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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 23 of 71
😅the self described "white trash guy" believes Africans are less intelligent then his low IQ ass!!
😅the self described "white trash guy" believes Africans are less intelligent then his low IQ ass!!
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6991143
Profanity0.6919765
Threat0.043309137
Severe Toxicity0.41034412
Toxic 0.8540474 Low Con 0.174 Identity Attack Insult Humor_Satire
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
BAN YANKEES FROM CANADA 🇨🇦 GET BACK TO YOUR BANANA REPUBLIC RUN BY THE ORANGE DICTATOR/ CONVICTED SEXUAL PREDATOR AND HIS BRAINWASHED BRAIN DEAD SPINELESS MAGGOT REPUBLICAN CULT MEMBERS 🖕 OFF YANKEE
BAN YANKEES FROM CANADA 🇨🇦 GET BACK TO YOUR BANANA REPUBLIC RUN BY THE ORANGE DICTATOR/ CONVICTED SEXUAL PREDATOR AND HIS BRAINWASHED BRAIN DEAD SPINELESS MAGGOT REPUBLICAN CULT MEMBERS 🖕 OFF YANKEE
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.7827088
Profanity0.4177144
Threat0.27637172
Severe Toxicity0.48355904
Toxic 0.8540474 Low Con 0.136 Identity Attack Insult Call_To_Action
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Idiots voted for this guy
Idiots voted for this guy
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.83943826
Profanity0.43272525
Threat0.012078222
Severe Toxicity0.05832097
Toxic 0.8540474 Low Con 0.175 Insult Call_To_Action
Dec 25, 2025 Thousands of refugees allowed into …
Who is feeding this bike guy information about Africa? Such an ignorant and stupid person.
Who is feeding this bike guy information about Africa? Such an ignorant and stupid person.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.15731181
Insult0.8685752
Profanity0.39207047
Threat0.01187109
Severe Toxicity0.09385906
Toxic 0.8540474 Low Con 0.11 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Our country is shit u cant even get a decent coffee cause they have 0 respect for us so get them out of our country
Our country is shit u cant even get a decent coffee cause they have 0 respect for us so get them out of our country
Why Canadians Are Turning Against Immigrants. · 53: Cluster #52
Close reading → Discourse → Video sentiment →
Identity Attack0.43896464
Insult0.5678696
Profanity0.7673477
Threat0.024235269
Severe Toxicity0.34966052
Toxic 0.8540474 Low Con 0.289 Insult Fear_Threat
Sep 7, 2025 Why Canadians Are Turning Against …
You idiot! Yoy are so full ofBS. How are Canadians suppose to have kids when they cant afford it. Meanwhile migrants get 80k person in the family! SOCIALISM NEXT COMMUNISM!
You idiot! Yoy are so full ofBS. How are Canadians suppose to have kids when they cant afford it. Meanwhile migrants get 80k person in the family! SOCIALISM NEXT COMMUNISM!
Why Canadians Are Turning Against Immigrants. · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.38699543
Insult0.83943826
Profanity0.4044591
Threat0.012906751
Severe Toxicity0.18844056
Toxic 0.8540474 Moderate Con 0.308 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
😂😂😂😂😂😂😂 ooooo you yt ppl !!! STFU !!! WE WORLD WIDE IN ALL YOUR BACKYARDS 😂😂😂😂😂😂 SUCKERS !!! CHIPPEWA FIRST NATIONS !!!
😂😂😂😂😂😂😂 ooooo you yt ppl !!! STFU !!! WE WORLD WIDE IN ALL YOUR BACKYARDS 😂😂😂😂😂😂 SUCKERS !!! CHIPPEWA FIRST NATIONS !!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.65865606
Profanity0.5865656
Threat0.06432246
Severe Toxicity0.50703704
Toxic 0.8540474 Low Con 0.152 Insult Humor_Satire
Sep 3, 2025 Why Canadians Are Turning Against …
6:46 holy shit y'all a Indian women who knows the driving rules and follows them. That's a unicorn y'all
6:46 holy shit y'all a Indian women who knows the driving rules and follows them. That's a unicorn y'all
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.5203519
Insult0.5130944
Profanity0.7092837
Threat0.038911607
Severe Toxicity0.42874086
Toxic 0.8540474 Moderate Con 0.422 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike was pretty fucking racist!
The guy on the bike was pretty fucking racist!
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.39966375
Insult0.6407567
Profanity0.8086746
Threat0.019228047
Severe Toxicity0.34993178
Toxic 0.8540474 Low Con 0.299 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
"Rape is not against their culture" , Damn that fat fuck is a moron
"Rape is not against their culture" , Damn that fat fuck is a moron
Inside Canada's Indian Invasion... · 95: Cluster #94
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.71120167
Profanity0.7673477
Threat0.49142194
Severe Toxicity0.45895407
Toxic 0.8540474 Low Con 0.2 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Who is that white guy on the bike??? I want to fuck him up.
Who is that white guy on the bike??? I want to fuck him up.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.48569724
Profanity0.7888968
Threat0.5085751
Severe Toxicity0.44787344
Toxic 0.8540474 Low Con 0.287 Identity Attack Threat Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
That racist nasty SOB. Talking about Africans. With only 70% IQ. He can go to hell.
That racist nasty SOB. Talking about Africans. With only 70% IQ. He can go to hell.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.7775208
Profanity0.5013569
Threat0.29834318
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.163 Identity Attack Insult Moral_Argument
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...
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 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Unbelievable. There's statues idek existed here. MY COUNTRY & MY GOVT FKN SUCKS!! 😑 💀 *God Help Us*
Unbelievable. There's statues idek existed here. MY COUNTRY & MY GOVT FKN SUCKS!! 😑 💀 *God Help Us*
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.2964622
Insult0.5678696
Profanity0.7107322
Threat0.013631714
Severe Toxicity0.45895407
Toxic 0.85333383 Low Con 0.298 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Our Brampton has gone to shit
Our Brampton has gone to shit
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.11512129
Insult0.5130944
Profanity0.84995824
Threat0.009359611
Severe Toxicity0.16960317
Toxic 0.85333383 Low Con 0.241 Insult Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
hell ya get rid these dam imigrients nowwwwwwwwwwwwwwwwwwwwwwwwwwww
hell ya get rid these dam imigrients nowwwwwwwwwwwwwwwwwwwwwwwwwwww
Why Canadians Are Turning Against Immigrants. · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.6458014
Insult0.6308392
Profanity0.64657205
Threat0.5195707
Severe Toxicity0.45895407
Toxic 0.85333383 Low Con 0.288 Identity Attack Insult Threat
Sep 2, 2025 Why Canadians Are Turning Against …
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)
who the fuck is allowing this ??? Answer that . DEPORT them immediately .
who the fuck is allowing this ??? Answer that . DEPORT them immediately .
IRCC Names India in Study Permit Fraud | … · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.32768643
Insult0.48627716
Profanity0.7673477
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.158 Call_To_Action
Oct 4, 2025 IRCC Names India in Study …
Why do you give so much screen time to a clear fucking racist who actually believes poeple in sub saharan africa are inferior humans. It's like you're not even trying to be unbaised
Why do you give so much screen time to a clear fucking racist who actually believes poeple in sub saharan africa are inferior humans. It's like you're not even trying to be unbaised
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.65129566
Profanity0.7809412
Threat0.043309137
Severe Toxicity0.45510182
Toxic 0.85333383 Low Con 0.29 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
It’s the Canadians voting for stupid liberal
It’s the Canadians voting for stupid liberal
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.8082062
Profanity0.39409557
Threat0.008582866
Severe Toxicity0.16960317
Toxic 0.85333383 Low Con 0.179 Identity Attack Insult Policy_Critique
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Ontario voted for this shit not anyone else
Ontario voted for this shit not anyone else
Why Canadians Are Turning Against Immigrants. · 144: Cluster #143
Close reading → Discourse → Video sentiment →
Identity Attack0.14233272
Insult0.563347
Profanity0.8117245
Threat0.009799767
Severe Toxicity0.20373066
Toxic 0.85333383 Low Con 0.277 Insult Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
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)
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.