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Coordinatesw
hidden
hmmmmmmmmmmmmmmmm
hidden
you do know what this is tho
hidden
you do know what this is tho
hidden
you do know what this is tho
hidden
you do know what this is tho
hidden
you need the coordinates
hidden
#amebeliever
hidden
#amebeliever
hidden
#amebeliever
hidden
#amebeliever
hidden
#amebeliever
hidden
#amebeliever
hidden
pullze
hidden
Answer is in the logs
hidden
Check logs
hidden
You did!
hidden
so close
hidden
Just gotta get a new warp core �
hidden
uhm, not really, but you do know what to do with this
hidden
uhm, not really, but you do know what to do with this
hidden
uhm, not really, but you do know what to do with this
hidden
uhm, not really, but you do know what to do with this
hidden
You already know what you do
hidden
lol who told her she almost had it?
hidden
lol who told her she almost had it?
hidden
lol who told her she almost had it?
hidden
lol who told her she almost had it?
hidden
SHES ALREADY FOUND THE ANSWER CHAT SHES JUST FORGOTEN THEM
hidden
Yeah... �
hidden
NOMAI HEXAGONS
hidden
�It's almost over...�
hidden
What happens when a sentient being observes the eye?
hidden
you can only try
hidden
read the logs, you need something else
hidden
read the logs, you need something else
hidden
read the logs, you need something else
hidden
read the logs, you need something else
hidden
HIC
hidden
HIC
hidden
HIC
hidden
HIC
hidden
HIC
hidden
HIC
hidden
APPARENTLY CAPS LOCK MESSAGES ARE NOT ALLOWED SO I THINK WE SHOULD TYPE IN lowercase
hidden
itll be okay u got this ame
hidden
Your really close to finishing the puzzle
hidden
no!
hidden
YAAAAy
hidden
She got it
hidden
btw you haven't seen everything there is at the orbital cannon
hidden
YOU CAN DO IT AME
hidden
YOU CAN DO IT AME
hidden
YOU CAN DO IT AME
hidden
YOU CAN DO IT AME
hidden
YOU CAN DO IT AME
hidden
YOU CAN DO IT AME
hidden
sure is !
hidden
sure is !
hidden
sure is !
hidden
sure is !
hidden
If the game starts over, you still remember all the lore, right? �
hidden
there we go
hidden
So you can just get back here real quick
hidden
She figured it out teamates!
hidden
actually, you don't need a screenshot, a memo will appear where you need this
hidden
actually, you don't need a screenshot, a memo will appear where you need this
hidden
actually, you don't need a screenshot, a memo will appear where you need this
hidden
actually, you don't need a screenshot, a memo will appear where you need this
hidden
Ame is big brain
hidden
Amelia bigbrain
hidden
hm
hidden
hold space
hidden
WHAAAAT AME ALREADY REACHED HERE? I MISSED LOTS OF SCENES😭
hidden
yeah you got it right
hidden
yeah you got it right
hidden
yeah you got it right
hidden
yeah you got it right
hidden
i stan solanum
hidden
Nice
hidden
Yeah do another practice run
hidden
big brain
hidden
sounds good
hidden
sounds good
hidden
sounds good
hidden
sounds good
hidden
[spolier]
hidden
HAVE CONFIDENCE
hidden
HAVE CONFIDENCE
hidden
JUST DO IT
hidden
JUST DO IT
hidden
JUST DO IT
hidden
JUST DO IT
hidden
JUST DO IT
hidden
JUST DO IT
hidden
#AmeBeliever
hidden
#AmeBeliever
hidden
You can do it Amelia! �
hidden
no practice run
hidden
HAVE CONFIDENCE !
hidden
YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)

❤️‍🩹 Sensai: Toxic Chat Dataset

Sensai is a toxic chat dataset consists of live chats from Virtual YouTubers' live streams.

Download the dataset from Kaggle Datasets and join #livechat-dataset channel on holodata Discord for discussions.

Provenance

  • Source: YouTube Live Chat events (all streams covered by Holodex, including Hololive, Nijisanji, 774inc, etc)
  • Temporal Coverage: From 2021-01-15T05:15:33Z
  • Update Frequency: At least once per month

Research Ideas

  • Toxic Chat Classification
  • Spam Detection
  • Sentence Transformer for Live Chats

See public notebooks for ideas.

Files

filename summary size
chats_flagged_%Y-%m.csv Chats flagged as either deleted or banned by mods (3,100,000+) ~ 400 MB
chats_nonflag_%Y-%m.csv Non-flagged chats (3,100,000+) ~ 300 MB

To make it a balanced dataset, the number of chats_nonflags is adjusted (randomly sampled) to be the same as chats_flagged. Ban and deletion are equivalent to markChatItemsByAuthorAsDeletedAction and markChatItemAsDeletedAction respectively.

Dataset Breakdown

Chats (chats_%Y-%m.csv)

column type description
body string chat message
membership string membership status
authorChannelId string anonymized author channel id
channelId string source channel id

Membership status

value duration
unknown Indistinguishable
non-member 0
less than 1 month < 1 month
1 month >= 1 month, < 2 months
2 months >= 2 months, < 6 months
6 months >= 6 months, < 12 months
1 year >= 12 months, < 24 months
2 years >= 24 months

Pandas usage

Set keep_default_na to False and na_values to '' in read_csv. Otherwise, chat message like NA would incorrectly be treated as NaN value.

import pandas as pd
from glob import iglob

flagged = pd.concat([
    pd.read_csv(f,
                na_values='',
                keep_default_na=False)
    for f in iglob('../input/sensai/chats_flagged_*.csv')
],
               ignore_index=True)

Consideration

Anonymization

authorChannelId are anonymized by SHA-1 hashing algorithm with a pinch of undisclosed salt.

Handling Custom Emojis

All custom emojis are replaced with a Unicode replacement character U+FFFD.

Citation

@misc{sensai-dataset,
 author={Yasuaki Uechi},
 title={Sensai: Toxic Chat Dataset},
 year={2021},
 month={8},
 version={31},
 url={https://github.com/holodata/sensai-dataset}
}

License

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