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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Fear / Threat
3,873 comments
THIS IS ALL DONE ON PURPOSE. WHO CARES
THIS IS ALL DONE ON PURPOSE. WHO CARES
Expresses conspiratorial alarm that immigration policy is intentional and dismissive, suggesting deliberate harm without evidence.
Maurice-x4d
Feb 26, 2026
Canada is joke lol. Woke up one day to a bad dream
Canada is joke lol. Woke up one day to a bad dream
Expresses dismissal and anxiety about Canada's state, framing it as a nightmare scenario reflecting demographic or cultural concerns.
faith9973
Jan 27, 2026
6th state ? 4 powers USA china russia and India 2050 was predicted ! Scary times for the free world . Perhaps maybe just a thought ……..
6th state ? 4 powers USA china russia and India 2050 was predicted ! Scary times for the free world . Perhaps maybe just a thought ……..
Expresses geopolitical anxiety about global power shifts and existential threat to the free world based on unsubstantiated predictions.
@kimilsley2040
Mar 4, 2025
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
Uses demographic framing to suggest a large population of 'bad Indians' poses a threat, employing alarmist logic about scale and minority groups.
--sly--
Mar 2, 2026
To destroy a country from without, you first have to destroy it from within.
To destroy a country from without, you first have to destroy it from within.
Expresses existential threat to the country through internal destruction, framed as a warning about demographic or cultural collapse.
robertfoley3467
Aug 25, 2025
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
Expresses concern for an individual's safety due to public exposure, framing immigration discourse as creating danger.
mewtifultomerrow6571
Jan 27, 2026
The managed decline of canada welcome to your slavitude 😅😅😅😅😅
The managed decline of canada welcome to your slavitude 😅😅😅😅😅
Uses dark humor and sarcasm to express apocalyptic concerns about Canada's decline due to immigration.
LizBennett-qq4lx
Aug 25, 2025
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and …
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and to those who also live on the street cannot even park there car or live in there homes due to the loud noise. No permit, just taking over. The other problem the last few years immigrations number have skyrocket and 90% of them our Indians. The government should have never let such a large group from one country enter. Meanwhile as climate change happen a lot of countries will be in trouble and the people will need to go somewhere. Iran has only 3% of there water reserve left. India has ruin there country and so has China with pollution and dumping of heavy metel in river and lakes. Meanwhile the Caribbean is expected to be unlivable in 15 and 20 years. The USA we are expected to lose 100 miles of our coastline. That area is where 50% of Americans lives. Pretty soon it will be everyone for themselves if certain country do not look at the long term picture.
Also the lifestyle we are living today is just not sustainable.
Expresses demographic anxiety and cultural threat concerns, includes unverified claims about immigrant behavior and statistics, and references environmental/economic sustainability concerns.
JeniferMarkoe
Dec 7, 2025
We need a final solution for these scammers...
We need a final solution for these scammers...
Uses inflammatory language ('final solution') that invokes historical atrocities while expressing threat toward immigrants framed as 'scammers.'
Fear / Threat
0.75
Dan-j7u2j
Feb 25, 2026
That country better do something and fast...
That country better do something and fast...
Expresses urgency and implicit threat/danger regarding an unspecified issue, with a vague call for action.
aaronettsexton4459
Aug 25, 2025
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell …
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell out of the country the fish poaching killing wild animals for food cuz they can't afford to eat it buy it we don't need people in this country that are of no use and can't even speak the language that should be the first thing
Expresses concerns about immigrant behavior (sanitation, poaching, language) and calls for deportation, framing immigrants as threats to social order and resource management.
EricjSchuh
Feb 17, 2026
This is the beginning all countries they’re going to start doing it get ready
This is the beginning all countries they’re going to start doing it get ready
Expresses alarm about a trend spreading globally without evidence, combining demographic anxiety with an unsubstantiated prediction.
enriquegabriel8321
Dec 8, 2025
Don’t come here! I wouldn’t come here if I didn’t live here. What a nightmare!
Don’t come here! I wouldn’t come here if I didn’t live here. What a nightmare!
Expresses strong negative sentiment about Canada as a destination, characterizing it as undesirable and warning others away.
PEC9905
Dec 10, 2025
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
Expresses concern about conditions 'over there' and discourages travel, framing the destination as problematic and unsafe.
-AnonymousUser
Dec 8, 2025
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
Expresses concern about threats to Canadian doctors and calls for systemic fixes, framing immigration-related issues as a security/exploitation problem.
Jake-bh1hm
Feb 18, 2026
Millions more are on their way.
Millions more are on their way.
Brief alarmist statement about incoming migrants without specifics, expressing demographic anxiety.
johnlarsson6029
Jun 18, 2025
Will you all stop watching what Trump is doing!!!! And start seeing the things he's doing behind your backs!!! He is giving billions in contracts to Musks companies and firing anyone who doesn't agree with …
Will you all stop watching what Trump is doing!!!! And start seeing the things he's doing behind your backs!!! He is giving billions in contracts to Musks companies and firing anyone who doesn't agree with them. They will never leave the Whitehouse, or if they do they will be taking billions if not trillions of American dollars with them most probably to Russia who will then rage war on America when your on the bones of your backside and no economy to fight. Your all looking in the wrong places, someone like Trump or Elon or Putin never let you see what's in their left hand when showing you their right, wake up America and impeach him now or you will have no country left ???❤
Expresses alarm about alleged corruption and hidden dealings, urging impeachment action based on unsubstantiated concerns.
@kathrynjones6491
Mar 4, 2025
Poor Canada...
Poor Canada...
Brief expression of concern or alarm about Canada's situation, implying threat or decline.
Fear / Threat
0.75
ROK-ARMY123
Dec 21, 2025
Canucks are going to lose hard
Canucks are going to lose hard
Expresses anxiety about Canada losing in a conflict/competition, framing national vulnerability.
@claytonix
Mar 5, 2025
durka durka, boys. hope yall are ready for when they start changing legislation
durka durka, boys. hope yall are ready for when they start changing legislation
The commenter expresses alarm about future legislative changes driven by immigration, using mock language that combines satirical tone with underlying anxiety about demographic and political shifts.
dr-johnnysins
Dec 21, 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)