine readable.
- Technically if one goes through an API, it is not scraping data.
- R can be used to scrape from sources lacking an API but technical knowledge is required.
- Rate Limit: A web service's limit to the number of pieces of data you can download in
a given period of time (use
Sys.sleep()to deal with this).
Twitter has two APIs for obtaining data from tweets and users:
- Twitter REST API
- Allows reading and writing Twitter data.
- Can obtain tweets from specific dates and places easily, but doesn't get everything
- Good for obtaining lots of data, data over time, etc.
- Twitter Streaming API:
- Obtains tweets as they are being posted.
- Only gives you tweets that were posted while you are watching.
- Good for following trends, live events, etc.
Set Up
library(SocialMediaLab); library(tidyverse); library(stringr)
library(twitteR); library(ROAuth); library(grid); library(streamR)
api_key <- "API KEY GOES HERE"
api_secret <- "API SECRET GOES HERE"
access_token <- "ACCESS TOKEN GOES HERE"
access_token_secret <- "ACCESS TOKEN SECRET GOES HERE"
reqURL <- "https://api.twitter.com/oauth/request_token"
accessURL<- "https://api.twitter.com/oauth/access_token"
authURL<- "https://api.twitter.com/oauth/authorize"
Social Media Lab
Social Media Lab
Social Media Lab provides a “one-stop shop” for accessing social media data and transforming it for network analysis techniques. It works with:
- Twitter (Tweets from REST API)
- Facebook (Pages and public posts)
- Instagram (Public pictures and comments)
- YouTube (Videos and comments)
Data from all of these can be collected and analyzed using the same syntax! See this introduction to see exactly how much it can do.
We will only cover Twitter today, but Facebook and Youtube are similar. Instagram is more difficult to get API access to, but possible in theory.
SML Work Flow
Social Media Lab has a simple workflow for collecting data:
Authenticate()using your credentials- Pipe authentication to…
Collect()where you can specify search parameters.- Then either…
- Use the data as they are for text analysis
- Use
Create()to generate network data
It will perform the search and process the data into a usable data frame. This beats
handling JSON files yourself!
Twitter's REST API
tweets_Trump <- Authenticate("twitter", api_key, api_secret,
access_token, access_token_secret) %>%
Collect(searchTerm="Trump", language="en", verbose=TRUE) %>%
as_tibble()
tweets_Trump %>% arrange(retweetCount) %>% select(text)
# A tibble: 1,500 x 1
text
<chr>
1 Come and see Trump News and see what the orange menace has been up to - htt
2 Having exhausted every other line of attack, New Republic writer goes after
3 "Please tell Mocha to log out of Trump's account.\n\nCovfefe and Maram = Sy
4 Trump believes the trip was a home run where ever he went. He's delusional
5 The Loneliness of Donald Trump. Great read - take time to savour this brill
6 "What is covfefe? Donald Trump baffles with late night Twitter post\n\nhttp
7 @Hirazistable If we get married Trump won't let me make the decision to pul
8 @Mikel_Jollett Exactly! Trump is a disaster for the country and the world.
9 I like thinking big. If youââ¬â¢re going to be thinking anything, you mi
10 "Trump: \"How much covfefing does a guy gotta do to get some service around
# ... with 1,490 more rows
Twitter's REST API 2
tweets_UW <- Authenticate("twitter", api_key, api_secret,
access_token, access_token_secret) %>%
Collect(geocode="47.6552083,-122.30833,2mi", searchTerm=" ",
language="en", verbose=TRUE)
tweets_UW %>% arrange(retweetCount) %>% select(text)
text
1 For the Cafe Racer family: The Day The Circus Left Town, a work of love by Hugh Sutton - https://t.co/qEv1HMORKF #caferacerlove
2 Air Jordan 3 "5Lab3" Black $275 #5lab3 @ Recess https://t.co/fdo0baUoUy
3 Air Jordan 4 "Thunder" $185 #thunder4 #thunder4s @ Recess https://t.co/HJuXnCGDTP
4 Air Jordan 4 "Thunder" $185 #thunder4s #thunder4 @ Recess https://t.co/nzI4nfEZ2R
5 I just miss it already à½Ã¸ @iamblackbear https://t.co/MPS3Cyu1mO
6 Meal 5 and 6. #mejarifusionsushi #seattle #wallingford #sushi #sashimi #foodisfuel #musclefoodââ¬Â¦ https://t.co/HM2GmavsF1
7 Kalmia latifolia ... These are some funky flowers! The anthers popââ¬Â¦ https://t.co/uudIquuHCF
8 @kibblenbits I saw this on Vox. Terrific!
9 Regexes were put on this earth to test me, Iââ¬â¢m sure of it.
10 I want the Sadies to adopt us @ Neptune Theatre https://t.co/8oTnAS9iPe
11 Udistrict sunset @ Flowers Bar & Restaurant https://t.co/l7HRvKJYlG
12 Justin Townes Earle Sighting: Seattle, Washington/ Neptune Theatre https://t.co/CdPFH5zttS
13 Last day of grad school!!! WOOF!!! #nerd #mba #dawgs @ University of Washington https://t.co/Ff8KrvD8Pp
14 Today was a good one !!! Renting a house and starting a sticker business !!! https://t.co/4DotCQTmTF
15 @ObeseChess Where else is he gonna put the dang thing you cursed millennial
16 @planetepics @nmyra @u10int - Turkey Owl?
17 I'm at @Shell_us in Seattle, WA https://t.co/d1S6RrCQUv
18 #laddiethedalmatian fighting his drugs. So glad he's ok. #drugs #emergencyvetvisit #dalmatianââ¬Â¦ https://t.co/HXSJHjckiz
19 @tbridge Random thrown shit is a theme this week, huh?
20 No thunder for us weather junkies :(
21 Anyone here still use @Uber ? If so, how come?
22 Storm watching https://t.co/dincIoSa40
23 1994 #recess206 #recesskicks @ Recess https://t.co/OEVinNjLGC
24 Interested in a #job in #Seattle, WA? This could be a great fit: https://t.co/G8nRJquZ1Z #runner #marathon #Marketing #Hiring #CareerArc
25 Honduran White Bat Sketch.\n.\n.\n.\n.\n.\n#art #sketch #doodle #peterhon #bat #white #hondurasââ¬Â¦ https://t.co/XmKIiNVUV1
26 Skeptical squirrel friend is skeptical. #uw #seattle #squirrel #squirrelfriend @ Husky Unionââ¬Â¦ https://t.co/NO7Iv6LdAm
27 Air Jordan 3 "White Cement" 1994\nPlease ask for more pictures if needed. No returns or refundsââ¬Â¦ https://t.co/YGPX8N4B2x
28 Not un pretty. @ Seattle Japanese Garden https://t.co/3pgwnECyrT
29 Air Jordan 7 "Raptor" Comes with replacement box. @ Recess https://t.co/Yo2ANjfJOq
30 Air Jordan 6 "Black Varsity Red" Left side is a size 12, right side is a size 13. @ Recess https://t.co/fZpak5Rank
31 Lebron 9 "Blackout" Comes with original box without lid. #lebron9 @ Recess https://t.co/0UUlhai5WZ
32 #uw @ University of Washington https://t.co/fQTq7MkDKE
33 My last stop was the University of Washington, and it proved itself to be a beautiful campus.ââ¬Â¦ https://t.co/WusLKglGND
34 When the debt is crippling but you found your list headphones. @ University of Washington https://t.co/uf1kuV0lYU
35 Air Jordan 1 "Metallic" 2001. @ Recess https://t.co/uIpAxmKv4N
36 Air Jordan 10 "Bobcat" $190-$215. Sizes 9, 11, 13 @ Recess https://t.co/fVfzeSWRbv
37 WARNING: Our new #phra unicorn shirts have magic powers that turn the one into an actualââ¬Â¦ https://t.co/KgHgVczWZq
38 #TheAve is something for the fall quarter, it's hosted by my DJ....DJ BaccWood Burner this shyt is âËâà½Ã´¥Ã ¼Ã¼Å
39 Looking JUST like: "Vamushambanegore" à½Ã¸¬. S/O to @sakeyproduction for this beautiful paintingââ¬Â¦ https://t.co/fpb9we2tK3
40 @kerrizor Are you thinking hard about what everyone is paying and why?
41 New home @ Eastlake, Seattle https://t.co/QbMoGcVbhG
42 Soup weather returns! \nCoconut Red Lentil Dal (#vegan) \nChicken & Apricot Masala @ City Grind atââ¬Â¦ https://t.co/q0lZsCxtzM
43 @kerrizor GOT TO LEVEL UP
44 @Marshlewd may contain adult concepts\n\nalso dicks
45 @FriskyFelineAD @JackalFilth @ViroSciCollie We are taking four people in a Veloster
46 when everyone else is still in school so you go to campus and follow people to class
47 Sharing my pretty new top and current obsession with embroidery, plus lots of beautifulââ¬Â¦ https://t.co/Sfvyc9xb2g
48 Re-brand https://t.co/RKxB33XS14
49 This is where we were for #memorialday. #herelieslove #seattle #dayoff #noselfiestick @ Lake Union https://t.co/BLn1nh1xKA
50 So proud of these guys à¼Ã¼ŠYC2 gorgeous performance yesterday à½Ã±Â#SaunaDanceWithSpeedboat @ Lake Union https://t.co/yYTaEOSiKs
51 This looks awesome but for a second there I was really hoping that the game itself would be in the hand drawn styleââ¬Â¦ https://t.co/KLTawfD26k
52 I miss the little animated GIF that used to be here. https://t.co/XISzmTVIWJ
53 à½Ã°¾ @ University of Washington https://t.co/XMOKN1AyLJ
54 They should have invited us aboard! #superyacht #mayanqueen on #lakeunion #lifeonthewater @ Lakeââ¬Â¦ https://t.co/MgX5Uvk2ZO
55 feeling like recent OS X + iOS updates took a shit on all my devices; things def arenââ¬â¢t working properly like they used to between them.
56 @rectangular definitely, but even scientific proofs get things wrong occasionally; i say approach everything with aââ¬Â¦ https://t.co/cvFRO5Qfgv
57 Last night I drank NyQuil for my cough, then dreamt Kanye introduced me to Zac Efron - Zac and I fell in love. NyQuil addiction imminent.
58 Back to the grind . (@ The Performance Fix in Seattle, WA) https://t.co/LU0MeIpdCR
59 Oops, too late \n#someonefedme #bffshenanigans #helenandthelmaatitagain #seasonisbroken @ââ¬Â¦ https://t.co/2FdjTSPqkM
60 There isn't but nothing like a warm Dick's in your mouth. (at @DicksDriveInS in Seattle, WA) https://t.co/wNe8LJQjak
61 A perfect #MemorialDay off! Beach time with @preshb and a beautiful houseboat BBQ on Lake Unionââ¬Â¦ https://t.co/wGGok7sOcy
62 Slap that motor on the dock and let's GO! #southlakeunion #memorialdayweekend #Bucky #taylormadeââ¬Â¦ https://t.co/HkNKc12uU5
63 @lynx_ops Let me know if Iââ¬â¢m one of those lately.\n\nfull of HUM STrESS AGGGH
64 "I've got a harmonica in one hand and a fidget spinner in the other, let's do this Seattle!" -ââ¬Â¦ https://t.co/IDwvnNouNB
65 #TillandsiaTuesday will ring in my trip to @vpconservatory ... tune into the blog (link in bio)ââ¬Â¦ https://t.co/hyJHG8mdHY
66 Tina Tuesdays!! This is your jam from 6am-11am... Big Wheels keep on turnin', buns keep onââ¬Â¦ https://t.co/tMTC5e44Fw
67 @Brushwolf ââ¬Ërestfulââ¬â¢ doesnââ¬â¢t matter. ââ¬Ëinterfering with this fucking noiseââ¬â¢ does.
68 Beautiful night in the patio! @ Little Water Cantina https://t.co/ypsutk3TL7
69 A lovely way to finish off the long weekend #clouds #sunset #seattle #seattleatdusk #sceneryââ¬Â¦ https://t.co/Y68Za3dB7e
70 @CabbitAnalytics yep, seeing him tomorrow, definitely gonna talk about this. And the weird peripheral vision thing.
71 @CabbitAnalytics maybe itââ¬â¢s something in my head? But it sure starts and stops abruptly. And has definite locations. I dunno.
72 Adding in the Black Lodge ambience makes things almost entirely bearable when I have earplugs in. FML.\n\nhttps://t.co/RIJTVumjOK
73 shorty wanna ball w/ the team, money sittin tall yao mingà¼Ã·¨Ã ¼Ã·³ @ University of Washington https://t.co/3Jgq2CJclK
74 @CabbitAnalytics I would imagine theyââ¬â¢d have Memorial Day off? I dunnoââ¬Â¦
75 Memorial Day Monday - Seattle, Lake Union à½Ãº£Ã ¼Ã¿» à¼Ã¿ŠÃ ½Ã°Ÿ à½Ã´¥ à½ÃÂ²Æ Ã ¼Ã½â à¼Ã½· #memorialday #lakeunion @ Lake Union https://t.co/qGMbd4imvL
76 #15withthekill. @ University of Washington https://t.co/XbqTdNpG9K
77 @CabbitAnalytics maybe itââ¬â¢s the tunnel again? I dunno? Thereââ¬â¢s an entry for a Seattle Hum in the Wikipedia page onââ¬Â¦ https://t.co/poITAtR5si
78 @CabbitAnalytics i want to kill whoever is responsible for this\n\nitââ¬â¢s all through the city when itââ¬â¢s on\n\naaagggh
79 I'm at å·Âå®â red Pepper in Seattle, WA https://t.co/1YBTw0C2R4
80 â¤︠these moments with my sweet not-so-little girl. Wrapping upââ¬Â¦ https://t.co/jsh96EqMkC
81 Seattle summers. à½Ã´â \n(Alternatively called: Hashtagswag) @ University of Washington https://t.co/zcysAY3MrV
82 Pahty Done @ University District, Seattle https://t.co/nhoWdpaVjV
83 flowers of seattle. (on the two block walk from @gruntleme's houseââ¬Â¦ https://t.co/CbxWCGfsdr
84 If you saw me this weekend I probably raided your ship #pirateslife #emeraldcitypirates #seattleââ¬Â¦ https://t.co/BRlPxiRTxP
85 #TurnUp @liquidvoyage kamaki2 @ Wallingford, Seattle https://t.co/2ePmHJyt5P
86 @Brushwolf @Pyatmouse mint in box, even!
87 Memorial Day shenanigans on Lake Union âÅÅà¼Ã¿¼âËâ¬Ã¯Â¸Âà½Ã¸Ž Great last day in theââ¬Â¦ https://t.co/UuyMxQacui
88 @Brushwolf The longer I stay away from New Orleans, the more of a caricature of a New Orleanian I become.
89 Just posted a photo @ Streissguth Gardens https://t.co/nkie3Jh3zW
90 Megan ain't ever met a dog she ain't like @ Montlake Cut https://t.co/66U6f7TWXz
91 Just posted a photo @ I-5 Colonnade https://t.co/X04Hoyt8gK
92 Trying not to blind everyone with my paleness. à½Ã¸ŽâËâ¬Ã¯Â¸Âà¼ÃÂ¼Ë #selfietime #summer #weekendvibes #seattleââ¬Â¦ https://t.co/e8p2TIylcF
93 I spent Memorial Day sailing Lake Union with my favorite people. Now it's back to full-swingââ¬Â¦ https://t.co/8yIlMnLufN
94 Great way to spend the holiday afternoon with the crew. âËâ¬Ã¯Â¸Âà¼Ã½¹ââºÂµÃ¯Â¸Â#memorialday #weekend #weekendvibesââ¬Â¦ https://t.co/GZtIbcPUCc
95 Back to civilization!\nOut of the canyon, and feeding my fondness of water with some freshââ¬Â¦ https://t.co/lb0P08tYhi
96 Atticus, thanks for being the Heihei to my Moana (even though you hated every second of it). à½Ã²â¢Ã¢â¬Â¦ https://t.co/1UmLT9O4qW
97 Ummmmm ... @JaygeeMacapugay @MelodyButiu @ Lake Union https://t.co/SLCv4YvoMq
98 @acetone_kitten In front of the kids? Have you no shame?
99 I have to be honest - I was really quite taken with this turtle. https://t.co/pKJ7VRtwTU
100 So happy to have these crazies together again! (He survived a monthââ¬Â¦ https://t.co/EI8xWvnG18
101 @BarackObama I miss you.
102 Oh hey, the âËâ¬Ã¯Â¸Âis FINALLY OUT in #seattle!!!! #herelieslove #dayoff on a ââºÂµÃ¯Â¸Âà¼Ã¿ !!!! @ Lake Union https://t.co/lDzRysvRnJ
103 Happy #memorialday!!!!! #dayoff at #herelieslove #seattle @ Lake Union https://t.co/tLmMZoIRDB
104 This. Weather. Is. Fantastic.\n#seattle #wa #summer #sunny #weather #hot #fashion #fashionistaââ¬Â¦ https://t.co/SHgtTO6s2x
105 Memorial Day 2017 @ Lake Union https://t.co/fMo6Sg0vj7
106 Nature bae à¼Ã¼¿Ã ¾Ã¶â¹\n#cityfolk #thatpnwlife #mdw @ Ravenna Park https://t.co/b6FdTrtJQd
107 See our latest #Seattle, WA #job and click to apply: Hair Stylist - https://t.co/Y1OhW5smoT #Cosmetology #Hiring #CareerArc
108 We are so proud of these 2 and how they played this weekend. Nextââ¬Â¦ https://t.co/VHOBne55AF
109 Black Sun - Isamu Noguchi. Framing the Space Needle. @ Volunteer Park https://t.co/NSn8qVBYfv
110 regrann from appetitediary - Post workout #breakfast. Need to refuel! Loving this protein richââ¬Â¦ https://t.co/yvMJ3OLxrZ
111 Friends #seattle @ Washington Park Arboretum https://t.co/ZO0GSpERqd
112 Cuban special to help me study chess! @ Toronado Seattle https://t.co/EE0vgXCsCi
113 The 18 Reef teams finishes the season with 2 tournament wins at Winter and Willamette Classics,ââ¬Â¦ https://t.co/MnzFvxvBbQ
114 @hsofia @TAThorogood Thatââ¬â¢s madness! Everybody knows software developers run on Mountain Dew X-Treme Redââ¢
115 We're enjoying another delicious slice at our local @PagliacciPizzaà¼Ã½⢠on this sunny #Seattle #MemorialDay https://t.co/vWx4iHuhS2
116 Easy, breezy, beautiful - and definitely can't stop sliding down the hill. #seattle #whatisrainââ¬Â¦ https://t.co/LIyi5J1eGa
117 Lily and baby feet, perfect combo! #footprinttattoo #lilytattoo #flowertattoo #seattletattoo #seattletattooartistââ¬Â¦ https://t.co/SZD9dxaQJW
118 Picnic game strong. #seattle #picnic #yeswayrosé @ Volunteer Park https://t.co/sWiXGPja2Q
119 @GiordanMontero and I are helping out buddy https://t.co/TSaOTskNWH for his senior recital today!ââ¬Â¦ https://t.co/5G5qi8h8GJ
120 ââºÂ½Ã¯Â¸Â @ Gas Works Park https://t.co/cNzoI94yXo
121 Her name is Queen @ Lake Union https://t.co/HAEFhOYWsQ
122 A short blog post about it: https://t.co/3DU2nEJwih
123 When my bird gives me that look. https://t.co/SMJCr5uNm0 https://t.co/7ZplXDZ976
124 Learned something new today. They have boat gas stations. \n\nOf course they do, but I just seenââ¬Â¦ https://t.co/ZvMynS4fiQ
125 "Your hair is in my picture of the skyline."\n\n"You're welcome."\n\n#your #youre @ Lake Union https://t.co/GR7pf4tC6N
126 On a boat with a direwolf à½Ã°ºÃ ½Ãº¤Ã ¼Ã¼Š@ Lake Union https://t.co/WcoEHPcc5v
127 @PaolaNotPaolo Got to love the aggressiveness à½Ã¸â. Hilarious when you say no to food: https://t.co/IAFUEeLyy5
128 #memorialdayweekend @brookem0822 @ Gas Works Park https://t.co/9lCjRYAlvb
129 Chilling + relaxing = #chillaxing à½Ã¸Ž #dogswithswag #rufflife #puppypriorities #soseattle à½Ã°¶Ã ½Ã°¾ @ââ¬Â¦ https://t.co/jS0Y9wMk0M
130 This is the way I live. à½Ã°¶Ã ½Ã°¾ #chillaxin #soseattle #k5spring #dogswithswag #puppypriorities #PNW @ââ¬Â¦ https://t.co/dnKudqriT8
131 Did you say...TREAT?! à¾Ã´¤Ã ¼Ã½â #rufflife #dogswithswag #puppypriorities #k5spring #PNW #soseattle à½Ã°¶Ã ½Ã°¾ @ââ¬Â¦ https://t.co/pukBIo36O1
132 #mood: à½Ã¸¬Ã ½Ã¸¬Ã ½Ã¸¬ #rufflife à½Ã°¶Ã ½Ã°¾ @ Montlake, Seattle https://t.co/9rgAOtbEZ4
133 Today is B-E-A-UTIFUL!!! à½Ã°¶âËâ¬Ã¯Â¸Â #soseattle #k5spring #puppypriorities #rufflife #dogswithswagââ¬Â¦ https://t.co/IQwKxPmttv
134 Flower baths are my favorite. à¼Ã¼¼Ã ½Ã»â¬Ã ¼Ã¿¼ #soseattle #puppypriorities #k5spring #PNW #rufflife à¼Ã¼¿Ã ½Ã°¶Ã ½Ã°¾ââ¬Â¦ https://t.co/KZtqdk08CK
135 Just out here being Dora. à½Ã°¶Ã ½Ã°¾ #exploringpuppy #PNW #dogswithswag #k5spring #rufflifeââ¬Â¦ https://t.co/JqrdJuBAgx
136 Cedar IPA. Pretty damn good - Drinking a Cedrela Odorata by @ElysianBrewing at @elysianbrewing ââ¬â https://t.co/OBEV7ATn0Z
137 Just posted a photo @ Dick's Drive In Restaurant https://t.co/SADqPDeDZ1
138 @iamblackbear wicked concert last night à¾Ã´â¢Ã ¼Ã¿¼ https://t.co/2pZlRgRuwW
139 Before and After. 9:30am through the Montlake Cut 11:30am back again. If you don't like theââ¬Â¦ https://t.co/46tYAWXXP2
140 Drinking a Chroma-Key Oak Aged Imperial IPA by @ElysianBrewing at @elysianbrewing ââ¬â https://t.co/iBwy9mwSUW
141 My kind of plan #kayaking #lakeunion #downtownseattle @ Lake Union https://t.co/ObuLiXFUmJ
142 No - Drinking a Savant IPA by @ElysianBrewing at @elysianbrewing ââ¬â https://t.co/82wkJJtdpt
143 The send off @ Husky Softball Stadium https://t.co/LfHmaqJGAp
144 Drinking a Dayglow IPA by @ElysianBrewing at @elysianbrewing ââ¬â https://t.co/Zzz5hEfnfB
145 Drinking a Snailbones by @ElysianBrewing at @elysianbrewing ââ¬â https://t.co/HvNQP4oUdM #photo
146 âžâLet's for Joshua @bboyduskvoid @ University of Washington https://t.co/Eclc0VxtSq
147 #mood: à½Ã¸¬Ã ½Ã¸¬Ã ½Ã¸¬ @ Montlake Cut https://t.co/cKqB7wtqbc
148 duck fam came to visit https://t.co/e7DAN8dwcN
149 Grasshoppa! à½Ã°¶Ã ¼Ã¼¿ #puppypriorities @ University Bridge https://t.co/jFvNiNamN5
150 We out here. à½Ã²¦Ã ½Ã°¶Ã ¼Ã¼¿ #rufflife @ Montlake Cut https://t.co/5P4TDRE0qq
151 I'll venmo $1 to the first person who guesses my fav thing in this photo à½Ã²¸ @ Gas Works Park https://t.co/eioMWeZiIq
152 Just relax. @ The Quad at UW https://t.co/gfiBW86Qr4
153 Seattle trivia for you: Former mayor Paul Schell's last name at birth was Schlachtenhaufen, which means "battleheap" in German.
154 @cananito Vim 8 has native packages https://t.co/UTqHwInGED otherwise use vim-plug
155 Drinking a Lioness by @SkookumBrewery @ Bottleworks ââ¬â https://t.co/JvB7IZ24Kc #photo
156 @calumhc I saw your "git pull" t shirt while walking around. Where can I buy one?
157 Getting in a little #water time today. #portagebay #kayak #lakeunion #aguaverde @ Agua Verdeââ¬Â¦ https://t.co/6vzvAa24mf
158 Finished up this nature 3/4 sleeve today! #tattoosleeve #naturetattoo #owltattoo #foxtattoo #treetattooââ¬Â¦ https://t.co/FQmT40vSTT
159 Just posted a photo @ Gas Works Park https://t.co/1vNcfAwfGo
160 Memorial Day Murph. #interbae #murph #murphchallenge #ftwga à¼Ã·ºÃ ¼Ã·¸ @ Northwest CrossFit https://t.co/xnypwdCdBd
161 Definitely not plotting how to distract those kids in order to acquire their super awesomeââ¬Â¦ https://t.co/J7Y4AZgCeT
162 It's #perfect out today! Start your afternoon right, a #refreshing punches waiting for youââ¬Â¦ https://t.co/8fKYJgN0lw
163 I am ready to graduate! à½Ã±©Ã ¼Ã¿¼ââ¬Âà¼Ã¾âà½Ã±©Ã ¼Ã¿¼ââ¬Âà½Ã´¬Ã ½Ã²â°Ã ½Ã²Šhttps://t.co/MitSgyom1Z
164 One of the classics from the early 2000s retros. The Legend Blue 4s were released again in 2015.ââ¬Â¦ https://t.co/ohaE6LILvG
165 Mattis says what keeps him awake at night - YouTube https://t.co/tbPfMozBy3
166 LOLIRLCHP https://t.co/3KKKjAzYcs
167 It'll burn off... âËÂà¼Ã¿¼Ã ½Ã¸Ⱐ#soseattle @ Lake Union https://t.co/yRS62SurKm
168 Her: Great picture! Where was this taken?\nMe: Starbucks Restroom\nHer: à½Ã¸â https://t.co/P7XxMI8Tr9
169 @arthurwyatt ââ¬Åhey comic shops wanna dress up as pseudo-nazis, weââ¬â¢ll provide the shirts for freeââ¬Â
170 @arthurwyatt status quo must always be returned to\n\nthe Propertyâ⢠must be maintained for the maximal profit
171 or maybe iââ¬â¢ll draw a symbol of the Proletariat punchinââ¬â¢ a symbol of the Military-Industrial Complex, it IS Memorial Day after all
172 anyway Imma gonna go draw Columbia in superhero drag punchinââ¬â¢ Trump or something w/e
173 ,,comics)
174 (TECHNICALLY itââ¬â¢s not over but it has been revealed that Nazi Cap is actually Mirror Universe Cap shaving his goatee & Real Cap on ice & ugh
175 @arthurwyatt ââ¬Åpeople will finally stop writing so many thinkpieces about it now that we know this isnââ¬â¢t the Real Caââ¬Â¦ https://t.co/aCDBrilFLE
176 @DoodlestheGreat Itââ¬â¢s actually the Evil Mirror Universe Cap! Heââ¬â¢s been shaving his goatee all along! And Real Capââ¬â¢sââ¬Â¦ https://t.co/YMo1r2VRWm
177 @arthurwyatt I saw something this morning about now it turns out Nazi Cap is Evil Parallel World Cap replacing Realââ¬Â¦ https://t.co/vUTkOdc3bp
178 Theyââ¬â¢re all seventy years old, fucking let them go out to pasture already and make way for new stories
179 So apparently the Nazi Captain America story is finally over and uggghhh why do I even know about this cape bullshit
180 Make today a #MargheritaMonday! https://t.co/M59FMcGBB7
181 18 Reef wins its 1st match of the day and continues its run at the ECC Championship under theââ¬Â¦ https://t.co/6qQesdWH2o
182 Latte after a yoga class ... this long weekend goes by so fast . #coffee #cafe #instacoffeeââ¬Â¦ https://t.co/g44RX7vlJg
183 YC2 performs today 1-3pm à¼Ã¼ŠPortage Bay Reach. View from Sakuma Viewpoint or a vessel of yourââ¬Â¦ https://t.co/6p7qXYU6nG
184 #LegendaryHeros #SifuBruceLee #BrandonLee @ Bruce and Brandon Lee's Gravesite https://t.co/M1fTjiQ5um
185 Best night of my fucking life I love u bear @iamblackbear https://t.co/BQs2RE2FA5
186 Framing another shot for our #photoshoot with Holly wildideal à½Ã³¸Ã ½Ã±Š@ Washington Park Arboretum https://t.co/ySQcflb86P
187 Follow @HaleyRhoadesBks & tweet this message for a chance to win 1 of 2 AmazonEchos #giveaway #TheProposal https://t.co/3dVMzDiI9e #giveaway
188 Sale on a Over The Sink Strainer on Amazon https://t.co/w7cqQLCxbt Enter #AmazonGiveaway for discount code https://t.co/ikK7kJ8RZW #giveaway
189 @NeoGeen ex-yerf represent
190 @KSeattleWeather Heading for Phoenix tomorrow. I'll take it! à¼Ã¼¥Ã ¼Ã¼«Ã ¼Ã¼¾Ã ¼Ã¼Å
191 Alright, alright, alright. à½Ã¸ #mondayvibes @ Lake Union https://t.co/IssuanBxGo
192 Happy Eritrean Independence day!!!! #26 @ Volunteer Park https://t.co/ZItBjmAYme
193 Created a workflow for searching CocoaPods and copying the pod 'Query' to your clipboard: https://t.co/Mbi1o0EyWo
194 Skate like a girl https://t.co/Ddf4XrNS1k
195 As we head into the final day of Emerald City Classic, KJ would like to extend a huuuge THANKââ¬Â¦ https://t.co/ubNb0ckXcZ
196 #PlantSelfie??? Reflections at the @vpconservatory in Seattle. Thanks all for the GREATââ¬Â¦ https://t.co/SNW3vqH4qu
197 Day 3 of the ECC at UW! Jayde's team is playing for the silverââ¬Â¦ https://t.co/Q1XKIBcKNq
198 @agisilaosts Thanks for the article. Definitely resonates with my experiences
199 @PaolaNotPaolo I hear this playing out with Knuck if you buck by Crime Mob à½Ã¸â.
200 Not a bad way to spend a Sunday! 92' yacht. $6.5 million.ââ¬Â¦ https://t.co/mEq4ZZxV6n
201 We're #hiring! Read about our latest #job opening here: Urgently Seeking an Emergency Room RN - https://t.co/RyF7ObJIWM #Nursing
202 Up to 64% Off Hair Services at MargiDavid Salon https://t.co/LLIzROV6ve
203 Tonight was great. I barely took my phone out for pics and it was so nice to watch with my own eyes. Thanksââ¬Â¦ https://t.co/hOnzxXLDVp
204 blackbear .. à¼Ã¼¹ https://t.co/33Ewb4WCnM
205 In my defense, something was very wrong with it and I had to cut it open with an X-Acto.
206 I love to watch movies like Logan that make you feel invincible but then I remember that I got a blister trying to open a Dr. Pepper today.
207 à½Ã¸ @ Montlake, Seattle https://t.co/FTBEKHvS8N
208 This place is packed. #Dicks
209 Beyond thankful for this moment I've been dreaming of since I was aââ¬Â¦ https://t.co/7feWsNUbh0
210 This was the only song I needed to hear tonight #blackbear @ Neptune Theatre https://t.co/fwZRVYAJYZ
211 It's been real husky softball stadium, see you next year. OKC, here come my Dawgs! @UWSoftball #LeaveNoDoubtââ¬Â¦ https://t.co/A5FnE0ZY0o
212 Last Spanish Coffee Sunday. Make it count. @ Sea Monster Lounge https://t.co/ZboYaBBXTe
213 Mattis was also asked: ââ¬ÅWhat keeps you awake at night?ââ¬Â\n\nââ¬ÅNothing,ââ¬Â he said. ââ¬ÅI keep other people awake at night.ââ¬Â https://t.co/GxDNu3ML5b
214 Cat is long, curious @ Ravenna, Seattle https://t.co/UBzOTAd9QF
215 ââ¬Â¢ congrats to @uwsoftball for making it to the Women's College World Series ââ¬Â¢ so great going andââ¬Â¦ https://t.co/5DdXqHMiMD
216 For someone that eats at red robin pretty often, I have no right to be claiming Iââ¬â¢m broke
217 Way to go lady DAWGS!!!! #godawgsà½Ã°¾ #espn #okcbound #uw à½Ã²Åà½Ã²âºÃ ½Ã°¾âŨâŨâŨâŨâŨà¼ÃÂ¼Ë @ Husky Softball Stadium https://t.co/kM0IftTNiP
218 happy birthday @mattsacks do you like the matching boys i got you https://t.co/35DkyDCRu1
219 147.365 :: Couldn't have asked for better views along the @cascadebicycle Emerald City Rideââ¬Â¦ https://t.co/GBJ3KblOlH
220 Three-day weekends mean 6pm iced coffees!!! @ Volunteer Park https://t.co/NECBKy0HAw
221 @LuDux Fractals werenââ¬â¢t really EVERYWHERE!!!! until around the time I started college, I think. It all blurs together.
222 The water à½Ã²¦ tower at Volunteer Park. @ Volunteer Park https://t.co/hANlEMpXfG
223 wing gates might have thermals over them, maybe thereââ¬â¢s hovering versions as well, also pretty skyboxes to run into.
224 In the treeeeees! @ Volunteer Park https://t.co/tYMADsguC3
225 it would be about moving very fast, very low to the ground; Iââ¬â¢d see what else emerged from making models and playing with interactions.
226 would you like to see my polybius self-insert fan art https://t.co/Gg183RKMbB
227 Off to OKC! #SuperRegionals #UWHuskies @UWSoftball https://t.co/p2Hwe5sUNn
228 Supporting local! @ Molly Moon's University Village https://t.co/7mZddl8mQI
229 Lady Dawgs need an insurance run or more here.
230 @JulieTRRoo sometimes when I play it the back of my head starts tingling and I kinda stop thinking, itââ¬â¢s kinda awesââ¬Â¦ https://t.co/w9vlIhikvY
231 --> Seattle. This place is Iconic. Yea. (at @DicksDriveInS in Seattle, WA) https://t.co/8Mou7X9H7c https://t.co/ECie9hH9JJ
232 @JulieTRRoo You think the stills are hard on the eyes, try watching the videos. n.n\n\nI have Thumper but I couldnââ¬â¢t really get into it.
233 Hike & Bike weekend. 22 mile ride today. I never grew up, I'm still riding a BMX. lol. I'mââ¬Â¦ https://t.co/SdQMSNMCLK
234 @brennx0r The Beach House Cafe: https://t.co/g58AvN2Bfb
235 18 Reef goes undefeated for the 2nd day at the Emerald City Classic at 6-0! Gold bracket quarterââ¬Â¦ https://t.co/NfQAuOx5RB
236 Prepping alder-smoked morel mushroom, nigella seed & cashew cheese mung bean crepes w/a nettleââ¬Â¦ https://t.co/Qs7U4cM4PY
237 the dear mr fantasy off welcome to the canteen is potentially the greatest song ever recorded
238 Paying respect to a exceptional and inspiring martial artist #brucelee #gravesite #jeetkunedoââ¬Â¦ https://t.co/BsSAKWGdiK
239 Polybius DLC that adds one single achievement:\n\nThe Long Hard Way To Basingstoke.\n\nComplete level 50 in YOLO mode.\n\n(basically impossible)
240 My kinda people @ Gas Works Park https://t.co/WcYkhjCvI5
241 summer boy https://t.co/HcQwrcPnaz
242 Beautiful day for Husky Stadium!! #win #beatutah #espn #supers #softballlife à½Ã²Åà½Ã²âºÃ¢Å¨âŨâŨâŨà½Ã°¾âËâ¬Ã¯Â¸Â⚾︠@ââ¬Â¦ https://t.co/OmFx59hQr4
243 Look they do get along! #sisterlife #sunday #softballlife #supers #espn à¼Ã¼ŸÃ ¼Ã¼Ëà½Ã²Åà½Ã²âºÃ¢Å¡Â¾Ã¯Â¸Âà½Ã±±Ã ¼Ã¿¼ââ¬Âââ¢â¬Ã¯Â¸Âà½Ã±±Ã ¼Ã¿¼ââ¬Âââ¢â¬Ã¯Â¸Âà½Ã±§Ã ¼Ã¿¼ @ââ¬Â¦ https://t.co/kmZ2HY8qRU
244 This whole cultural appropriation/authenticity thing.
245 Founder of Jeet Kune Do #seattle #brucelee @ Bruce and Brandon Lee's Gravesite https://t.co/NIJ4R4qqYM
246 UW flower garden adjacent to Rainier Vista. @ University of Washington https://t.co/ZM5q7OIS6A
247 Hey entrepreneurs: ice cream is really not that complicated. Open a store on Capitol Hill and make stacks o' cash. https://t.co/H0KafqwPjc
248 Heaven. #nofilter #summer #seattle #iphone7plus @ University of Washington https://t.co/nOBfsRic9Q
249 6.9.17 Gas Works Park 5pm-10pm â¤\n\nnever been to a silent disco before. come with me! oh and iââ¬Â¦ https://t.co/MvFR65ZRtg
250 "Be strong and courageous. Do not fear or be in dread of them, forââ¬Â¦ https://t.co/p1j9oNLlwU
251 Summer in Seattle âËâ¬Ã¯Â¸Âà½Ã´ @ Gas Works Park https://t.co/emXHZ8Ni0I
252 Philosophy in four words. https://t.co/X6cS5XnQCD
253 MDW in the PNW is AOK à½Ã±Åà¼Ã¿¼ @ Lake Union https://t.co/ic7efJIPHG
254 @PurpleRow Where's the link to buy
255 @marsh_dragon I am pretty sure Slack Wyrm would be lying around touching his oversized genitals if he wasnââ¬â¢t stuckââ¬Â¦ https://t.co/htoyKaUj9k
256 @marsh_dragon Does that shirt say ââ¬Åcult of slackwyrmââ¬Â\n\nbecause, yes.
257 #turftalk âÅÅà¼Ã¿¼Ã ½Ã¸Ž #sundayrunday à¼Ã¿Æà¼Ã¿½ââ¬Âââ¢â¬Ã¯Â¸Â @ Montlake Cut https://t.co/sGSVi4AUUB
258 Great day in #Seattle on the #seaplane. @kenmoreair does an amazing job showing off theââ¬Â¦ https://t.co/GBCcueEMlj
259 I adore this packaging à½Ã¸ also SUCH a good chocolate bar! @theochocolate https://t.co/8ABdgqdnOO
260 Just posted a photo @ University of Washington https://t.co/4pHhfKwxLu
261 Tools of the trade \n\n#gardening #gardenshed #uw #universityofwashington #medicinalherbgardens @ââ¬Â¦ https://t.co/ZNlDhOLRQ8
262 Montlake bridge be all like à½Ã¹Šwith this weather too @ Montlake Cut https://t.co/OLOmCSBflk
263 I'm at UW: Medicinal Herb Garden in Seattle, WA https://t.co/ONnIuUaMhw
264 Discovered a very nice neighborhood art store in seattle .. nice huge sale going on. #artââ¬Â¦ https://t.co/12EYgODjHC
265 SIXTEEN. Just like my agent level in Ingress. à½Ã¸Â\n\n#YourName \n#Ã¥ÂâºÃ£Â®åÂÂ㯠https://t.co/IqIjHoEBsW
266 I'm at UW: Rainier Vista - @uw in Seattle, WA https://t.co/1CVftXEAJG
267 I'm at University District in Seattle, WA https://t.co/waFzJNoRfD
268 What fun games are you playing on your phone?
269 Happy Sunday à¼Ã½¸âËâ¬Ã¯Â¸Â https://t.co/th0ioFEx5g
270 Ran 10.01 miles with Nikeâ + Run Club âÅ⦠#JustDoIt #sundayrunday à¼Ã¼žÃ ¼Ã¿Æà¼Ã¿½ââ¬Âââ¢â¬Ã¯Â¸Â #thesweatlife #RUNSEA à¾Ã´Ëà¼Ã¿¼Ã ½Ã¸Åââ¬Â¦ https://t.co/M9OHysqPC8
271 I'm at RoRo BBQ & Grill in Seattle, WA https://t.co/YbAMOqC562
272 I'm at Bala Yoga in Seattle, WA https://t.co/og10ZQWqij
273 Great day for an oyster brunch on Lake Union (@ Westward - @huxleywallace in Seattle, WA) https://t.co/jc0BowSeQS https://t.co/K83vpjat46
274 In the 80s to get online you had to strangle an RS-232 cable for 2-3 hours straight while making Qbert fart-noises. https://t.co/YKkXkxA1OV
275 Beautiful views from the I-5 express lane during the Emerald City Bike Ride. à½Ãº´ââ¬Âââ¢â¬Ã¯Â¸Âââ¬Â¦ https://t.co/ZMTmDLKOj7
276 Another drawing from today's session .. feeling a little rust ;)\n#drawingmodel #charcoaldrawingââ¬Â¦ https://t.co/ikfbmd0oNT
277 Loving #summertime #pedicures. @OPI_PRODUCTS #endlesspurplepursuit #purple #toes #flipflops #reef #forgottoshaveââ¬Â¦ https://t.co/RrYwkiAqp0
278 We out here. âÅÅà¼Ã¿¼Ã ½Ã¸Ž #sundayrunday à¼Ã¿Æà¼Ã¿½ââ¬Âââ¢â¬Ã¯Â¸Â @ Montlake Cut https://t.co/j4d6gTtqvQ
279 A lil old with the new @ Gas Works Park https://t.co/J4trybqlnb
280 See our latest #Seattle, WA #job and click to apply: Web Developer - https://t.co/tyWBP62H9U #IT #Hiring #CareerArc
281 Today's drawing of Tami :) big chunk of charcoal #emiliyalane #drawing #charcoaldrawingââ¬Â¦ https://t.co/gQ29ZfrBXf
282 @Pyrao terrible news :(
283 Want to work at Road Runner Sports? We're #hiring in #Seattle, WA! Click for details: https://t.co/gstsOGSRhp #CustServ #Job #Jobs
284 Practice implies repetition. 5th day of #yoga and my body is feeling soy much better. à½Ã¹Âà¼Ã¿¾ââ¬Â¦ https://t.co/TVSYyiwDVy
285 Perfect on a hot #summer day! Love this #shandy ! The lemon flavorââ¬Â¦ https://t.co/bcIvZsqyJq
286 if only we had highways for bikes all the time! #emeraldride #seabikes @ Ship Canal Bridge https://t.co/4gqME0pLca
287 #Tedx #yesand (@ Kane Hall - @uw in Seattle, WA) https://t.co/3OOADaaoTp https://t.co/LNO5LoWeU8
288 We're #hiring! Find out about our latest opportunity here: Crew - https://t.co/N6ZQbKlXiW #Hospitality #Seattle, WA #Job #Jobs
289 Very excited for today's TEDx conference at UW! https://t.co/JLOlalfoNj
290 Loving this Sunday Morning with these powerful ladies. #Blessed #PowerTribe #tedxyesand @ Kane Hall https://t.co/f98DWRSu06
291 @damonagnos Dialogue must be in tweet storm form
292 Going kayaking! #summer #seattle @ Waterfront Activities Center https://t.co/e6KKJbFp9T
293 Waiting for canoes. #blackandwhite #blackandwhitephotography @ Waterfront Activities Center https://t.co/uMzCgNiFiN
294 regrann from appetitediary - Their marinated #kale salad was on point! - #regrann @ HeartBeetââ¬Â¦ https://t.co/TtvOgzv5KT
295 "The key to immortality is first living a life worth remembering."ââ¬Â¦ https://t.co/0Rcm8a45OZ
296 Really funny to hear my daughter playing with her toys and complain that there is no parking for their car à½Ãºâ à½Ã¸â
297 First official 18K #bikeride on a Sunday. #emeraldbikeride2017 #I5experienceride\n.\n.\n.\n#fitnessââ¬Â¦ https://t.co/3A6zWOBGMG
298 I'm at Portage Bay Cafe in Seattle, WA https://t.co/o8MXlqXIvq
299 Happy and Safe Memorial Day Weekend to all! Unending gratitude to our military and civilianââ¬Â¦ https://t.co/1oBkR19NVX
300 Interested in a #job in #Seattle, WA? This could be a great fit: https://t.co/iGCjvuWoM1 #Cosmetology #Hiring #CareerArc
301 @whitstrack @imaniapostol @darhianm & Laura Anuakpado of @uwtrack are all going to the 'ship inââ¬Â¦ https://t.co/vyhTLJAIp4
302 Taking some time for peace and quiet before the whistles start sounding. https://t.co/LRJr9NvzGK
303 Capitol Hill gunfire? Two incidentsÃÂ overnight https://t.co/f5SMvyU6Mr
304 The Great Gig in the Sky. @ University of Washington https://t.co/MlI0I8pe8W
305 Even three entrees are not enough when dining at @SerafinaOsteria. Squid ink pasta with octopus,ââ¬Â¦ https://t.co/J03BKpi8tD
306 Waited almost 8 hours for a break, and thems is the spoils kiddos...à½Ã¸⢠I'd be more disappointedââ¬Â¦ https://t.co/T6ujCeK2eL
307 Dragged @ziuziuziu up from PDX to Seattle to drink a lot of soju and talk #GreatestGen Raz & Plaveem conspiracy theories.
308 It's the final game day in husky stadium. It's do or die time .. I'll take my odds with my Dawgs! #LeaveNoDoubtââ¬Â¦ https://t.co/4wrsnjDHnw
309 My musical friends à¼Ã¾µÃ ¼Ã¾¶ #musicians #engineers #rockstars @ Blue Moon Tavern https://t.co/HqHQj1e4OK
310 #Spacesuit & #Scoot #mto #scootlife #scooterrally @ Eastlake Zoo Tavern https://t.co/Hfwi9AHs3P
311 This was my first time dropping in to @streetbeanco in the UD today. Lovely little space withââ¬Â¦ https://t.co/VZ3V8DCz6t
312 Get the W tomorrow UW and pack your bags for OKC!! #backthePAC #uwsoftball #gopurple #begold #wcwsbound #onemoregame https://t.co/XueEuoqobq
313 Not our first rodeo âŨ @ Zeta Psi - University of Washington https://t.co/hbLnShe8Hi
314 Finally back home with my girls!! My broadcasting has finally come to an end this year!! What anââ¬Â¦ https://t.co/S4UpSBBjmn
315 Great evening of canoeing. Made it back JUST at the cut off at 8 pm. @ Waterfront Activities Center https://t.co/GpSydMdGei
316 18 Reef goes undefeated on Day 1 of the Emerald City Classic without dropping a set! Let's doââ¬Â¦ https://t.co/Ws0ZtjJtNv
317 @iamblackbear @2fourhrs see y'all tomorrow
318 smile if you didn't eat a live goldfish yesterday @ Chi Psiââ¬Â¦ https://t.co/aqQoRHghhD
319 Goodnight Seattle @ University of Washington https://t.co/86OdivCUWH
320 I'm at Frank's Oyster House & Champagne Parlor in Seattle, WA https://t.co/iq9AF6ohm9
321 Hoping for a Monday discharge. Lucky me I get to bring these lovies home. \n#livywontlikeitââ¬Â¦ https://t.co/zki6Ml2WT9
322 Poke bowls with a view is the perfect way to end a beautiful day! (@ Gas Works Park - @seattleparks in Seattle, WA) https://t.co/bkvI0NVnZe
323 18 Reef goes undefeated on Day 1 of the Emerald City Classic without dropping a set! Let's doââ¬Â¦ https://t.co/8iiWyTkNMC
324 no punches were thrown AND no one handed him the aux cord so I'd sayââ¬Â¦ https://t.co/zSCVn5Jpah
325 We laid on this blanket all day @ Volunteer Park https://t.co/LftwKB0q3h
326 @freakboy3742 The irony? @VirginAmerica fucks you overââ¬Â¦ So you pay them more. Nuts, but understandable.
327 How long can I go without wearing the same T-shirt twice? DAY 200!!! Requin, Blood In The Sea @ââ¬Â¦ https://t.co/J5wINBO5h6
328 We are all of us stars, and we deserve to twinkleâŨ @ Lake Union https://t.co/ZqklmQpU3n
329 The striped people. https://t.co/1nMrkO3Kng https://t.co/zxEKTfdukZ
330 So this just happened!!! #afterworkshenanigans #kayakingââ¬Â¦ https://t.co/0ZSFRuL1fA
331 à¼Ã¼¸Ã ¼Ã¼¸Ã ¼Ã¿¯Ã ¼Ã¼¸Ã ¼Ã¼¸ @ Seattle Japanese Garden https://t.co/7PWCPAVLKm
332 The weather and flowers are beautiful in #Seattle. https://t.co/VGVACnEzPc
333 I call these Taiyoken (Solar Flare). just tryna get this tan and vibe out with my other half theââ¬Â¦ https://t.co/a4fQxNOVzV
334 He didn't need the disciples but he chose them. He doesn't need me,ââ¬Â¦ https://t.co/6wmI2pdY6l
335 @magpiemorning @mkeagle @garlandmcq Well, me neither!
336 #vegan #geek @ HeartBeet Organic Superfoods Cafe https://t.co/G6Nzd8bERL
337 Woohoo #gotg!! (@ Sundance Cinemas Seattle in Seattle, WA) https://t.co/eflQxzrVlb
338 Paddling and listening to UW Husky Softball working on earning their way to WCWS. Let's go Dawgs! #wcws #uwsoftballââ¬Â¦ https://t.co/MyxPeeA03h
339 @mkeagle @magpiemorning @garlandmcq What the heck game is this?
340 Super Dawg Fans ready for Super Regional #2 with @uwsoftball @ Husky Softball Stadium https://t.co/gBIq3B9aUB
341 Seattle, you're beautiful. à½Ã¸ @ Gas Works Park https://t.co/4UFTKxDcIB
342 So much fun kayaking and having a nice cold German beer. #kayaking #sunnyinseattle @MissCheevââ¬Â¦ https://t.co/TRqwX0PuHW
343 My weekend pack while mom and dad play in the desert. #blazeandbritni @ Washington Park Arboretum https://t.co/5Mst9mmRyi
344 @chromaticCorona uggghhh *hugs*
345 @Blackmudpuppy thank youuu <3
346 @joliemenzel It had to be done
347 Enjoying the Seattle sunshine! https://t.co/VNqt3ICcY5
348 @joliemenzel You told me that t was your mom that og called you jojo tho
349 @joliemenzel Hahahahaha Iââ¬â¢ve been callinââ¬â¢ you jojo for YEARS. Glad the root has finally come to light
350 @acetone_kitten there should probably be a few more at some point
351 @mcdanielcolt1 and I rooting on the @UW_Baseball vs @USC_Baseball then off to @UWSoftball at 6! Go Dawgs!!! https://t.co/WDaCDyn1pp
352 @Blackmudpuppy doing my best to create UNSUBTLE CARTOON PROPAGANDA CHARACTERS
353 Can you recommend anyone for this #job in #Seattle, WA? https://t.co/jLSwnTe4En #Hospitality #Hiring #CareerArc
354 Current view. Go Dawgs!! Jax is pretty much in heaven. #huskybaseball #uwbaseball @ Huskyââ¬Â¦ https://t.co/qI88J5dNYO
355 Walked into a comic book store and somehow ended up with these books in my hand @ Comics Dungeon https://t.co/ASM0IxXJr3
356 a handful of sweethearts of the revolutionary struggle for @acetone_kitten https://t.co/ztKgbp3aKF
357 Can't even! #puppy #beaglechihuahua @ Apple University Village https://t.co/tS4Q99Lixa
358 It's finally beginning to feel like Summer!!?? @ University Village https://t.co/1KXBvjpDH8
359 Keep seeing these around Seattle. Not sure where they come from. This was in the water tower.ââ¬Â¦ https://t.co/sOQIHldOpU
360 The food is so good! @ Dick's Drive In Restaurant https://t.co/8NmqlvyKuj
361 The cost is so cheap! @ Dick's Drive In Restaurant https://t.co/MfHGj9j6RY
362 Conflict - Brooke Eva\n#leica #cinestillfilm @ Park Vista https://t.co/a8keyqVX3Q
363 Dick's Drive In just might be my new favorite Seattle restaurant à½Ã±Š@ Dick's Drive In Restaurant https://t.co/QFYxeM29f6
364 Thanks to every single one of you who made it out last night to seeââ¬Â¦ https://t.co/k7Acdq8BRe
365 If we all worked together, we could eliminate shrieky barky little dogs and their awful owners.
366 Cheering on @p_h_i_a_ in the state tennis final! You got this! https://t.co/YWwgiufRHc
367 Watching @SeattleReignFC on @lifetimetv at the Shelter Lounge after pedaling on Green Lake.ââ¬Â¦ https://t.co/QprzL0OG59
368 Hipsters' motto :) @ Lake Union https://t.co/TU5ewy7Tva
369 Accident cleared in #Seattle on I-5 NB south of 45th St #traffic https://t.co/12UyGMOG9h
370 HeartBeet is here to fuel your body with all the good things! \n\n#heartbeethealthyââ¬Â¦ https://t.co/pf241JRqXH
371 @lostinfont Hmmm...if I did it was loooong ago. Love the book!
372 Left our hearts on TQ's houseboat in Seattle. As usual. #memorialdayweekend #tourcation @ Lakeââ¬Â¦ https://t.co/WbPPzGPT1d
373 I'M ON A BOAT @ Lake Union https://t.co/jm6dhmtAv3
374 We got to see each other, him and Rylee are getting here and Jaydeââ¬Â¦ https://t.co/wg3PaRadYC
375 It's gorgeous in Seattle!! @ Washington Park Arboretum https://t.co/tOw5tRfYca
376 We've got the dreamer's disease à½Ã·º @ Lake Union https://t.co/poIAeQCwrE
377 And that's a wrap! What a phenomenal day for deployment and year for success! Congratulations toââ¬Â¦ https://t.co/LJagN6rdT6
378 Damn you auto correct for not allowing me to spell huge with a Y...
379 Appeal, interest and beauty are often a result from imperfections. Not from the absence of them.ââ¬Â¦ https://t.co/SI34SftJks
380 15s coaches Barb and Mikaela strategizing on the first day of ECC! Ended up undefeated day one!ââ¬Â¦ https://t.co/8jRidMCeya
381 Writing with the sun in Seattle. #soulstoriesproject #gopublicuw @ Ravenna, Seattle https://t.co/giwXIpZ9dE
382 Merry Christmas, Dad! Sorry it took six months to finally get some get weather so we could fly.ââ¬Â¦ https://t.co/UtQAea0uGi
383 Is Nashville really a hockey town? @NHLtoSeattle
384 Let's take a ride with the windows down.ââ¬Â¦ https://t.co/N7enV78847
385 Artificial rain cause ITS SO NICE OUT! #ERIS2017 @ UW ERIS https://t.co/zfZHzbaOeK
386 @ReignFC dash got nothin... go Reign #LetitReign https://t.co/UcI6HtBmdN
387 See our latest #Seattle, WA #job and click to apply: Grassroots Marketing and Event Coordinator - https://t.co/T01ODOw9fG #Marketing
388 Where else would you rather be at 6pm than right here tonight @UWSoftball vs @Utah_Softball #go-purple #be-gold https://t.co/XcqNwVKipa
389 Student explanations BEFORE #ERIS2017 @ UW ERIS https://t.co/aKFDHSaKmL
390 Here we go!! #ERIS2017 @ UW ERIS https://t.co/xyRyGdkKyd
391 Picnic lunch at Gasworks Park! @ Gas Works Park https://t.co/Kpu1rAwAaV
392 From mostly meats to just veggies, weââ¬â¢ve got the pi to satisfy your craving. Check out our menu:ââ¬Â¦ https://t.co/EAYBu2fPy6
393 "At last the sun rushed headlong into the ocean's waves, and the night rose up from the same waters." --Ovid
394 Row, row, row your Blinky à½ÃȦ @ Waterfront Activities Center https://t.co/dcZS0laUn8
395 We're #hiring! Click to apply: IT Analyst-Database Administrator - https://t.co/kb18qJuIC7 #IT #Seattle, WA #Job #Jobs #CareerArc
396 So Proud of these 6 Young Men for the Show you all Put on last Nightââ¬Â¦ https://t.co/qsRMqpJrtl
397 The BASIC sensors group is streaming data! @ UW ERIS https://t.co/MwqOmPD0G3
398 The Album #OneWeek à¼Ã¼ Ã ½Ã²â⚰à½Ã²°Ã ½Ã´¥ September 14th, à¼Ã¼Ž-wide everywhere......Thank you à½Ã¸Âà½Ã²¯ @ Universityââ¬Â¦ https://t.co/RsOqGSnz1m
399 @jonasdoesstuff @_GreyWhite poutine as big as a COOL TEEN
400 This place is beautiful! @ Seattle Japanese Garden https://t.co/qKACgV1jKE
401 Good life choices @ The Essential Baking Company https://t.co/Hy2v8Cxo4F
402 Last night definitely did not suck. Thanks job and friends corrlets #siff #80spartyââ¬Â¦ https://t.co/jj0W7aVtU2
403 "SFIT-man"\n.\n#JetCityImprov #TShirtArt #SFIT2017 #Seattle #ImprovTheater #Macho #Internationalââ¬Â¦ https://t.co/uhdS0J3t2c
404 Spending our 3 day weekend at UW watching the girls play!! #2ââ¬Â¦ https://t.co/L2y8Vc9BiJ
405 Friday (apparently weekly) happy hour with Deborah. How else would we make it thru thisââ¬Â¦ https://t.co/QWOBQ5fqVl
406 I'm at Starbucks in Seattle, WA https://t.co/JWnaD5eNo8
407 I'm at Bagel Oasis in Seattle, WA https://t.co/9rzm0ZTAnb
408 #OneWeek à¼Ã¼ âš°Ã ½Ã²Ëà½Ã´Å......This is tha album & I'm ready to release this summer/fall (Re-done more thanââ¬Â¦ https://t.co/FwqBAaxZzv
409 @niceguyscott @AChrisSummers is there too
410 Aurora bridge @ Lake Union https://t.co/WkWzOtIzZa
411 @ARishi_ Iââ¬â¢m always disgruntled.
412 This #job might be a great fit for you: Urgently Seeking an Emergency Room RN - https://t.co/V5iXBRiOFD #Nursing #Seattle, WA #Hiring
413 I'm at Gas Works Park - @seattleparks in Seattle, WA https://t.co/LwnUrjRllk
414 Walking down Memorial Way on Memorial Day weekend à¼ÃÂ½Æ @ University of Washington https://t.co/ACIw1LvTZA
415 @rectangular but thatââ¬â¢s the thing, scientific theories are still theories and not absolute fact.
416 smart people ditched googleââ¬â¢s shit a long time ago. https://t.co/RvWqzJCHBN
417 Just posted a photo @ Lake View Cemetery (Seattle) https://t.co/lKryuK3Xyh
418 Nike Air Force 1 Supreme "Wilkes" #af1 #airforce1 @ Recess https://t.co/EWHRKcMj47
419 #TypeScript: the Fun Parts - A video about this relatively-new programming language that extends #JavaScript https://t.co/m2u6uCsqzN
420 What an amazing game!!!! DAWGS 10 Utah 4! #win #purplegold #supers #espn à½Ã²Åà½Ã²âºÃ¢Å¡Â¾Ã¯Â¸Âà½Ã±Âà¼Ã¿¼âŨâŨâŨâŨâŨâŨ @ Huskyââ¬Â¦ https://t.co/lF54Wxz53M
421 Spending Saturday night covering NCAA Super Regionals, Utah vs UW, for Deseret News in Salt Lake City. https://t.co/oQF4GkZJhJ
422 Just another night and another Dolla. #workflow. It's #fridaynightââ¬Â¦ https://t.co/sAs1X6Yrdz
423 Air Jordan 2 "Candy Red" $250 @ Recess https://t.co/2p4DJIP6it
424 Drinking a Trickster by @blackravenbrew at @joeyrestaurants ââ¬â https://t.co/tZaHmKgsGj #photo
425 @Utah_Softball players still racist AF doing the goddamned hand to mouth war woot. #RoadToWCWS @espnW #NotYourMascot
426 i am finally happy again!!! https://t.co/HEwOd6VmZp
427 Show #72: "Crumble (Lay Me Down Justin Timberlake)". Second show of the UW Drama Lab's... https://t.co/zbtA7YtrTt https://t.co/kMw8eX9a2d
428 "Friday" means "Chicken nachos"... @ Eureka U Village https://t.co/VPolEr0PCY
429 Da road @ I-5 Freeway https://t.co/pSyB1GFwJo
430 On our way to #BYC #bremertonyachtclub #washington #boating #yacht #rainieryachtclub #RYCââ¬Â¦ https://t.co/y2tDNRi2RX
431 Yup!! @ Volunteer Park https://t.co/ajd1fB3JkK
432 Lantana flower #flowertattoo #lantana #seattle #seattletattoo #seattletattooartist #seattletattooshopââ¬Â¦ https://t.co/T4n6LVhGKv
433 @Robot_Joe Thereââ¬â¢s a point where I just say ââ¬Åfuck itââ¬Â and either slack off drawing and do something else, or startââ¬Â¦ https://t.co/MZLBjpBikH
434 Follow the crow @ Lake View Cemetery (Seattle) https://t.co/WnAsUPBpia
435 Found ourselves in the cemetery again! So goth @ Lake View Cemeteryââ¬Â¦ https://t.co/McxamW0YxX
436 I'm at Starbucks in Seattle, WA https://t.co/yLcSjhbIeT
437 What to do while making a 1-hour monitoring video with a stationaryââ¬Â¦ https://t.co/HpjHjI9qKb
438 Checking on our #floatingwetland #fieldwork #gradstudentlife @ Aguaââ¬Â¦ https://t.co/sld4KkUnGK
439 Happiness https://t.co/SHSSwOuAIN
440 Drinking a Haze Craze by @theRAM at @theram ââ¬â https://t.co/Y4EmN11DTl
441 Success! So fun out there today! And beautiful weather for #bikeeverywhereday 2017! @ Classicââ¬Â¦ https://t.co/8AEybiESuQ
442 Because every girl who endures bathing suit shopping deserves an ice cream cone.ââ¬Â¦ https://t.co/h6fnF1fgZH
443 @zoocoup There you go, assuming either/or.
444 Balance. @ Volunteer Park https://t.co/7GnlJdTDxN
445 @george_llevi I'd use my bare feet to crush his grapes if you know what's up
446 The #longweekend begins. https://t.co/5XxXrTki1V https://t.co/79kKU7XBLo
447 Happy Friday, here's a gallery of slow-mo pictures of my dog catching a ball, please enjoy https://t.co/7deuTn6zTA https://t.co/ANq8p3sRGj
448 Left on the patio by one of our smaller guests... #seattle #patio #chalk #margaritasââ¬Â¦ https://t.co/2nEXD2T2vx
449 Sigh. Lunch is over! :-) @ Agua Verde Cafe & Paddle Club https://t.co/41fiQUGJ8S
450 And yes, Iââ¬â¢m mildly miffed that apparently you canââ¬â¢t run a business in 2017 without a fax number. Sigh. https://t.co/kufy670ghD
451 Anyone have good experiences with fax -> email online services (where weââ¬â¢d have a number assigned, and any fax would be forwarded to email)?
452 See our latest #Seattle, WA #job and click to apply: Store Counter Sales - #hiring #career https://t.co/2SXakkfck9
453 Nothing but #love for my little #nephew #puppy mondoandme aimeedaileyfallat #sheepadoodleââ¬Â¦ https://t.co/ObRTNDEsCG
454 I was gonna call this a snack, but let's be honest... hashtag lunch part 2! #snacks #paleoââ¬Â¦ https://t.co/NKgva9zUzO
455 There is no place more beautiful than #seattle on a sunny day. #uw #lakewashingtonââ¬Â¦ https://t.co/DZRmaoXIWD
456 I'm at Apple University Village in Seattle, WA https://t.co/Wbth1V5C8L
457 I'm at @AguaVerdeCafe in Seattle, WA https://t.co/jWhVpwdKz6
458 This guys wins today @ Volunteer Park https://t.co/wrNOqTrauY
459 Who doesn't love bioluminescent bacteria? @ University of Washington Medical Center https://t.co/e3gblWmefC
460 Denimà½Ã±â #sonics #supersonics #seattle #seattlesonics #seattlesupersonics @ Recess https://t.co/Icp549fLTo
461 1 hour after I posted this tweet I was invited to a Yoga with Goats Event WHY
462 Love and deco / excited to post some new engagement sessions and wedding pictures soon. It'sââ¬Â¦ https://t.co/dhA1nUl1bf
463 Entrance to Lake Washington with Cascades the background. @ Montlake Cut https://t.co/Qf62rKo8YE
464 Canoe selfie! @ Washington Park Arboretum https://t.co/Z4aNoVPCOW
465 Listening to The Beach Boys and realizing that @odesza sampled Our Prayer for Keep Her Close. I SEE YOU ODESZA! à½Ã¸Â
466 .@central_coop announces new Tacoma lease in West End https://t.co/cklCEkGGwR
467 Now I know why @john_harper's twitch streams are so loud. https://t.co/YcJjJXZZru
468 Cute birds #3littlebirds #birdtattoo #scripttattoo #lyricstattoo #bobmarleylyrics #seattle #seattletattooââ¬Â¦ https://t.co/pjml93mQ98
469 What could be better than a smoothie bar at work? You hooking up your office with a smoothieââ¬Â¦ https://t.co/2DyuG0fZFa
470 I need you back in my life... https://t.co/9GuGsHj7qa
471 Just posted a photo @ Seattle Japanese Garden https://t.co/tUBce1KWLw
472 We rented a canoe. @ Washington Park Arboretum https://t.co/NOAQHjvqQd
473 This is a rewarding short read. https://t.co/xXtboNzAqJ
474 Call me Ishmael @ Seattle Japanese Garden https://t.co/SceWt07QJc
475 Just posted a photo @ Seattle Japanese Garden https://t.co/YqFU6qfWpr
476 Just posted a photo @ Seattle Japanese Garden https://t.co/8yqgQRi7Ag
477 I'm at Seattle Japanese Garden in Seattle, WA https://t.co/igLrubVpLd
478 I'm at Washington Park Arboretum - @uwbotanicgarden in Seattle, WA https://t.co/BmuCq2UhWy
479 Accident cleared to the right shoulder. in #Seattle on I-5 SB approaching 45th St, stop and go traffic back to N 92nd St, delay of 7 mins
480 donââ¬â¢t see many devs talking about this, but using xcode playgrounds for prototyping and testing styles is excellent: https://t.co/FEluy3qkBh
481 Accident, left lane blocked in #Seattle on I-5 SB approaching 45th St, slow traffic back to N 92nd St, delay of 2 mins #traffic
482 Our gorgeous FULLY Renovated Kelsey Apartments are now Sold Out for Fall Quarter! We cannot wait to welcome all ofââ¬Â¦ https://t.co/vFg8KDQy3T
483 à½Ã´¥Ã ½Ã´¥Ã ½Ã´¥\n#rutaceae #dictamnusalbus #dictamnus #burningbush @ University of Washington Medicinal Herbââ¬Â¦ https://t.co/p7aYgFb9Th
484 #asteraceae #compositae @ University of Washington Medicinal Herb Garden https://t.co/XYUZE1gidS
485 #sterculiaceae #fremontodendron #flannelbush @ University of Washington Medicinal Herb Garden https://t.co/UOuQCTV7Q3
486 #iridaceae #iris #douglasiris #irisdouglasiana @ University of Washington Medicinal Herb Garden https://t.co/SzDZPTailk
487 already lacked motivation for anything on the computer today, but this weather is making it that much worse.
488 #scrophulariaceae #mimulus #monkeyflower @ University of Washington Medicinal Herb Garden https://t.co/JAno0XZZdA
489 #portulacaceae #minerslettuce @ University of Washington Medicinal Herb Garden https://t.co/mMU3JU1vzx
490 Valerian and the city of a thousand teeny tiny flowers. \n#valerian #valerianaceaeââ¬Â¦ https://t.co/Hi304ZCFVG
491 my work here is done #friday #fuckit https://t.co/QLKcAqtL1Y
492 @dalbright definitely going to die on this hill. keep trying!
493 Good to see @SeaGlobalist media workshops make the list for citywide https://t.co/kYjfU03TYv
494 Yo why is everyone trynna do yoga w/ animals roaming around them? sounds stressful af what if you stepped on a kitten tail in Downward Dog?
495 The phrase of the day is "paratactical crudity", a delight revealed to me by @kdrum.
496 GOOGLE PHOTOS MADE A GIF OF MY GOLDEN DAYS VIDEO BYE https://t.co/ZNLJBQk94X
497 We're all using Instagram instead of Snapchat now, right?
498 Outdoor seating waiting for you #atthehenry #uwseattle #udub @ City Grind at The Henry https://t.co/c9ne4yVvsx
499 Having a "tiny latte"-style macchiato. ***1/2
500 Want to work at Einstein Bros. Bagels? We're #hiring in #Seattle, WA! Click for details: https://t.co/8cTYchVFF7 #Hospitality #Job #Jobs
501 Friday mornings à½Ã±Âà¼Ã¿½ https://t.co/PYJQTqlx0Y
502 You know what time it is, #floatfriday time! \n\n#peacemode #Seattle #goodforthemindââ¬Â¦ https://t.co/JjfQgvpwV2
503 This #job might be a great fit for you: Cook - https://t.co/oUb6VAAXwB #Labor #Seattle, WA #Hiring
504 Friday morning coffee on the deck at work. Seaplanes and kayaks and paddleboards, oh my! I need to be up here moreââ¬Â¦ https://t.co/hO4y0VYccq
505 go figure, study finds ââ¬Åextensive facebook usage decreases health + happinessââ¬Â: https://t.co/tmQsPlEJ5p
506 if you want to be creative, donââ¬â¢t be data driven: https://t.co/aFRqEUHVBH
507 @jdriscoll It's funny that you say that. Mine likes exactly what I liked, Pokémon à½Ã¸â¦Ã ½Ã¸¬
508 40% Off at Night Light Nail Salon https://t.co/LLIzROV6ve
509 Happy 2nd bday Multi-Love, you've been with me since the KY days à½Ã²â https://t.co/e2Dq39Ujxh
510 Meat and drinks with The Dudes. https://t.co/Jd6lnuvLOd
511 Yea Me, knee surgery\n#notevensurewhatnumberthisis #paininthebutt #oopsimeanknee #greatmedsââ¬Â¦ https://t.co/IQePrrafmw
512 @melaniemj Heââ¬â¢s a little young for coffee, but this mug is excellent: https://t.co/biEHu6XYTE
513 @equach206 and I need to start a business...2nd gig in 2 weeks... https://t.co/zfObPJNIF0
514 Thank you to our Tyee Club Champions Circle members. Wonderful night hosting you all on the 50 of #HuskyStadiumââ¬Â¦ https://t.co/uvez23AC43
515 Cheers to the last team meeting of year one of our MBAs! https://t.co/B1OD3Cwpuz
516 These dudes<3\njeremyr754 corywilkie \n#mybrothers @ University District, Seattle https://t.co/8J0iADG4Vy
517 Roommates + boat + Space Needle = dabest à¾Ã´âà½Ã´¥Ã ½Ã¸½ (100th à¼Ã¾â°) \n#lakeunion #seattle #spaceneedleââ¬Â¦ https://t.co/TXbVxHVaq7
518 DLO3 & The Extraordinaires (@ SeaMonster Lounge in Seattle, WA) https://t.co/joz1R4v7n0
519 Donald Craig (below left) generating live digital sound/images, UW Alumni Alchemy @GoodShepChapel https://t.co/bvQMYoovmd
520 @thomas_violence Fucken SUBSCRIBE'D
521 so even though plans don't always work out, any time spent with @okaynicolita is the best https://t.co/7eghm41Eov
522 Some really interesting UI design going on here: https://t.co/A50aBYEfTU
523 Spanish table à¼Ã·ªÃ ¼Ã·¸ on Montlake à½Ã±¨ââ¬Âà¼Ã½³\n.\n.\n.\n#food #foodporn #cook #cooking #spain #paella #seafoodââ¬Â¦ https://t.co/h6Dow2hJ6i
524 #floatingwetland 'predator cage' has been deployed! @ Agua Verdeââ¬Â¦ https://t.co/lOTyML5OY3
525 Gotta love free pre-screenings! #prescreening #thebigsick #thebigsickmovie #kamailnanjianiââ¬Â¦ https://t.co/ECQ19Z0tAJ
526 By far the best burger I've had in Seattle and the nicest owner! Thanks for the birthday beerââ¬Â¦ https://t.co/rTFit3sgtj
527 This place was really cool.\n#seattle #gasworkspark #10thingsihateaboutyou @ Gas Works Park https://t.co/pYODWTHj3y
528 Ooooh, the effin' mysteryââ¬Â¦Ã ½Ã±»Ã ½Ã¸±#workingartist #oilpainting #gageacademy #kohatelier @ Gage Academyââ¬Â¦ https://t.co/CxtlmV57Pe
529 City dog à½Ã²â¢Ã ½Ã²š #LolatheBoxer #TaillessTraveler @ Gas Works Park https://t.co/vLdepX3cu7
530 Hanging with @latonapub & @reubensbrews with this #Cucumber #Gose. @ Latona Pub https://t.co/wmM4fRuscp
531 Pretty perfect à½Ã²⢠#Seattle #gasworkspark #lakeunion @ Gas Works Park https://t.co/t0M3F270pi
532 Didn't flip the canoe!! @ Waterfront Activities Center https://t.co/t8UwUXEgAe
533 If you're looking for work in #Seattle, WA, check out this #job: https://t.co/DA9RSU3zTH #Hospitality #Hiring #CareerArc
534 hoopofficial time to use this in games. #oaklandrebelsblack2023 @ Ravenna-Eckstein Communityââ¬Â¦ https://t.co/jINwiiPpho
535 Want to work at Einstein Bros. Bagels? We're #hiring in #Seattle, WA! Click for details: https://t.co/sha3Y4Ont1 #Hospitality #Job #Jobs
536 @J_Treble What shoes you wearing out there though?
537 Baerlic Test Flight Session India Pale Ale https://t.co/nn8he2xzl9
538 not sure i can bear sitting in front of a computer anymore this week.
539 @skydart @Xbox @Microsoft Ha they got you on this?! Awesome!
540 Yo @macklemore is that you?? https://t.co/kbBfElT4NY
541 The current music playing in our demo room is the theme music from Star Trek: The Next Generation.
542 Welp, I'm crying à½Ã¸Âà½Ã¸Âà½Ã¸ @ University of Washington https://t.co/EoQVtZG8sK
543 @waltmossberg Been a real pleasure reading your columns and listening to your #ControlWaltDelete podcasts! Hope you have a great retirement!
544 @sehurlburt I would teach
545 nailed it. https://t.co/RpAMkrHHRt
546 #tbt to Seattle with these weirdos. I think it's time for another adventure, don't you?ââ¬Â¦ https://t.co/XAuQCIaJIi
547 We're #hiring! Click to apply: Housekeeper - https://t.co/uz8kecOtj0 #Hospitality #Seattle, WA #Job #Jobs #CareerArc
548 I'm at @JambaJuice University Village in Seattle, WA https://t.co/JNpU6Sdcu1
549 à¼Ã¾¶my devil's only closer when I call him backà¼Ã¾¶\n//Context found in Noname's "Yesterday"\n(WHICH,ââ¬Â¦ https://t.co/nXkyxoEluo
550 Furniture porn (@ Restoration Hardware in Seattle, WA) https://t.co/YFxfZDA5Tq https://t.co/9au37heVyg
551 âš¡ï¸Ââš¡ï¸Â⚡︠@ Chatime https://t.co/iO6D74um8m
552 Are you truly committed to your goals? Will you do what it takes to reach them? Think aboutââ¬Â¦ https://t.co/rD6ZV2MZAg
553 Trying to let my inner and outer self let go. Getting back to my practice and loving everyââ¬Â¦ https://t.co/MBV0VPGYB0
554 Lunch. Catching up on news, & watching #AFLCatsPower. I'm at Pavilion Espresso (Surgery Pavilion, UWMC, Seattle, WA) https://t.co/D3Tkz3cHpv
555 Baerlic Lightweight Double India Pale Ale https://t.co/kwbQ44o9Zw
556 Uhm... #UW what is this? I mean like seriously #bishwhet?? @ University of Washington https://t.co/elONzDDQCY
557 'Lead Generation will find a sale; lead follow-up will find a business.' ~Cody Gibson, May 25,ââ¬Â¦ https://t.co/LAjvOSLqHL
558 Fuck this #Subway \nNeither of the employees here listened to me. I made an order. The cashier was on the phone while I checked out. @SUBWAY
559 My little big brother competes this weekend in the triple jump in Austin, Texas for regionals toââ¬Â¦ https://t.co/7nciwMCdIl
560 I'm at Room & Board in Seattle, WA https://t.co/uSTPva6us7
561 I'm at University Village in Seattle, WA https://t.co/P2cLFIKheV
562 @TechGrlTweeter @fitbit Are you pursuing a particular goal? @macjustice convinced me to try Life Cycle in the phoneââ¬Â¦ https://t.co/h6s233x7qc
563 Just a #bird at work @ Apple University Village https://t.co/hLej0TFWw2
564 I'm at University Village in Seattle, WA https://t.co/PZO2jEyEWx
565 Current mood at work #prettyinpink #happydayà½Ã²⢠@ Beehive Salon https://t.co/whYjiqNFOW
566 PErFECT https://t.co/O1cgbBbHNU
567 queer positive slut shaming
568 happy almost dead week à½Ã²â¬Ã ½Ã²⬠https://t.co/M9oG112mVB
569 Pro tip: Spice up your conversations by adding the adjective ââ¬Åhumanââ¬Â in front of any activity. \nEx. Iââ¬â¢m going to grab some human food.
570 @raincitygeek Ive got a wifi sous vide and that makes sense I thinkââ¬Â¦
571 @grahamruthven Iââ¬â¢ve done it so many times and then can never bring myself to play it. Iââ¬â¢m past that period of my life.
572 #soupson \nCoconut Red Lentil Dal\nChicken and Apricot Masala \n#atthehenry #udub @ City Grind atââ¬Â¦ https://t.co/lKQQ8hlact
573 Sharing with UW what #harmreduction is and why #phra rules â¤︠@ Husky Union Building https://t.co/BQfpX4bNZV
574 Lake Washington and Evergreen Point Floating Bridge. @ University of Washington https://t.co/9pjrjxOFyP
575 spotted this gem on the way to my lab this morning @ University District, Seattle https://t.co/Iq2o9dMzwg
576 @_GreyWhite These days I mostly use Ion.
577 Urban foraging find today - a cluster of Shaggy Parasol's (aka Chlorophyllum rachodes) foundââ¬Â¦ https://t.co/0DCPV8QXuz
578 @PartyPrat WEââ¬â¢RE GOING TO THE MOOOoooââ¬âââ¬â oh.\n\n*gets some popcorn and waits for bitcoin to finish bouncing down the cliff*
579 @MaraWilson dude fucken right? in my experience Trunk Club had an easier time grasping the concept
580 Capitol Hill Community Post | S.A.F.E applauds the victory at Midtown Center; pledges to move forward with fightingââ¬Â¦ https://t.co/ObLD4NoQZ6
581 If you're looking for work in #Seattle, WA, check out this #job: https://t.co/gUHO9qa4qF #Retail #Hiring #CareerArc
582 There's already so much mixed-up development in the city, tho https://t.co/yXUZPdgcUP
583 welcome high-income readers! https://t.co/WEQQVGrtu4
584 bad news :( https://t.co/33MjSEpBtF
585 @dustbiddy @ObeseChess @heelersbot @polytraveller No, though it does look just like her
586 @MITorres That worked!
587 The weather is going to be awesome! Come fill your sun-kissed bellies with a bowl full ofââ¬Â¦ https://t.co/Gb82UmlQh5
588 Will make it a point to do happy hour here this summer à¼Ã¿â #WestWardSeattle https://t.co/njSxL2zep0
589 Back to the office I go! I had fun visiting our new client. https://t.co/VjWxD8t0DT
590 My 100th edit on Wikipedia: adding Charles Kushner as a former inmate of the Federal Prison Camp in Montgomery, AL. https://t.co/6jW7GOlxLR
591 Was a model for #microblading with mrshoots beehive_salon will be offering this service soon topââ¬Â¦ https://t.co/SvxILWphiK
592 seattle is once again the nationââ¬â¢s fastest-growing big city: https://t.co/fEwyM3bawu
593 I should clarify Iââ¬â¢m talking about Documents 6, @Readdle https://t.co/zHvqaNVDzB
594 Dammit. After watching a few clips of Donald Trump from 30 years ago, I'd much rather have *that* guy as president. https://t.co/NwOC1diDCh
595 @bfd A hash function that, even if you die, will still wait faithfully for decades to give you your results: Hashiko.
596 @SparkMailApp Is there a list of the 1500 improvements for Spark? Iââ¬â¢m shocked that color coding accounts seems to have not made the cut? :(
597 I guess this place is called Bol Test Kitchen now? Anyway, this #duck #confit #soup was yummy!ââ¬Â¦ https://t.co/QFl8PWVyU1
598 Always so tempted to pick up a hair tie someone has lost on the ground because hair ties are the most rare and valuable objects on earth.
599 I'm at UW Medical Center at Roosevelt in Seattle, WA https://t.co/i6mTiw7D9x
600 Another Fun day of IVIG infusions. Ugh. #ivig https://t.co/G8aUOLVH48
601 Nearly a 1/4 mile long hallway in a 3 million square foot building on UW campus. The design ofââ¬Â¦ https://t.co/THIwdjHKRd
602 @brijanp tweetbot is the only way to use twitter, never have to deal with the shit they constantly do to your feed.
603 Now that the weather is *finally* nice in Seattle, I'm looking forward to a summer filled withââ¬Â¦ https://t.co/nBj4yi3Frc
604 Seattle View Point! #lights #miss #bangkok @ Gas Works Park https://t.co/2W1ocreasT
605 We had a great night hearing and meeting @realrobbell at a book signing! We laughed and cried.ââ¬Â¦ https://t.co/dqpCH1HLgg
606 Just 100 more days until we're back out on that field #purplereign @ Alaska Airlines Field atââ¬Â¦ https://t.co/9PhtmCgMas
607 Got my juice cleanse delivery from Grass and Root Juice Co.! @ Washington Park Arboretum https://t.co/CwcTRdMB1A
608 Siaire presenting the construction portion for the ACE Mentorship Program on the design buildââ¬Â¦ https://t.co/WUZR8jGWBC
609 Summer is almost upon us!à#gonnabewaytoowarm #sunset #seattle #seattleatdusk #scenery #natureââ¬Â¦ https://t.co/GTrMbIliJ0
610 8:36pm after work medicines. @ The Atlantic Crossing Pub https://t.co/85HMEt9ss7
611 I'm honored uw_ama! Always love hanging out with you guys. Keep upââ¬Â¦ https://t.co/j7BWKn1hO5
612 Not a lot of views in the world are as good as this one @ Lake Union https://t.co/8Qiy3ZCv8j
613 IT'S HAPPENING! Good riddance to bad rubbish. https://t.co/B2Dt6Sxkgs
614 I chose the Lake Washington Loop for my return route; I must be insane.
615 Huge benefit of being a board member at KUOW, tickets to KUOW news quiz! #kuownewsquiz
616 This could have been bad #leak from the video #theydontfuckaround #SkateTv253 #film https://t.co/YizjgiJCRv
617 My yoga instructor today refused to speak the president's name and instead referred to him as "the 45th" à½Ã¹Åà¼Ã¿»
618 I can't possibly be expected to work when this guy visits.... à½Ã¸ @ââ¬Â¦ https://t.co/KSaqdLjPrJ
619 Look who I ran into @realrobbell #booksigning in the University bookstore in #udistrict #seattleââ¬Â¦ https://t.co/xvPy2bIOtQ
620 in my element à½ÃȦà½Ã²¦ and happy it's finally warm in Seattle! âËâ¬Ã¯Â¸Â @ Union Bay https://t.co/8JdGFfDTvk
621 Today I returned to the warm embrace of microbladerunner for my sixââ¬Â¦ https://t.co/HHP5oFnQw4
622 @stigmatiic Where else would I publicly air my dirty laundry
623 @stigmatiic The social network for lovers
624 @stigmatiic @thomas_violence I am 9 feet tallââ¬Â¦ AROUND!!!!
625 (I know it's not drive-side I am so very sorry)
626 Left work early yesterday, got a nice 20 miler in. Couldn't resist a vanity shoot. #rrbinthewild https://t.co/qPO6PDd66d
627 A hoppy porter! It's good! - Drinking a Coal Creek Porter by @BigTimeBrewery at @bigtimebrewery ââ¬â https://t.co/HAemargUrV
628 Is it just me, or does my Samsung Vibrant's #CM7 battery life suck? #Android
629 My date for the day. à½Ã²â¢Ã ½Ã±¶Ã ¼Ã¿» \n.\n.\n.\n.\n#jasperisacutiepieââ¬Â¦ https://t.co/1XiJ3n37S6
630 Happy this sidekick is back in commission. :) @ University Village https://t.co/Qufcx2YlzK
631 I worked today https://t.co/EKiOe7PiaI
632 @Phoenix_Comics Sometimes twitter is pretty cool https://t.co/a5BUIoymzy
633 Spent most of the afternoon cleaning soil off some of the plants Iââ¬Â¦ https://t.co/KxvAQ7fclA
634 I'm at Seattle Children's Hospital - @seattlechildren in Seattle, WA w/ @roxy_haart https://t.co/IAfehzaypB https://t.co/BFd0hY571f
635 ââ¬Åslow down: drive like you live hereââ¬Â signs in residential capitol hill apparently telling me to drive like i have millions of dollars
636 Join the Robert Half Technology team! See our latest #job opening here: https://t.co/qDtrdipnUO #BusinessMgmt #Seattle, WA #Hiring
637 She's the baby of the band *Wah Wah WAH* à½Ã³·: @tmnlsn #ClockThatConstruct @ Henry Art Gallery https://t.co/y0jhIvHeuV
638 Laser cut happiness. à½Ã¹â @ Area 01 https://t.co/vdqCEFjpTV
639 Juliana Chen is brilliant beyond measure. She inspires leadership, drive, and entrepreneurialââ¬Â¦ https://t.co/AZX55qTcLr
640 @douglevin hard to hack a book, huh?
641 @bwagz54 is as good of a guy as he is an insane talent on the field for the seahawks! Thanks forââ¬Â¦ https://t.co/EjjluDsgMl
642 à½Ã³š (at @UW Tower in Seattle, WA) https://t.co/JD1zT9bOgA
643 A start https://t.co/r26QIPC7kE
644 Most humans should send emails as plain text.
645 à½Ã¸⹠@ University of Washington https://t.co/NpvV9rLmsL
646 This is the "well-known Capitol Hill community member" story again https://t.co/0aQtSaP0Gr https://t.co/TyaxQ2tp8A
647 @acmcnamara @newseasons My tweet might be confusing. I mean, you can still not like NS. But the grocery is part ofââ¬Â¦ https://t.co/Yek3Cvl05u
648 One last 23/Union thing -- Liberty Bank Building breaks ground in June https://t.co/WC5Udf18q1
649 BTW, 18k sqft @newseasons could be part of next 23/Union project completed https://t.co/enUL2qUQ94
650 @RyanDivish Since the ââ¬Åmost wins in a seasonââ¬Â thing has been done, I guess thatââ¬â¢s one way to make the record books.
651 Another way to look at it https://t.co/JDFOejiow3
652 ââ¬ÅItââ¬â¢s an honor for us to be part of this historic partnership between our company, Forterra and Africatown." https://t.co/8rU7nyG1FI
653 $23.25M deal puts kibosh on @AfricatownSEA buying the block on its own -- community group planned to take 20% stake https://t.co/8rU7nyG1FI
654 Seattle developer takes big risk at 23/Union where Mandatory Housing Affordability requirements being pounded out https://t.co/8rU7nyG1FI
655 next generationãâ¬â¬The urbae to the green. #ãâ¸ãÆâãƪ#green #urban @ Gas Works Park https://t.co/fdNV9QELaI
656 This #job might be a great fit for you: Server - https://t.co/PyEMUtWwr9 #Waiter #Seattle, WA #Hiring https://t.co/rG7D4p3O16
657 Wonderful visit to the Chihuly Studio today #Chihuly #Sandraainsleygallery @ Dale Chihuly's Boatââ¬Â¦ https://t.co/gO3xbkQy67
658 Washington. // Woof Woof à½Ã°º.\nPrayersââ¬â¹ up in and all over this place today. Prayers for everyoneââ¬Â¦ https://t.co/2B8D23nkQw
659 Listening to Chaittra Dutt CEO @Meylah cloud architect #eCommerce expert. Teaching for @IgniteWaOrg and @SBAgovââ¬Â¦ https://t.co/1j7JsUScMn
660 On the way to our fave local & super fresh, hand tossed @PagliacciPizza #à¼Ã½â¢
661 I'm at Apple University Village in Seattle, WA https://t.co/ogcPhuMWuU
662 @RyanDivish whatââ¬â¢s the record for most roster moves in a season?
663 When your morning run is #litAF. à½Ã´¥Ã ½Ã´¥Ã ½Ã´¥ Ran 4.20 miles with Nikeâ + Run Club #morningmilesââ¬Â¦ https://t.co/HAesDdBkpF
664 A healthy spine is an active one! In addition to maintaining good posture at your desk, be sure to take breaks... https://t.co/zPZdSl7hWh
665 Student Leadership Summit is Aug 10-12, we would love to have your group join us. Check out moreââ¬Â¦ https://t.co/mQXdfydPD6
666 @yocline not saying i donââ¬â¢t support environmental and sustainability\nefforts, but the public is being lied to for tââ¬Â¦ https://t.co/7NrpXOpWLE
667 @yocline totally serious. the media and AGW camp have been grossly over-exaggerating how ââ¬Åcatastrophicââ¬Â the currentââ¬Â¦ https://t.co/t5d2yoYkFZ
668 @yocline if this is regarding climate change, thereââ¬â¢s absolutely no evidence of that beyond skewed computer models.
669 Was stumbling around in the Herb Garden reviewing for my keying final and spotted this dude.ââ¬Â¦ https://t.co/OnnoykXRrF
670 framer has always been the best prototyping tool outside of native code, looks as itââ¬â¢s about to get even better. https://t.co/3QLipLQpvq
671 Quick, watch this delightfully corny video by people I work with. https://t.co/cmAM0GixAi
672 Caffeinating (and being good granddaughters!) before heading to Portland today. https://t.co/fTx2fwzTky
673 Trying to get my consistency after the last two weeks feels like a giant mind game. However, Iââ¬Â¦ https://t.co/OztxHpA03M
674 Seattle's wind is refreshing. like "Mint wind" #mint#wind #seattle#refresh #windy#windspinsââ¬Â¦ https://t.co/XiOYLQ8iY9
675 Seattle skyline from Gas works park on a beautiful sunny spring day. #seattle #washington #usaà¼Ã·ºÃ ¼Ã·¸ââ¬Â¦ https://t.co/j8HC8k5utK
676 Apex Apartments courtyard at night! A bit of the outdoors in the center of your apartment home. 4233 7th Ave NE. Aââ¬Â¦ https://t.co/zTZpUVuijP
677 Apex apartments has several rooms available in our large 3 bed 1.5 bath homes. $815- 841 sq ft https://t.co/WXBTwgi8eh
678 @lilsheba @tackyspoons you gotta think like a consultant: ââ¬ÅStop doing that. Thatââ¬â¢ll be $500.ââ¬Â
679 Roommate Matching Update- Kelsey apartments has ONLY 1 Room still available. Current residents prefer male roommate- 5 bed 2 Bath $800
680 Road cleared in #Seattle on SR-520 EB after Montlake Blvd, stop and go traffic back to I-5, delay of 3 mins #traffic https://t.co/12UyGMOG9h
681 Disabled vehicle, left lane blocked in #Seattle on SR-520 EB after Montlake Blvd, stop and go traffic back to I-5, delay of 3 mins #traffic
682 Knowledge is power (@ UW: Paccar Hall - @uw in Seattle, WA) https://t.co/7pqYiHvK2r
683 Disabled vehicle, left lane blocked in #Seattle on SR-520 WB after Montlake Blvd, stop and go traffic back to Evergreen Point Floating Brg
684 Seattle, Washington - $2,775,000 USD https://t.co/rQ7K2hMRJX https://t.co/EL7QN6r5if
685 Loving this darling kitchen and nook from a showing yesterday. @ Ravenna, Seattle https://t.co/Abyy4RLMfx
686 DeForest Lab @UWChemE celebrates Seattle #BikeEverywhere Day! https://t.co/XkLeEwOAHn
687 I'm at University of Washington LINK Station - @soundtransit in Seattle, WA https://t.co/xHgQITVcfn
688 Wow, last tempo run for this training cycle and it went absolutely amazing! I'm pretty pumpedââ¬Â¦ https://t.co/ycciScrK4e
689 On @UW campus for both @UWFosterSchool + @Craft3Org today, w first stop being mentor breakfast. Then @Oweesta Nativââ¬Â¦ https://t.co/HYvRUJOL9O
690 slack doesnââ¬â¢t enable productivity, but turning it off certainly does.
691 Road cleared in #WestEndOfFloatingBridge on SR-520 WB at Lk Washington Blvd, slow traffic back to Evergreen Point Rd, delay of 3 mins
692 @mattdpearce Is this modern-day New York inhabited mostly by white walkers, aside from some other scrappy and flawed survivors?
693 The Evans Coalition Townhall: Disrupting Systems @activemind_blog rmagika ziiives elyserickardââ¬Â¦ https://t.co/mkDJAtFM7k
694 Appreciate @Ivangelina taking me out of my busy work life for someââ¬Â¦ https://t.co/ru9AkUFvlf
695 One of my favorite places in the world à½Ã¸ž https://t.co/5e7caNyq88
696 Just do the most! âÅâï¸Âà½Ã³·: @tmnlsn @ Henry Art Gallery https://t.co/cTxBiMSxR0
697 #wallingford in bloom #happymezzo \n.\n.\n.\n.\n#sidewalk #inbloom #spring \n#Seattle #lifeontheroadââ¬Â¦ https://t.co/u9LTEE0WXo
698 Gas Works Park #happymezzo \n.\n.\n.\n.\n#gasworkspark #gasworks #parks \n#Seattle #sculptureââ¬Â¦ https://t.co/N8Nxr85jQc
699 40% Off at Night Light Nail Salon https://t.co/LLIzROV6ve
700 Thank you, #SeattleMusic @seamonster_sea @skerikmusic @musicianJD (@ SeaMonster Lounge) https://t.co/9FjwguiBCw https://t.co/NSrErSedrf
701 Street fair à¼Ã¼²#naan âËËï¸ÂâËËï¸Âà¼Ã¼¸Ã ¼Ã¼¸Ã ¼Ã¼¹Ã ¼Ã¼¹Ã ¼Ã¼·Ã ¼Ã¼·Ã ¼Ã½â¬Ã ¼Ã½â¬Ã ¼Ã½â¬Ã ¼Ã¼±spring time .#nature #TagsForLikes #sky #sun #beautifulââ¬Â¦ https://t.co/mhPmCM68qj
702 @KatieHanson Sounds like a driver got hung up in a rockery. They are securing the vehicle.
703 @impotentyelling @hotdogsladies I saw Star Wars at the drive-in in Idaho in 1977. And I'm pretty proud of that. I was 5.
704 Traffic is being shutdown on 35th from 57th to 55th, all lanes.
705 Correction 5556 35th ave NE
706 Sirens are for 5565 35th Ave NE, Car went through fence and now dangling off rockery per scanner. Heavy rescue response. Car secure.
707 One more reason to consider moving sometime I guess.
708 Pretty sure the NOISE is tunnel boring. Iââ¬â¢m a block away from Brooklyn, near 45th. https://t.co/EqT0L25c5B
709 @bogglesnatch did you kill them
710 @hotdogsladies What about a woman? I mean I have, but who knows!
711 Drinking a Monsters' Park (Tequila Barrel) by @ModernTimesBeer at @toronadon ââ¬â https://t.co/gLa9QJSUV4
712 Sailing boat #unionlake #seattle @ Lake Union https://t.co/yigCmrSdlT
713 Whatââ¬â¢s worse than a mushy pickle? Honestly.
714 four days to heartbreak ââ¢Â¡ #breakupbench \n.\n.\n.\n.\n.\nMay 27 & 28 at 2pm in Meany 267. Tickets areââ¬Â¦ https://t.co/vUERByfzzv
715 Love these men. Brothers and now great friends. Celebrated my Dad's 69th birthday and Grandpa'sââ¬Â¦ https://t.co/XjjdjAl40G
716 Congrats to my big sis for graduating with a degree in microbiologyââ¬Â¦ https://t.co/gLGDbk5wvL
717 Duck Dodge! @ Lake Union https://t.co/mhRmGvwFEd
718 8:36pm waiting for my final client of the night. @ Caruh Salon and Spa https://t.co/hZIDmz1WW1
719 I'm at Duck Dodge in Seattle, WA https://t.co/OwpWO8DkqD
720 #thiscityhasmyheart #seattle #seattlesummer #theemeraldcity #suninseattle @ Westward Seattle https://t.co/wYbVbLzNU5
721 I'm at University of Washington LINK Station - @soundtransit in Seattle, WA https://t.co/CECGZetBcx
722 Pad Thai Heaven. à½Ã¸⡠@ Kozue Restaurant https://t.co/Qa2ZHPP62q
723 Join me tonight for Classical Music Night at Cafe Racer in the U District of Seattle. https://t.co/EGwupkAqqS
724 Wing(s) behind the ears are always fun. #wingstattoo #behindtheeartattoo #seattle #seattletattoo #inkandpainttattoo https://t.co/V5KuLofSnv
725 Hello, old haunts, hello and now farewell. Beneath the tree, the concrete thing, and the wall,ââ¬Â¦ https://t.co/dHrcRL9oTL
726 Apparently, date night consists of taking selfies... #lovehim #futurehusband @ Little Water Cantina https://t.co/bHtvuV4Jbf
727 Husky! #UW @ Husky Union Building https://t.co/YIkRJFj7LY
728 Husky! #UW @ Husky Union Building https://t.co/mOulAoSDNw
729 It's the water. à¼Ã½ºÃ ¾Ã¶â #duckdodge #seattle #lakeunion @ Lake Union https://t.co/02u9XYoOUi
730 Itââ¬â¢s believable! Thatââ¬â¢s what I like about it. https://t.co/7Sgh1RyNAn
731 @MattDownsDraws Sparkster would woup him, just sayinââ¬â¢. à½Ã¸â°
732 Lo, a gift from the universe! #athing #afoundthing #foundfortune #notactuallyafortuneââ¬Â¦ https://t.co/uNqgGLfhsa
733 I just started using @ridewithgps, seems super promising! Killer data for cyclists of all sorts, not just carbon fiber ridin' athletic tanks
734 Balance. à½Ãº´Ã ¼Ã¿¿Ã ½Ãº´Ã ¼Ã¿¿Ã ½Ãº´Ã ¼Ã¿¿Ã ½Ãº´Ã ¼Ã¿¿ #bikeride @ University of Washington https://t.co/hYBxbQPV4w
735 Sneak peak! #phra is magical à¾Ã¶â We are releasing these at our Stand Up For Harm Reduction eventââ¬Â¦ https://t.co/piFEQrxwQt
736 Row, row, row your boats à½Ãº£Ã ¼Ã¿» #lastyear @ Lake Union https://t.co/mEweb2zwzI
737 All good things must come to an end. Working with you guys was the most amazing experience andââ¬Â¦ https://t.co/1L722YNCbW
738 I could've posted the good photos, but these were even better ï\\_(ãÆâ)_/ï https://t.co/GBzNDSa9wt
739 Big Little pairs!! @ University of Washington https://t.co/h0DrToGwFU
740 @lilsheba @heyrobbyj @michaeljmaddux I got ââ¬ÅRob Johnson.ââ¬Â \n\nI think this thing might be broken.\n\nà½Ã¸Â
741 Always too soon, #Seattle. Thanks for the clear view of #MtRainier & the #sunshine...you make itââ¬Â¦ https://t.co/I1VTEk3Adf
742 Anyone tried a #Jamboard? Very curious to hear if it's any better than the status quo interactive options. https://t.co/m2jdarz3ec
743 The âËâ¬Ã¯Â¸Â is finally out and we're optimistic.à½Ã¹Åà¼Ã¿» Join us for our Summer Kick-offââ¬Â¢Sweat & Styleââ¬Â¦ https://t.co/MEDhDINKDf
744 Today I'm working at... @ Northeast Branch of The Seattle Public Library https://t.co/6ang2LIgLt
745 Sunset dinner hangs. #seattle #friends #friendcation @ Little Water Cantina https://t.co/BdY39L20Mm
746 Looking good SeattleâËâ¬Ã¯Â¸Â @ Lake Union https://t.co/UGJEen4YF9
747 Enter to win a DVD copy of "Get Out" at Recess. #getout #getoutchallenge @ Recess https://t.co/MujfIK0OdN
748 Putting @RobotEMAR v3 together https://t.co/yeGfsSAipZ
749 INR & Thyroid check à½Ã± (@ UWMC Blood Draw in Seattle, WA) https://t.co/1zFYU3W8Ll
750 (Day 143) 5/23/17: The Spanish Fly breakfast sammie from morselseattle à½Ã¸⹠SO GOOD! #seattle #foodââ¬Â¦ https://t.co/4i8Qf2tqFO
751 Didnââ¬â¢t he fuck this up the exact same way as Huckabee? How hard is it to spell CNN bros? https://t.co/BB9UfsdbXX
752 ââ¬ÅHot take: some very popular thing is bad!ââ¬Â
753 seattle! #ãâ·ãâ¢ãÆËãÆ«#vacation @ Washington Park Arboretum https://t.co/N86CzPFrZB
754 à½Ã±¸Ã ¼Ã¿»#bytheweifashion: I am gong to miss this magical spot a lot after moving to New York.ââ¬Â¦ https://t.co/P9gDcfK4dP
755 @ryanmerkley you Canadians are just so cute
756 Happy Tuesday! @grasshopperhub @morgana2020 Lake Union @ Lake Union https://t.co/Y8hnP4NSxm
757 Team SBTN has been busy planning a Memorial Day Sale Event this Thursday, 5/25 atââ¬Â¦ https://t.co/hPS2UK14Kb
758 Just posted a photo @ Volunteer Park Conservatory https://t.co/ODedsISuMO
759 We're open until 7pm tonight!!! PRE-SUMMER SALE IS LIVE!!!! May 18th-25th. \n10% OFF ALLââ¬Â¦ https://t.co/YIhUETrcaf
760 Lovely evening last night with friends! #ivarssalmonhouse @ Gas Works Park https://t.co/MNmtWpjztC
761 We've got two new pansies in, & they're looking for a home!! à½Ã¸â°\n#flowers #seattle\n-- --\nPansy 'Frizzle Sizzle Blue'ââ¬Â¦ https://t.co/lWC0RmHIWQ
762 I have the best colleagues. @ University of Washington https://t.co/BvoL6ZywvB
763 Had #microblading done on brows by the talented mrshoots before and after!swipe left to seeââ¬Â¦ https://t.co/g74YUjyqL9
764 Shine season à¼Ã¼¤
765 Sometimes you just have to make silly faces on a nice day à½Ã¸Š@ Bertschi School https://t.co/SyP4UNNVRv
766 @ToddLa @ACLU_WA Agreed!
767 Sunshine yields new patterns to the east. https://t.co/ikq2HF8vmG
768 @ACLU_WA Tellingly, highlighted iPhone is a 5C. Current gen. iPhones have "Secure Enclave" & are better protected.ââ¬Â¦ https://t.co/30G4Re8Zbj
769 à¼Ã¾¶Ã ¼Ã¾¶Ã ¼Ã¾¶YOU CAN'T STEAL MY THUNDER à¼Ã¾¶Ã ¼Ã¾¶Ã ¼Ã¾¶
770 The wait is over... EcoPots have been restocked!! à½Ã¹Åà½Ã¹Š#pottery #seattle https://t.co/MjxLDD66d0
771 regrann from bizxnow - At @heartbeetosc in Seattle, the power of natural food and juice isââ¬Â¦ https://t.co/lQ7BoR8Wyu
772 @grossguano Group booth + ââ¬ÅIââ¬â¢ll be here on sat/sun, my buddies can take $ for my stuff until thenââ¬Â sign MIGht help some butââ¬Â¦
773 @grossguano seriously, i mean like if I was gonna work BLFC I might take some badges on thursday butââ¬Â¦ normal comic cons? Fuck it.
774 We now have 3 flavors of kombuchatown #kombucha #atthehenry #udub #universityofwashington @ Cityââ¬Â¦ https://t.co/Qyh7OMcjdA
775 I'm certain many an opera singer has passed through these doors. @ Portage Bay Cafe https://t.co/z8uUTwgngo
776 Somebody dropped their drawers right on the sidewalk @ Wallingford, Seattle https://t.co/I2JHo2KnWh
777 Sing it, Alice! #realfoodthatlovesyouback #heartbeetosc #veganseattle @ HeartBeet Organicââ¬Â¦ https://t.co/2SebyvW24Q
778 Road cleared in #Seattle on I-5 SB at E Roanoke St, slow traffic back to NE 185th St, delay of 8 mins #traffic https://t.co/12UyGMOG9h
779 @steinekin @nickytwit ROFL. Thatââ¬â¢s the least inappropriate thing hiding in the photo.
780 Ramp restrictions in #Seattle on I-5 SB at E Roanoke St, slow traffic back to NE 185th St, delay of 8 mins #traffic https://t.co/12UyGMOG9h
781 VariousFoods.png\n.\n.\n.\n. \n. \n#seattle #food #sushi #kimchi #cutie #bluecsushi #hmart @ Blue Cââ¬Â¦ https://t.co/laS3LC1N0o
782 Accident, left lane blocked in #Seattle on I-5 SB at 45th St, stop and go traffic back to 236th St, delay of 26 mins #traffic
783 The best thing about a height adjustable desk is how much easier it is to dance while you work. https://t.co/PhqJRXtEa1
784 Just another backflip Monday! #backflip fun day dillonjohndean and sanderlingphotography @ Gasââ¬Â¦ https://t.co/bM2zwpH4ev
785 It's this little bean's birthday à½Ã²⢠love you five ever and ever nugget @ University of Washington https://t.co/kakb7dyAPQ
786 Stay tuned for some awesome pictures! W/ psevill @ Lake Union https://t.co/yg3dvqmQry
787 wholesome jack in the box experience https://t.co/khBYIAzFBf
788 @lentilstew [breathy southern belle voice] your honorââ¬Â¦ I pleadââ¬Â¦. ââ¬Ånot guiltyââ¬Â
789 Bonus: pictures too cute not to post from our last chapter meeting of the academic year!à½Ã²Šhaveââ¬Â¦ https://t.co/tgxJ2GUjob
790 And congratulations to our awesome graduating seniors!! Please don't leave us, we're gonna missââ¬Â¦ https://t.co/vwMMQjW0zc
791 Welcome to the Zeta Sigma family, Lambda class! à½Ã²Š#induction @ University of Washington https://t.co/d8MxKnmJ1h
792 à½Ã±¸Ã ¼Ã¿»#bytheweifashion: How to style a chic summerâš¾ï¸Âcap? Check @elcocoapapi à¼Ã¾ËUse my codeâŨBTWENDYâŨforââ¬Â¦ https://t.co/QSRzeVOhHT
793 Funny little #curved #clouds over #lakeunion #sunset #lamourita @ L'Amourita! https://t.co/kXC3KZFogd
794 Accurate description of our friendship in the form of a capturable moment provided by the folksââ¬Â¦ https://t.co/NxNBupRElr
795 Westy's just what Roosevelt need sports bar, Chicken n Waffles and skeeball @ Pies & Pints https://t.co/fWlRt4XFvi
796 Just made it to poke before they closed @ 45th Stop N Shop & Poke Bar https://t.co/BbTsG3JzOk
797 Fav pupper came to play today à½Ã¸Âà½Ã¸ https://t.co/mu3wmQ17YT
798 I love sun. And the sun loves me. Twaddle a dee, dee dum, dee dee dee à¼Ã¾¶ #summer @ Seattleââ¬Â¦ https://t.co/D2k2nZsIlW
799 A great meal spontaneously planned @ Joule Restaurant https://t.co/cK16CtiKKv
800 Dear Seattle,\nMy heart is full à½Ã²š . #gratefulââ¬Â¦ https://t.co/N0JjS14t7z
801 These sixteen kids conquered the unknown in WA state #acappella. Cheers to this groundbreakingââ¬Â¦ https://t.co/0CVqmpifYm
802 Checking out the University District in Seattle. Such a nice little part of town, reminds me ofââ¬Â¦ https://t.co/WyZR3tHy8t
803 delicious @DeLILLECELLARS wine, scrumptious food, fabulous location, and gorgeous weather. #livingthedream https://t.co/7qTV7QIycG
804 à½Ã»©ï¸Âà½Ã»©ï¸Âà½Ã»©ï¸ #bucketlist @ Lake Union https://t.co/O6Qk9swBLn
805 @SkotterAD Youââ¬â¢d be welcome to tag along with my crew any time. Hope you still decide to come :3
806 Stripes - Brooke Eva\n#mamiya645 #cinestillfilm @ Park Vista https://t.co/ZXZhEW8fk2
807 @witch_boy aww geeze, Iââ¬â¢m sorry to hear that. My sympathies.
808 @LuDux @VancouverComics especially when you sell the last one in the last hour of the con. Thatââ¬â¢s WINNING right there.
809 John from teamsecurite and buduracing is like the office Santa clause. Everyone few weeks heââ¬Â¦ https://t.co/bXRBmuGg0g
810 Drinking a Ziggy Zoggy Summer Lager by @silvercitybrew @ A-Pizza Mart North ââ¬â https://t.co/JzGdyxwDyl #photo
811 Thank you to @VancouverComics for a lovely time! I went with 20 copies of Decrypting Rita and returned with 0.
812 @OkazuYuri Thank you!
813 Non-obituary how Roger Ailes exploited the Monica Lewinsky story to benefit Fox News ââ¬â written by: Monica Lewinsky https://t.co/cfvWhnXrPP
814 @PMaka1991 @Rainbow6Game @UbiWorkshop Damn, I want one bad, but I have a million black hoodies.
815 Critical typesetting https://t.co/7LaTJfSU6I
816 Awesome Food!\n\n#seattle #japanesefood #ramen #ramennoodles #softboiledeggs @ RAMEN MAN https://t.co/oeHndRv9X9
817 à½Ã±¸Ã ¼Ã¿»#bytheweifashion: Looking for a chic summerâš¾ï¸Âcap? Check @elcocoapapi à¼Ã¾ËUse my codeâŨBTWENDYâŨforââ¬Â¦ https://t.co/gFofS1k0B6
818 âÅÅà¼Ã¿½â¤︠#ClockThatConstruct à½Ã³·: @tmnlsn @ Henry Art Gallery https://t.co/a04p53FbJB
819 @BAKKOOONN This is one of the best things Iââ¬â¢ve gotten out of following you, and thatââ¬â¢s saying a lot
820 Lost out on a 2 bedroom apt for Fall? Next best thing is here! Entire lower floor of Apex apartment!!! FULLY Renovaââ¬Â¦ https://t.co/c6iTQeNwLo
821 Trump to Israelis: "We just got back from the Middle East." https://t.co/3CS2AUeMFk
822 Inspiration for my new dress collection #1973 #frenchfashion #lisavianhunter #fullfiguredressesââ¬Â¦ https://t.co/F2reaN5bgT
823 Rollin' with my boy! #frankygoestohollywood @ Wallingford, Seattle https://t.co/E6MhgxY06X
824 @BrettHamil @SCC_Insight First interview down. Her answers: hell yes, needs to "start over," needs to be scaled back
825 Spring Show 2017: @bigbabydram @ Husky Union Building https://t.co/r0McUzQ7ZG
826 "La Croix drink specials" https://t.co/olYMqVazP7
827 He did that last time. This time he wants to speed light rail construction. I think. https://t.co/tegqctNVXZ
828 Ducks and a heron while on a walk @ Seattle Asian Art Museum https://t.co/Fmu6Mpyd8V
829 PRE-SUMMER SALE IS LIVE!!!! May 18th-25th. \n10% OFF ALL CONSIGNMENT ITEMS INCLUDING SHOES. 30%ââ¬Â¦ https://t.co/Uy4Q1LtT5s
830 Can't believe my baby boy turned 21! Thank you April, daneonaga, jahngsta for making it aââ¬Â¦ https://t.co/p76YETAd06
831 Poignant times at The Black Hole Sun, inspiration for the Soundgarden song #Seattleââ¬Â¦ https://t.co/QyBlvHdRSu
832 First time back at the gym for a while. 9.5 miles and 1650 calories on the machines alone. Progress! #56lbs56days
833 @skroyboy Oops? More like Congratulations! You have unlocked the real world sideways trapdoor to the secret #Qbertââ¬Â¦ https://t.co/J5hujnIOdT
834 Just found out I'm shooting a Fall Elopement at the Arboretum in October, can't wait. I loveââ¬Â¦ https://t.co/llqcNBwVqk
835 Lazy days at the park with my favorite boys. @thelongsession #TripawdLove #doggydaddyââ¬Â¦ https://t.co/U4dG92VUCp
836 Excuse me while I use your dorm study lounge to take a call https://t.co/QEAIKRXvQl
837 More, faster transit. More, denser development. https://t.co/qQV47UJfCr
838 #sdot weekday does this sign even mean? @ 14 Carrot Cafe https://t.co/526XysafqP
839 @ErikLundegaard Here's some more info from almost a month ago: https://t.co/UtsB9IXiUI Equity firm running a little low on equity?!
840 @BrettHamil @SCC_Insight I can do that in one question. "Is your name Nikkita?" :)
841 @mattsteno I was hoping to not get into capital punishment
842 Capitol Hill Community Post | Some FoodArtÃÂ News https://t.co/cabOt9Jqvj
843 @joshc obvious starter. but maybe be sneaky and save it for last
844 Mmmmmm,....gritty space donut. https://t.co/CwvxsSXJOw
845 Somebody make an Ultimate Garamondâ⢠including alternates that cover essential styles from Garamont to Rosart https://t.co/0rZH0z5aQi
846 awful news, @NickyHayden passed away today after his serious cycling crash last week: https://t.co/yERT2Btxbs https://t.co/8w3Suu0QFp
847 Nice. New paint job and cleanup at Broadway's New India Express... and they're applying for a liquor license https://t.co/FXakTrpGBW
848 @pcgamer where is the Davenport hot take on this????
849 regrann from @rubyremedies - What a beautiful day for a picnic at Greenlake ââ¬Â¼Ã¯Â¸Â With my bestie,ââ¬Â¦ https://t.co/LHOZvUEiCr
850 regrann from justthewayiyam - First meal in Seattle did not disappoint!!! #realfood #saladââ¬Â¦ https://t.co/wlhwP8jczZ
851 .@berkun do you know the sex of that salmon? https://t.co/3LpW5shHM5 #ignitesea
852 (Day 141) 5/21/17: @hillynakz's first time out and about on the ground. Little puppersà½Ã°¶ + bigââ¬Â¦ https://t.co/UUauljHehF
853 .@JayminSpeaks @Eri_Kardos demonstrate how to deliver a baby by themselves - https://t.co/VzCDmDWlKZ from @ignitesea 33
854 Seattle, we're here to fuel the best version of you! #heartbeethealthyââ¬Â¦ https://t.co/F5IJpSqc1Y
855 This is from my Instagram story, btw
856 My pix from last weekââ¬â¢s @ignitesea event - https://t.co/uSVtWPxj5B https://t.co/8OMrNv5fKm
857 fact https://t.co/nMBuzNbCMv
858 Got to experience being a judge last night at University of Washington's Miss Greek pageant!à½Ã²Åà½Ã²âºÃ¢â¬Â¦ https://t.co/UFWM4yAIIY
859 @legendaryjoeb sorta- haven't seen the new show but love the characters
860 @MrNickMcSpadden @Contains_ENG @thejedi NOW youââ¬â¢re talkinââ¬â¢.
861 âËâ¢Ã¯Â¸Â @ Cafe Solstice https://t.co/pjyydNVveP
862 Fantasizing about camping in the woods with a bunch of sweaty boys and being horny animals together ~
863 #sunset over #lakeunion #happymezzo\n.\n.\n.\n#lakeunionseattle #gasworks #gasworkspark #explorerââ¬Â¦ https://t.co/cPkSpEsAnc
864 Brewery "Take the Pint" Night with Reuben's Brews at Toronado https://t.co/QeoSJD9L8S
865 fuck google. https://t.co/la5PY5c746
866 So this happened... || #summercut #longhairgonewhere #muchhandsome shelbyatderby @ Derby Salonââ¬Â¦ https://t.co/a4wWWWtYrL
867 @asrielpls @BayerShep Iââ¬â¢m glad I amuse you! Collies like digging holes :P Pathetic, hilarious holes. *Wondering howââ¬Â¦ https://t.co/ye3moRIg4H
868 @BayerShep @asrielpls Ignore your friendââ¬â¢s immaturity. And ad hominem condescending attacks provoking me. Seems aboââ¬Â¦ https://t.co/GB4U6IgLcR
869 Just posted a photo @ Volunteer Park Conservatory https://t.co/Jc5N2mbWb6
870 @KenningDog @OronaRed No, because itââ¬â¢s getting retweeted and interpreted in the way I interpreted it, and I think iââ¬Â¦ https://t.co/16nPIdN2J5
871 @asrielpls @BayerShep Are you having fun mocking me? Lol. You seem to be of the opinion I give a flying fuck what yââ¬Â¦ https://t.co/T52bEtiRfy
872 This place is a shit show tonight #ER
873 @TheScotchDonk He is, and yes, assuming heââ¬â¢s taking his meds and has an undetectable load, it is accurate. Doesnââ¬â¢tââ¬Â¦ https://t.co/DWfGFAYMnA
874 @BayerShep Iââ¬â¢ve not engaged in anything less professional than your counterproductive scare tactics :P But apply asââ¬Â¦ https://t.co/gJkdjG2bOp
875 @BayerShep Itââ¬â¢s just as careless not to ask status before engaging in bareback sex. And, yes, you are shaming a class of individuals.
876 @BayerShep Iââ¬â¢m not putting my faith in anyone. Iââ¬â¢m on PrEP and use condoms with non-trusted friends/long-term partnââ¬Â¦ https://t.co/1YEnwhXtze
877 @BayerShep I wouldnââ¬â¢t eitherââ¬Â¦ so ask status first, and if you arenââ¬â¢t comfortable, use a rubber or donââ¬â¢t fuck. Not a big issue. Communicate.
878 Arboretum, Washington park, Portland #portland #oregon #usaà¼Ã·ºÃ ¼Ã·¸ #worldtravel #nature #flowersââ¬Â¦ https://t.co/7WMcLbYf5G
879 @PaladinWulfie @TykeBraxeAD @asrielpls I am not defending everything the guy said, it was a shitty exchange. I justââ¬Â¦ https://t.co/lgPBLvzXp2
880 @PaladinWulfie @TykeBraxeAD @asrielpls No one is arguing that disclosure shouldnââ¬â¢t happen. A witch hunt towards somââ¬Â¦ https://t.co/UkGMwsJJwP
881 Gentle chiropractic treatments have shown to be beneficial for growing children. If you have a young child at... https://t.co/W9m5e9Prwn
882 @PaladinWulfie @TykeBraxeAD @asrielpls Thatââ¬â¢s true on the population level but is not likely true on the person levââ¬Â¦ https://t.co/NSNbvMzgsx
883 Took some photos of Iris Kymm and Parenthesis earlier today. Never took singers photos in natural lighting before.ââ¬Â¦ https://t.co/QhX00LYusm
884 Type 2 fun to make type 1 into type none. Love being apart of #TeamJT every year toââ¬Â¦ https://t.co/vvXLA1KwBK
885 Some highlights of 2 days eventâ¤à½Ã¸⡠https://t.co/g18W6DX3zx
886 @isabella_wong_ Not sure if intended, but site is not accessible https://t.co/u31uq2KY2d
887 #inmemory @ Volunteer Park https://t.co/b1xYE8T8oP
888 @asrielpls @TykeBraxeAD Fuck you.
889 @asrielpls @TykeBraxeAD Learn how to scroll. I already made my point. Iââ¬â¢m not looking to fight you if that is yourââ¬Â¦ https://t.co/R6jsP86ZfO
890 @asrielpls @TykeBraxeAD Nothing to do with feelings, but like I said, we donââ¬â¢t need to agree. Iââ¬â¢m not here to impress you.
891 Dinner tonite @ @JuneBabySeattle was fantastic. Favorites = roasted carrots w/ collard greens, sweet potato cookieââ¬Â¦ https://t.co/nOMDabG83l
892 @Bairaisu Absolutely! No argument there.
893 What fresh hell is this? This is considered acceptable behavior by a comedy venue? @ Laughsââ¬Â¦ https://t.co/vcRpRd4HJn
894 Beat the Bridge 2017.\nMany don't know that type 1 is even more than high/low blood sugars,ââ¬Â¦ https://t.co/RCaOjGuioD
895 After Nate and I strolled around the University District Street Fair, we went to the Veggieââ¬Â¦ https://t.co/EXzfGvOhWa
896 where they grow the beer @ Shultzy's Bar & Grill https://t.co/i4geOUCS5H
897 The grass is always green here in Seattle but when the weather is nice it's even more green.ââ¬Â¦ https://t.co/3fadyzkHwf
898 Another shot of Gas Works. #pnwonderland #cruise #pacificnorthwest #seattlelife #seattleââ¬Â¦ https://t.co/1NtWTUbxnL
899 U district farmers market âËË︠à¼Ã¼¸Ã ¼Ã¼¸Ã ¼Ã¼¹Ã ¼Ã¼¹Ã ¼Ã¼·Ã ¼Ã¼·Ã ¼Ã½â¬Ã ¼Ã½â¬Ã ¼Ã½â¬Ã ¼Ã¼±spring time .#nature #TagsForLikes #sky #sun #beautifulââ¬Â¦ https://t.co/vldnNfEg7X
900 Visit to the temple @ Dick's Drive In Restaurant https://t.co/IeVEBnMzks
901 I'm at Molly Moon's Homemade Ice Cream - @mollymoon in Seattle, WA https://t.co/lALPXe0cgA
902 We're so happy to be part of the Seattle and surrounding community. Beautiful, warm #springââ¬Â¦ https://t.co/MZXV5bmyfo
903 How the %^*# did I go eleven years in Seattle without going to the Japanese Gardens? So beautiful! https://t.co/QRRUucm8LP
904 #rip Chris Cornell @ Black Sun (sculpture) https://t.co/7yI1M5moGK
905 "Did you take adderall today?"\n"No! I'm just Tim!!" @timabot
906 That face! #destress #dogs #UW https://t.co/pMcAF9s0kD
907 We're hiring! Check itââ¬Â¦ https://t.co/UverJr3Mgn
908 Dreamy days @vpconservatory ... I love this perspective of the Conservatory. Reminds me of aââ¬Â¦ https://t.co/VluBPlc8Th
909 Door's open! It was...they tell me...uncharacteristically sunny âËâ¬Ã¯Â¸Â for Seattle, so I made theââ¬Â¦ https://t.co/Pz4ZwGhrRP
910 @emccoy_writer Three hundred.
911 Shoutout to the guy who brought his fidget spinner to @iamblackbear concert last night https://t.co/SzT3ruESzx
912 That amazing moment when the other team passes an overfeed and you bop it straight down for theââ¬Â¦ https://t.co/hVhOK7sSEw
913 Ruby, red, vermillion, burgundy, cardinal, scarlet, crimson, carmine... just a few of the shadesââ¬Â¦ https://t.co/BQlkHojsVE
914 #MonsteraMonday on this Memorial Day from @vpconservatory à½Ã²š @ Volunteer Park Conservatory https://t.co/kb4tzWcK9X
915 @dubsteppenwolf @SatanaKennedy went googling for Jane Chotard and the event page was one of the few hits, andââ¬Â¦ damnââ¬Â¦ https://t.co/psrRzE20tP
916 2 years ago!! Time flys.\n\nThe Day I remember to forget the Most. \n\nGlad I ain't laying in thatââ¬Â¦ https://t.co/nx2sstzBPo
917 Well this is fun. OKC bound. https://t.co/htCMENkYUt
918 90 on the #top100 burgers in America: the single with grilled onions @GreatStateSEA. Also, Iââ¬Â¦ https://t.co/JGB1ekNpxR
919 @uwsoftball You know what it is!!! #superregionals #turnuptime #pac12 #softball #godawgsââ¬Â¦ https://t.co/3RuKBNzJTK
920 Great, long day at #TEDxUW. Hung out w/students. Made new friends. Started critical convos. #BeABridgeââ¬Â¦ https://t.co/M9V1o542sJ
921 Game three of Utah vs UW. Winner advances to the College World Series. @desnewssports https://t.co/OiNCAf8y7x
922 forever reading; forever creating; @ Neptune Theatre https://t.co/zKSwTD5u7B
923 3/? A moment to reflect on the destruction of ramps to a freeway the people fought and successfully stopped.ââ¬Â¦ https://t.co/A0dYWo3Es9
924 ***Key Learning Alert *** "If you are human, you're biased. We are all biased." @SMDiversity #TedxYesAnd https://t.co/td2JbShxXW
925 Land heron, tree heron. à½Ã¸² #iphone7plus #seattle #summer #nofilter @ University District, Seattle https://t.co/1E5dCwIjsA
926 You can still walk up and restart to ride #EmeraldBikeRide until 7:45am. Look what you're missing! https://t.co/0lZqpvyk6q
927 I don't know who's boat this is, but I know we should be friends. @ Lake Union https://t.co/HcXM42fUqd
928 RT @uncle_vinny: "Ever had a breast cancer survivor cry in your office worried that she caused her cancer by wearing bras for 20 yrs? Probaââ¬Â¦
929 Prepping for 2nd #TEDx 2moro at #UW. Part of program called "Yes, and..." I'm talking abt storytelling as bridge-blââ¬Â¦ https://t.co/7qVJTuekfS
930 houseboat weekend! come by and hang ! https://t.co/dGhvXiYIPo
931 The #WOF8 squad!! @skatelikeagirl @atskatepark @evogear à½Ã³·: @mahfia_tv @mahfiabossââ¬Â¦ https://t.co/pCqz4QsCPc
932 I could not be more proud of the middle sister for obtaining the MD today! I realize that manyââ¬Â¦ https://t.co/TLKNJCd5mx
933 @NaqRyba @The_PoolParty @Rukario71 ââ¢Â©HAM hit the flo\nNext thing you know\nSIBER got low low low low, low low low NOSEââ¢Â© :O3 ~C>
934 @NaqRyba @The_PoolParty @Rukario71 A CROWNing moment @ a STAG party w/an INFLATED atmosphere. So much PRESSURE to nââ¬Â¦ https://t.co/n8vaADzCXr
935 One year ago today. à½Ã°· I miss you and our silly shenanigans. 3 weeksââ¬Â¦ https://t.co/3yTgf7tF3U
936 Brunch with a view! \n#UWclub #Seattle @ UW Faculty Club https://t.co/phTLlBS0fY
937 "Ever had a breast cancer survivor cry in your office worried that she caused her cancer by wearing bras for 20 yrsââ¬Â¦ https://t.co/SqtILKEkVk
938 @Swagg_Wizard aww i love u, youââ¬â¢re doing gr8 sweetie
939 RT @jseattle: --> "Advertising space next to Capitol Hill Broadway Sound Transit station" https://t.co/TJVfsABUdp "Please give us your offeââ¬Â¦
940 --> "Advertising space next to Capitol Hill Broadway Sound Transit station" https://t.co/TJVfsABUdp "Please give usââ¬Â¦ https://t.co/tviuJU3CQ9
941 RT @jseattle: Latest round of Neighborhood Matching Fund matching grants announced. Good stuff in D3 https://t.co/Wr4oTJByfW
942 Latest round of Neighborhood Matching Fund matching grants announced. Good stuff in D3 https://t.co/Wr4oTJByfW
943 15th annual uw drag show TONIGHT!\n@asuwseattle @uwqcenter @uwstudentlife @thedailyuw @uofwa https://t.co/szikc5Vii1
944 #Sounders fans are starting to pull in to port ahead of Portland game this weekend cc: @NosAudietis https://t.co/fSIyMDwcrl
945 RT @jseattle: There are still Republicans in King County #tbt https://t.co/gCv1F5vonv
946 There are still Republicans in King County #tbt https://t.co/gCv1F5vonv
947 RT @jseattle: Tonight: Capitol Hill Housing Community Forum: Own It! Prevent Displacement, Build Wealth https://t.co/BP3einT2pI
948 Baerlic Woodworker Barrel Aged Series Black Grove https://t.co/g2oR900SWZ
949 RT @jseattle: Taking over former Edie's space on E Pike https://t.co/xvR2ThgCyc
950 RT @jseattle: Free burgers again for Memorial Day. Thanks @lilwoodys https://t.co/DigUrtw3wu
951 Free burgers again for Memorial Day. Thanks @lilwoodys https://t.co/DigUrtw3wu
952 Tonight: Capitol Hill Housing Community Forum: Own It! Prevent Displacement, Build Wealth https://t.co/BP3einT2pI
953 Taking over former Edie's space on E Pike https://t.co/xvR2ThgCyc
954 RT @jseattle: good news https://t.co/wAG8ZeNpBB
955 good news https://t.co/wAG8ZeNpBB
956 You guys made postsurgery so much more worth it. It means the world you that you guys came & sat for hours just toââ¬Â¦ https://t.co/S31n3jvikp
957 STOLEN - Black Marin Bikes Muirwoods 29er https://t.co/ag5JY6R9SU
958 RT @jseattle: Lawsuit https://t.co/6SFiXjLErK
959 21 21 21\n\nWe've had some close calls but we finally see the day THE BOI @trulyadub becomes THEââ¬Â¦ https://t.co/PRlYj5CKKq
960 Lawsuit https://t.co/6SFiXjLErK
961 #offbrandwaitwaitdonttellme with PNW superstars Lindy West, Lukeââ¬Â¦ https://t.co/vjs7Kl5PiU
962 There are so many opportunities to show up to our lives in a real way. âŨ\nTo make eye contactââ¬Â¦ https://t.co/VLprImOcui
963 STOLEN - Green Novara Randonee in Northwest Seattle https://t.co/UK20God55t https://t.co/1onHzWphcy
964 "By practicing #meditation we establish love, compassion and equanimity as our home." - Sharon Salzberg. https://t.co/u2YsCSHt9I
965 Obviously not a real @wsdot or @seattledot signââ¬Â¦ https://t.co/ZaFsZWwlWW
966 POE Capstone Symposium! Happening right now! #POEcap #envir490
967 RT @jseattle: Finally, a $23.25M deal ââ¬â and plans for inclusive development ââ¬â at 23rd andàUnion https://t.co/8rU7nyXD4i https://t.co/2T3N8Cââ¬Â¦
968 RT @jseattle: Meanwhile at 23rd and Jax: https://t.co/Of6IkQrjb5
969 Meanwhile at 23rd and Jax: https://t.co/Of6IkQrjb5
970 Finally, a $23.25M deal ââ¬â and plans for inclusive development ââ¬â at 23rd andàUnion https://t.co/8rU7nyXD4i https://t.co/2T3N8Cl850
971 all code and no design makes jack a very [frustrated] boy.
972 Lessons from Mike Mondello from @seabear1957 on #resilience and how to mentor it, at @UWFosterSchool. #BeBoundless https://t.co/miQmX3Z9mw
973 Pretty wrist cuff that I added below some work she already had #wristtattoo #mandalatattoo #seattle #seattletattooââ¬Â¦ https://t.co/sfRHX4GJkB
974 9 years ago I was excitedly posting about going to @Sasquatch This year I get to perform in itââ¬Â¦ https://t.co/BIjwcYkUYk
975 When it's 80 degrees in Seattle and I'm trapped indoors <<<<<<
976 STOLEN - Blue Giant TCX 1 in Wallingford https://t.co/QBc6Z7zjm8 https://t.co/0T3o5896JH
977 Looking for a new job opportunity? Download the Instawork App to get started.\n.\n.\n.\n#instaworkââ¬Â¦ https://t.co/tyXelyZrOk
978 Seeing Red à½Ã¸ Ã ½Ã³·: @tmnlsn @ Henry Art Gallery https://t.co/8fNzTDEUtl
979 Finished up these adorable cats! #cattattoo #cattoo #pettattoo #petportrait #petsarefamily #seattle #seattletattooââ¬Â¦ https://t.co/YADyqFIMvc
980 J chillin, J floatin @ Montlake Cut https://t.co/3CbXXUvELv
981 Just posted a photo @ Wallingford, Seattle https://t.co/0M6ydHmGg3
982 "Snark can't halt tectonic shifts" ok
983 I'm glad I'm not the only person who has asked this question. https://t.co/kNBiUWoJZF
984 To all the people who make Husky Football GREAT..... @ Alaska Airlines Field at Husky Stadium https://t.co/2wMbJgYWUU
985 Thanks @cliffavril @mosesbread72 and @Bwagz54 for supporting Beat the Bridge to cure T1D. The race started when I wââ¬Â¦ https://t.co/iU0LDWjrG0
986 How I imagine 3D printing vs. actual 3D printing. https://t.co/QQIVGqVuov
987 Don't get too lost
988 It's a beautiful day https://t.co/KfqlkdsQr3
989 Perfect day on Montlake for ball! @USC_Baseball at @UW_Baseball wrap up regular season at 4pm PT on @Pac12Network. https://t.co/M60q8I1m0o
990 STOLEN - Red Epic in Northeast Seattle https://t.co/LG5wXr0oqc
991 Husky Stadium-The Greatest Setting In College Football, from the air. #HuskyStadiumââ¬Â¦ https://t.co/iLQbLd737C
992 Beautiful day to be flying @kenmoreair Lake Union Seattle #kenmoreair #lakeunion #seattle #pilotââ¬Â¦ https://t.co/N5txh80231
993 à½Ã²Š@havanajane making @uw_wsoccer uwathletics proud tonight at theââ¬Â¦ https://t.co/yFoWXvQN0i
994 I'm starving! I think I'll head over to the U village Ram for a burger and help support the Roosevelt HS cheer team #WOOF #DawgsGottaEat
995 Always enjoy when our @UW sociology students present their research. @AlexesHarris @frankalready @RalinaJosephââ¬Â¦ https://t.co/brJYI7koZ7
996 RT @jseattle: Actually, one more thing. Covering deals and plans, I never could really picture any of this really happening at 23/Union. Buââ¬Â¦
997 Actually, one more thing. Covering deals and plans, I never could really picture any of this really happening at 23/Union. But here it is.
998 Panel at @Oweesta and @hawaiiancouncil convening on investing in Native communities. W @Craft3Org Mike Dickerson, Tââ¬Â¦ https://t.co/AzTUEga3jA
999 RT @jseattle: Everybody wants to be Mayor of Seattle. What awkward questions should I ask them?
1000 "What you care about can change the world." Lovely day on campus to discuss #smartcity initiatives on #mobility,ââ¬Â¦ https://t.co/7fTH4NCCMo
1001 RT @jseattle: Civic duty this week: @caphillchamber biz improvement area, Capitol Hill Housing community forum, EastPAC crime mtg https://ââ¬Â¦
1002 RT @jseattle: Civic duty this week: @caphillchamber biz improvement area, Capitol Hill Housing community forum, EastPAC crime mtg https://ââ¬Â¦
1003 Civic duty this week: @caphillchamber biz improvement area, Capitol Hill Housing community forum, EastPAC crime mtg https://t.co/bziHu4bZ12
1004 Everybody wants to be Mayor of Seattle. What awkward questions should I ask them?
1005 "Bear" just might be the cutest #T1d service dog I've ever met!! He's 15 weeks old with aââ¬Â¦ https://t.co/q0ptoJddoo
1006 Iââ¬â¢m super overtired right now. Perfect time for cuddles ~ https://t.co/nK3feXf8Ga
1007 STOLEN - Black Trek 820 in Northeast Seattle https://t.co/H4bxSsbbhV
1008 .@UW engineering students gain real world experience by building a 2-man, human powered submarine. #Q13FOX https://t.co/pYmSUYvoiA
1009 RT @jseattle: I thought conservative millennials wanted smaller government https://t.co/A7zF7VOUTN
1010 RT @jseattle: I thought conservative millennials wanted smaller government https://t.co/A7zF7VOUTN
1011 RT @jseattle: I thought conservative millennials wanted smaller government https://t.co/A7zF7VOUTN
1012 I thought conservative millennials wanted smaller government https://t.co/A7zF7VOUTN
1013 BREAKING: Large number of @SeattlePD some with long guns at Gas Works Park after reported shooting. 2 possible victââ¬Â¦ https://t.co/eVHnZijbFX
1014 RT @jseattle: With new Midtown Project, developer will add 550 units. Lake Union Partners already has 275 at the intersection https://t.co/ââ¬Â¦
1015 RT @jseattle: With new Midtown Project, developer will add 550 units. Lake Union Partners already has 275 at the intersection https://t.co/ââ¬Â¦
1016 With new Midtown Project, developer will add 550 units. Lake Union Partners already has 275 at the intersection https://t.co/8rU7nyG1FI
1017 You must be from Russia because you make blood Russian my penis https://t.co/FOEEZm165d
1018 RT @jseattle: June 19th: Groundbreaking Ceremony for Liberty Bank Building https://t.co/GtQqjDK0WG
1019 RT @jseattle: June 19th: Groundbreaking Ceremony for Liberty Bank Building https://t.co/GtQqjDK0WG
1020 RT @jseattle: June 19th: Groundbreaking Ceremony for Liberty Bank Building https://t.co/GtQqjDK0WG
1021 RT @jseattle: June 19th: Groundbreaking Ceremony for Liberty Bank Building https://t.co/GtQqjDK0WG
1022 June 19th: Groundbreaking Ceremony for Liberty Bank Building https://t.co/GtQqjDK0WG
1023 RT @jseattle: You might want to start getting in line soon, @saltandstraw fans https://t.co/ePpQiwXTyo https://t.co/u4ufGI02cd
1024 RT @jseattle: You might want to start getting in line soon, @saltandstraw fans https://t.co/ePpQiwXTyo https://t.co/u4ufGI02cd
1025 RT @jseattle: You might want to start getting in line soon, @saltandstraw fans https://t.co/ePpQiwXTyo https://t.co/u4ufGI02cd
1026 RT @jseattle: You might want to start getting in line soon, @saltandstraw fans https://t.co/ePpQiwXTyo https://t.co/u4ufGI02cd
1027 RT @jseattle: You might want to start getting in line soon, @saltandstraw fans https://t.co/ePpQiwXTyo https://t.co/u4ufGI02cd
1028 You might want to start getting in line soon, @saltandstraw fans https://t.co/ePpQiwXTyo https://t.co/u4ufGI02cd
1029 Tim Lincecum Night in Seattle for @USC_Baseball at @UW_Baseball. Scott Erickson & I have it 7pm on @Pac12Network. https://t.co/ZnB5Bot1uF
1030 Some thoughts on assumptions in the design of personal informatics & self-tracking tools, and ways to move past them https://t.co/mRfv8y8abK
1031 You guys ever hear @KeyboardKid206 tell his story? Fuck no you haven't, listen on @theglowupcast! Thanks again fam!ââ¬Â¦ https://t.co/9zBbI1G5Vl
1032 Oh lord is this rly real? @iamblackbear https://t.co/DnHOCoD9fs
1033 They Don't Want You To Wear All Pink à½Ã¸¤ https://t.co/X1GXLbYBG4
1034 Getting ready for TEDx at UW, which begins at 11:00 in Kane Hall - Yes, and." I'll b talking abt "Bridges" - bldg tââ¬Â¦ https://t.co/AFQeJmwZWt
1035 SO horny hnnng https://t.co/9pBPVgFWaT
1036 à½Ã²Åà½Ã²Åà½Ã²ÅIf anyone knows THIS grind it's our #2009 team! Our backs were against the wall MANY time andââ¬Â¦ https://t.co/5X4lmb45Pv
1037 It's oyster season motherfricker https://t.co/lI48wOF01G
1038 Q: Whatââ¬â¢s a furry?\nA: A millennial whoââ¬â¢s realized contemporary Western society is a failed project & has withdrawn to party till dead :3
1039 You can book it. @UWSoftball #Dawgman https://t.co/dmc8BYFNie
Twitter Stream with streamR
There are a few packages that can access the Twitter Stream API including streamR.
Since the Stream API is less commonly used in Social Science, the packages are a bit
“rough around the edges” and require more finicky setup.
This is likely to change over time as more people make use of the Stream API.
streamR Setup
download.file(url="http://curl.haxx.se/ca/cacert.pem",
destfile="cacert.pem")
twitCred <- OAuthFactory$new(consumerKey=api_key,
consumerSecret=api_secret,
requestURL=reqURL,
accessURL=accessURL,
authURL=authURL)
# insert the number in the R console after you run this
twitCred$handshake(cainfo =
system.file("CurlSSL", "cacert.pem", package = "RCurl"))
# Then save this so you don't need to do it again
save(twitCred, file = "twitCred.Rdata")
streamR
sampleStream() downloads streaming tweets of no particular topic.
tweets_stream <- sampleStream("", timeout=10, oauth=twitCred)
filterStream() downloads streaming tweets based on search parameters.
tweets_Trump <- filterStream("", track="Trump", timeout=10, oauth=twitCred)
The first argument for both functions is the path to write tweets to. "" writes
the tweets to the console. This permits assignment to an object.
streamR
Once you've streamed data in you need to parse it from JSON format into a data frame for it to be particularly useful.
tweets_from_stream <- parseTweets(tweets_stream, verbose = FALSE)
as_tibble(tweets_from_stream) %>% arrange(followers_count) %>% select(name)
# A tibble: 240 x 1
name
<chr>
1 Helen Howell
2 Chococaromishanos
3 <U+7D20><U+6575><U+306A><U+30A4><U+30E9><U+30B9><U+30C8><U+63CF><U+304D><U+69D8><U+3092><U+4E16><U+754C><U+306B><U+5E83><U+3081><U+307E><U+3057><U+3087><U+3046>
4 Jutino Ñato
5 Pepe Concepción
6 DíaJaramishano
7 ChocoJaramishanos
8 masayoshi
9 JaramishanosMMD
10 Black cat
# ... with 230 more rows
Using streamR
Since it collects tweets in real time, the streaming API tends to be most useful when you leave it running for a long time.
You can use it to monitor events as they're happening, or to catch a “snapshot” in time.
I let it run for 1200 seconds to replicate an example by the package author, Pablo Barbera, in which tweets in the US are collected and then mapped in ggplot.
Using streamR
filterStream("tweetsUS.json", locations = c(-125, 25, -66, 50), timeout = 1200,
oauth = twitCred)
tweets.df <- parseTweets("tweetsUS.json", verbose = FALSE)
map.data <- map_data("state")
points <- data.frame(x=as.numeric(tweets.df$lon), y=as.numeric(tweets.df$lat))
points <- points[points$y > 25, ]
ggplot(map.data) + geom_map(aes(map_id=region), map=map.data, fill="white",
color = "grey20", size = 0.25) +
expand_limits(x = map.data$long, y = map.data$lat) +
theme(axis.line = element_blank(), axis.text = element_blank(),
axis.ticks = element_blank(), axis.title = element_blank(),
panel.background = element_blank(), panel.border = element_blank(),
panel.grid.major = element_blank(), plot.background=element_blank(),
plot.margin = unit(0 * c(-1.5, -1.5, -1.5, -1.5), "lines")) +
geom_point(data=points, aes(x=x, y=y), size=1, alpha=1/5, color="darkblue")
Using streamR
Using Twitter Data
Getting data from social media is easy with SocialMediaLab (it used to be hard!).
Typically we use these data for:
- Text mining (covered today)
- Network analysis (CS&SS567: Analysis of Social Network Data)
Example Network Graphs
Analyzing Twitter Text Data
Large volumes of text data can be challenging to make sense of, so they are most useful when approached using text analysis techniques.
But even they might not help with some kinds of text:
Text Mining with tm
What is Text Mining?
Text mining is a form of text analytics, that is a process for extracting information from text intended to be read by humans.
Text mining can cover things like categorization of subjects, sentiment analysis, and automated summarization.
Typically we want to take a very large amount of text—often from many different documents or sources—and produce useful numerical and textual summaries.
Text mining is very commonly done with content from social media data!
Text Mining Terminology
tm: R package for performing text mining- Term: A word
- Document: A collection of terms
- Corpus: A collection of documents (plural: corpora)
- Dictionary: A set of relevant terms
My First Corpus
We can make a basic corpus manually by creating a character vector, running VectorSource() on it to read it in, and then VCorpus() to corpus-ify:
library(tm)
UW_tweets <- c("Remembering and honoring those who made the ultimate sacrifice while serving our country. #MemorialDay2016",
"VIDEO: This spring @UW students taught literacy arts to #Colville Reservation students. Check out book they made!",
"Enjoy the long weekend, Huskies! And to those studying for finals: Good luck and hang in there!",
".@UWBuerk & @UWFosterSchool–hosted biz plan competition awards $85,000 to students for new ventures. http://ow.ly/3PtI300F87Y #UWinnovates")
toy_corpus <- VCorpus(VectorSource(UW_tweets))
Accessing Corpus Entries
A corpus is just a fancy list of documents, and you can access a document as a list entry:
toy_corpus[[3]]
<<PlainTextDocument>>
Metadata: 7
Content: chars: 95
as.character(toy_corpus[[3]])
[1] "Enjoy the long weekend, Huskies! And to those studying for finals: Good luck and hang in there!"
Text Files as Documents
You will more likely be making corpora from sources like Twitter or reading in data from text files.
We'll import a sample of emails from the Enron corpus assembled by UC Berkeley students. First, let's download a ZIP file with the text files and unzip it.
download.file("http://clanfear.github.io/CSSS508/Lectures/Week10/enron_sample_emails.zip", destfile = "enron_emails.zip", mode = "wb")
unzip("enron_emails.zip", exdir = "enron_emails")
length(list.files("enron_emails/enron_sample_emails"))
[1] 100
Reading in Text Files
Let's make a corpus where each document is an email in the Enron subsample:
enron_corpus <- VCorpus(DirSource(directory = "enron_emails/enron_sample_emails", mode = "text"))
as.character(enron_corpus[[3]])
[1] "Message-ID: <26658543.1075843310470.JavaMail.evans@thyme>"
[2] "Date: Fri, 22 Dec 2000 04:00:00 -0800 (PST)"
[3] "From: sarah.novosel@enron.com"
[4] "To: susan.mara@enron.com"
[5] "Subject: Re: Wolak report"
[6] "Cc: donna.fulton@enron.com, jeff.dasovich@enron.com"
[7] "Mime-Version: 1.0"
[8] "Content-Type: text/plain; charset=us-ascii"
[9] "Content-Transfer-Encoding: 7bit"
[10] "Bcc: donna.fulton@enron.com, jeff.dasovich@enron.com"
[11] "X-From: Sarah Novosel"
[12] "X-To: Susan J Mara"
[13] "X-cc: Donna Fulton, Jeff Dasovich"
[14] "X-bcc: "
[15] "X-Folder: \\Jeff_Dasovich_June2001\\Notes Folders\\All documents"
[16] "X-Origin: DASOVICH-J"
[17] "X-FileName: jdasovic.nsf"
[18] ""
[19] "Sue:"
[20] ""
[21] "I'm so impressed that you know how to put the link on the email. I can't "
[22] "figure out how to do that, and I think that looks much more \"high tech\" than "
[23] "attaching a silly old report."
[24] ""
[25] "Thanks for the link. We can take it from here. "
[26] ""
[27] "Sarah"
[28] ""
[29] ""
[30] ""
[31] ""
[32] ""
[33] "\tSusan J Mara"
[34] "\t12/22/2000 11:31 AM"
[35] "\t\t "
[36] "\t\t To: Sarah Novosel/Corp/Enron@ENRON, Donna Fulton/Corp/Enron@ENRON"
[37] "\t\t cc: Jeff Dasovich/NA/Enron@Enron"
[38] "\t\t Subject: Wolak report"
[39] ""
[40] "Call me computer illiterate. I could not figure out how to download the "
[41] "report off the web site, so here's the link."
[42] ""
[43] " "
[44] " http://www.caiso.com/docs/2000/12/12/2000121215070918957.pdf"
Transformations (Maps)
To prepare this text, we want to:
- Change text to lowercase
- Remove:
- Stopwords (words that do not contain useful information)
- Header terms
- Punctuation
- Numbers
- Whitespace
- “Stem” the words (strip prefixes and suffixes)
Then we can actually do analysis!
Transformations Syntax
# install.packages("SnowballC") # may solve errors
enron_stripped <- enron_corpus %>%
tm_map(content_transformer(str_to_lower)) %>%
tm_map(removeWords, stopwords("english")) %>%
tm_map(removeWords,
c("javamail.evans@thyme", "message-id", "date", "subject",
"mime-version", "content-type", "text/plain", "charset=us-ascii",
"content-transfer-encoding", "x-", "x-cc", "x-bcc", "x-folder",
"x-origin", "x-filename")) %>%
tm_map(removePunctuation) %>%
tm_map(removeNumbers) %>%
tm_map(stripWhitespace) %>%
tm_map(stemDocument)
Word Clouds
library(wordcloud); library(RColorBrewer)
wordcloud(enron_stripped, min.freq = 2, max.words = 80)
Filtering to Emails with "California"
We'll write a function that takes the content of the documents and looks for any instance of "california", then use it with tm_filter():
doc_word_search <- function(x, pattern) {
any(str_detect(content(x), pattern = pattern))
}
cali_emails <- enron_stripped %>%
tm_filter(doc_word_search, pattern = "california")
length(cali_emails)
[1] 14
Term-Document Matrices
We can look for patterns across the documents by constructing a TermDocumentMatrix():
enron_tdm <- TermDocumentMatrix(enron_stripped)
str(enron_tdm)
List of 6
$ i : int [1:17721] 2 9 12 15 17 19 24 27 30 34 ...
$ j : int [1:17721] 1 1 1 1 1 1 1 1 1 1 ...
$ v : num [1:17721] 4 1 1 1 1 2 1 1 2 4 ...
$ nrow : int 5061
$ ncol : int 100
$ dimnames:List of 2
..$ Terms: chr [1:5061] "abat" "abil" "abl" "abnorm" ...
..$ Docs : chr [1:100] "114495.txt" "115323.txt" "118675.txt" "119214.txt" ...
- attr(*, "class")= chr [1:2] "TermDocumentMatrix" "simple_triplet_matrix"
- attr(*, "weighting")= chr [1:2] "term frequency" "tf"
What Does the Matrix Look Like?
Too big to view at once, but we can look at snippets with inspect():
inspect(enron_tdm[1:5, 1:5])
<<TermDocumentMatrix (terms: 5, documents: 5)>>
Non-/sparse entries: 2/23
Sparsity : 92%
Maximal term length: 7
Weighting : term frequency (tf)
Sample :
Docs
Terms 114495.txt 115323.txt 118675.txt 119214.txt 12030.txt
abat 0 0 0 0 0
abil 4 0 0 0 0
abl 0 0 0 0 1
abnorm 0 0 0 0 0
abolish 0 0 0 0 0
Removing Sparse Words
We could focus on words that appear in at least 40% of documents.
enron_tdm_sparse <- removeSparseTerms(enron_tdm, 0.60)
inspect(enron_tdm_sparse)
<<TermDocumentMatrix (terms: 11, documents: 100)>>
Non-/sparse entries: 659/441
Sparsity : 40%
Maximal term length: 18
Weighting : term frequency (tf)
Sample :
Docs
Terms 114495.txt 173842.txt 174212.txt 174517.txt
bit 1 1 0 1
document 2 1 1 1
folder 1 1 1 1
forward 3 1 1 5
kean 0 2 2 2
pdt 1 1 1 1
steven 0 3 2 3
stevenkeanenroncom 0 1 1 1
thank 2 1 0 1
will 19 4 8 6
Docs
Terms 175607.txt 175617.txt 176601.txt 176805.txt
bit 1 1 1 1
document 3 1 1 2
folder 1 1 1 0
forward 8 1 0 8
kean 1 2 2 1
pdt 0 0 1 0
steven 0 3 1 0
stevenkeanenroncom 0 1 1 0
thank 1 4 4 1
will 73 2 5 73
Docs
Terms 177215.txt 255511.txt
bit 1 2
document 2 2
folder 0 1
forward 8 3
kean 1 0
pdt 0 1
steven 0 0
stevenkeanenroncom 0 0
thank 1 2
will 73 19
Favorite Dictionary Words
Or we can make make a term-document matrix focusing on words in a dictionary and look at just those columns:
inspect(TermDocumentMatrix(enron_stripped, list(dictionary = c("california", "utah", "texas")))[, 1:5])
<<TermDocumentMatrix (terms: 3, documents: 5)>>
Non-/sparse entries: 2/13
Sparsity : 87%
Maximal term length: 10
Weighting : term frequency (tf)
Sample :
Docs
Terms 114495.txt 115323.txt 118675.txt 119214.txt 12030.txt
california 1 1 0 0 0
texas 0 0 0 0 0
utah 0 0 0 0 0
Most Frequent Words
Which terms appear at least 200 times?
findFreqTerms(enron_tdm, 200)
[1] "california" "compani" "contract" "electr" "energi"
[6] "gas" "generat" "market" "new" "plant"
[11] "power" "price" "said" "state" "time"
[16] "util" "will" "year"
Word Associations
Which words co-occur frequently with “california”?
findAssocs(enron_tdm, "california", 0.90)
$california
citizen condit
1.00 1.00
consum credit
1.00 1.00
dynegi economist
1.00 1.00
electr energi
1.00 1.00
enough essenti
1.00 1.00
forc higher
1.00 1.00
includ increas
1.00 1.00
investig locat
1.00 1.00
market order
1.00 1.00
power press
1.00 1.00
provid regul
1.00 1.00
reliabl report
1.00 1.00
roll sacramento
1.00 1.00
statewid step
1.00 1.00
structur summer
1.00 1.00
suppli three
1.00 1.00
weather whose
1.00 1.00
abnorm abolish
0.99 0.99
abraham absolut
0.99 0.99
access accomplish
0.99 0.99
accru accumul
0.99 0.99
accus achiev
0.99 0.99
acknowledg acquisit
0.99 0.99
actor acut
0.99 0.99
adam add
0.99 0.99
addit addresse
0.99 0.99
adequaci adjac
0.99 0.99
adjust adopt
0.99 0.99
advantag advers
0.99 0.99
advoc advocaci
0.99 0.99
affect agenc
0.99 0.99
agent aggress
0.99 0.99
aid air
0.99 0.99
airport alamito
0.99 0.99
alarm albani
0.99 0.99
alert aliv
0.99 0.99
allegheni alliant
0.99 0.99
allot allow
0.99 0.99
alon also
0.99 0.99
altern altogeth
0.99 0.99
amass amoco
0.99 0.99
amok ampl
0.99 0.99
analysi angel
0.99 0.99
angelid angus
0.99 0.99
anjali annual
0.99 0.99
anticompetit antitrust
0.99 0.99
antonio anywher
0.99 0.99
appendix appl
0.99 0.99
applianc appointe
0.99 0.99
approv arco
0.99 0.99
argu arguabl
0.99 0.99
aros arrang
0.99 0.99
arrest artifici
0.99 0.99
asid aspect
0.99 0.99
assembl assemblyman
0.99 0.99
assert atkinson
0.99 0.99
attack attorney
0.99 0.99
attribut audra
0.99 0.99
augusta automat
0.99 0.99
avail averag
0.99 0.99
avert await
0.99 0.99
award aybear
0.99 0.99
backup backyard
0.99 0.99
bad bakersfield
0.99 0.99
balanc bangor
0.99 0.99
bankruptci bar
0.99 0.99
barg bargain
0.99 0.99
barn basic
0.99 0.99
basin battin
0.99 0.99
bccd beaten
0.99 0.99
bed begun
0.99 0.99
beloit benchmark
0.99 0.99
benefit berkeley
0.99 0.99
berkshir berkshirehathaway
0.99 0.99
bernadino berthold
0.99 0.99
besid beyer
0.99 0.99
bigger biggest
0.99 0.99
billion biomass
0.99 0.99
bitten black
0.99 0.99
blackout bless
0.99 0.99
blunt blyth
0.99 0.99
bond bonus
0.99 0.99
boost border
0.99 0.99
borderless borenstein
0.99 0.99
born bostonbas
0.99 0.99
bought bounti
0.99 0.99
bowen bowr
0.99 0.99
breach break
0.99 0.99
breakdown brick
0.99 0.99
bridg brink
0.99 0.99
british brka
0.99 0.99
broadbas broadcast
0.99 0.99
brown budhraja
0.99 0.99
buffett built
0.99 0.99
bulk bump
0.99 0.99
bureaucrat burglar
0.99 0.99
burton bustillo
0.99 0.99
bustl caith
0.99 0.99
calenergi calif
0.99 0.99
califbas californialik
0.99 0.99
californiastyl californiatyp
0.99 0.99
calipatria caliso
0.99 0.99
campaign cancel
0.99 0.99
cape carl
0.99 0.99
carolina carri
0.99 0.99
carsonbas cashstrap
0.99 0.99
catch caus
0.99 0.99
caution cec
0.99 0.99
cedar cent
0.99 0.99
centraleast centro
0.99 0.99
chairwoman chamber
0.99 0.99
charg chastis
0.99 0.99
cheapest chevron
0.99 0.99
chose circl
0.99 0.99
cite citi
0.99 0.99
clarifi clash
0.99 0.99
classifi cleanalthough
0.99 0.99
cleaner cleanest
0.99 0.99
clearlak closeddoor
0.99 0.99
coalfir coalgener
0.99 0.99
coast cod
0.99 0.99
cogener cohn
0.99 0.99
cold colleagu
0.99 0.99
column combat
0.99 0.99
combinedcycl come
0.99 0.99
commentari commiss
0.99 0.99
commission committe
0.99 0.99
compani companyalong
0.99 0.99
companyown comparison
0.99 0.99
complac complain
0.99 0.99
compound conceiv
0.99 0.99
concert congener
0.99 0.99
congest connect
0.99 0.99
connel conserv
0.99 0.99
conservationist consolid
0.99 0.99
contend contenti
0.99 0.99
continu contractor
0.99 0.99
contrari contrast
0.99 0.99
controversi convinc
0.99 0.99
cook cooper
0.99 0.99
cop copyright
0.99 0.99
cordova corner
0.99 0.99
cornerston corollari
0.99 0.99
cos cost
0.99 0.99
counterpart counti
0.99 0.99
countri cow
0.99 0.99
cpuc craft
0.99 0.99
crash creditor
0.99 0.99
creditworthi creek
0.99 0.99
crisi cross
0.99 0.99
crossbord crossroad
0.99 0.99
crunch cub
0.99 0.99
cubic curb
0.99 0.99
current custom
0.99 0.99
cut cutback
0.99 0.99
cycl damrel
0.99 0.99
danger darken
0.99 0.99
davi day
0.99 0.99
dboulder dbuxton
0.99 0.99
dcalif deadlin
0.99 0.99
dealbreak dean
0.99 0.99
deast debat
0.99 0.99
debra decri
0.99 0.99
dedic deeper
0.99 0.99
defend del
0.99 0.99
deleg delic
0.99 0.99
delta demand
0.99 0.99
demandsid denounc
0.99 0.99
depart depend
0.99 0.99
deplor deregul
0.99 0.99
design desir
0.99 0.99
despit detmer
0.99 0.99
deulloa devis
0.99 0.99
devolv diametr
0.99 0.99
diann dig
0.99 0.99
dilemma dilig
0.99 0.99
diminish dirtier
0.99 0.99
disappoint disast
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chang clear
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complex condition
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consequ coordin
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corp direct
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director duti
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earlier emiss
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hard hit
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identifi illeg
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matter mean
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procedur procur
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put receiv
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respect respons
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rush see
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solut someth
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spread stage
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stand tariff
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text therefor
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trader tuesday
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withhold worth
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articl author
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intern interview
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joseph kept
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panel proceed
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product project
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republican sometim
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spend statement
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texa track
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transport wall
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week west
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afford alloc
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along appear
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approach assess
0.94 0.94
burden calcul
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cash civil
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club coal
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compar compens
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connecticut definit
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easi entir
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entiti eventu
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find former
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free georg
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insist investor
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jay labor
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launch llc
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manner mile
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night occur
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onlin parent
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pend peopl
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persuad point
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polit politician
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portfolio previous
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print progress
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question retroact
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settl sharp
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short side
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split strict
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suppos suspect
0.94 0.94
swept take
0.94 0.94
term transform
0.94 0.94
wind work
0.94 0.94
abil asset
0.93 0.93
brought compet
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default deliv
0.93 0.93
elsewher especi
0.93 0.93
exact fix
0.93 0.93
foundat individu
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influenc island
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light limit
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maintain nonprofit
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note partner
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primari reform
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role secur
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sen taken
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today ann
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becam bill
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bush cap
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comment detail
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difficult fair
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fee institut
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involv iso
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local met
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move number
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past place
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presid publish
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recommend record
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specif tax
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well allen
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believ commod
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communiti dan
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disclosur encourag
0.91 0.91
error evid
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ferc global
0.91 0.91
gone initi
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legal lynch
0.91 0.91
materi meantim
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review sat
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soon sound
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start talk
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truth washington
0.91 0.91
announc attempt
0.90 0.90
commit concern
0.90 0.90
deni enforc
0.90 0.90
expedit extens
0.90 0.90
hold morgan
0.90 0.90
other prevent
0.90 0.90
provis reaction
0.90 0.90
reduc schedul
0.90 0.90
stay street
0.90 0.90
unabl
0.90
What Else Might You Do?
- Use the
tidytextpackage to work in a “tidy” way - Make more visualizations of word frequencies or relationships in
ggplot2 - Use hierarchical clustering to group together terms
- Fit topic models to find overarching topics
- Use
NLPpackage to find bigrams (two-word phrases) - Use
qdaportidytextpackages to classify document sentiment (positive, negative) and look for relationships
Note: Before doing research with scraped data or social media data, make sure you are legally permitted to do so. Some networks (e.g. Nextdoor), specifically ban collecting or analyzing data. Almost all websites will eventually block you if you scrape lots of data.
Getting Serious with Text Mining
I've introduced you to some basic text mining approaches.
If you want to get serious with text mining using modern techniques and “tidy” coding,
I suggest you look into the recently released Text Mining with R,
written by the authors of the tidytext package.
Like R for Data Science and Advanced R, Text Mining with R is a free online textbook (available in print also) that uses modern approaches to R coding to perform analyses on real world data.