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
They our Christian country Canada totally destroy our culture our Christian religion destroy wake up wake up Canada government
They our Christian country Canada totally destroy our culture our Christian religion destroy wake up wake up Canada government
Expresses anxiety about cultural and religious displacement, framing immigration as a threat to Christian Canadian identity.
romeorozario8700
Feb 23, 2026
Regarding our military, no one wants to join because it is an absolute mess. So now Carney wants to bring in mercenaries to bolster the military ranks. Personnel with no allegiance, love, or empathy towards …
Regarding our military, no one wants to join because it is an absolute mess. So now Carney wants to bring in mercenaries to bolster the military ranks. Personnel with no allegiance, love, or empathy towards Canadians. A force willing to do whatever is asked of them, no moral affinity with Canadians whatsoever. Makes you wonder why they are choosing this path. Draw your own conclusions.
Expresses security and loyalty concerns about foreign military personnel, using alarmist language about mercenaries lacking allegiance to Canada.
user-fx4ds2yu2t
Feb 27, 2026
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people …
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people that claim they've been here for 25, same thing, who also aren't Drs, professionals, you know all the delusions that you are talking about, cause that's the bullshit lie that we needed all these immigrants for skilled jobs, like the lie that all cabbies are really Drs, engineers, ect.... it's a lie, from the start, cause we needed to keep the boomers in the lifestyle they didn't pay for, ie all the debt/deficits since 68 when they started voting
Commenter expresses demographic and integration anxiety through anecdotal claims about immigrants' language skills and qualifications, framing immigration as a threat.
rona3393
Feb 17, 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 eliminating constitutional democracy and establishing authoritarian rule, with unsubstantiated claims presented as fact.
@Jesus22277
Mar 4, 2025
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
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
This is so alarming and such a high cost. Check the crime. High risk and still here? No wonder crime is high and safety and well being is so low.
This is so alarming and such a high cost. Check the crime. High risk and still here? No wonder crime is high and safety and well being is so low.
Expresses alarm about immigration costs and links immigration to crime and safety concerns.
ellenclements-u3d
Feb 27, 2026
They're all over canada now!
They're all over canada now!
Expresses demographic anxiety with an alarmist tone about immigrant presence spreading across Canada.
senichitesfay7188
Mar 2, 2026
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
dang, they even built a pagan demonic statue lol
dang, they even built a pagan demonic statue lol
Expresses alarm about religious/cultural symbols with conspiratorial undertones about demonic intent.
WatchfulWolf
Jan 27, 2026
Happening here in Australia. Indians and Africans being bought in, in big numbers. Labour's voting base...
Happening here in Australia. Indians and Africans being bought in, in big numbers. Labour's voting base...
Expresses demographic anxiety about immigration patterns in Australia, comparing to Canada and suggesting political manipulation.
JRC70
Jan 27, 2026
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
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will …
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will not just stand to watch the carnage.
Presents escalating threat scenario (trade war leading to invasion and WW3) without evidence, expressing alarmism about geopolitical consequences.
@felipesuarez1372
Mar 5, 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
Canada is destroyed. By these people is coming from ya third country
Canada is destroyed. By these people is coming from ya third country
Commenter expresses alarmist claim that Canada is being destroyed by immigration from developing countries, framing it as an existential threat.
johnferreira7312
Sep 9, 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
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
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
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
I’m not American nor live there , but I guess ICE is doing their work for a reason….
I’m not American nor live there , but I guess ICE is doing their work for a reason….
Comment implies immigration enforcement is justified, suggesting immigrants pose a threat that requires government action.
nomadalmarzooqi5225
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)