Skip to content
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 68 of 71
I’m driving by a closed local grocery store the other night. The parking lot has 8 or so Indians playing cricket in the lot under the lights. I just shake my head like man, what …
I’m driving by a closed local grocery store the other night. The parking lot has 8 or so Indians playing cricket in the lot under the lights. I just shake my head like man, what the fuck happened to my province. When I was young we had multiculturalism but this is different. As an adult I look around and we have an Indian invasion. Let’s be clear. It’s not Asians or blacks or whatever. It’s shit tons of Indians and yes they are ruining Canada.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.5678696
Profanity0.6672561
Threat0.061089642
Severe Toxicity0.35368225
Toxic 0.718943 Moderate Con 0.496 Identity Attack Insult Identity_Assertion
Jun 17, 2025 How Canada broke its immigration …
0:51 white people are taking over white trash
0:51 white people are taking over white trash
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.5130944
Profanity0.36230123
Threat0.033386398
Severe Toxicity0.1762085
Toxic 0.718943 Low Con 0.225 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Looser white indian replace the white population
Looser white indian replace the white population
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7028837
Insult0.6109131
Profanity0.36230123
Threat0.13178273
Severe Toxicity0.35220072
Toxic 0.718943 Low Con 0.185 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Of course Canadians are pig sick of our country being infested by Asians, Arabs and Africans who have overburdened our health services, our housing and made it all but impossible for young white Canadians to …
Of course Canadians are pig sick of our country being infested by Asians, Arabs and Africans who have overburdened our health services, our housing and made it all but impossible for young white Canadians to take the first step on the employment ladder or get enrolled in community colleges. The immigration file has been a complete shitshow under the Liberals.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.66500133
Profanity0.44431314
Threat0.012958534
Severe Toxicity0.23225316
Toxic 0.718943 Moderate Con 0.4 Identity Attack Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Happiness is a hard shit, just not on the bus.
Happiness is a hard shit, just not on the bus.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.015154205
Insult0.24928534
Profanity0.844891
Threat0.007819066
Severe Toxicity0.024819711
Toxic 0.718943 Moderate Con 0.469 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I just don't anderstand why our stupid government so blind. We are fed up with amigration policies. My country going to hell if we're not screaming about this ....
I just don't anderstand why our stupid government so blind. We are fed up with amigration policies. My country going to hell if we're not screaming about this ....
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.23922618
Insult0.6831271
Profanity0.39498812
Threat0.014220826
Severe Toxicity0.02406851
Toxic 0.718943 Moderate Con 0.432 Insult
Aug 27, 2025 Why Canadians Are Turning Against …
2:58 you know sh1t real when even Indians say that part of foreign country locality has too many Indians
2:58 you know sh1t real when even Indians say that part of foreign country locality has too many Indians
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.596623
Threat0.015429466
Severe Toxicity0.23224114
Toxic 0.718943 Low Con 0.2 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
5:18 can someone tell the self proclaimed white trash dude India has the highest percentage of r.apist in the world.
5:18 can someone tell the self proclaimed white trash dude India has the highest percentage of r.apist in the world.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5497792
Profanity0.4177144
Threat0.1575099
Severe Toxicity0.34977677
Toxic 0.718943 Low Con 0.188 Identity Attack Insult Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Bro on the bike is a G. "Africans are horrible people!" Lol
Bro on the bike is a G. "Africans are horrible people!" Lol
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.7406625
Insult0.57787937
Profanity0.33453682
Threat0.021127338
Severe Toxicity0.23226519
Toxic 0.718943 Moderate Con 0.336 Identity Attack Insult Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
White people first invaded and killed Millions of natives ... Now their fertility rates decreasing and require cheap labour ..now these bastards crying about invasion..when their own gov requirea
White people first invaded and killed Millions of natives ... Now their fertility rates decreasing and require cheap labour ..now these bastards crying about invasion..when their own gov requirea
Inside Canada's Indian Invasion... · 215: Cluster #214
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.62169385
Profanity0.4840093
Threat0.34804323
Severe Toxicity0.34938923
Toxic 0.718943 Low Con 0.192 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Heartbreaking that socialist morons let both of our countries burn for 3rd worlders
Heartbreaking that socialist morons let both of our countries burn for 3rd worlders
Inside Canada's Indian Invasion... · 137: Cluster #136
Close reading → Discourse → Video sentiment →
Identity Attack0.38699543
Insult0.6798578
Profanity0.44613865
Threat0.16383497
Severe Toxicity0.13073033
Toxic 0.718943 Low Con 0.265 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro that bike guy must be eating poop that's why he is pooping form his mouth 😂😂
Bro that bike guy must be eating poop that's why he is pooping form his mouth 😂😂
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.46923602
Profanity0.4681068
Threat0.063352615
Severe Toxicity0.3498543
Toxic 0.718943 Low Con 0.227 Humor_Satire
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
This youtuber is totally racist 😂😂. Hello think he is white skin man so very superior then other 😂😂 racist people' 😂😂
This youtuber is totally racist 😂😂. Hello think he is white skin man so very superior then other 😂😂 racist people' 😂😂
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.5548181
Insult0.4794537
Profanity0.28364125
Threat0.03407705
Severe Toxicity0.16960317
Toxic 0.71760553 Low Con 0.229 Identity Attack Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
white cucks crying in comments🤣🤣🤣🤣🤣🤣🤣
white cucks crying in comments🤣🤣🤣🤣🤣🤣🤣
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.563347
Profanity0.48510036
Threat0.029587816
Severe Toxicity0.35130173
Toxic 0.71760553 Low Con 0.176 Identity Attack Insult Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Bro is gust fuked up
Bro is gust fuked up
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.033269364
Insult0.42567953
Profanity0.7809412
Threat0.014048163
Severe Toxicity0.16960317
Toxic 0.71760553 Low Con 0.299 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Ooh! Ooh ,HohOo!, Complaining in Quebec bout the language is not a good move! That’s gonna cause civil war you stupid immigrants! Learn the history of the country that welcomed you in.
Ooh! Ooh ,HohOo!, Complaining in Quebec bout the language is not a good move! That’s gonna cause civil war you stupid immigrants! Learn the history of the country that welcomed you in.
Why Canadians Are Turning Against Immigrants. · 103: Cluster #102
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.71120167
Profanity0.29279903
Threat0.09009721
Severe Toxicity0.048457388
Toxic 0.71760553 Low Con 0.244 Insult Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
"what do Canadian natives think" .... proceeds to interview retarded white people
"what do Canadian natives think" .... proceeds to interview retarded white people
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7115778
Insult0.6407567
Profanity0.352205
Threat0.013579931
Severe Toxicity0.17926651
Toxic 0.71760553 Low Con 0.246 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Trust me, Canadians are getting sick of this shit. I moved over an hour away from Brampton and even rural towns are getting taken over with indians. Something bigger at play causing this.
Trust me, Canadians are getting sick of this shit. I moved over an hour away from Brampton and even rural towns are getting taken over with indians. Something bigger at play causing this.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.70384485
Threat0.014738814
Severe Toxicity0.16960317
Toxic 0.71760553 Constructive 0.572 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
fucking right tyler im glad you did this, the town i live in is a smallish town and got invaded in the last few years about 2 hours away from Pearson, its fucking insane how …
fucking right tyler im glad you did this, the town i live in is a smallish town and got invaded in the last few years about 2 hours away from Pearson, its fucking insane how many and how fast it happened
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.060675595
Insult0.35849577
Profanity0.8117245
Threat0.013113883
Severe Toxicity0.232236
Toxic 0.71760553 Constructive 0.607 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Guy on the bike is definitely naive and also the oldest idiot in Canada. He needs to travel to Africa and see that Johannesburg in South Africa, Addis Ababa in Ethiopia, Abuja in Nigeria are …
Guy on the bike is definitely naive and also the oldest idiot in Canada. He needs to travel to Africa and see that Johannesburg in South Africa, Addis Ababa in Ethiopia, Abuja in Nigeria are way more beautiful than the Vancouver and Toronto he’s bragging about here in Canada.
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.2783691
Insult0.755201
Profanity0.26603898
Threat0.009955117
Severe Toxicity0.02411546
Toxic 0.71760553 Moderate Con 0.317 Insult Comparative_Framing
Feb 16, 2026 Inside Canada's Indian Invasion...
Every other country is fighting back. Canadians do a whole lot of complaining with no action to back it up. Canadians need to stop being PUSSIES and do something about this
Every other country is fighting back. Canadians do a whole lot of complaining with no action to back it up. Canadians need to stop being PUSSIES and do something about this
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.6308392
Profanity0.541926
Threat0.009825659
Severe Toxicity0.16960317
Toxic 0.71760553 Low Con 0.263 Insult
Sep 9, 2025 Why Canadians Are Turning Against …
شعب زبي..
شعب زبي..
Inside Canada's Indian Invasion... · 90: Cluster #89
Close reading → Video sentiment →
Identity Attack0.060675595
Insult0.31740165
Profanity0.5724795
Threat0.011793415
Severe Toxicity0.16960317
Toxic 0.71760553 Moderate Con 0.361
Feb 18, 2026 Inside Canada's Indian Invasion...
We white Canadians don’t hate them enough. The guy on the bike is right about africans though, I worked with lots and they are dumb as rocks.
We white Canadians don’t hate them enough. The guy on the bike is right about africans though, I worked with lots and they are dumb as rocks.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.68668073
Profanity0.33376193
Threat0.011974656
Severe Toxicity0.05742428
Toxic 0.71760553 Moderate Con 0.428 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Mass deportation is what we need!!! Period. And stop letting them in; weak ass liberals 😒.
Mass deportation is what we need!!! Period. And stop letting them in; weak ass liberals 😒.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3780483
Insult0.64537907
Profanity0.5013569
Threat0.09776353
Severe Toxicity0.16960317
Toxic 0.71760553 Low Con 0.173 Insult Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
Popular public opinion. Canada sucks now.
Popular public opinion. Canada sucks now.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.61794597
Profanity0.46460027
Threat0.008505191
Severe Toxicity0.12546301
Toxic 0.71760553 Low Con 0.248 Insult Identity_Assertion
Feb 25, 2026 'We do know that there's …
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.