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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Call to Action
2,768 comments
Everyone who talked nonsense about Trudeau, the Carbon Tax and jumped on the Pollievre bandwagon please open yourselves and your hearts to your fellow Canadians and fellow human beings by seeing the danger, heartache and …
Everyone who talked nonsense about Trudeau, the Carbon Tax and jumped on the Pollievre bandwagon please open yourselves and your hearts to your fellow Canadians and fellow human beings by seeing the danger, heartache and awful consequences that have resulted from MAGA rhetoric, Trump's election and recognize the need for Canada to come together and stand behind leaders that will keep Canada's (and the world's) best interests in mind, and not stand behind a wannabe leader like Pollievre that will sell out Canada and worsen this situation beyond repair ❤?????
Urges fellow Canadians to reconsider political positions, unite, and support specific leaders while appealing to shared values and human decency.
@andrzejcelinski1
Mar 4, 2025
Canada Strong!!! Alberta should shut off all crude oil to the US (66% of all Crude imported to the US,) and Quebec should shut off all Hydro (powering all or the US Northeast,) for 72 …
Canada Strong!!! Alberta should shut off all crude oil to the US (66% of all Crude imported to the US,) and Quebec should shut off all Hydro (powering all or the US Northeast,) for 72 hours - that will change the mind of the Idiot Orange-man, his Cronies, and the moron's who voted for him!!!
Proposes specific economic retaliation strategy (energy cutoffs) to pressure the US, framed as nationalist action.
@johncochrane1301
Mar 4, 2025
We need the shut the crude oil valve and electricity going towards the US and find ways to sell our resources to someone else that we can trust.
We need the shut the crude oil valve and electricity going towards the US and find ways to sell our resources to someone else that we can trust.
Urges Canada to restrict resource exports to the US and redirect them elsewhere as a strategic action.
@dmx9122
Mar 4, 2025
I just wished our fellow Congress people especially Democrat to speak up and take action they're just kicking back and watching is so sad
I just wished our fellow Congress people especially Democrat to speak up and take action they're just kicking back and watching is so sad
Urges US Congress members to speak up and take action against perceived inaction, directly calling for political mobilization.
Call to Action
0.82
@anitazuniga9836
Mar 4, 2025
It's time to start deporting We want our Country back
It's time to start deporting We want our Country back
Calls for deportations and uses nationalist 'our country' framing to mobilize action against immigration.
LouiseBursey
Feb 26, 2026
Pls top this nonsense - Asylum
Pls top this nonsense - Asylum
Urges stopping asylum policies while labeling them as nonsensical, combining a call to action with policy criticism.
jiby-p8e
Feb 24, 2026
Just want our country back stop all the hand outs send them home students need to return home following there teachings.
Just want our country back stop all the hand outs send them home students need to return home following there teachings.
Demands specific policy actions (stop immigration, end benefits, deportation) while criticizing government spending priorities, with an implicit call to change policy.
deannamclellan7590
Aug 26, 2025
ABSOLUTELY!!!\nPLEASE PUT TARRIFS ON EVERYTHING FROM TRUMP!!!\nIM NOT BUYING ANYTHING FOR THE NEXT 4 YEARS!!
ABSOLUTELY!!!\nPLEASE PUT TARRIFS ON EVERYTHING FROM TRUMP!!!\nIM NOT BUYING ANYTHING FOR THE NEXT 4 YEARS!!
Urging others to support Canadian tariffs on US goods and commit to a consumer boycott for 4 years as political action.
@ChadHoughten-p7m
Mar 4, 2025
Look who's with me time is now this whole system the government has broken and destroying we need to stand against all these people and they need to stand accountable for this look we unit …
Look who's with me time is now this whole system the government has broken and destroying we need to stand against all these people and they need to stand accountable for this look we unit canadians stand together and don't take shit from the government and the cops who are the muscle for the government if we stand united and take charge of this country and overthrow the government and the system we could make a true change in canada we dont need the government and these policies and politicians and laws they make up when it suits them we are grown ass people who can make our own we are strong as long as we stand and not back down we need to fight fight fight
The comment repeatedly urges Canadians to unite, resist, and 'fight' against the government and system, framing it as a call for collective action and revolution.
wilfredharris-gk1xv
Aug 29, 2025
Block USA from 5 eyes while they remain compromised. Can’t have our intel going from Whitehouse to kremlin.
Block USA from 5 eyes while they remain compromised. Can’t have our intel going from Whitehouse to kremlin.
Urges Canada to take specific action (block USA from intelligence alliance) based on security concerns about US government compromise.
@debugin1227
Mar 4, 2025
She needs to be replaced.
She needs to be replaced.
Minimal statement calling for removal of a political figure from office.
Call to Action
0.82
DRPL766
Feb 27, 2026
We need to do what trump does deport them all
We need to do what trump does deport them all
Explicitly calls for mass deportation policy modeled on Trump's approach, urging political action.
mikey5650
Feb 12, 2026
Deport all of them criminals please.
Deport all of them criminals please.
The commenter makes a direct call for deportation of immigrants, framing them as criminals and urging government action.
Void_Portal
Jan 27, 2026
Non will leave we need ice get them all out
Non will leave we need ice get them all out
Urges mass deportation of immigrants ('get them all out'), combining a call to action with implicit threat framing.
Josh-n7w1e
Jan 16, 2026
Depuis la banlieue de Paris, depuis la province, la campagne, nous sommes informés de ce que fait ce nouveau gouvernement us. Ne lâchez pas canadiens ! Ne lâchez pas. Battez vous, ne lâchez pas !
Depuis la banlieue de Paris, depuis la province, la campagne, nous sommes informés de ce que fait ce nouveau gouvernement us. Ne lâchez pas canadiens ! Ne lâchez pas. Battez vous, ne lâchez pas !
French-language message expressing solidarity with Canadians and urging them to fight/resist, framed as encouragement from abroad.
@vilya3577
Mar 4, 2025
Pray for the politicians... i cant do it alone i need help so #Canadians get on your knees to your savior and pray
Pray for the politicians... i cant do it alone i need help so #Canadians get on your knees to your savior and pray
Urges Canadians to pray and take collective action to address political problems, framed as a religious call to action.
Call to Action
0.82
dawnwheeler432
Aug 25, 2025
Get rid of Trump. As a indigenous American our leadership is indangering average citizens. Already the children are starting to suffer cause of Trumps government.
Get rid of Trump. As a indigenous American our leadership is indangering average citizens. Already the children are starting to suffer cause of Trumps government.
Urges removal of Trump while citing harm to citizens and children as justification, combining advocacy with threat-based framing.
@garyfleury3911
Mar 4, 2025
add a sales tax to any exports going to the yanks...25%
add a sales tax to any exports going to the yanks...25%
Proposes a specific economic policy action (sales tax on exports) as a retaliatory measure.
@andyf4292
Mar 4, 2025
We in Europe need to boycott American products.
We in Europe need to boycott American products.
Urges collective action (boycott) against US products from European position, framing as international response to US policy.
@ArsisDebrowski
Mar 4, 2025
All NYC gets it's electricity from CANADIAN HYDRO POWER.\n\nLets turn it off.\n\nFreeze in the Dark, NYC !!!!
All NYC gets it's electricity from CANADIAN HYDRO POWER.\n\nLets turn it off.\n\nFreeze in the Dark, NYC !!!!
Proposes cutting off electricity exports to NYC as a retaliatory action, combining threat language with an implicit call for Canada to take aggressive action.
@JoanMurray-j5y
Mar 4, 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)