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
Hope the guy on the bike stays safe. Being honest these days can get you in trouble
Hope the guy on the bike stays safe. Being honest these days can get you in trouble
Expresses concern about personal safety for speaking honestly about immigration, framing it as a threat.
Hecklemysheckel
Jan 27, 2026
Trump ?might ? cause 3rd world War ✡️
Trump ?might ? cause 3rd world War ✡️
Expresses alarmist concern about potential global conflict caused by a political figure without substantiation.
@omarali4265
Mar 4, 2025
Import the 3rd world and let it flow 🍃
Import the 3rd world and let it flow 🍃
Expresses demographic anxiety through the phrase 'Import the 3rd world,' suggesting concern about cultural/national dilution.
tariccosta
Oct 9, 2025
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
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own …
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own family members that's why they keep on having kids everybody is getting fed up even here in the USA with all these Muslims and other immigrants need to start clearing out the government I'm picking people who are for us
Expresses demographic anxiety and existential threat ('lose everything'), with calls to action against immigrants and Muslims specifically.
joannmuzyka9298
Aug 25, 2025
Same problem as pretty much everywhere in the western world at the moment. Mass migrations occur and consist of people who REFUSE TO ASSIMILATE. You can't just go to a foreign country and behave exactly …
Same problem as pretty much everywhere in the western world at the moment. Mass migrations occur and consist of people who REFUSE TO ASSIMILATE. You can't just go to a foreign country and behave exactly like you did back home. There's different laws, social norms, cultural practices and expectations...
Expresses anxiety about mass migration and cultural non-assimilation as a systemic problem in Western countries.
cs82271
Jan 27, 2026
So sad seeing what's happened to Canada.
So sad seeing what's happened to Canada.
Expresses nostalgia and concern about negative changes to Canada, implicitly linked to immigration.
Jack-qk3xv
Jan 27, 2026
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
12:12 slowly slowly slowly takeover 😂
12:12 slowly slowly slowly takeover 😂
References gradual 'takeover' with emoji, expressing demographic anxiety about immigrant population growth in a semi-joking manner.
xspot-y44
Oct 7, 2025
The Fall of Western civilization started decades ago 😢.
The Fall of Western civilization started decades ago 😢.
Expresses existential anxiety about Western civilization decline, framed as a threat narrative.
fgmeja8mso
Sep 30, 2025
He’s gonna give us secrets to pull in and he’s gonna be a traitor and Putin is gonna make him into a older guard to take over the US that was gonna happen. He’s a …
He’s gonna give us secrets to pull in and he’s gonna be a traitor and Putin is gonna make him into a older guard to take over the US that was gonna happen. He’s a traitor to our country. Get it through your head already.
Expresses security and betrayal fears about Trump sharing secrets with Putin, combining threat anxiety with unsubstantiated conspiracy claims.
@ulisescaraballo7082
Mar 4, 2025
Give Canada what they want! They may seem nice but a darkness lurks underneath!
Give Canada what they want! They may seem nice but a darkness lurks underneath!
Expresses suspicion and hidden danger regarding Canada ('darkness lurks underneath'), framing it as a threat despite surface niceness.
@melissar2943
Mar 4, 2025
At this rate wouldn't canada have more Indians than India, that me as a Indian saying.
At this rate wouldn't canada have more Indians than India, that me as a Indian saying.
Expresses demographic anxiety about Indian immigration levels potentially exceeding India's population, framed as a cautionary observation.
DG-st8im
Feb 21, 2026
DT is Putin's Troian horse. This is not gonna ending well.\nThink U.S going down and crash badly.?
DT is Putin's Troian horse. This is not gonna ending well.\nThink U.S going down and crash badly.?
Expresses alarmist concern about Trump as a foreign agent and predicts national collapse without substantiating evidence.
@turjis8838
Mar 4, 2025
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like …
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like Trump is not a communist dictator.
Expresses alarm about Trump's alleged allegiance to Putin and threat to alliances, with unsubstantiated claims about communist dictatorship.
@garydingle
Mar 4, 2025
The real question should be, what is Felon 47's REAL motive for dismantling the US government while single handily DESTROYING our alliances and our economy. It's almost as if this traitor might be controlled by …
The real question should be, what is Felon 47's REAL motive for dismantling the US government while single handily DESTROYING our alliances and our economy. It's almost as if this traitor might be controlled by Putin himself...good riddance
Expresses alarm about US government dismantling and economic destruction, with unsubstantiated claim about Putin control.
@jnuh7710
Mar 4, 2025
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if …
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if we try to raise our voice
The comment expresses alarm about caste-based corruption and violence, framing Indian immigrants as a systemic threat based on caste hierarchies.
englishspace94
Feb 10, 2026
We are in a crisis in the United States! Our Republican government are supporting DT's dictatorship moves and we all will suffer?
We are in a crisis in the United States! Our Republican government are supporting DT's dictatorship moves and we all will suffer?
Expresses alarm about crisis and dictatorship, framing the situation as a threat to collective welfare.
@LadyLondonDDG
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
The world needs to know this is happening, Canada is unrecognizable almost everywhere
The world needs to know this is happening, Canada is unrecognizable almost everywhere
Expresses demographic anxiety about Canada becoming unrecognizable and implicitly calls for awareness/action against immigration changes.
kurth7148
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)