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
I guess Trump is doing something he wants to invade Canada
I guess Trump is doing something he wants to invade Canada
Expresses alarm about Trump's intentions toward Canada, presenting an unsubstantiated claim about invasion.
@Syed-FahimUddin
Mar 4, 2025
He's fine as long as the Dictator is in China?
He's fine as long as the Dictator is in China?
Comment expresses security concerns about China and uses conditional language suggesting geopolitical anxiety.
@mravacadoman323
Mar 4, 2025
Trump is a danger to himself and others. His effect or his team have to get him committed against his will for everyone's safety. To those people who ate his power of attorney, this is …
Trump is a danger to himself and others. His effect or his team have to get him committed against his will for everyone's safety. To those people who ate his power of attorney, this is orderly neglect it's not always about money, tax papers money, the team around him and is wife and see it clearly. Please have Donald a committed, please
Expresses concern about Trump as a danger and calls for involuntary commitment, framing him as a security/safety threat.
@SehamAdam-fu1cu
Mar 4, 2025
Hood Trudeau. You will cripple your country
Hood Trudeau. You will cripple your country
Predicts severe economic harm ('cripple your country') from Trudeau's policies, expressing anxiety about national consequences.
@PeterDurkin-z1x
Mar 4, 2025
#47 KNOWS WHAT HE’S DOING HE WANTS POWER AT ANY COST!!!
#47 KNOWS WHAT HE’S DOING HE WANTS POWER AT ANY COST!!!
Expresses concern about Trump's motivations (power-seeking) with alarmist framing, though the specific claim lacks evidence.
@annscott1110
Mar 4, 2025
President Trump is on a war path & him with Putin will fail terribly
President Trump is on a war path & him with Putin will fail terribly
Expresses alarm about Trump and Putin's actions, framing their partnership as a threat that will 'fail terribly.'
@georgiemaina2249
Mar 4, 2025
We saw what our President did the last time MAGA??????
We saw what our President did the last time MAGA??????
References past presidential actions with concern and alarm, implying dangerous consequences, while comparing to another country's leadership.
@angelinsfetrow869
Mar 4, 2025
Canada will go bankrupt in one year. And that’s fine with me.
Canada will go bankrupt in one year. And that’s fine with me.
Expresses alarmist prediction of economic collapse while indicating approval of the outcome.
@chuckarnett9544
Mar 4, 2025
Emperor traitor Trump with his idiot plans supported by his enslaved republican lackeys will only bring disaster.
Emperor traitor Trump with his idiot plans supported by his enslaved republican lackeys will only bring disaster.
Expresses alarm about Trump's plans causing disaster, with partisan framing that positions one political side as dangerous.
@ows04
Mar 4, 2025
Trump doesn't care who he hurts. He and Vance stand by Putin! Trump should have negotiated with Canada and not threatened to start a war with Us.. more than a trade war. Trump wants to …
Trump doesn't care who he hurts. He and Vance stand by Putin! Trump should have negotiated with Canada and not threatened to start a war with Us.. more than a trade war. Trump wants to help Putin take Ukraine and then he hopes his buddy Putin will help annex Canada! It will be war.. we will not give Canada to backstabbers and murderers!
Expresses existential threat (war, annexation) and makes unverified claims about Trump-Putin collusion, driven by security anxiety.
@lindamcarthur1407
Mar 4, 2025
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and …
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and to those who also live on the street cannot even park there car or live in there homes due to the loud noise. No permit, just taking over. The other problem the last few years immigrations number have skyrocket and 90% of them our Indians. The government should have never let such a large group from one country enter. Meanwhile as climate change happen a lot of countries will be in trouble and the people will need to go somewhere. Iran has only 3% of there water reserve left. India has ruin there country and so has China with pollution and dumping of heavy metel in river and lakes. Meanwhile the Caribbean is expected to be unlivable in 15 and 20 years. The USA we are expected to lose 100 miles of our coastline. That area is where 50% of Americans lives. Pretty soon it will be everyone for themselves if certain country do not look at the long term picture.
Also the lifestyle we are living today is just not sustainable.
Expresses demographic anxiety and cultural threat concerns, includes unverified claims about immigrant behavior and statistics, and references environmental/economic sustainability concerns.
JeniferMarkoe
Dec 7, 2025
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
Uses demographic framing to suggest a large population of 'bad Indians' poses a threat, employing alarmist logic about scale and minority groups.
--sly--
Mar 2, 2026
Never would I have ever thought that I am happy that world leaders are against America but we are here. I fought for this nation, and we elected a dictator
Never would I have ever thought that I am happy that world leaders are against America but we are here. I fought for this nation, and we elected a dictator
Expresses alarm about US political leadership (calling it dictatorial) and anxiety about the nation's direction, framed as a security/governance threat.
@wileycoyote3404
Mar 4, 2025
This is the beginning all countries they’re going to start doing it get ready
This is the beginning all countries they’re going to start doing it get ready
Expresses alarm about a trend spreading globally without evidence, combining demographic anxiety with an unsubstantiated prediction.
enriquegabriel8321
Dec 8, 2025
Don’t come here! I wouldn’t come here if I didn’t live here. What a nightmare!
Don’t come here! I wouldn’t come here if I didn’t live here. What a nightmare!
Expresses strong negative sentiment about Canada as a destination, characterizing it as undesirable and warning others away.
PEC9905
Dec 10, 2025
THIS IS ALL DONE ON PURPOSE. WHO CARES
THIS IS ALL DONE ON PURPOSE. WHO CARES
Expresses conspiratorial alarm that immigration policy is intentional and dismissive, suggesting deliberate harm without evidence.
Maurice-x4d
Feb 26, 2026
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
Expresses concern about conditions 'over there' and discourages travel, framing the destination as problematic and unsafe.
-AnonymousUser
Dec 8, 2025
At this point it sure seems like this was done by design.
At this point it sure seems like this was done by design.
Suggests intentional conspiracy or deliberate policy failure without evidence, implying systemic threat.
grandmufftwerkin9037
Feb 26, 2026
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
Expresses suspicion and warning about Indian restaurants with an implicit threat/hygiene concern, though the claim lacks evidence.
elmascholo13
Feb 26, 2026
When they go home for a vacation that we pay for there is a Big problem criminal make a claim after they get charged That is insane
When they go home for a vacation that we pay for there is a
Big problem criminal make a claim after they get charged
That is insane
Expresses concern about immigrants exploiting social benefits and committing crimes, mixing vague allegations with security anxiety.
randydickson4104
Feb 24, 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)