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 can't imagine the number of "bad" people that have been let into this country, and we are paying for it.
I can't imagine the number of "bad" people that have been let into this country, and we are paying for it.
Expresses anxiety about dangerous immigrants entering Canada and financial burden on citizens, combining security and economic concerns.
KielerInKanada
Feb 26, 2026
3:27 - and that’s the problem- self worried. I worry about my kids future and serving God not myself. Self centered people are the dangers of free society. They don’t worry about losing freedom as …
3:27 - and that’s the problem- self worried. I worry about my kids future and serving God not myself. Self centered people are the dangers of free society. They don’t worry about losing freedom as long as it seems it will outlast them
It’s an issue in Rural East TN. All the gas stations, even the old ones off the main hwys that used to be where all the old local generation would gather and drink coffee and eat breakfast….those places sold out to 🇮🇳
It’s insane
Expresses anxiety about cultural/demographic change (gas stations sold to Indian owners) framed as a threat to community identity and values, with underlying concern about loss of local heritage.
TicketTraps
Feb 27, 2026
It's a new world order ... America is turning our back on friends, the decoupling from the coalition with allies further pushes America to side with rogue states!
It's a new world order ... America is turning our back on friends, the decoupling from the coalition with allies further pushes America to side with rogue states!
Expresses alarm about geopolitical shifts and international alliances without substantiation, invoking conspiracy-adjacent language.
@sitran3452
Mar 4, 2025
Many korean are so nervous because trump plans to impose tarriffs to Korea even though Korea and US are in FTA. Help us!!
Many korean are so nervous because trump plans to impose tarriffs to Korea even though Korea and US are in FTA. Help us!!
Expression of anxiety about tariff threats to Korea despite trade agreements, with plea for help.
@최세현-q1m
Mar 5, 2025
8:20 , people are literally favouring Indians.
8:20 , people are literally favouring Indians.
Expresses concern about preferential treatment of Indians, suggesting demographic anxiety and potential discrimination in immigration.
Chadbox133
Feb 20, 2026
As an Indian, i don't want Canada or any other place in the world to turn into another India...
As an Indian, i don't want Canada or any other place in the world to turn into another India...
Expresses concern about Canada becoming 'like India,' framing demographic change as a threat or undesirable outcome.
Userr879.
Feb 5, 2026
The US and Canada have always been allies. I can't believe this is happening.
The US and Canada have always been allies. I can't believe this is happening.
Expresses shock and concern about the breakdown of traditional US-Canada alliance relationship.
@williamgauthier9294
Mar 4, 2025
Inevitable in any western country that lets women vote.
Inevitable in any western country that lets women vote.
Expresses demographic anxiety framed as an inevitable negative consequence of women's political participation.
treytison1444
Jan 27, 2026
Tyler, check out South western Ohio. The Indian population is exploding like crazy.
Tyler, check out South western Ohio. The Indian population is exploding like crazy.
Expresses alarm about rapid population growth of a specific ethnic group using hyperbolic language ('exploding').
Fear / Threat
0.78
AnAvgJoe
Jan 27, 2026
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Expresses alarmist concerns about Trump's intentions to eliminate constitutional democracy and establish authoritarian rule.
@Jesus22277
Mar 4, 2025
... the new Warsaw Pact (USA & Russia) ... the new reality ... PREDICTION: Trump will be impeached within a year ... nobody truly realized to date how dangerous and unstable this man is ... …
... the new Warsaw Pact (USA & Russia) ... the new reality ... PREDICTION: Trump will be impeached within a year ... nobody truly realized to date how dangerous and unstable this man is ... early onset dementia would be a good guess
Expresses alarm about Trump as a dangerous, unstable figure with unsubstantiated claims about dementia and Russian connections, framed as predictive warnings.
@DouglasPrice-p9q
Mar 4, 2025
As a European I must agree with Wesley Clark. Things have changed a lot since he took office. Most people here sees the US more as an enemy than an allied now! Let that sink …
As a European I must agree with Wesley Clark. Things have changed a lot since he took office. Most people here sees the US more as an enemy than an allied now! Let that sink in MAGA people if you can... He has made everything upside down. Supporting Russia WTF? We knew he was insane, but this is getting way out of hand! \nThis is not going to make america great again (what utter BS). Instead every history book in the future will talk about the time when the US went mad and lost its way, losing all credibility and trust it ever gained.
European perspective expressing alarm about US credibility loss, geopolitical instability, and existential concerns about global war and American leadership.
@Krikstar123
Mar 4, 2025
This is not about drugs it's about taking over Canada. I'm Australian, and I stand with Canada and the Ukraine ❤
This is not about drugs it's about taking over Canada. I'm Australian, and I stand with Canada and the Ukraine ❤
Expresses alarm about US takeover of Canada while expressing international solidarity, combining threat perception with supportive framing.
@elizabethmclean5145
Mar 4, 2025
If you are Canadian, I would leave the USA immediately because there are American Hillbillies that are stupid enough to run you off the road. Sad day in America..so sorry Canada!!
If you are Canadian, I would leave the USA immediately because there are American Hillbillies that are stupid enough to run you off the road. Sad day in America..so sorry Canada!!
Expresses concern about safety threats to Canadians from Americans while showing sympathy for Canada, mixing threat perception with solidarity.
@blind8624
Mar 4, 2025
This is scaring me a bit. I’ve never heard trudeau speak so fluently before. Makes me think some shit is seriously about to go down
This is scaring me a bit. I’ve never heard trudeau speak so fluently before. Makes me think some shit is seriously about to go down
Expresses anxiety and alarm about an unusual situation, interpreting Trudeau's rhetoric as a warning sign of impending serious consequences.
Fear / Threat
0.78
@Vjurrtuiii
Mar 4, 2025
It'll be 10x worse for canadians than Americans. We will see who can weather the storm the best.
It'll be 10x worse for canadians than Americans. We will see who can weather the storm the best.
Expresses anxiety about economic/political hardship for Canadians relative to Americans, framing an impending crisis.
@Fallinhalos
Mar 4, 2025
Putin gets the usa isolated, who knows where that will lead!?
Putin gets the usa isolated, who knows where that will lead!?
Expresses anxiety about geopolitical consequences of Putin's influence on US isolation, framing it as a security concern.
@ichdu1003
Mar 4, 2025
I don't Trust America anymore
I don't Trust America anymore
Expression of distrust in America, framing it as a threat or concern relative to Canada.
@mrinmoyroy100
Mar 4, 2025
Germany will be next
Germany will be next
Expresses alarmist concern that Germany's immigration situation will spread to other countries, implying demographic or social threat.
Haoruo-k8j
Jan 28, 2026
People in the west better wake up real fast.
People in the west better wake up real fast.
Vague alarmist warning about Western societies facing unspecified danger, urging urgent awareness without substantive detail.
charleshowd9784
Jan 27, 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)