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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 34 of 1230
Stupid people still voted Liberal in the last elections. All this is planned and only God knows their reason for doing this.
Stupid people still voted Liberal in the last elections. All this is planned and only God knows their reason for doing this.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.16587129
Insult0.802824
Profanity0.36230123
Threat0.009851551
Severe Toxicity0.023927659
Toxic 0.8299589 Low Con 0.193 Insult
Jun 19, 2025 1 likes How Canada broke its immigration …
Watch how they drive in India thats why!!! No traffic laws people die all the time. Get TF out of our country!!! So sick of this sh!t
Watch how they drive in India thats why!!! No traffic laws people die all the time. Get TF out of our country!!! So sick of this sh!t
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.45348886
Insult0.58196646
Profanity0.64460015
Threat0.13178273
Severe Toxicity0.3525603
Toxic 0.8299589 Low Con 0.288 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him …
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him are the reason stereotyping and generalization still exists. even if a smart guy came from Africa tomorrow, these people will still discriminate against him because of "his" background. absolutely retarded. these uneducated poor illiterate pigs who has failed in their lives are now hating on immigration to feel good about themselves. f*ck these racist dude, and all the idiots supporting him thinking it's funny and cool.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.41975367
Insult0.7967344
Profanity0.5381406
Threat0.049774777
Severe Toxicity0.44787344
Toxic 0.8299589 Moderate Con 0.419 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Clown = Circus
Clown = Circus
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00044335745
Insult0.80137604
Profanity0.0015655019
Threat0.00015850618
Severe Toxicity0.000015796912
Toxic 0.8285549 Insult
Dec 11, 2025
So fucking based bro. BC is just as bad
So fucking based bro. BC is just as bad
Inside Canada's Indian Invasion... · 80: Cluster #79
Close reading → Discourse → Video sentiment →
Identity Attack0.051580742
Insult0.44802538
Profanity0.8449782
Threat0.00967031
Severe Toxicity0.21596274
Toxic 0.8252207 Moderate Con 0.33 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
brampton has thrash like india, r@pes like india all behind doors, corruption like india, dirty lakes like india. its already turned sh*thole like india
brampton has thrash like india, r@pes like india all behind doors, corruption like india, dirty lakes like india. its already turned sh*thole like india
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7115778
Insult0.65129566
Profanity0.61633086
Threat0.061736204
Severe Toxicity0.45895407
Toxic 0.8252207 Low Con 0.151 Identity Attack Insult Identity_Assertion
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Hey p*ssy tyler, you should be grateful. You could be living in Memphis, Tennessee where ghetto Bl*cks are the majority and you can easily get robbed or killed
Hey p*ssy tyler, you should be grateful. You could be living in Memphis, Tennessee where ghetto Bl*cks are the majority and you can easily get robbed or killed
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.66500133
Profanity0.7181329
Threat0.5198501
Severe Toxicity0.45895407
Toxic 0.8252207 Low Con 0.281 Identity Attack Insult Threat Comparative_Framing
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
F this scums ... illegal immigration
F this scums ... illegal immigration
Inside Canada's Indian Invasion... · 283: Cluster #282
Close reading → Video sentiment →
Identity Attack0.48990932
Insult0.72756535
Profanity0.5013569
Threat0.025098583
Severe Toxicity0.349583
Toxic 0.8252207 Low Con 0.194 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
USA Most Advance 👍smart: The man named Jesus Christ teaches people to lick women's genitals with their tongues and to eat and have sex with innocent animals..😂😂😂😂
USA Most Advance 👍smart: The man named Jesus Christ teaches people to lick women's genitals with their tongues and to eat and have sex with innocent animals..😂😂😂😂
Inside Canada's Indian Invasion... · 59: Cluster #58
Close reading → Discourse → Video sentiment →
Identity Attack0.50515443
Insult0.48627716
Profanity0.5643384
Threat0.14960353
Severe Toxicity0.45895407
Toxic 0.8252207 Low Con 0.169 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
These Indian people are the worst type of people in the world. I don’t care what you say. We have to deport every Indian in this country, including America and Canada. They don’t belong here …
These Indian people are the worst type of people in the world. I don’t care what you say. We have to deport every Indian in this country, including America and Canada. They don’t belong here and they need to go back where they came from. Nobody really likes them. They are the dirtiest people on the Earth. They really are the dirtiest people on earth like you can’t even argue with it. They’re disgusting.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.7895903
Insult0.6991143
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.44713756
Toxic 0.8252207 Moderate Con 0.332 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
15 years ago I was riding the sky train in Vancouver, I think I was in Surrey, and there were so many Punjabis. They smelled really bad. Filthy race. Canada has been effectively colonized and …
15 years ago I was riding the sky train in Vancouver, I think I was in Surrey, and there were so many Punjabis. They smelled really bad. Filthy race. Canada has been effectively colonized and the government allowed it in the name of social justice. Idiotic traitors.
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.802824
Profanity0.39409557
Threat0.015602129
Severe Toxicity0.16960317
Toxic 0.8252207 Moderate Con 0.499 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Come to Niagara falls Ontario. It's nasty how many Indians are here. They need to be shipped back and out of Canada. Dirty nasty rapists
Come to Niagara falls Ontario. It's nasty how many Indians are here. They need to be shipped back and out of Canada. Dirty nasty rapists
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.7063701
Insult0.7418356
Profanity0.39842105
Threat0.1954604
Severe Toxicity0.36435235
Toxic 0.8252207 Moderate Con 0.336 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Blame liberals Fucked up Canada
Blame liberals Fucked up Canada
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.5739874
Profanity0.776286
Threat0.035458352
Severe Toxicity0.35022295
Toxic 0.8252207 Low Con 0.235 Identity Attack Insult Policy_Critique
Aug 28, 2025 Why Canadians Are Turning Against …
Canadian kids cant have kids because they're trying to fit India into our fucking housing market. Its not racist to say, WE ARE CANADA, NOT INDIA. Stop fucking over the future of CANADIAN kids.
Canadian kids cant have kids because they're trying to fit India into our fucking housing market. Its not racist to say, WE ARE CANADA, NOT INDIA. Stop fucking over the future of CANADIAN kids.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.56997263
Profanity0.776286
Threat0.014393489
Severe Toxicity0.35220072
Toxic 0.8252207 Moderate Con 0.415 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
This is fucking infuriating man.
This is fucking infuriating man.
Inside Canada's Indian Invasion... · 80: Cluster #79
Close reading → Discourse → Video sentiment →
Identity Attack0.033784978
Insult0.4125297
Profanity0.86331284
Threat0.009256045
Severe Toxicity0.20067264
Toxic 0.8252207 Moderate Con 0.321 Fear_Threat
Feb 24, 2026 Inside Canada's Indian Invasion...
Thank you for addressing this. Canada has gone to shit.
Thank you for addressing this. Canada has gone to shit.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.5678696
Profanity0.776286
Threat0.008246276
Severe Toxicity0.16960317
Toxic 0.8252207 Moderate Con 0.377 Insult Solidarity
Jan 27, 2026 717 likes Inside Canada's Indian Invasion...
I have major Indian fatigue. As a corporate worker it’s brutal. They imported all these people to bentonville Arkansas and they rent all the houses to 10+ Indians all drive teslas lowered our wages and …
I have major Indian fatigue. As a corporate worker it’s brutal. They imported all these people to bentonville Arkansas and they rent all the houses to 10+ Indians all drive teslas lowered our wages and then they get put in the manager positions and ONLY hire other Indians it’s racist and bias as hell but this is the embodiment of Walmart now it’s pathetic AND THEY KEEP LITTERING EVERY WHERE GOD DAMNIT !!!!!!!!!!!!!!! All sides and ditches are full of trash!!!!!!!! And they walk in the streets!!!!! IM SICK OF THEM
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.6370372
Profanity0.55356324
Threat0.13329996
Severe Toxicity0.45895407
Toxic 0.8252207 Moderate Con 0.478 Identity Attack Insult Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
I love having these people here. This seems like just nothing more than a hate video. Pretty disgusting. What the hell is a "native Canadian"? lol also what the hell does "assimilate to Canadian culture" …
I love having these people here. This seems like just nothing more than a hate video. Pretty disgusting. What the hell is a "native Canadian"? lol also what the hell does "assimilate to Canadian culture" mean? Canada is made up of a ton of different cultures. Stupid video and stupid commentors.
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.37152436
Insult0.7804726
Profanity0.48510036
Threat0.009981008
Severe Toxicity0.16960317
Toxic 0.8252207 Moderate Con 0.493 Insult Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Why would you interview this F$%king Asshole! Worst Premier in Alberta's history!
Why would you interview this F$%king Asshole! Worst Premier in Alberta's history!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.7497506
Profanity0.6069483
Threat0.02492592
Severe Toxicity0.34927294
Toxic 0.8252207 Low Con 0.216 Insult Meta_Commentary
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Bull shit to the ore all pussyfootingaround the question do like trump creat a agency and hut them down and straight into the plane back to idia
Bull shit to the ore all pussyfootingaround the question do like trump creat a agency and hut them down and straight into the plane back to idia
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.07591068
Insult0.5208188
Profanity0.7796426
Threat0.18913531
Severe Toxicity0.35076234
Toxic 0.8252207 Low Con 0.11 Insult Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Spineless Cannada will be captured by US soon 😂😂 then ICE will fuck em♂️🇮🇳 out like dirty rats they are😂 Previously only civilized educated from all over were allowed but now the spineless canada just …
Spineless Cannada will be captured by US soon 😂😂 then ICE will fuck em♂️🇮🇳 out like dirty rats they are😂 Previously only civilized educated from all over were allowed but now the spineless canada just took even the inbreds with negative IQ grepists 0 education restards🖕🏻🤬
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.72756535
Profanity0.6643082
Threat0.13346854
Severe Toxicity0.50703704
Toxic 0.8252207 Low Con 0.202 Identity Attack Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Found one racist white guy who said he also prefers Indians. Tyler has reached new levels of moron.
Found one racist white guy who said he also prefers Indians. Tyler has reached new levels of moron.
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.7827088
Profanity0.41375932
Threat0.010110466
Severe Toxicity0.16960317
Toxic 0.8252207 Low Con 0.166 Identity Attack Insult Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Indian are dirty people ! And grand children of bigot and looters are judgeing
Indian are dirty people ! And grand children of bigot and looters are judgeing
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.7207808
Insult0.71120167
Profanity0.39409557
Threat0.032695748
Severe Toxicity0.36435235
Toxic 0.8252207 Low Con 0.197 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
why nearly of the indian population want to move out of India? fix your goddamn country!
why nearly of the indian population want to move out of India? fix your goddamn country!
Inside Canada's Indian Metropolis (Brampton) · 170: Cluster #169
Close reading → Video sentiment →
Identity Attack0.60238177
Insult0.56997263
Profanity0.7107322
Threat0.05397744
Severe Toxicity0.35368225
Toxic 0.8252207 Low Con 0.198 Identity Attack Insult
Nov 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Exactly what comes to mind when I think of Canada! Congratulations idiots!
Exactly what comes to mind when I think of Canada! Congratulations idiots!
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.26494437
Insult0.8131897
Profanity0.36230123
Threat0.009048914
Severe Toxicity0.026936848
Toxic 0.8252207 Low Con 0.228 Insult
Oct 30, 2025 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.