Negative Tweet:
@ChickfilA
this is nasty! Found this critter in my kale salad. When I called and tried to complain they hung up on me. New location extremely unprofessional. (21244) zip https://twitter.com/avargas211/status/1722763496289374570
Company: Wawa
Positive: We talked to the boss. 488 Retweets and we’ll keep #Schwarberfest going. 🔥🔥🔥 (Positive since it conveys the positive message of an extension to a discount/promotion)
Negative: Each time they get a hit, take a bite of your hoagie! #Schwarberfest (Negative sentiment since the Phillies did not score a single hit in the game)
Difficult to classify: Hearts out to all those who moved away from a Wawa (Not sure if it is a positive/negative comment)
https://t.co/ehFDZXYYhv
-(“Honda has reached an agreement with
@Tesla to adopt the North American Charging Standard (NACS) for the charging port of its EV models that will go on sale in North America starting from 2025”)
– Difficult to classify
Post:
What’s said: “I got you coffee.” What’s heard: “I love you.”
Example of Replies:
– Positive: Well there’s happiness and there’s coffee!😌
– Negative: Yo workers were so mean and forgot my boba in green tea lemonade
– Unknown: Why you charging $1 for light ice??
Negative:
“Like if @Delta kept your wife stranded in NYC for three days costing thousands of dollars and wouldn’t do anything about it.”
“Here’s a picture. Of my destroyed guitar that I have received no compensation on. Multiple enquirers have been made with zero contact from case manager”
“Disappointing that 2024 will be the last year I’ll be Platinum after all these years. I’ll have to see what other airlines are offering. Haven’t flown another (non-Sky Team) airline in more than 10 years!”
Positive: (Nike)
“This is why I will continue to support this brand. This Ad is 🔥🔥🔥😊”
Negative: (Audi)
“@AudiOfficial
have left me carless for two months, they do not provide updates unless you beg them for it. Haven’t to chase them constantly regarding my car progress. I have asked for a loan car but they can’t even provide that. So unhelpful, don’t buy from Audi.
@AudiUK”
(Might be hard to identify for someone who does not get sarcasm) So glad all of the stores in my area turned off online coffee orders. #NationalCoffeeDay (Krispy Kreme)
(Positive) As a Kyle Busch fan just want to congratulate Ryan Blaney and Team Penske on winning the cup series championship. (Nascar)
Lexical Approach: Words have inherent positive or negative connotations. A dictionary of sentiment-laden words helps determine the sentiment based on their presence.
Contextual Valence: Words may change sentiment based on context. For instance, ‘sick’ in a healthcare context is negative, but in casual slang, it can be positive.
Modifiers and Intensifiers: Adverbs and adjectives can modify sentiment strength. “Extremely good” is more positive than just “good”.
Negations: Phrases like “not good” reverse the sentiment of the word “good”.
Addressing Difficulty in Categorization:
Sarcasm and Irony: These can completely invert the sentiment implied by the words used.
Mixed Messages: A single message may contain both positive and negative sentiments, making it hard to categorize.
Cultural References and Jargon: Words or phrases that carry specific meaning within a culture or group may not have clear sentiment without additional context.
We love that Summer grilling vibe – as an example~~~
https://twitter.com/CocaCola/status/1675884603049951233
Tweet One (Positive):
What’s said: “I got you coffee.”
What’s heard: “I love you.”
https://twitter.com/Starbucks/status/1651254817262563333
Tweet Two (Neutral/Positive):
“Yesterday, voters across the country turned out for the values we’re fighting for – because they know state and local elections matter.”
https://twitter.com/BarackObama/status/1722378821951697036
Starbucks
Positive: https://twitter.com/Starbucks/status/1709946557582471179
Pumpkins are orange
Whipped cream is white
A hot PSL
Is an autumn delight 🍂
Negative: https://twitter.com/tashikaannika/status/1709957964436488284
There is not one drop of pumpkin in that latte…we’re not fools !!
Difficult to Classify: https://twitter.com/LailaMackMusic/status/1709968387323957418
Coffee is a dream
Decaf is a curse
I just passed a #Starbucks
Hold on, hitting reverse!
https://x.com/nike/status/1723430914141852122?s=46
She is an absolute loser. A Zero not a Hero!
This is a example of a negative sentiment.
Positive example is: Marvellous Megan. 🫡🫡🫡
Negative Tweet:
@ChickfilA
this is nasty! Found this critter in my kale salad. When I called and tried to complain they hung up on me. New location extremely unprofessional. (21244) zip
https://twitter.com/avargas211/status/1722763496289374570
Original tweet: https://x.com/CocaCola/status/1701596697217101934?s=20
Negative response: This is horrifically bad, it tastes like peach yogurt. Why are you selling something soo awful?
Hard to classify response: Not bad, I store it in fridge b4 drinking
Company: Wawa
Positive: We talked to the boss. 488 Retweets and we’ll keep #Schwarberfest going. 🔥🔥🔥 (Positive since it conveys the positive message of an extension to a discount/promotion)
Negative: Each time they get a hit, take a bite of your hoagie! #Schwarberfest (Negative sentiment since the Phillies did not score a single hit in the game)
Difficult to classify: Hearts out to all those who moved away from a Wawa (Not sure if it is a positive/negative comment)
Tweet #1 ( Coca-Cola) (Positive)
What’s said: “I got you a Coke” 🫴🥤
What’s heard: “You’re my best friend
“Made by Israel..!” – negative tweet
https://x.com/Alshega/status/1715319517469884669?s=20
“Amazing. A good design very interested in” – positive tweet
https://x.com/Gorky133/status/1707440537891176788?s=20
https://twitter.com/Honda/status/1707426200052764673/photo/2
– (“The all-new, all-electric #HondaPrologue is like driving in a dream, because our dreams built it. Dropping in 2024.”)- Positive Tweet
https://t.co/ehFDZXYYhv
-(“Honda has reached an agreement with
@Tesla to adopt the North American Charging Standard (NACS) for the charging port of its EV models that will go on sale in North America starting from 2025”)
– Difficult to classify
Account: Xbox
Positive Tweet
“90 percent off on Xbox games that is a deal to me 😍”
Negative Tweet
“lame…”
Link: https://x.com/Xbox/status/1722705631226798348?s=20
Starbucks: https://twitter.com/Starbucks/status/1651254817262563333
Post:
What’s said: “I got you coffee.” What’s heard: “I love you.”
Example of Replies:
– Positive: Well there’s happiness and there’s coffee!😌
– Negative: Yo workers were so mean and forgot my boba in green tea lemonade
– Unknown: Why you charging $1 for light ice??
Negative:
“Like if @Delta kept your wife stranded in NYC for three days costing thousands of dollars and wouldn’t do anything about it.”
“Here’s a picture. Of my destroyed guitar that I have received no compensation on. Multiple enquirers have been made with zero contact from case manager”
“Disappointing that 2024 will be the last year I’ll be Platinum after all these years. I’ll have to see what other airlines are offering. Haven’t flown another (non-Sky Team) airline in more than 10 years!”
Positive:
“Delta is the goat 🐐”
In between:
Positive: (Nike)
“This is why I will continue to support this brand. This Ad is 🔥🔥🔥😊”
Negative: (Audi)
“@AudiOfficial
have left me carless for two months, they do not provide updates unless you beg them for it. Haven’t to chase them constantly regarding my car progress. I have asked for a loan car but they can’t even provide that. So unhelpful, don’t buy from Audi.
@AudiUK”
(Might be hard to identify for someone who does not get sarcasm) So glad all of the stores in my area turned off online coffee orders. #NationalCoffeeDay (Krispy Kreme)
(Positive) As a Kyle Busch fan just want to congratulate Ryan Blaney and Team Penske on winning the cup series championship. (Nascar)
“It is so beautiful car. I love it so much.”
A positive response to @Honda
“Can it compete with Tesla?”
A negative or neutral response to @Honda
Discussing Rules for Determining Sentiment:
Lexical Approach: Words have inherent positive or negative connotations. A dictionary of sentiment-laden words helps determine the sentiment based on their presence.
Contextual Valence: Words may change sentiment based on context. For instance, ‘sick’ in a healthcare context is negative, but in casual slang, it can be positive.
Modifiers and Intensifiers: Adverbs and adjectives can modify sentiment strength. “Extremely good” is more positive than just “good”.
Negations: Phrases like “not good” reverse the sentiment of the word “good”.
Addressing Difficulty in Categorization:
Sarcasm and Irony: These can completely invert the sentiment implied by the words used.
Mixed Messages: A single message may contain both positive and negative sentiments, making it hard to categorize.
Cultural References and Jargon: Words or phrases that carry specific meaning within a culture or group may not have clear sentiment without additional context.