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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: 0.5 – 1 4,704 comments · Page 71 of 189
Canada forces its soliders to pay for their own gear. It's bullshit !!!!!!!!! They have to go !!!! Cansda is fed up and when you push canadians too far, they WILL fight back, i know …
Canada forces its soliders to pay for their own gear. It's bullshit !!!!!!!!! They have to go !!!! Cansda is fed up and when you push canadians too far, they WILL fight back, i know that for a fact !!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5130944
Profanity0.6242122
Threat0.061736204
Severe Toxicity0.19149859
Toxic 0.7105462 Moderate Con 0.356 Insult Call_To_Action
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Why do Liberals put the dumbest people on the planet in ministers position
Why do Liberals put the dumbest people on the planet in ministers position
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.17459276
Insult0.71551245
Profanity0.35597226
Threat0.009411395
Severe Toxicity0.023076924
Toxic 0.7105462 Low Con 0.206 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
We don't want their crap,they bring with them.
We don't want their crap,they bring with them.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1015541
Insult0.54471385
Profanity0.6242122
Threat0.0138755
Severe Toxicity0.044870634
Toxic 0.7105462 Low Con 0.18 Insult Identity_Assertion
Nov 3, 2025 1 likes Why Canadians Are Turning Against …
Please do a video on khalistan once you'll do it you'll understand it's a completely idiotic ideology
Please do a video on khalistan once you'll do it you'll understand it's a completely idiotic ideology
Inside Canada's Indian Invasion... · 130: Cluster #129
Close reading → Video sentiment →
Identity Attack0.39773783
Insult0.58196646
Profanity0.44431314
Threat0.048158366
Severe Toxicity0.16960317
Toxic 0.7105462 Low Con 0.197 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
I guess we fna start getting on some goon shit.. back to face coverings to do what we gotta do.
I guess we fna start getting on some goon shit.. back to face coverings to do what we gotta do.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.14019285
Insult0.5130944
Profanity0.70864636
Threat0.049128212
Severe Toxicity0.16960317
Toxic 0.7105462 Moderate Con 0.315 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Idiots voted carney in forgot all the damage over the last 10 years. Meanwhile carney has literally gone against his platform. Signed a worse deal with trump and "elbows up" has disappeared. Good thing I …
Idiots voted carney in forgot all the damage over the last 10 years. Meanwhile carney has literally gone against his platform. Signed a worse deal with trump and "elbows up" has disappeared. Good thing I have a way to Mexico. Good reponsible law abiding tax payer done here in Canada after 34 years.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.058401883
Insult0.7344449
Profanity0.29209393
Threat0.009359611
Severe Toxicity0.023076924
Toxic 0.7105462 Constructive 0.51 Insult
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
How the fuck he gets the permanent residency how ??
How the fuck he gets the permanent residency how ??
Inside Canada's Indian Invasion... · 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.016762028
Insult0.24928534
Profanity0.759977
Threat0.009048914
Severe Toxicity0.16960317
Moderate 0.6989911 Low Con 0.268
Jan 27, 2026 Inside Canada's Indian Invasion...
Most people are angry at the Liberals (rightfully so) BUT personally im far more angrier at the Liberal voters. Ya just cant beat stupid,They out number us !!!
Most people are angry at the Liberals (rightfully so) BUT personally im far more angrier at the Liberal voters. Ya just cant beat stupid,They out number us !!!
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.19298288
Insult0.71120167
Profanity0.33453682
Threat0.026479885
Severe Toxicity0.023076924
Moderate 0.6989911 Moderate Con 0.418 Insult
Aug 25, 2025 7 likes Why Canadians Are Turning Against …
Enough of this crap! Canadians we have to take our country back. Common Sense and Christian values have to come first again. If that is racist then so be it!
Enough of this crap! Canadians we have to take our country back. Common Sense and Christian values have to come first again. If that is racist then so be it!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.58196646
Profanity0.5365423
Threat0.013010317
Severe Toxicity0.10702737
Moderate 0.6989911 Moderate Con 0.348 Insult Call_To_Action
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I can’t wait for Alberta to separate then we can kick out and deal with our own shit
I can’t wait for Alberta to separate then we can kick out and deal with our own shit
Inside Canada's Indian Invasion... · 140: Cluster #139
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.4596616
Profanity0.6672561
Threat0.22120713
Severe Toxicity0.13336399
Moderate 0.6989911 Moderate Con 0.364 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
4:10 bro all indian dont eat poop pls stop spreading that, and if you think I'm lying and prove it, go to India and show other people, except those people from that village eating poop
4:10 bro all indian dont eat poop pls stop spreading that, and if you think I'm lying and prove it, go to India and show other people, except those people from that village eating poop
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.4339631
Profanity0.44431314
Threat0.06238277
Severe Toxicity0.34989303
Moderate 0.6989911 Moderate Con 0.376 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro thinks africans have lower IQ than people with downsymdrome.... Bros just racist lmao
Bro thinks africans have lower IQ than people with downsymdrome.... Bros just racist lmao
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5497792
Profanity0.33453682
Threat0.02181799
Severe Toxicity0.2391185
Moderate 0.6989911 Low Con 0.235 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Better than black people by far they need to get rid of that stupid hay sometimes it’s hot when it’s not so big Should of covered up up white mamas face we needa here the …
Better than black people by far they need to get rid of that stupid hay sometimes it’s hot when it’s not so big Should of covered up up white mamas face we needa here the truth Black people always staring forcing there presence on people think it’s funny to harass people can never mind there business or respect peoples preferences or beliefs. They all need to be sent back to Africa ect. Let’s do a American poll and world and go on that for ice to get them
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.57787937
Profanity0.43669638
Threat0.36820486
Severe Toxicity0.35368225
Moderate 0.6989911 Moderate Con 0.429 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Indian, I am telling you they are fucking terrorist group. Its just one state people. There are upper class in many states and highly educated but they don't move. In Rajasthan many people …
As a Indian, I am telling you they are fucking terrorist group. Its just one state people. There are upper class in many states and highly educated but they don't move. In Rajasthan many people are unofficial millionaire. Never underestimate india.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.47178617
Insult0.5130944
Profanity0.70864636
Threat0.050098058
Severe Toxicity0.29050803
Moderate 0.6989911 Constructive 0.626 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Disgusting hindus🤮
Disgusting hindus🤮
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.6675394
Profanity0.40878695
Threat0.079364374
Severe Toxicity0.52891463
Moderate 0.6989911 Low Con 0.259 Identity Attack Insult Identity_Assertion
Feb 9, 2026 5 likes Inside Canada's Indian Invasion...
Liberals across the West are an exceptionally idiotic bunch with no real ideology or any kind of plan, the only thing they do is getting behind any guy playing the victim card !! I am …
Liberals across the West are an exceptionally idiotic bunch with no real ideology or any kind of plan, the only thing they do is getting behind any guy playing the victim card !! I am a new immigrant not from the West and I feel this really !!
Inside Canada's Indian Metropolis (Brampton) · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.4054415
Insult0.71120167
Profanity0.3597395
Threat0.014911477
Severe Toxicity0.034110364
Moderate 0.6989911 Moderate Con 0.431 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are one of the most hypocritic and overconfident people i have ever seen
Indians are one of the most hypocritic and overconfident people i have ever seen
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6308392
Profanity0.30690086
Threat0.019918699
Severe Toxicity0.16960317
Moderate 0.6989911 Low Con 0.28 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
As a Indian, most of the people in the comment section blame trudeau, Jagmeet, ndp and liberals for this. But i think the dumb Canadians are fully responsible for all of these. From 2015 to …
As a Indian, most of the people in the comment section blame trudeau, Jagmeet, ndp and liberals for this. But i think the dumb Canadians are fully responsible for all of these. From 2015 to reelecting the same shit government that created all this chaos.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.6677319
Profanity0.541926
Threat0.011146127
Severe Toxicity0.16960317
Moderate 0.6989911 Moderate Con 0.49 Identity Attack Insult
Jun 24, 2025 1 likes How Canada broke its immigration …
WE IN CANADA NEED TO BAN SHARIA LAW. WE DONT WANT THAT EVIL SATANIC GARBAGE IN OUR COUNTRY
WE IN CANADA NEED TO BAN SHARIA LAW. WE DONT WANT THAT EVIL SATANIC GARBAGE IN OUR COUNTRY
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.5051609
Insult0.65865606
Profanity0.33453682
Threat0.022163315
Severe Toxicity0.16960317
Moderate 0.6989911 Low Con 0.173 Identity Attack Insult
Aug 31, 2025 2 likes Why Canadians Are Turning Against …
I had love this very much but I am thinking about moving away even our highway and roads way have become very dangerous and these Indians are very dirty and nasty
I had love this very much but I am thinking about moving away even our highway and roads way have become very dangerous and these Indians are very dirty and nasty
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6308392
Profanity0.39026237
Threat0.040638234
Severe Toxicity0.22513679
Moderate 0.6989911 Constructive 0.551 Identity Attack Insult Fear_Threat
Sep 7, 2025 Why Canadians Are Turning Against …
enough with the bullshit myth that we had/have a great immigration system, we haven't for decades, only a complete moron would say so, like Ivison who keeps lying saying there was "CONSENSUS" among who? the …
enough with the bullshit myth that we had/have a great immigration system, we haven't for decades, only a complete moron would say so, like Ivison who keeps lying saying there was "CONSENSUS" among who? the politicians? the greedy businesses that want slave labour, cheap labour, the NDP zealots? cause in almost 60 yrs, I've never once, ever, never heard anyone say that they wanted more immigrants in Canada, ever
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.2808415
Insult0.6308392
Profanity0.58072567
Threat0.011715741
Severe Toxicity0.16960317
Moderate 0.6989911 Moderate Con 0.486 Insult Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
kenney is a jag off clown egotistical prick thinks he ,s special
kenney is a jag off clown egotistical prick thinks he ,s special
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.109318495
Insult0.71120167
Profanity0.46460027
Threat0.011974656
Severe Toxicity0.23223428
Moderate 0.6989911 Low Con 0.141 Insult Policy_Critique
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
DIRTY PAKIS DEPORT!!!
DIRTY PAKIS DEPORT!!!
Why Canadians Are Turning Against Immigrants. · 57: Cluster #56
Close reading → Video sentiment →
Identity Attack0.6853638
Insult0.6051471
Profanity0.36302176
Threat0.1115629
Severe Toxicity0.50703704
Moderate 0.6989911 Low Con 0.153 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Thank all the people that voted liberal for all this garbage going on. Thanks to all you woke jokes. Done with this trash go home and don't come back
Thank all the people that voted liberal for all this garbage going on. Thanks to all you woke jokes. Done with this trash go home and don't come back
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.23391083
Insult0.6991143
Profanity0.22522148
Threat0.020954676
Severe Toxicity0.023974609
Moderate 0.6989911 Moderate Con 0.305 Insult Call_To_Action
Aug 29, 2025 Why Canadians Are Turning Against …
What if the Punjabi people decided to live only in a few places? like Chestermere (in Alberta)?—simply because of the fact there is a Gurudwara? Imagine building a Gurdwara in Stetler, Alberta—the brow raises, the …
What if the Punjabi people decided to live only in a few places? like Chestermere (in Alberta)?—simply because of the fact there is a Gurudwara? Imagine building a Gurdwara in Stetler, Alberta—the brow raises, the stares etc. You should interview successful white people, no the homeless ones, ofcourse they are going to blame the visbily succesful ones—but then just like he said he does not give a shit, the punjabis to does not give a shit,
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.54471385
Profanity0.6919765
Threat0.016120117
Severe Toxicity0.18538254
Moderate 0.6989911 Moderate Con 0.487 Identity Attack Insult Identity_Assertion
Feb 1, 2026 1 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.