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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
30,738 comments · Page 25 of 1230
that idiot on 0:38 - pay no taxes... lmao bruh u look a homeless eating for free in the gurudwaras
that idiot on 0:38 - pay no taxes... lmao bruh u look a homeless eating for free in the gurudwaras
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.10293542
Insult0.72756535
Profanity0.41031027
Threat0.02924249
Severe Toxicity0.21290472
Toxic 0.85333383 Low Con 0.204 Insult Humor_Satire
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
You simply can’t fix stupid Canada had one of the best immigration systems in the world Until Trudeau and his gang of idiots destroyed it
You simply can’t fix stupid Canada had one of the best immigration systems in the world Until Trudeau and his gang of idiots destroyed it
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.18546575
Insult0.8502231
Profanity0.35346076
Threat0.01238892
Severe Toxicity0.059217658
Toxic 0.85333383 Low Con 0.219 Insult Policy_Critique
Jan 19, 2026 36 likes Why Canada’s immigration system has …
Liberals f ucked Canada
Liberals f ucked Canada
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5678696
Profanity0.80158395
Threat0.0130621
Severe Toxicity0.34989303
Toxic 0.85333383 Low Con 0.175 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Thank God you made this, half these jabis are fucking r*tarted I swear, they add ZERO value to our country
Thank God you made this, half these jabis are fucking r*tarted I swear, they add ZERO value to our country
Inside Canada's Indian Invasion... · 137: Cluster #136
Close reading → Discourse → Video sentiment →
Identity Attack0.5680164
Insult0.6798578
Profanity0.79449326
Threat0.04029291
Severe Toxicity0.457266
Toxic 0.85333383 Moderate Con 0.356 Identity Attack Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Stinky mfers all over now like why the fu ck do you smell so bad i shouldn't be able to smell you from 20 feet away
Stinky mfers all over now like why the fu ck do you smell so bad i shouldn't be able to smell you from 20 feet away
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.1444726
Insult0.5723624
Profanity0.7181329
Threat0.1284288
Severe Toxicity0.4561839
Toxic 0.85333383 Moderate Con 0.301 Insult
Sep 12, 2025 Why Canadians Are Turning Against …
Thank you for calling it what it is. A FUCKING INVASION.
Thank you for calling it what it is. A FUCKING INVASION.
Inside Canada's Indian Invasion... · 67: Cluster #66
Close reading → Discourse → Video sentiment →
Identity Attack0.23011416
Insult0.4986907
Profanity0.84506536
Threat0.012803185
Severe Toxicity0.34977677
Toxic 0.85333383 Moderate Con 0.402 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Fake bullshit
Fake bullshit
Inside Canada's Indian Invasion... · 295: Cluster #294
Close reading → Discourse → Video sentiment →
Identity Attack0.027011903
Insult0.46774593
Profanity0.90150756
Threat0.009722093
Severe Toxicity0.35368225
Toxic 0.85333383 Moderate Con 0.381 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Racist scum
Racist scum
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.7775208
Profanity0.541926
Threat0.025961896
Severe Toxicity0.35368225
Toxic 0.85333383 Moderate Con 0.315 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Country they lived in was a shit hole ( he is referring India) , now turning Canada into shit hole. Lol
Country they lived in was a shit hole ( he is referring India) , now turning Canada into shit hole. Lol
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.66500133
Profanity0.7796426
Threat0.009851551
Severe Toxicity0.2847981
Toxic 0.85333383 Low Con 0.162 Identity Attack Insult Fear_Threat
Sep 19, 2025 2 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...
Send those repulsive people back to their shithole country
Send those repulsive people back to their shithole country
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.7218519
Profanity0.6983885
Threat0.13245705
Severe Toxicity0.44787344
Toxic 0.85333383 Low Con 0.108 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Brampton sucks!!!
Brampton sucks!!!
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.1015541
Insult0.6798578
Profanity0.6321197
Threat0.010032792
Severe Toxicity0.23225488
Toxic 0.85333383 Moderate Con 0.337 Insult Fear_Threat
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Africans are rapist
Africans are rapist
Inside Canada's Indian Invasion... · 95: Cluster #94
Close reading → Discourse → Video sentiment →
Identity Attack0.8102261
Insult0.6675394
Profanity0.44431314
Threat0.14327845
Severe Toxicity0.45510182
Toxic 0.85333383 Low Con 0.285 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
litterarly become shit hole ahahah poor canadians
litterarly become shit hole ahahah poor canadians
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.53446084
Insult0.6308392
Profanity0.7246992
Threat0.039256934
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.193 Identity Attack Insult
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They come from a dirty dogshit nation get them out
They come from a dirty dogshit nation get them out
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.67254376
Profanity0.7107322
Threat0.058180105
Severe Toxicity0.44713756
Toxic 0.85333383 Low Con 0.148 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The west is fukced
The west is fukced
Inside Canada's Indian Invasion... · 238: Cluster #237
Close reading → Discourse → Video sentiment →
Identity Attack0.23011416
Insult0.44802538
Profanity0.8690192
Threat0.0103175985
Severe Toxicity0.2322463
Toxic 0.85333383 Low Con 0.272 Fear_Threat
Jan 28, 2026 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 0.281 Identity Attack Insult Moral_Argument
Feb 23, 2026 Inside Canada's Indian Invasion...
This is Colonization and ill fight these fuckers any day
This is Colonization and ill fight these fuckers any day
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2949366
Insult0.6051471
Profanity0.8086746
Threat0.5003284
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.248 Insult Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
That white pig trying to discredit muslims...look at you genocide clown...this isnt your land you oppressing native red skin men in reservations
That white pig trying to discredit muslims...look at you genocide clown...this isnt your land you oppressing native red skin men in reservations
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.77072054
Insult0.7775208
Profanity0.41503602
Threat0.31721663
Severe Toxicity0.45895407
Toxic 0.85333383 Low Con 0.208 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
TYFYS Canada is now an awful shithole
TYFYS Canada is now an awful shithole
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.67735565
Profanity0.7673477
Threat0.011482717
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.199 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Damn that guy with the bike laid out the fucking facts! Based
Damn that guy with the bike laid out the fucking facts! Based
Inside Canada's Indian Invasion... · 155: Cluster #154
Close reading → Discourse → Video sentiment →
Identity Attack0.034042787
Insult0.4710501
Profanity0.8855216
Threat0.011430934
Severe Toxicity0.34989303
Toxic 0.85333383 Moderate Con 0.318 Solidarity
Jan 28, 2026 1 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 Attack0.58354634
Insult0.8502231
Profanity0.759977
Threat0.44942492
Severe Toxicity0.71338886
Toxic 0.85333383 Low Con 0.281 Identity Attack Insult Moral_Argument
Feb 23, 2026 Inside Canada's Indian Invasion...
its a shit hole this country know
its a shit hole this country know
Inside Canada's Indian Metropolis (Brampton) · 223: Cluster #222
Close reading → Discourse → Video sentiment →
Identity Attack0.18705739
Insult0.4794537
Profanity0.8255558
Threat0.010265815
Severe Toxicity0.23224287
Toxic 0.85333383 Low Con 0.192 Fear_Threat
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
At least these are working indians. Unlike the somalis and Jews holy shit
At least these are working indians. Unlike the somalis and Jews holy shit
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.6149945
Profanity0.7796426
Threat0.018537397
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.199 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 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...
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.