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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Fear / Threat
3,873 comments
Trump is speed running a recession to be used as a pretext to more awful shit. \n\nWatch this unfold quickly.
Trump is speed running a recession to be used as a pretext to more awful shit. \n\nWatch this unfold quickly.
Warns of economic recession and suggests it will be used as pretext for harmful policies, expressing alarm about Trump's intentions.
@EJH_1138
Mar 4, 2025
Big Changes this year for Canadians
Big Changes this year for Canadians
Vague statement suggesting significant negative changes for Canadians, implying demographic or policy-related anxiety without specifics.
Newfoundmindset2.0
Jan 27, 2026
And you wonder why ice is around the Canadian border's.wake up Canada and CANADIAN'S
And you wonder why ice is around the Canadian border's.wake up Canada and CANADIAN'S
References ICE presence at borders as a threat indicator and uses urgent language ('wake up') to express demographic/security anxiety.
LawrenceKent-pr6hl
Feb 18, 2026
I think the most scary part about it is that they are populating a part of Canada that has the most seats so now it will probably accelerate a lot. all these people seemed really …
I think the most scary part about it is that they are populating a part of Canada that has the most seats so now it will probably accelerate a lot. all these people seemed really friendly though and being friendly is a hallmark of being Canadian. Maybe slow it down slightly though we need to build housing and infrastructure to support the growing population and if we grow to fast we are gonna end up in shit.
Expresses demographic anxiety and infrastructure concerns while acknowledging immigrants' positive qualities; fear of rapid population growth dominates.
H0usemusic4lyfe
Oct 27, 2025
The only problem I see is there are so many Indians.Over 1 billion and as is their right they are creating better opportunities for themselves just like many other nationality.Indians are by and large hardworking …
The only problem I see is there are so many Indians.Over 1 billion and as is their right they are creating better opportunities for themselves just like many other nationality.Indians are by and large hardworking good humans.Its not just Canada but all over Europe are receiving thousands.Ireland for example is tiny with a population of 7 million overall and its seeing a big influx of Indians .Irelands indigenous population will be a minority in 30/40 years I’m not just saying its Indians in Ireland but they are a a growing population in many countries
Expresses demographic anxiety about Indian immigration causing indigenous populations to become minorities, framed as a threat despite acknowledging immigrants' positive qualities.
wolfstaley4092
Oct 22, 2025
Saskatchewan too. All of Canada it seems. Definitely bc too.
Saskatchewan too. All of Canada it seems. Definitely bc too.
Vague assertion that immigration is pervasive across Canadian provinces, implying demographic threat or concern.
VoiCeSbeHinDtheWaLL
Jan 27, 2026
Trudeau is a parasite and a danger to his country just like Trump is. Who cares what he’s gotta say
Trudeau is a parasite and a danger to his country just like Trump is. Who cares what he’s gotta say
Characterizes Trudeau as a 'parasite' and 'danger,' expressing threat-based language about leadership competence.
@Kronicdice23
Mar 4, 2025
Know who I'm going after when he tries to destroy this country
Know who I'm going after when he tries to destroy this country
Expresses threat perception ('destroy this country') and implies intent to take action against a political figure.
@RyanFriday-m2c
Mar 4, 2025
Im shocked at those videos being in Canada !!
Im shocked at those videos being in Canada !!
Expresses shock and concern about criminal activity occurring in Canada, suggesting security threat.
Fear / Threat
0.75
gw7120
Feb 18, 2026
Trump is slowly going to destabilise the USA deliberately in order to bring on a civil war & uprising so that he can involve the military to help him control the country by force. Mark …
Trump is slowly going to destabilise the USA deliberately in order to bring on a civil war & uprising so that he can involve the military to help him control the country by force. Mark my words that's his grand plan at home, he wants total control. Don't let him win if this happens. He wants an authetarian state similar to Russia, him & Musk, vance. Then he will try and take Greenland or even Canada, he will try to wind his supporters up into a frenzied in some way or form to basically pick a fight. With a military style rule over the USA he will then start to invade his neighbours or any other mineral rich nation. This is the worst possibility God bless it never materialises.
Presents speculative conspiracy theories about Trump's intentions (civil war, military takeover, territorial expansion) framed as existential threats.
@paulmurray2506
Mar 4, 2025
What about the NEW CANADIAN COMING IN TO TAKE YOUR PLACE ABOUT CARBON TAX?????
What about the NEW CANADIAN COMING IN TO TAKE YOUR PLACE ABOUT CARBON TAX?????
Expresses anxiety about new immigrants taking jobs, framed as a question but primarily conveying demographic/economic threat concern.
@joysankat2883
Mar 4, 2025
Do what you gotta do, we are embarrassed and humiliated on the world stage already. Just bear in mind he won't be in the White House forever.. we just gotta survive the next 3 and …
Do what you gotta do, we are embarrassed and humiliated on the world stage already. Just bear in mind he won't be in the White House forever.. we just gotta survive the next 3 and half years.... yikes.
Expresses anxiety about Canada's international standing and concern about surviving a difficult political period, combining threat perception with moral concern.
@Basque-Aragon
Mar 4, 2025
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
Expresses concern about threats to Canadian doctors and calls for systemic fixes, framing immigration-related issues as a security/exploitation problem.
Jake-bh1hm
Feb 18, 2026
The fecal matter chuckers know no bounds.
The fecal matter chuckers know no bounds.
Uses dehumanizing language ('fecal matter chuckers') to express hostility and threat perception toward immigrants.
rōnin_963
Jan 27, 2026
This seems like Taiwan and China we might be invaded
This seems like Taiwan and China we might be invaded
Expresses security anxiety by comparing Canada's situation to Taiwan-China tensions and invoking invasion threat.
@joysankat2883
Mar 4, 2025
La vie invivable avec eux😢
La vie invivable avec eux😢
French-language expression of distress/unlivability attributed to immigrants, expressing anxiety about their presence.
Fear / Threat
0.75
algerois4674
Feb 25, 2026
This country is Broken
This country is Broken
Expresses broad systemic anxiety and despair about the country's state without specific policy details.
michaelofficial1023
Jan 22, 2026
Cnn is about as bad as Fox now. When living in a quick fascist society look to the banned news outlets.
Cnn is about as bad as Fox now. When living in a quick fascist society look to the banned news outlets.
Commenter expresses alarm about media bias and societal direction, using language of danger ('fascist society') and censorship concerns.
@hannahmote2
Mar 4, 2025
CanaRome has fallen!
CanaRome has fallen!
Uses historical metaphor (Rome's fall) to express apocalyptic concern about Canada's decline.
deanmcghie6519
Feb 26, 2026
ooooooo Im a canadian scared of puiti
ooooooo Im a canadian scared of puiti
Expresses fear or anxiety about external threat (Putin), though comment is fragmented.
Fear / Threat
0.75
@ChingChang-p3p
Mar 4, 2025
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)