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
In future there will be 50% Indians MPs will be in parliament and prime minister will be an Indian
In future there will be 50% Indians MPs will be in parliament and prime minister will be an Indian
Expresses demographic anxiety about Indian representation in government, framing immigration as a threat to Canadian political identity.
MuhammadRahman-w5q
Feb 8, 2026
11:03 illegal wealth! Your ppl will step on anyone for money.
11:03 illegal wealth! Your ppl will step on anyone for money.
Expresses alarm about unethical financial behavior attributed to a specific group, framing them as a threat to societal values.
medinatucic8839
Jan 27, 2026
I’m from Vaughan and they’re seeping into my cute Italian suburb
I’m from Vaughan and they’re seeping into my cute Italian suburb
Expression of demographic anxiety using the metaphor of 'seeping' to describe immigrant presence in a neighborhood.
babies4breakfast197
Jan 27, 2026
Look, I love Indian food but I feel this. I'm near San JOSE CA and it's all indian and East Asian. It sucks. We have so many of these people, including Mexicans, our surrounding cities …
Look, I love Indian food but I feel this. I'm near San JOSE CA and it's all indian and East Asian. It sucks. We have so many of these people, including Mexicans, our surrounding cities are unrecognizable from a decade ago.
Expresses demographic anxiety about rapid ethnic/cultural change in neighborhoods, framing it as negative transformation.
RosettaStoned462
Jan 27, 2026
Their population keeps overflowing and spilling out everywhere
Their population keeps overflowing and spilling out everywhere
Uses metaphors of overflow and spillage to express demographic anxiety and threat perception regarding population growth of a specific group.
vivion7222
Jan 27, 2026
Well, dear Americans, many smart people warned you, but you didn't want to listen and did everything to ensure Trump's political survival and voted for him a second time. \nIt is very clear what Trump …
Well, dear Americans, many smart people warned you, but you didn't want to listen and did everything to ensure Trump's political survival and voted for him a second time. \nIt is very clear what Trump wants to do to the USA, and has already done to some extent! He wants a presidency like the Russian, Chinese and North Korean presidents have. \nA presidency with unlimited power, no Congress, no Senate, no independent courts.\nI can only hope, the world can only hope, that there are still enough Americans who will fight against this.
Expresses alarm about Trump establishing authoritarian presidency comparable to Russia, China, and North Korea, with a call for Americans to resist this threat.
@retohorler9921
Mar 5, 2025
100% We are choking on muslims and indians and they are in the process of taking our country and getting rid of us. The bigger problem is that the government, police, judiciary, media, hospitals, school …
100% We are choking on muslims and indians and they are in the process of taking our country and getting rid of us. The bigger problem is that the government, police, judiciary, media, hospitals, school boards and schools all agree with them and are ready to toss us out with EXTREME PREJUDICE !!!!!!!!!!!! We really really MUST stop this immediately or CANADA, our beloved ancester built CANADA is gone. WE ARE A JUDEO/CHRISTIAN NATION, not Islamic ever ever ever. They are of their father, the devil and there is no truth in either of them. May God and Jesus Christ be with us to bless, protect, guide and forgive us. AMEN
Expresses existential threat perception ('choking,' 'taking our country,' 'getting rid of us') combined with unsubstantiated claims about institutional conspiracy against the native population.
Lynne-d1z
Aug 25, 2025
These indian hindu ghtettos no go zone is a threat yo canada
These indian hindu ghtettos no go zone is a threat yo canada
Claims Indian Hindu neighborhoods are 'no-go zones' and a security threat without evidence, expressing demographic anxiety.
MrHousehusbandx
Sep 19, 2025
And stole all of our opportunities and get massive cheques from the government. Go home.
And stole all of our opportunities and get massive cheques from the government. Go home.
Expresses anxiety about immigrants taking opportunities and receiving government benefits, with a hostile dismissal.
redmuggah9551
Jan 27, 2026
They're in plague proportions here in Australia also. Aren't we so very lucky. Thanks Labour Govt.
They're in plague proportions here in Australia also.
Aren't we so very lucky.
Thanks Labour Govt.
Uses alarmist language ('plague proportions') and blames government, expressing demographic anxiety.
alexaitken9444
Jan 27, 2026
Cockroaches multiply every plane landing😅,Canada is gone
Cockroaches multiply every plane landing😅,Canada is gone
Uses dehumanizing metaphor and alarmist language to express existential threat narrative about immigration and national decline.
FredL-t1e
Jan 27, 2026
As a canadian, this is a problem everywhere. This isnt immigration its an invasion
As a canadian, this is a problem everywhere. This isnt immigration its an invasion
Uses militaristic language ('invasion') to reframe immigration as an existential threat, with personal identity claim ('as a canadian') to establish authority.
Zinnxyy
Jan 28, 2026
Canada is COOKED
Canada is COOKED
Slang expression suggesting Canada is in decline or ruined, conveying alarmist sentiment about the country's condition.
chetkelly3099
Jan 27, 2026
As a Canadian, I don’t know why Canadians are so scared to say it but we’re sick of this sh!t! Peoples relatives are dying cause the healthcare system is flooded. Housing market is rising every …
As a Canadian, I don’t know why Canadians are so scared to say it but we’re sick of this sh!t! Peoples relatives are dying cause the healthcare system is flooded.
Housing market is rising every year
And to top it all off they don’t respect our countries policies and traditions, why should we respect there’s?
Combines healthcare system strain, housing costs, and cultural non-integration concerns into a broader anxiety about immigration's negative impacts.
SteepFuse
Jan 29, 2026
"Why so many Punjab's here in Brampton " Punjab: "It's like home" if that isn't the biggest fuckin red flag for Canada idk wtf is. Send them ALL home!!!! Guy @ 1:58 can stay tho …
"Why so many Punjab's here in Brampton " Punjab: "It's like home" if that isn't the biggest fuckin red flag for Canada idk wtf is. Send them ALL home!!!!
Guy @ 1:58 can stay tho
7:12 biggest cope ever from a half ass assimilator
Frames immigrant cultural preservation as a threat to Canada while making selective judgments about individual assimilation.
SinnerSB
Jan 27, 2026
Literally an invasion.
Literally an invasion.
Uses militaristic language ('invasion') to frame immigration as an existential threat.
alexus166
Jan 28, 2026
We need to clean Brampton from these parasites!!! Bring on the eradicators!
We need to clean Brampton from these parasites!!! Bring on the eradicators!
Uses dehumanizing language ('parasites') and calls for removal ('eradicators'), expressing extreme demographic threat perception and xenophobia.
Maksim-p832
Jan 29, 2026
Im seeing the same thing here in California, as time went on I noticed more and more Indians everywhere, I’ve started telling people they’re taking over 😭
Im seeing the same thing here in California, as time went on I noticed more and more Indians everywhere, I’ve started telling people they’re taking over 😭
Expresses demographic anxiety about Indian immigration using alarmist 'taking over' language, with comparative reference to California.
divinefemininity777
Feb 3, 2026
Happening here in the US and nobody has been held accountable! The sick part is there’s millions of retards who support this invasion
Happening here in the US and nobody has been held accountable! The sick part is there’s millions of retards who support this invasion
Uses alarmist language ('invasion') to express demographic threat and security anxiety, with implicit call for resistance.
GrizzlyMan357
Jan 27, 2026
They've over run EVERYTHING! LIKE MAGGOTS!!
They've over run EVERYTHING! LIKE MAGGOTS!!
Expresses demographic anxiety and invasion metaphor ('overrun like maggots') suggesting existential threat perception.
zalgamedev
Oct 11, 2025
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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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