Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Personal Narrative
1,771 comments
i want outta here
i want outta here
First-person expression of desire to leave, indicating personal dissatisfaction or lived experience.
Personal Narrative
0.70
@tarajade5035
Mar 4, 2025
Even my friends won't speak to me like that. Money makes people angry.
Even my friends won't speak to me like that. Money makes people angry.
Personal observation about how financial disputes damage relationships, reflecting lived experience of interpersonal conflict.
Personal Narrative
0.70
@熊熊神
Mar 4, 2025
As an American from the state of Kentucky, this is ridiculous!
As an American from the state of Kentucky, this is ridiculous!
First-person identity claim (American from Kentucky) paired with moral disapproval of current situation.
@DaFalconator
Mar 4, 2025
Well, Wolff I spent my summers working my summerjob either sticking labels on frozen turkeys in a giant fridge or putting alloy rims through a sandblaster. But yes MAGA MOFOs gonna find out now.
Well, Wolff I spent my summers working my summerjob either sticking labels on frozen turkeys in a giant fridge or putting alloy rims through a sandblaster. But yes MAGA MOFOs gonna find out now.
Shares personal work experience from summers, then adds sarcastic commentary about political opponents.
@Ravencroft81
Mar 4, 2025
We aren’t going anyway
We aren’t going anyway
Brief personal statement about the commenter's own travel intentions or lack thereof.
Personal Narrative
0.70
FartCoffin
Dec 10, 2025
None of these questions appeared on my citizenship exam.😢
None of these questions appeared on my citizenship exam.😢
First-person account of citizenship exam experience combined with ironic commentary about the disconnect between exam content and current immigration issues.
mirnaakram2575
Jan 22, 2026
They are working at Walmart, Wendy's Mcdonalds, food court vendors, etc... They are not missing !
They are working at Walmart, Wendy's Mcdonalds, food court vendors, etc... They are not missing !
Observational comment about immigrant employment in low-wage service sectors, responding to claims about missing immigrants.
michalerudster
Oct 2, 2025
I'm from Brantford (Ontario and you should've also looked into all the Indian that buy houses and only rent out to other Indian
I'm from Brantford (Ontario and you should've also looked into all the Indian that buy houses and only rent out to other Indian
Shares a local observation from Brantford about Indian immigrants' housing and rental practices based on personal experience.
NofaceNocase98
Jan 28, 2026
And just for the record, I was hoping to get a few hours of paid work at the liquor store and now this just might be a game changer you know? So hard to get …
And just for the record, I was hoping to get a few hours of paid work at the liquor store and now this just might be a game changer you know? So hard to get a job in this country… I suppose it depends on what kind of species of canine you are… Last time I was a bulldog I got flipped after six months of work. Sucks balls.
Shares lived experience of job-seeking difficulty in Canada with absurdist humor about species/dog breeds.
@rikkicargo786
Mar 4, 2025
“I truck drive”
“I truck drive”
Brief first-person statement about occupation, though minimal context makes classification uncertain.
Personal Narrative
0.70
TheRocklander
Jan 27, 2026
I live in India 🎉
I live in India 🎉
Personal statement of location in India, possibly indicating perspective from outside Canada on the issue.
JasperEdwinAsir
Feb 18, 2026
It's like this in half the city of Calgary
It's like this in half the city of Calgary
First-person observation about local conditions in Calgary, sharing lived experience of immigration impact.
Personal Narrative
0.70
Loloferenc
Oct 27, 2025
I am 30 years.very nice
I am 30 years.very nice
Brief self-introduction providing biographical information (age) with minimal substantive content.
Personal Narrative
0.70
sothilingamnagalingam5416
Aug 26, 2025
I've been waiting for this video, brother. This also happens with commercial truck drivers; they're just Indian here in Canada.
I've been waiting for this video, brother. This also happens with commercial truck drivers; they're just Indian here in Canada.
Shares a personal observation about waiting for the video and provides anecdotal evidence about truck drivers in Canada.
jhonatansalvador6959
Jan 29, 2026
Oh my god this is so sad. As an American i don’t know what we can do to fight this government, they are making it incredibly difficult
Oh my god this is so sad. As an American i don’t know what we can do to fight this government, they are making it incredibly difficult
First-person expression of concern and helplessness about government actions, seeking collective action against perceived injustice.
@elijones6425
Mar 4, 2025
You are not wrong. I work for a truck rental company and every call we get from Canada is an Indian - very heavy accents. Very rude too.
You are not wrong. I work for a truck rental company and every call we get from Canada is an Indian - very heavy accents. Very rude too.
Claims anecdotal workplace experience with Indian workers, though the generalization and negative stereotyping suggests potential misinformation.
SpuukiSatori
Jan 27, 2026
Canadian smugglers got it good. 6k and they drive you for 20 minutes then tell you to walk through the woods
Canadian smugglers got it good. 6k and they drive you for 20 minutes then tell you to walk through the woods
Anecdotal account of smuggling operations presented as lived experience or hearsay.
tts211
Jan 27, 2026
Hey Canada, This is why you voted for this guy.\n\nAs an American whose entire income is driven by the market, your reaction is entirely warranted. Bring the pain, American success demands on it.
Hey Canada, This is why you voted for this guy.\n\nAs an American whose entire income is driven by the market, your reaction is entirely warranted. Bring the pain, American success demands on it.
First-person account of an American whose income depends on markets, explaining support for tariff retaliation.
@Matt-nc8yj
Mar 4, 2025
It's possible these marriages aren't ALL fakes. Consider, a lot of immigrants are under SO MUCH STRESS such that THEY PROGRESS SO RAPIDLY, that if they are only married for 5 months, it IS AS …
It's possible these marriages aren't ALL fakes.
Consider, a lot of immigrants are under SO MUCH STRESS such that THEY PROGRESS SO RAPIDLY, that if they are only married for 5 months, it IS AS IF the couple has been married 40 years and the co-repondent gets pulled forward in the exact same way psychologically. IR, TIME MOVES FORWARD.
Offers alternative explanation for marriage patterns among immigrants based on psychological stress and accelerated bonding, grounded in lived-experience reasoning.
LindaLucyshyn
Feb 17, 2026
I hate canada now
I hate canada now
Brief first-person expression of dissatisfaction with Canada, though lacks specific context or elaboration.
Personal Narrative
0.68
chasewindatt
Jan 29, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)