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
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
The great replacement of whites 😢. Who sold us out ?
The great replacement of whites 😢. Who sold us out ?
References 'great replacement' conspiracy theory, expressing demographic anxiety about white population decline.
Marvin-ut4xs
Sep 19, 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
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
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
Its not going to get better.All you can hear islamifobia , wait till the bombing starts. Then every will see.😂😂😂😂
Its not going to get better.All you can hear islamifobia , wait till the bombing starts. Then every will see.😂😂😂😂
Expresses security anxiety and predicts violence ('bombing'), presenting unsubstantiated threat scenarios about immigrants.
janethayden2178
Aug 28, 2025
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
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
The immigrants vote liberal. Tha Canada I grew up in no longer exists. The Liberals will not stop the destruction.
The immigrants vote liberal.
Tha Canada I grew up in no longer exists.
The Liberals will not stop the destruction.
Expresses demographic and cultural anxiety about immigrants voting patterns and loss of national identity, framing change as destructive.
larrydugan1441
Feb 26, 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
Literally an invasion.
Literally an invasion.
Uses militaristic language ('invasion') to frame immigration as an existential threat.
alexus166
Jan 28, 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
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
Ship them back and if people want to pray they can do it at home and if they don’t like it well maybe we should play some loud music so they feel uncomfortable to the …
Ship them back and if people want to pray they can do it at home and if they don’t like it well maybe we should play some loud music so they feel uncomfortable to the point they want to go back to were they came from.
Expresses hostility toward immigrants and religious practices, calling for deportation and harassment tactics to force immigrants to leave.
diegodebortoli
Sep 11, 2025
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
As a proud Canadian I am so very done with these immigrants literally bombarding and overwhelming our beautiful country. We, Canadians need to come together. Unite. Deny all immigrants. I’m tired of hearing about these …
As a proud Canadian I am so very done with these immigrants literally bombarding and overwhelming our beautiful country. We, Canadians need to come together. Unite. Deny all immigrants. I’m tired of hearing about these people that are not Canadian, not born here, migrated here, and are doing so many sickening illegal things to OUR PEOPLE. Kidnappings. Abductions. Stalking single women. Stealing. Squatting in homes and properties. All that with no consequences. Zero. None. And yet they receive all the jobs. All the income. All the amenities that natural born true Canadians should receive and very well deserve. I have never understood why these immigrants all of a sudden bombarded our small towns and cities like swarms of rodents or insects and expect to be welcomed with open arms. It seemed like it happened overnight! I remember seeing a few immigrants wearing their traditional towel wrap things on their heads in a mall one day and I was okay with it. Figured they were tourists or something and then BAM there are THOUSANDS of them moving in our towns and act like they own the place. Trying to intimidate US! In our OWN COUNTRY! It really angers me from within but at the same time I don’t want to come off as a racist or a hater or wtv. I’m not a racist by any means, but I am a very protective Canadian and I love my people and my country and I will help do whatever it takes to protect my country from immigrants and them thinking that they can push us around, intimidate us and try to act superior when they are the ones pretty much INVADING our beautiful, peaceful country. I am a PROUD CANADIAN SON. Pardon my long rant. Love, Peace and Unity 👊🏽 #nativecanadianpride
Expresses intense demographic anxiety and security concerns while making unverified claims about immigrant criminality (kidnappings, stalking, theft) and asserting Canadian identity as under threat.
TuariSimon-IBM
Sep 5, 2025
This is a sickness. This is disgusting. Canada take your Country back
This is a sickness. This is disgusting. Canada take your Country back
Uses inflammatory language ('sickness', 'disgusting') to express threat perception and calls for national reclamation.
barryhancock9558
Aug 25, 2025
it is a cultural genocide and Canada isnt the only one. Europe and Australia is next up. America is already gone. thank you politicians
it is a cultural genocide and Canada isnt the only one. Europe and Australia is next up. America is already gone. thank you politicians
Uses inflammatory language ('cultural genocide') to express demographic anxiety, with comparative references to other Western nations.
nick0164
Jan 28, 2026
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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)