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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: Tox: 0.7 – 1 1,756 comments · Page 26 of 71
This shitty government keeps screwing the hard working Canadians and it’s a joke,piss off Carney and do your job
This shitty government keeps screwing the hard working Canadians and it’s a joke,piss off Carney and do your job
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.36702603
Insult0.6798578
Profanity0.7181329
Threat0.027343199
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.291 Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Visit abbotsford vc...they suk!!!!! I can give you tour of stupidity😮😮😮😮😮
Visit abbotsford vc...they suk!!!!! I can give you tour of stupidity😮😮😮😮😮
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.71120167
Profanity0.5643384
Threat0.020091362
Severe Toxicity0.35220072
Toxic 0.85333383 Low Con 0.233 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I agree with this...but Tyler get your ass back to America you ship jumping pig
I agree with this...but Tyler get your ass back to America you ship jumping pig
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.36803186
Insult0.7218519
Profanity0.6750904
Threat0.04201601
Severe Toxicity0.3529199
Toxic 0.85333383 Moderate Con 0.438 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
... so sick of these mf's ... everywhere they go becomes a shit-hole ... dirtiest most disgusting race of people on the planet ... this is what you get with 2000 yrs of inbreeding .
... so sick of these mf's ... everywhere they go becomes a shit-hole ... dirtiest most disgusting race of people on the planet ... this is what you get with 2000 yrs of inbreeding .
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.71120167
Profanity0.65961236
Threat0.08856395
Severe Toxicity0.45895407
Toxic 0.85333383 Low Con 0.24 Identity Attack Insult
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
25 MLLIONDS DE FIRST NATION ONT ETE EXTERMINER PAR LES BLANCS CUL SALE ILS ONT COMMIT UN GENOCIDE ALORS PETIT BLANC CUL SALE VA REVISER TES FICHE AVANT DE FAIRE DES REPORTAGE TU N'EST CLAIREMENT …
25 MLLIONDS DE FIRST NATION ONT ETE EXTERMINER PAR LES BLANCS CUL SALE ILS ONT COMMIT UN GENOCIDE ALORS PETIT BLANC CUL SALE VA REVISER TES FICHE AVANT DE FAIRE DES REPORTAGE TU N'EST CLAIREMENT PAS A LA HAUTEUR, TU DEVRAIS PLUTOT ALLER T'ENTERRER VIVANT
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.8502231
Profanity0.759977
Threat0.44942492
Severe Toxicity0.71338886
Toxic 0.85333383 Low Con 0.284 Identity Attack Insult Moral_Argument
Feb 23, 2026 Inside Canada's Indian Invasion...
2:15 and ur grandpa stole 45 trillion, killed millions by starving them to death in that shit hole u mentioned 🎉 they worked hard from ur attire and language I'm sure u are working in …
2:15 and ur grandpa stole 45 trillion, killed millions by starving them to death in that shit hole u mentioned 🎉 they worked hard from ur attire and language I'm sure u are working in septic tank cleaning 🧹🧼___old fart don't blame others for ur incapability __they're not the reason for ur failed life PIRATES grandson🎉
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.28034934
Insult0.6677319
Profanity0.6242122
Threat0.44531298
Severe Toxicity0.50703704
Toxic 0.85333383 Low Con 0.237 Insult
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I'm sure some African guy fucked that cyclist's wife. 🤣🤣🤣
I'm sure some African guy fucked that cyclist's wife. 🤣🤣🤣
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.7796426
Threat0.13279422
Severe Toxicity0.3735507
Toxic 0.85333383 Low Con 0.279 Identity Attack Insult Humor_Satire
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Holy crap you came to Canada!! Hahaha. We are fucking sick of all the drug dealers and shit in our small native town of Inuvik bro. Coming from an inuit living in the Northwest Territories!
Holy crap you came to Canada!! Hahaha. We are fucking sick of all the drug dealers and shit in our small native town of Inuvik bro. Coming from an inuit living in the Northwest Territories!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49855098
Insult0.6407567
Profanity0.79449326
Threat0.0138755
Severe Toxicity0.38274905
Toxic 0.85333383 Moderate Con 0.475 Insult Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
0:55 Most Indians living here want to stay in Canada nobody is trying to go to your bum ass country
0:55 Most Indians living here want to stay in Canada nobody is trying to go to your bum ass country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5502601
Insult0.58196646
Profanity0.65961236
Threat0.033386398
Severe Toxicity0.44787344
Toxic 0.85333383 Moderate Con 0.357 Identity Attack Insult Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Like racist , cruel shit bhenchod europeans kill all the indigenous people of us canda and call it theirs now crying .. ye madarchod euporeans chor bhenchod ab inki gand mein dard ho rha hai
Like racist , cruel shit bhenchod europeans kill all the indigenous people of us canda and call it theirs now crying .. ye madarchod euporeans chor bhenchod ab inki gand mein dard ho rha hai
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7895903
Insult0.78882504
Profanity0.8326356
Threat0.5940531
Severe Toxicity0.8219337
Toxic 0.85333383 Low Con 0.184 Identity Attack Insult Threat Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
There may be truth un his words but that guy wearing the safety vest on the bike is an asshole.
There may be truth un his words but that guy wearing the safety vest on the bike is an asshole.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.061130337
Insult0.7775208
Profanity0.7673477
Threat0.009618527
Severe Toxicity0.16960317
Toxic 0.85173553 Moderate Con 0.385 Insult Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Most White people are as racist as it gets, you guys literally like no one and think America/Canada belongs to you guys. Sick disgusting people
Most White people are as racist as it gets, you guys literally like no one and think America/Canada belongs to you guys. Sick disgusting people
Inside Canada's Indian Invasion... · 129: Cluster #128
Close reading → Video sentiment →
Identity Attack0.71720207
Insult0.7762574
Profanity0.38063943
Threat0.019228047
Severe Toxicity0.34989303
Toxic 0.85173553 Low Con 0.252 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Brainless idiots will pay hard
Brainless idiots will pay hard
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.105256535
Insult0.8131897
Profanity0.47771472
Threat0.055917133
Severe Toxicity0.16960317
Toxic 0.85173553 Low Con 0.132 Insult
Jun 25, 2025 1 likes How Canada broke its immigration …
What the hell this stupid saying Khalistan is needed because people are not free in Punjab.. this stupids seek asylum to settle in Canada...they fight for Sikhs in india while living in Canada wow.. why …
What the hell this stupid saying Khalistan is needed because people are not free in Punjab.. this stupids seek asylum to settle in Canada...they fight for Sikhs in india while living in Canada wow.. why don't they come back and fight here
Inside Canada's Indian Invasion... · 50: Cluster #49
Close reading → Video sentiment →
Identity Attack0.38185352
Insult0.7967344
Profanity0.43781817
Threat0.026652548
Severe Toxicity0.2322463
Toxic 0.85173553 Moderate Con 0.425 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
this is the problem Indian manager will only hire Indians this is fuck
this is the problem Indian manager will only hire Indians this is fuck
Inside Canada's Indian Metropolis (Brampton) · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.5274064
Insult0.47787863
Profanity0.77181685
Threat0.02682521
Severe Toxicity0.35368225
Toxic 0.85173553 Low Con 0.159 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Stupid voters gave power to leftists. Stupid voters continue to give power to leftists. Alberta needs out.
Stupid voters gave power to leftists. Stupid voters continue to give power to leftists. Alberta needs out.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2127345
Insult0.83943826
Profanity0.3122265
Threat0.010343489
Severe Toxicity0.032316983
Toxic 0.85173553 Low Con 0.182 Insult
Jun 19, 2025 1 likes How Canada broke its immigration …
They come here from their shit holes and are turning Canada into a shit hole. STOP third world immigrants from coming into Canada. They come here with ZERO skills, unable to even speak the language, …
They come here from their shit holes and are turning Canada into a shit hole. STOP third world immigrants from coming into Canada. They come here with ZERO skills, unable to even speak the language, all they do is burden the Canadian taxpayer and in no way benefit Canada.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.68668073
Profanity0.7246992
Threat0.026652548
Severe Toxicity0.35368225
Toxic 0.85173553 Low Con 0.238 Identity Attack Insult
Nov 29, 2025 How Canada broke its immigration …
this shit needs to go!
this shit needs to go!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.029917859
Insult0.42167732
Profanity0.8690192
Threat0.027688526
Severe Toxicity0.17315048
Toxic 0.85173553 Low Con 0.207 Policy_Critique
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
... CANADIANS ARE NOT TURNING AGAINST THE IMMIGRANTS, THEY JUST VOTED FOR THE LIBERALS .................... THE CANADIAN NATION IS THE STUPIDEST IN THE WORLD
... CANADIANS ARE NOT TURNING AGAINST THE IMMIGRANTS, THEY JUST VOTED FOR THE LIBERALS .................... THE CANADIAN NATION IS THE STUPIDEST IN THE WORLD
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6227552
Insult0.8012121
Profanity0.27747265
Threat0.009437286
Severe Toxicity0.16960317
Toxic 0.85173553 Low Con 0.247 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
I fucking hate Brampton it's a shitshow (lol) there I'm not exaggerating when I say literally everyone I have ever talked to about Brampton has recommended NEVER living there
I fucking hate Brampton it's a shitshow (lol) there I'm not exaggerating when I say literally everyone I have ever talked to about Brampton has recommended NEVER living there
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5130944
Profanity0.79449326
Threat0.05203775
Severe Toxicity0.35368225
Toxic 0.85173553 Moderate Con 0.488 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada’s gone to shit, like send these people back! Islam is not compatible with any society!!
Canada’s gone to shit, like send these people back! Islam is not compatible with any society!!
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.71678543
Insult0.6149945
Profanity0.70384485
Threat0.10389658
Severe Toxicity0.35368225
Toxic 0.85173553 Low Con 0.163 Identity Attack Insult Fear_Threat
Aug 29, 2025 Why Canadians Are Turning Against …
I drive through Brampton for work every month... the drivers are insane. Just awful stupid.
I drive through Brampton for work every month... the drivers are insane. Just awful stupid.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.04951127
Insult0.84251964
Profanity0.38483799
Threat0.00967031
Severe Toxicity0.023458159
Toxic 0.85173553 Moderate Con 0.437 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
They’re not Christian no assimilation will happen, 3rd world shit hole culture. Good people gang rapes, scam centres, drug smuggling, fraud, murder, extortion fuck off.
They’re not Christian no assimilation will happen, 3rd world shit hole culture. Good people gang rapes, scam centres, drug smuggling, fraud, murder, extortion fuck off.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.6308392
Profanity0.7785769
Threat0.4975795
Severe Toxicity0.50703704
Toxic 0.85173553 Low Con 0.144 Identity Attack Insult Fear_Threat
Feb 4, 2026 Inside Canada's Indian Invasion...
FUCK CARNEY!!
FUCK CARNEY!!
Inside Canada's Indian Invasion... · 256: Cluster #255
Close reading → Discourse → Video sentiment →
Identity Attack0.058856625
Insult0.5130944
Profanity0.86331284
Threat0.028206514
Severe Toxicity0.35368225
Toxic 0.85173553 Low Con 0.185 Insult Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
1:16 did you just fucking call white people “naitve canadians”?
1:16 did you just fucking call white people “naitve canadians”?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.5130944
Profanity0.7246992
Threat0.022163315
Severe Toxicity0.35368225
Toxic 0.85173553 Low Con 0.241 Identity Attack Insult Question
Feb 10, 2026 2 likes Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.