Datasets:

saksham-joshi
/

Go-Sentiment

text stringlengths 0 397	senti dict
that game hurt	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
sexuality shouldn't be a grouping category it makes you different from othet ppl so imo it fits the definition of grouping	{ "pos": 0, "neg": 0, "neu": 0, "amb": 0 }
you do right if you don't care then fuck em	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
man i love reddit	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
name was nowhere near them he was by the falcon	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
right considering it's such an important document i should know the damned thing backwards and forwards thanks again for the help	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
he isn't as big but he's still quite popular i've heard the same thing about his content never watched him much	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
that's crazy i went to a super religion high school and i think i can remember girls the entire years that became teen moms	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
that's adorable asf	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
sponge blurb pubs quaw haha gurr ha aaa finale is too real	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
i have and now that you mention it i think that's what triggered my nostalgia	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
i wanted to downvote this but it's not your fault homie	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
but it's her turn s	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
that is odd	{ "pos": 0, "neg": 2, "neu": 0, "amb": 0 }
build a wall jk	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
i appreciate it that's good to know i hope i'll have to apply that knowledge one day	{ "pos": 2, "neg": 0, "neu": 0, "amb": 0 }
one time my stopped right in st i was able to get a good photo of the platform since they have some lights along it	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
well then i'd say you have a pretty good chance if it's any girl lol	{ "pos": 0, "neg": 0, "neu": 0, "amb": 1 }
pretty much every punjabi dude i've met	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
for extra measure tape it right by your crotch so she can't take it for sexual assault reasons	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
this video doesn't even show the shoes he was wearing	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
what does clemson give pride stickers for snaps played	{ "pos": 0, "neg": 0, "neu": 0, "amb": 1 }
you may die but it's a sacrifice i'm willing to make	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
now i'm wondering on what i've been missing out again thank you for this	{ "pos": 1, "neg": 0, "neu": 0, "amb": 1 }
this definitely fits in r boneappletea	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
seeeee we have one of them coloureds too	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
remindme months	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
yup not anymore keep your blood sugar up it really helps and drink water	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
lots play store or apple store vpn nord is good	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
so happy for name so sad he's not here imagine this team with name instead of name ugh	{ "pos": 1, "neg": 2, "neu": 0, "amb": 0 }
but it's name saying it so sorta disappointing	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
something something something space of aids	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
dark and funny but not really nice guy he has yet to call the dead girls whores for declining to sleep with him	{ "pos": 0, "neg": 2, "neu": 0, "amb": 0 }
i've probably put a couple hundred miles on my space saver tire it's still on there right now	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
i'm glad he's okay but i'm even gladder it's not that same gif of the guy ski parachuting down a mountain	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
nice i'll try this one	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
i can't stand name especially since her tatooing my own face video	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
i just came home what the fuck is this lineup i love you name you mad bastard	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
go troll elsewhere this woman needs support not crass questions	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
just rumors online it most likely won't happen	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
na rediting my post sorry for the ignorance	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
because the content creators don't deserve to be paid your seconds spent listening to ads are too valuable	{ "pos": 0, "neg": 0, "neu": 0, "amb": 2 }
pity i had some decent lunches there but never went there at night	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
by far the coolest thing i've seen on this thread yet	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
what evidence at all shows that name was an accomplice	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
not a cure all since we don't have such a thing is this not the next best option	{ "pos": 0, "neg": 0, "neu": 0, "amb": 1 }
if there's a pattern yes	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
if name has similar role to end year then no way am i taking those over him especially sony	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
oh whoops i misread the original comment	{ "pos": 0, "neg": 0, "neu": 0, "amb": 2 }
sending love and strength vibes <3	{ "pos": 2, "neg": 0, "neu": 0, "amb": 0 }
she's like a kewpie doll with them precious	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
not knowing what it is for one thing	{ "pos": 0, "neg": 0, "neu": 0, "amb": 1 }
thanks for the info mate gonna watch out next time	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
name is cheaper too if we would have kept name we would have had to extend him to over mil	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
honestly at this point i don't think there's anything that will make me feel better maybe down the road but right now nothing is helping	{ "pos": 0, "neg": 2, "neu": 0, "amb": 1 }
there has to be some repercussions for this judge right considering the crimes that bail seems incredibly low	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
good old guardian refusing to accept that name is stauncly anti eu and anti brussels	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
i don't even try to make shots like this myself so i gotta watch other people make them	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
me too first time in a couple of years	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
gotta protect'em	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
ironic he could save others from secrecy enabled corruption but not himself	{ "pos": 0, "neg": 0, "neu": 0, "amb": 1 }
this guy is basically the referee in parliament and your right to like him as for the rest in there thats questionable	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
oi us cancers don't want him either we respectfully pass his birthday to april	{ "pos": 0, "neg": 0, "neu": 0, "amb": 0 }
oh how dare you discuss the disgustingly unhealthy and dangerous lifestyle i pursue s	{ "pos": 0, "neg": 2, "neu": 0, "amb": 1 }
which totally makes it less funny for a person like me who has never seen this before and laughed	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
thanks it was no effort at all	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
damn that's profound did you graduate from harvard	{ "pos": 0, "neg": 0, "neu": 0, "amb": 1 }
nice i'll look around for it thanks	{ "pos": 2, "neg": 0, "neu": 0, "amb": 0 }
press fucken charges the moment they use your info	{ "pos": 0, "neg": 2, "neu": 0, "amb": 0 }
i love this woman	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
do you not give your snowmen brooms i feel like that's a thing people do	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
the service made it years ago yeah ikr was years ago	{ "pos": 0, "neg": 0, "neu": 0, "amb": 1 }
i loved how name feels like everyone in the office is her family her relationship with name is so cute and innocent	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
then i'm sorry but this game really isn't for you progression like that would ruin the base of what this game is	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
who exactly are their volunteers the ira	{ "pos": 0, "neg": 0, "neu": 0, "amb": 1 }
am i the only intp here who cared about deadlines it's how i got so good at crunch time and working last minute	{ "pos": 0, "neg": 1, "neu": 0, "amb": 1 }
you should dm her and say i'm sorry	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
did you just call me a liar sick reference	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
shut up year old	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
it doesn't matter you can pick someone with the pick that will never be any good	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
i feel this for me since i'm using those gamethreads to let out frustration but realistically i know we need to keep patient in this re rebuild	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
i just got a shirt made that says i can't have kids my dog is allergic	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
i thought it was very good the guy was one sick bastard that's for sure	{ "pos": 1, "neg": 1, "neu": 0, "amb": 0 }
this is kinda cute	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
life hacks you didn't know you needed in your life	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
best side quest ever	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
calm down	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
i wanted to know if there's was another like meaning to the whole selfie thing not if she liked me or not	{ "pos": 0, "neg": 0, "neu": 0, "amb": 1 }
you're both wrong nba is an initialism can't be pronounced as a word oh man i love reddit	{ "pos": 1, "neg": 1, "neu": 0, "amb": 0 }
that's why it's only	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
just wait wait for the false promise wait for the mandatory prompts wait for the empty gestures	{ "pos": 0, "neg": 0, "neu": 1, "amb": 0 }
started feeling smug about my short showers but then remembered just how small my water heater is	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
i didn't like the family ending but i liked the atlantis ending especially as we know we are going to see more of it in dlc	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
agree keep trying then if your rejected every time i'm sorry your done	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
is he dead now from a tragic drowning accident asking for a friend	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
what the claim is best shooters not overall best shooters	{ "pos": 0, "neg": 0, "neu": 0, "amb": 1 }
that's professor name to you savage	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }
let go or you will be dragged	{ "pos": 1, "neg": 0, "neu": 0, "amb": 0 }
no we're getting kinsler and be happy with it	{ "pos": 2, "neg": 0, "neu": 0, "amb": 0 }
of course he will lie cheat and steal to make him self relevant to the public horrible person	{ "pos": 0, "neg": 1, "neu": 0, "amb": 0 }

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Go-Sentiment

A multilingual sentiment analysis and emotion recognition dataset with support for multiple languages and scripts. This repository provides tools for analyzing sentiment in text data across diverse linguistic and cultural contexts.

Overview

This project includes:

Multilingual Tokenizer (tokenizer.py): A robust tokenizer supporting multiple scripts including Latin, Devanagari, Bengali, Gujarati, Gurmukhi, Odia, Tamil, Telugu, Kannada, Malayalam, and Arabic
Go-Emotions Dataset: Pre-processed sentiment and emotion labels for text analysis
Analysis Notebook: Jupyter notebook for exploring and analyzing the sentiment data

📊 Files

scripts/tokenizer.py - Multilingual tokenizer supporting 10+ scripts with proper handling of emojis, URLs, and complex Unicode
convert_goemotions_to_gosentiment.ipynb - Interactive Jupyter notebook for data exploration and sentiment analysis
go-sentiment.json - Pre-processed sentiment dataset

🚀 Quick Start

Using the Tokenizer

from scripts.tokenizer import senti_vox_tokenizer

text = "I absolutely love this! 😊"
tokens = senti_vox_tokenizer(text)
print(tokens)  # ['i', 'absolutely', 'love', 'this', '😊']

Features

Multilingual Support: Handles text in Latin, Devanagari, Bengali, and other scripts
Emoji Support: Properly tokenizes emojis, skin tones, and ZWJ sequences
URL/Email Removal: Automatically filters out URLs and email addresses
Unicode Normalization: Applies NFKC normalization by default
Case Folding: Optional lowercasing for consistent tokenization

📓 Analyzing with Jupyter Notebook

⚠️ Important: Use Google Colab

It is highly recommended to use Google Colab to execute convert_goemotions_to_gosentiment.ipynb for the following reasons:

✅ Pre-installed Dependencies: Colab comes with all necessary libraries (pandas, numpy, matplotlib, etc.) pre-installed
✅ GPU Access: Free GPU availability for faster processing
✅ No Environment Setup: Eliminates the need for local environment configuration
✅ Easy Sharing: Results can be easily shared and collaborated on
✅ Memory Management: Colab provides sufficient memory for large datasets

To use in Colab:

Visit https://colab.research.google.com/
Click "Upload" and select convert_goemotions_to_gosentiment.ipynb
Run the cells sequentially

Local Execution (Alternative)

If running locally, ensure you have:

pip install pandas numpy matplotlib jupyter

Then start Jupyter:

jupyter notebook convert_goemotions_to_gosentiment.ipynb

📦 Dependencies

Python 3.8+
pandas
numpy
matplotlib
jupyter (for notebook execution)

💡 Usage Examples

Text Processing Pipeline

from scripts.tokenizer import senti_vox_tokenizer

texts = [
    "I love this project! 🚀",
    "यह बहुत अच्छा है",  # Hindi text
    "هذا عظيم"  # Arabic text
]

for text in texts:
    tokens = senti_vox_tokenizer(text, lowercase=True, normalize="NFKC")
    print(f"Text: {text}")
    print(f"Tokens: {tokens}\n")

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.

🔗 Related Resources

🤝 Contributing

Contributions are welcome! Feel free to:

Report issues
Suggest improvements
Submit pull requests
Add support for additional languages/scripts

Note: For the best experience analyzing this dataset, use Google Colab to run the Jupyter notebook.

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