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
if your country is better then go home. go back home and make a living there. stop inflating our economy and welfare. if you immigrant here then you stay here. we should charge immigration tax …
if your country is better then go home. go back home and make a living there. stop inflating our economy and welfare. if you immigrant here then you stay here. we should charge immigration tax from their respective country.
Proposes policy changes (immigration tax, welfare restrictions) and critiques current immigration and economic management.
MouseCIick
Jan 27, 2026
TRUMP the Narc has to create psychodramas to make himself look like the HERO ...but it has the opposite effect ..it's all about him ALWAYS
TRUMP the Narc has to create psychodramas to make himself look like the HERO ...but it has the opposite effect ..it's all about him ALWAYS
Critical commentary on Trump's behavior and motivations, using sarcastic tone to critique his self-serving actions.
@angi77angi4
Mar 4, 2025
I fully agree with Poland man. They look other immigrant who came many years ago whom their forefathers work so hard and make saving yet they want easy and fast money.
I fully agree with Poland man. They look other immigrant who came many years ago whom their forefathers work so hard and make saving yet they want easy and fast money.
Criticizes newer immigrants for seeking 'easy and fast money' versus earlier immigrants' work ethic, implying policy should favor different immigrant types.
LoreliePlayz
Sep 20, 2025
Well lefties are at work again, they know the tariffs are going to hurt them more. The other thing is respect. I hope this guy is voted out by his constituents
Well lefties are at work again, they know the tariffs are going to hurt them more. The other thing is respect. I hope this guy is voted out by his constituents
Criticizes government policy (tariffs) and calls for voting out the current leader, combining policy analysis with electoral action.
@MrTucano1
Mar 4, 2025
Close all illegal colleges, they are fake colleges just working as nursery for mass immigration.
Close all illegal colleges, they are fake colleges just working as nursery for mass immigration.
Calls for policy action against illegal colleges while making unsubstantiated claim about their purpose as immigration vehicles.
MullBatoora-kf6cj
Sep 19, 2025
All they had to do was lower their tariffs, and the think they are tough good luck not getting 200 billion , and now Trudeau is trying to create bias , and lies they can't …
All they had to do was lower their tariffs, and the think they are tough good luck not getting 200 billion , and now Trudeau is trying to create bias , and lies they can't survive with out our subsides... He's sucks
Criticizes Canadian tariff policy and Trudeau's approach while making economic dependency claims.
@expwarrior4338
Mar 4, 2025
U.S will drive it's self intoa corner and end up alone unless someone grows some balls and get's ridd of that Trump administration. They are playing right into the reds pockets.
U.S will drive it's self intoa corner and end up alone unless someone grows some balls and get's ridd of that Trump administration. They are playing right into the reds pockets.
Criticizes Trump administration policies as isolationist and economically harmful, with apocalyptic framing about national consequences.
@tonijarvi7383
Mar 4, 2025
Yeah Canada sucks really bad at the moment, all because of the liberals.
Yeah Canada sucks really bad at the moment, all because of the liberals.
Expresses dissatisfaction with Canada's current state and blames a political party, framing it as policy failure.
shilosmith6169
Jan 27, 2026
Close your open door policy and stop letting everyone come to your country. And then they sneak into our country. Go to Vancouver and you will see there is a brown and yellow town I …
Close your open door policy and stop letting everyone come to your country. And then they sneak into our country. Go to Vancouver and you will see there is a brown and yellow town I mean how many of them are illegal. On the other hand i understand what you saying. Key words border check point. But how long is the border in Canada thousands of ways for stuff to come through
Criticizes Canada's immigration policy while making unverified claims about illegal immigration and using identity-based language about ethnic composition.
@rambo410
Mar 4, 2025
I do not blame them. Government looting resources in last 80 years and leaving citizens to dogs. So people are migrating to everywhere. You see them not just in Canada. Tighten the borders. And let …
I do not blame them. Government looting resources in last 80 years and leaving citizens to dogs. So people are migrating to everywhere. You see them not just in Canada. Tighten the borders. And let people come in legally only if needed.
Critiques government resource management as driver of migration, advocates for tighter borders and legal-only immigration policy.
Lovli6589
Sep 19, 2025
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit …
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit about incompetence and I think Lena is here to stay.
Criticism of government official's competence and skepticism about enforcement of immigration standards under different leadership.
LemonMerigueTie
Feb 27, 2026
Why is nobody talking about how tyler is selling us and our privacy out for his money?
Why is nobody talking about how tyler is selling us and our privacy out for his money?
Accusation directed at a content creator regarding privacy/financial misconduct, attempting to redirect attention from immigration topic.
gtgolm
Feb 3, 2026
No illegal, no refugee and no new immigrant should get one dime more than the lowest paid Canadian.
No illegal, no refugee and no new immigrant should get one dime more than the lowest paid Canadian.
Advocates for equal or reduced welfare treatment of immigrants relative to Canadian citizens, combining policy position with fairness argument.
garyhenneberry72
Aug 25, 2025
A lot of these people that cant be found, quit giving out money, they will come crawling out of the woodwork pretty fast
A lot of these people that cant be found, quit giving out money, they will come crawling out of the woodwork pretty fast
Commenter criticizes government welfare spending on missing persons, implying fraud and suggesting financial incentives drive behavior.
d.r.j-p7n
Feb 27, 2026
as a person from India this is bad and i would say govt should deport them all sadly but yes
as a person from India this is bad and i would say govt should deport them all sadly but yes
Establishes credibility through personal identity and advocates for deportation policy.
luvjain4145
Jan 27, 2026
we could have linked immigration to the data points and mandatory rules to ensure temporary workers are paid 50% more than the prevailing market wage to ensure its legitimacy. Unfortunately its runited and far behind …
we could have linked immigration to the data points and mandatory rules to ensure temporary workers are paid 50% more than the prevailing market wage to ensure its legitimacy. Unfortunately its runited and far behind the repair and its still going on without any brakes :'(
Critiques immigration system design and proposes wage-based regulatory solutions for temporary workers.
Ash-hz7nc
Jun 29, 2025
All you conservatives should look in the mirror. Pierre has two of the most obnoxious Indians beside him in parliament, that's why he doesn't want to read the files, he's the biggest hypocrite of them …
All you conservatives should look in the mirror. Pierre has two of the most obnoxious Indians beside him in parliament, that's why he doesn't want to read the files, he's the biggest hypocrite of them all.
That lady about the treacherous convoy, they deserved to be sent to prison just like the criminal elements from india.
Critiques political leadership hypocrisy on immigration while making unsubstantiated claims linking Indian immigrants to criminal elements.
waynestrainer
Aug 25, 2025
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They …
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They should speak English if there's an English person in the room
Critiques language laws and proposes policy change while asserting English-speaker identity and rights in multilingual spaces.
lorrainecollins6686
Aug 25, 2025
I fully support Trumps administration and agree that the tariffs were needed. Trump is without doubt doing an excellent job in office.
I fully support Trumps administration and agree that the tariffs were needed. Trump is without doubt doing an excellent job in office.
Expresses support for Trump's tariff policy and administration performance, positioning as pro-Trump on economic policy.
@scotswood2022
Mar 4, 2025
ah..... so you haven't already been charging larger tariffs on the US than the US has? hmmmm. Is there anything fair you can offer, like equal tariffs and no Fentinal?
ah..... so you haven't already been charging larger tariffs on the US than the US has? hmmmm. Is there anything fair you can offer, like equal tariffs and no Fentinal?
Challenges Canadian tariff policy fairness while questioning whether reciprocal trade terms exist, mixing critique with information-seeking.
@dwilliamsnetosnet
Mar 4, 2025
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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)