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
Too much too soon we have nothing left to give
Too much too soon we have nothing left to give
Expresses anxiety about resource scarcity and capacity limits, framing immigration as unsustainable threat to national welfare.
janef220
Aug 26, 2025
Too many of these people in Japan
Too many of these people in Japan
Expresses demographic anxiety about immigrant presence, framed as a threat or concern about numbers.
shinkuroishi5349
Feb 26, 2026
Canada has fallen ?
Canada has fallen ?
Expresses anxiety about Canada's decline or collapse, framed as a threat to national wellbeing.
@MikeyMoo-1983
Mar 4, 2025
Canada get ready there is swamp of them coming from USA, we stoped H1B , F1 visa fraud, Canada is first choice.
Canada get ready there is swamp of them coming from USA, we stoped H1B , F1 visa fraud, Canada is first choice.
Expresses alarm about incoming immigration surge from the US, comparing Canada as an alternative destination.
spacedev2030
Oct 1, 2025
These are the same questions uk government start asking before enforcing digital ID, 🆔
These are the same questions uk government start asking before enforcing digital ID, 🆔
Expresses concern about government surveillance and digital ID systems by comparing Canada to UK precedent, framing as threat.
ibrahima891
Oct 1, 2025
Stupid Canadians.... Want EU war against Russia.... While living safely away from war.... Coca aine sniffing leadership has already ruined Canada.... We don't want Canada.... Hurt us....?
Stupid Canadians.... Want EU war against Russia.... While living safely away from war.... Coca aine sniffing leadership has already ruined Canada.... We don't want Canada.... Hurt us....?
Expresses anxiety about Canadian involvement in European conflict and criticizes leadership, with alarmist framing about national harm.
@jayv2596
Mar 4, 2025
Trump is deliberately helping the Enemy. Dropping out internet security and sabcyions against Russia? We re droppnng our gaurd ans wekeimh our alliws is a huhe threat to iur National security. We re safe. After …
Trump is deliberately helping the Enemy. Dropping out internet security and sabcyions against Russia? We re droppnng our gaurd ans wekeimh our alliws is a huhe threat to iur National security. We re safe. After attacing our allies, i wouldnt be surprised if Trump n Vance gets asainated. \n.
Expresses security concerns about Trump's policies toward Russia and allies, with alarmist language about national security threats.
@leejones3431
Mar 4, 2025
1:07, I hope none are in Kitimat-Stikine.
1:07, I hope none are in Kitimat-Stikine.
Expresses concern about immigrants arriving in a specific region, implying potential negative consequences or security anxiety.
Fear / Threat
0.75
SailorGreenTea
Oct 1, 2025
DEPORT THIS RATS INTO THEIR BOX 😂
DEPORT THIS RATS INTO THEIR BOX 😂
Dehumanizing language ('rats') expressing hostility toward immigrants, with emoji suggesting attempted humor masking underlying xenophobic sentiment.
jennyaround420
Oct 3, 2025
Hell no !!! WTF IS HAPPENING TO YOU
Hell no !!! WTF IS HAPPENING TO YOU
Expresses alarm and distress about immigration with emphatic language suggesting perceived threat or crisis.
King-walo
Oct 2, 2025
The damage is done.....very sad 😔 for Canada 🇨🇦
The damage is done.....very sad 😔 for Canada 🇨🇦
Expresses concern about damage to Canada with emotional distress, framing immigration as a threat to national wellbeing.
pointnorth2456
Oct 2, 2025
is it time to bring a version of ice to canada?
is it time to bring a version of ice to canada?
Rhetorical question referencing ICE (U.S. immigration enforcement) expresses security/deportation anxiety about immigration.
d4rkomeg413
Oct 2, 2025
To destroy a country from without, you first have to destroy it from within.
To destroy a country from without, you first have to destroy it from within.
Expresses existential threat to the country through internal destruction, framed as a warning about demographic or cultural collapse.
robertfoley3467
Aug 25, 2025
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, …
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, and knowing that they will vote for them the same as the Democrats in the United States did that’s the plan. Do you remember when Trudeau said , the immigrants are more Canadian than you are because you take for granted your Canadian ship and that they are the true Canadians not us votes in the bag. Liberals have one how many times we’re doomed. We don’t live in Canada anymore. We live in, CANASTAN AND ALL AMERICAN CANADIENS ARE THE DUMBEST DECEPTION IS IN THE BRAIN. THEY DON’T EVEN REALIZE WHERE ALL AMERICANS LIVING IN NORTH AMERICA MAY THE TRUTH SET YOU FREE LOOK IN THE MIRROR IF YOU BECOME WHAT YOU HATE????
Expresses apocalyptic concerns about national debt, immigrant voting patterns, and cultural replacement, with unsubstantiated claims about government strategy.
rfishrfish4242
Oct 9, 2025
I prepared indian than the myslim take over. Indian are peaceful people because of yhe religion.
I prepared indian than the myslim take over. Indian are peaceful people because of yhe religion.
Expresses anxiety about Muslim demographic change while making comparative religious identity claims about Indian and Muslim populations.
janreybaldonado1974
Oct 11, 2025
He made the whole world hate America in less than 2 months, crazy.
He made the whole world hate America in less than 2 months, crazy.
Expresses alarm about global reputation damage and positions America as threatened by Trump's actions.
@FTBASTAR
Mar 4, 2025
The managed decline of canada welcome to your slavitude 😅😅😅😅😅
The managed decline of canada welcome to your slavitude 😅😅😅😅😅
Uses dark humor and sarcasm to express apocalyptic concerns about Canada's decline due to immigration.
LizBennett-qq4lx
Aug 25, 2025
Like what the fuck is the garabage every where while putting the indias tag
Like what the fuck is the garabage every where while putting the indias tag
Expresses concern about disorder/degradation while tagging India, implying cultural contamination anxiety.
swativasantpatil9615
Jan 27, 2026
If the white folks just have sex for fun no babies. If they sell there houses and move out once they get an Indian neighbour .. whose fault is it.. breed breed have lots of …
If the white folks just have sex for fun no babies. If they sell there houses and move out once they get an Indian neighbour .. whose fault is it.. breed breed have lots of white babies.. or you'll keep getting envious angry and die miserable.
Expresses demographic anxiety about white population decline and property value loss due to Indian neighbors, with racial undertones.
Mrahamedmalik
Oct 15, 2025
I think the most scary part about it is that they are populating a part of Canada that has the most seats so now it will probably accelerate a lot. all these people seemed really …
I think the most scary part about it is that they are populating a part of Canada that has the most seats so now it will probably accelerate a lot. all these people seemed really friendly though and being friendly is a hallmark of being Canadian. Maybe slow it down slightly though we need to build housing and infrastructure to support the growing population and if we grow to fast we are gonna end up in shit.
Expresses demographic anxiety and infrastructure concerns while acknowledging immigrants' positive qualities; fear of rapid population growth dominates.
H0usemusic4lyfe
Oct 27, 2025
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)