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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Policy Critique
5,980 comments
Trudue neeeds to be thrown in jail for this
Trudue neeeds to be thrown in jail for this
Criticizes government leadership (Trudeau) and implicitly calls for legal accountability.
@Freeburningpapers
Feb 19, 2026
Every politician wants to be in power, liberals want to stay in power forever. So they make illegals Legolas, the more the Better, give them benefits, heath care .. corrupt the media .. 1984 .. …
Every politician wants to be in power, liberals want to stay in power forever. So they make illegals Legolas, the more the Better, give them benefits, heath care .. corrupt the media .. 1984 .. is here but on steroids. Alberta must leave what used to be Canada asap.
Criticizes Liberal immigration policy as deliberately legalizing undocumented immigrants for political gain, with conspiratorial and separatist undertones.
firstlast-gr9xs
Feb 19, 2026
What about the other 5 million..smoke & mirrors
What about the other 5 million..smoke & mirrors
Questions government statistics or policy effectiveness while implying deception ('smoke & mirrors') in immigration numbers.
@Cali736
Feb 19, 2026
I am an engineer and my wife is a doctor, but if we wanted to go to Canada as tourists, you wouldn't grant visas to Turkish citizens.
I am an engineer and my wife is a doctor, but if we wanted to go to Canada as tourists, you wouldn't grant visas to Turkish citizens.
Shares personal credentials while criticizing Canadian visa policy as discriminatory toward Turkish citizens.
kucukercü
Jan 27, 2026
And all thanks to Trudeau! 👏👏👏 Btw any apologies for the illegal use of the emergency measure act? Anything? 🤷♂️ Anything from the dirtbag liberal MPs who are still in cabinet? 🖕
And all thanks to Trudeau! 👏👏👏 Btw any apologies for the illegal use of the emergency measure act? Anything? 🤷♂️ Anything from the dirtbag liberal MPs who are still in cabinet? 🖕
Blames Trudeau for immigration problems and sarcastically demands accountability for emergency measures.
@AlexS-wb7zi
Feb 19, 2026
What a surprise. Expecting voluntary compliance from known criminals is not just naive, it is negligent and foolish. These federal authorities are the leaders of this nation so God give us strength. Provincial boundaries are …
What a surprise. Expecting voluntary compliance from known criminals is not just naive, it is negligent and foolish. These federal authorities are the leaders of this nation so God give us strength. Provincial boundaries are good for more than just managing trade.
Criticizes federal authorities for naive enforcement policies toward known criminals while expressing security concerns.
enkhyy
Feb 18, 2026
Jason Kenny? The guy who spearheaded the unconstitutional pandemic/injection oppressive, anti Charter of Rights and Freedoms and pushed out of power in disgrace as a complete failure who turned his back on his citizenry? That's …
Jason Kenny? The guy who spearheaded the unconstitutional pandemic/injection oppressive, anti Charter of Rights and Freedoms and pushed out of power in disgrace as a complete failure who turned his back on his citizenry? That's Jason Kenny?
Attacks Jason Kenny's pandemic policies and governance record, framing him as a failed leader who violated constitutional rights.
tgmotz
Feb 18, 2026
Importing votes. Hthe Laurentian Libetal elites don't have to live with the consequences, secure in their gated Canadian communites and Florida/Arizona condos.
Importing votes. Hthe Laurentian Libetal elites don't have to live with the consequences, secure in their gated Canadian communites and Florida/Arizona condos.
Alleges government uses immigration for electoral advantage while elites avoid consequences, combining class and political criticism.
Identity Assertion
0.80
pkjohnston
Feb 18, 2026
The government needs to much more thoroughly vet people before allowing them to enter Canada.
The government needs to much more thoroughly vet people before allowing them to enter Canada.
Calls for stricter vetting procedures before immigration, critiquing current government policy.
Policy Critique
0.80
@davidmiles8423
Feb 19, 2026
No one is going to do anything and people will keep voting for the liberal/NDP party. If they do something it will hurt someone's feeling.
No one is going to do anything and people will keep voting for the liberal/NDP party. If they do something it will hurt someone's feeling.
Critiques political inaction and voter behavior, arguing that elected officials avoid tough immigration enforcement due to political sensitivity.
kmahan7754
Feb 18, 2026
Best case scenario, it will take us 20-30 years to bring the immigration numbers to sustainable levels, and to restore the faith in the system. But realistically, the mess Liberals created, will impact us for …
Best case scenario, it will take us 20-30 years to bring the immigration numbers to sustainable levels, and to restore the faith in the system. But realistically, the mess Liberals created, will impact us for generations to come.
Criticizes Liberal immigration policy as creating unsustainable conditions with generational consequences.
Justaperson717
Feb 18, 2026
Federal immigration laws caused the problem to begin with . Ever notice the government and media never admit any wrong doing or take responsibility for any wrong doing .
Federal immigration laws caused the problem to begin with . Ever notice the government and media never admit any wrong doing or take responsibility for any wrong doing .
Critiques federal immigration law as root cause while arguing government avoids accountability and responsibility.
travispolson6156
Feb 18, 2026
Deport them right away. Claiming Asylum/refugee status & our government delaying deportation is just stupid. Theyre going to exploit this because of our weak liberal leaders. Weak.
Deport them right away. Claiming Asylum/refugee status & our government delaying deportation is just stupid.
Theyre going to exploit this because of our weak liberal leaders. Weak.
Critiques asylum/deportation policy as ineffective while expressing fear of exploitation and blaming weak leadership.
hjk2639
Feb 18, 2026
Except the Liberals don't care, they are busy lining their own pockets. An Election ASAP so the citizens can choose. And Albertans can see just how Courpt the rest of this country is.
Except the Liberals don't care, they are busy lining their own pockets. An Election ASAP so the citizens can choose. And Albertans can see just how Courpt the rest of this country is.
Criticizes Liberal government handling of immigration while calling for immediate election intervention.
brendastebeleski6168
Feb 18, 2026
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Attacks government immigration policy and political opponents, with partisan framing and dismissive language.
brendastebeleski6168
Feb 18, 2026
When you keep your gates wide open for all to enter and then complain if bad ones come in. 🥱
When you keep your gates wide open for all to enter and then complain if bad ones come in. 🥱
Critiques open immigration policy as reckless while implying security/safety concerns about 'bad ones.'
mariaelda6271
Feb 18, 2026
Let's hope they dont fall into the new fast teack list with experience or they'll be fast tracked into citizenship
Let's hope they dont fall into the new fast teack list with experience or they'll be fast tracked into citizenship
Expresses concern about fast-tracking immigrants to citizenship, critiquing government immigration procedures as too lenient.
marilynandrews3189
Feb 18, 2026
Liberals have been in Power for over 10 years The Blame in the fall of our Country falls squarely on their Shoulders!!!!!!!!
Liberals have been in Power for over 10 years
The Blame in the fall of our Country falls squarely on their Shoulders!!!!!!!!
Blames Liberal government for national decline, framing this as a policy accountability issue with partisan language.
Michael-k3r5d
Feb 17, 2026
Blame the immigration officials, they did open the doors for criminals who came from India and other foreign countries. Refugees that have criminal records were given access by the government to step in here in …
Blame the immigration officials, they did open the doors for criminals who came from India and other foreign countries. Refugees that have criminal records were given access by the government to step in here in Canada. Blame immigration officials and the authorities that are responsible in keeping our PEACE AND ORDER.
Blames immigration officials and authorities for allowing criminals and refugees with records to enter, combining threat framing with institutional critique.
@MagsasakangKalbo
Feb 18, 2026
Thank the Trudeau government..
Thank the Trudeau government..
Blames the Trudeau government for immigration issues, implicitly calling for political change.
AliSweetFlower
Feb 18, 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)