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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Economic Argument
1,276 comments
Usa just want 25% back...canada must no..business is about tax..mexico and canada so lucky get original made in usa..american made is number 1 in the word.zelensky is clown ...tredeau now can migrates ukraine and work …
Usa just want 25% back...canada must no..business is about tax..mexico and canada so lucky get original made in usa..american made is number 1 in the word.zelensky is clown ...tredeau now can migrates ukraine and work under zelensky admiimnistration
Discusses trade, taxes, and manufacturing competitiveness between USA, Canada, and Mexico with comparative framing of economic superiority.
@pig-d6q
Mar 4, 2025
As a Canadian, you've just investigated slavery rear it's head in modern times, all to profit Canadian Oligarchs and the investor class! Keep digging here and you'll then see it everywhere. Great stuff, bro!
As a Canadian, you've just investigated slavery rear it's head in modern times, all to profit Canadian Oligarchs and the investor class! Keep digging here and you'll then see it everywhere. Great stuff, bro!
Frames immigration as exploitation of workers by oligarchs and investor class, connecting it to systemic economic inequality and labor abuse.
hobbybike51
Jan 28, 2026
Immigration is obviously a mess, but a big problem like in the U.S is that the immigrants are the only one who do the dirty work or hard jobs that require actual physical work. The …
Immigration is obviously a mess, but a big problem like in the U.S is that the immigrants are the only one who do the dirty work or hard jobs that require actual physical work. The white folk or the citizens born and raised do not want to touch these kind of jobs. But overall canada especially the toronto and surrounding areas has taken a turn for the worse in the past 10-15 years. Also that guy on the bike is one of the dumbest racists who is one of the lazy white folk that complain of other cultures but wont put any effort in improving their own pathetic lives.
Discusses labor market dynamics and job types while making identity-based claims about who performs different work.
hc_2323
Jan 28, 2026
It's about time for the Snowbirds to go home but they will be back next winter spending money
It's about time for the Snowbirds to go home but they will be back next winter spending money
References seasonal American visitors (Snowbirds) and their economic contribution through winter spending in Canada.
Economic Argument
0.72
@daviddigital6887
Mar 4, 2025
2:00 wait... But he's not completely anti-immigration like I've heard during elections... It's an unfortunate situation but I do agree with him. Immigration is good but you have to keep in mind how many immigrants …
2:00 wait... But he's not completely anti-immigration like I've heard during elections... It's an unfortunate situation but I do agree with him. Immigration is good but you have to keep in mind how many immigrants you can wellcome as a country.
p.s: I'm Romanian
Discusses capacity constraints for immigration and balances acceptance with practical limits, while noting personal identity as Romanian.
purple66666
Feb 11, 2026
I love oil and gas great job Danielle! Someone has to do something.
I love oil and gas great job Danielle! Someone has to do something.
Expresses support for oil and gas industry focus, framing it as economically necessary action.
@solitarybell2836
Feb 20, 2026
Canada should look at the Top 10 Shareholders for every publicly listed Canadian corporation... Blackrock, Vanguard, State Street, Citi Group and JPM. What do you think is going to happen?\nThe board of directors will now …
Canada should look at the Top 10 Shareholders for every publicly listed Canadian corporation... Blackrock, Vanguard, State Street, Citi Group and JPM. What do you think is going to happen?\nThe board of directors will now vote to move manufacturing to the USA under the pretext of avoiding Tariffs and protect shareholder value. This will be supported by those shareholders.
Presents a speculative economic analysis about corporate shareholder influence on manufacturing decisions, mixing plausible economic reasoning with unsubstantiated causal claims.
@SonyJimable
Mar 4, 2025
Ya'll only owe us Americans 329 billion dollars. ??????
Ya'll only owe us Americans 329 billion dollars. ??????
References a specific financial debt figure between nations with a sarcastic tone, combining economic framing with irony.
@ChrisTea45
Mar 4, 2025
Life has no value in Canada. TAX FARM.
Life has no value in Canada. TAX FARM.
Commenter critiques Canada's economic system using metaphor ('tax farm'), suggesting citizens are exploited rather than valued.
allisonwasheree
Feb 17, 2026
I bet many sre working for the AMAZON WAREHOUSE IN MY BACKYARD IN LA SALLE QUEBEC.
I bet many sre working for the AMAZON WAREHOUSE IN MY BACKYARD IN LA SALLE QUEBEC.
References immigrants working in warehouse jobs in a specific local area, implying economic impact or labor market concerns.
Economic Argument
0.72
VandaPietrantonio
Jan 25, 2026
Dont worry Jason, we are not going to buy any of their stuff anyway
Dont worry Jason, we are not going to buy any of their stuff anyway
References consumer boycott/economic consequences, suggesting economic impact as a form of pressure or support.
@susicanuk
Mar 4, 2025
about drugs and illegal immigrants are clean, i am trust treadeu and i know he have matter house prices in his country. But he must be explained the subsidies that Trump said Canada received in …
about drugs and illegal immigrants are clean, i am trust treadeu and i know he have matter house prices in his country. But he must be explained the subsidies that Trump said Canada received in very clean, its true or not. If true why canada not invest back to USA make fair economic as purpose make a trade balance both two country. In fact many factory moved from the usa to canada and USA trade deficit with Canada. SO dumb
Discusses trade deficits, subsidies, factory relocation, and housing prices with unsubstantiated claims about economic relationships between countries.
@bukanaris9881
Mar 4, 2025
What a man full of shit,every country has been taken advantage of the us for years.we give them all our jobs and they take advantage of the us people
What a man full of shit,every country has been taken advantage of the us for years.we give them all our jobs and they take advantage of the us people
Commenter expresses concern about job loss and economic exploitation by other countries, framing it as a threat to American workers.
@JohnWisniewski-z9d
Mar 4, 2025
The US gives $200 billion yearly to Canada. U.S. banks are not allowed to do business in Canada, but yet we allow their banks in the US...by the way LOOK IT UP. You liberals are …
The US gives $200 billion yearly to Canada. U.S. banks are not allowed to do business in Canada, but yet we allow their banks in the US...by the way LOOK IT UP. You liberals are what's wrong with both countries. Inflation is created by printing money with no concrete backing such as gold/oil, not tariffs. Will tariffs create short term inflation yes, will it stimulate jobs, spending absolutely yes. For those liberals who keep saying how intelligent this ? is...this is the same guy who disarmed his beloved citizens and gave the guns to Ukraine. For those who sympathize with this ?, move to Canada. I have no ill will towards Canadians except the cancerous liberals that allow idiots like Trudeau to take office. Look at the facts before you sympathize with a country that doesn't benefit us in EQUAL FAIR TRADE.
Primarily discusses trade imbalances, tariffs, and economic policy, though includes unverified claims about US-Canada banking restrictions and US aid figures.
@collinsingleton6899
Mar 4, 2025
american alcohol black market in canada must be making money
american alcohol black market in canada must be making money
Observation about potential black market economic activity related to cross-border alcohol trade.
Economic Argument
0.70
@MrAcruz2
Mar 4, 2025
AI has taken over most of the jobs in Canada.
AI has taken over most of the jobs in Canada.
The comment makes an economic claim about job displacement, though the assertion about AI is likely exaggerated or false.
therainbow488
Feb 18, 2026
Another recession coming soon? I'm tired of it grandpa!
Another recession coming soon? I'm tired of it grandpa!
Expresses concern about economic recession with sarcastic tone directed at leadership.
@karlavillalobos6184
Mar 4, 2025
No pain No gain ?\nGo America ?? the little pain will have great Gains.
No pain No gain ?\nGo America ?? the little pain will have great Gains.
Uses economic metaphor ('pain' and 'gains') to justify short-term costs for long-term benefits, framing policy in economic terms.
@oliverzavala6753
Mar 4, 2025
Evil trump started War. Other countries only protect themselves. America lost lots of money for immigrants, war in Israel, and Ukraine. Now they wanna back. That's why prices going up. Till they get all back.
Evil trump started War. Other countries only protect themselves. America lost lots of money for immigrants, war in Israel, and Ukraine. Now they wanna back. That's why prices going up. Till they get all back.
Attributes inflation and economic problems to US spending on immigrants and wars, presenting unsubstantiated causal claims about price increases.
@margaret8225
Mar 4, 2025
After the last four years of the Biden Harris administration shitshow I think we'll live! We've been going two hundred billion dollars in the hole dealing with Canada Canada.
After the last four years of the Biden Harris administration shitshow I think we'll live! We've been going two hundred billion dollars in the hole dealing with Canada Canada.
Makes an unsubstantiated claim about a specific dollar amount deficit while framing the issue in economic terms.
@charlesovercash8862
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)