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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Comparative
2,420 comments
and yet indians discriminate against muslim community in india
and yet indians discriminate against muslim community in india
Compares discrimination practices between India and Canada by referencing treatment of Muslims in India as a counterpoint to Canadian immigration discussion.
ruffusblueeyedcat7864
Feb 1, 2026
Americans tired of immigrants to.. send them all back so they can fix they homelands
Americans tired of immigrants to.. send them all back so they can fix they homelands
Compares Canada's immigration situation to the United States and suggests mass deportation as a solution.
kimberlydooley1566
Sep 5, 2025
Now compare this speech to that sickening display of ego in the Oval Office w President Zelensky. \nElbows Up??
Now compare this speech to that sickening display of ego in the Oval Office w President Zelensky. \nElbows Up??
Compares Canadian leadership favorably to U.S. presidential conduct, contrasting diplomatic styles between nations.
@lisa96ish_
Mar 4, 2025
Now the Americans know the mistake they did by electing Trump. He is our modern Hitler.
Now the Americans know the mistake they did by electing Trump. He is our modern Hitler.
Compares Trump to Hitler and frames Americans' election choice as a mistake, using historical comparison.
@EdmundHaule
Mar 4, 2025
This is what happens when we rely too much on US of A power. History tells us that even the geeatest empires fall. 3:25
This is what happens when we rely too much on US of A power. History tells us that even the geeatest empires fall. 3:25
Compares Canada's dependence on the US to historical patterns of empire decline, with moral undertones about power dynamics.
@gcqtvchannel4125
Mar 4, 2025
Donald trump running the u.s government like a business going bankruptcy
Donald trump running the u.s government like a business going bankruptcy
Compares Trump's governance to business bankruptcy, implicitly contrasting US and Canadian leadership approaches.
@Chiisenpai
Mar 4, 2025
From the UK This is the way to make America great again ....Maybe? Please enlighten me
From the UK This is the way to make America great again ....Maybe? Please enlighten me
Commenter from UK compares Canada/US policy to their own context and seeks clarification on the approach.
@MG-qo5ge
Mar 4, 2025
America has supported so many countries for so long, We love canada but we also do not need to be taken advantage of.
America has supported so many countries for so long, We love canada but we also do not need to be taken advantage of.
Compares U.S. and Canadian relationships while asserting America's economic contributions and independence.
@natalieann2000
Mar 4, 2025
I don't belive what am I watching these days. how Americans can like that i dont know either
I don't belive what am I watching these days. how Americans can like that i dont know either
Expresses disbelief at American political preferences, implicitly contrasting American and Canadian values.
@davidkhergiani6621
Mar 4, 2025
Wait until the Americans next ask Canada to join them in any foreign military action! Big middle finger is what they’ll get.
Wait until the Americans next ask Canada to join them in any foreign military action! Big middle finger is what they’ll get.
Compares Canada's stance to America's, asserting Canadian independence and national identity in relation to foreign military action.
@hiddenharmonicssystemforwi4484
Mar 4, 2025
Ya..you do want more pakistani immigrants !! Dude ..muslim countries dont want even 1% of non-muslim. While india has all religions . Churches mosques synagogues parsee buddhist
Ya..you do want more pakistani immigrants !! Dude ..muslim countries dont want even 1% of non-muslim.
While india has all religions . Churches mosques synagogues parsee buddhist
The commenter compares religious tolerance in India versus Muslim-majority countries, making an unverified generalization about Muslim countries' immigration policies.
hesh2892
Sep 19, 2025
We don’t want this, either. He’s not our president. He stole the election and lied to his minions. We are sorry and we understand. We still love you, Canada. ?? ❤ we will still be …
We don’t want this, either. He’s not our president. He stole the election and lied to his minions. We are sorry and we understand. We still love you, Canada. ?? ❤ we will still be here when he is dead and gone. We wish we had a good, polite leader.
American commenter compares their leader unfavorably to Canada's, with unverified claims about election fraud presented without evidence.
@GoddessKnows-u2q
Mar 4, 2025
America Great again??? how about, no nations doing the trade with the US??? you stay with your people and no bothers other nations, I think thats kinda good solution too!!
America Great again??? how about, no nations doing the trade with the US??? you stay with your people and no bothers other nations, I think thats kinda good solution too!!
Compares US trade approach unfavorably to isolationism, suggesting other nations would benefit from US non-engagement.
@SnniAhmadi-ce7mb
Mar 4, 2025
Americans do deserve it.\nThis country has to understand America is not great, is not the most powerful country
Americans do deserve it.\nThis country has to understand America is not great, is not the most powerful country
Compares America unfavorably to other nations regarding power and greatness, using international ranking as a framework.
@GMSS1997
Mar 4, 2025
I'm with Canada!\nTrump is a Putin's agent and every Democratic countries have to fight against Trump.
I'm with Canada!\nTrump is a Putin's agent and every Democratic countries have to fight against Trump.
Compares Canada favorably to the US and Trump, positioning Canada as aligned with democratic values against external threats.
@otyanomizueki
Mar 4, 2025
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted …
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted over £45 trillion worth of wealth from India, in addition to priceless artefacts, precious stones, and cultural treasures stolen, many of which remain in the British Museum to this day. India was subjected to foreign rule for nearly a thousand years, culminating in English colonial rule. During this time, countless Indians were enslaved, shackled, and forcibly transported to distant English colonies to work as indentured labourers under inhumane conditions. " Hindu tax ' was imposed on every Indian, and English rulers collected the tax on gunpoint for centuries. Those who did not have money were used as slaves in English households.
Ancient India, once a beacon of knowledge and wisdom, was known as a subcontinent of learning and prosperity, contributing up to 38% of the world’s GDP at its height. For centuries, Indians struggled for their freedom, drawing strength from the timeless values of truth and non-violence embedded in our culture.
The freedom movement, led through non-violent resistance, ultimately led to India's independence in 1947. However, the residual grip of colonial influence continued until around 1956. By the end of colonial rule, India’s sacred and ancient universities had been dismantled, and the country—once among the richest—was reduced to one of the poorest nations in the world. Widespread poverty, illiteracy, disease, social divisions, and national humiliation were the tragic legacies of foreign rule.
If might and brawn continue to justify exploitation, it must be confronted with truth, non-violent justice, and a collective call for accountability.
Extended historical comparison of India's colonial past to contextualize current Indian circumstances and justify immigration perspectives.
RKV8527
Sep 19, 2025
Okay then just don't go to Brampton. There are multiple parts of GTA where the population is more ethnically concentrated. Scarborough has more Srilankans etc. There are areas with more Chinese community. And honestly these …
Okay then just don't go to Brampton. There are multiple parts of GTA where the population is more ethnically concentrated. Scarborough has more Srilankans etc.
There are areas with more Chinese community. And honestly these are the fastest growing and areas with best services because people there want to work hard, sell cheap, benefit and become rich. They do not want to raid countries and steal and then be so lost in everything they have without doing much and then losing it all because you had nothing left to do other than Drugs.
Compares ethnic concentration across GTA neighborhoods and argues immigrant communities drive economic growth and services, while contrasting with negative stereotypes.
Rg-decklcd
Sep 19, 2025
Once upon time natives felt that about whites
Once upon time natives felt that about whites
Draws historical parallel between current attitudes toward immigrants and past attitudes toward white settlers, using comparative logic.
Badassandre
Sep 20, 2025
Go to surry lol
Go to surry lol
References another Canadian city, implying comparative context about immigration patterns.
Comparative
0.75
calwildboy
Sep 20, 2025
Would that Mr Trudeau were our leader , what we have is a braggart a \nInarticulate liar
Would that Mr Trudeau were our leader , what we have is a braggart a \nInarticulate liar
Compares Trudeau favorably to the American president, criticizing Trump's character.
@JoyceLlorens-tw3ex
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)