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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 189 of 1230
9:04 I didn't see a human, all I saw was a cockroach.
9:04 I didn't see a human, all I saw was a cockroach.
Inside Canada's Indian Metropolis (Brampton) · 144: Cluster #143
Close reading → Video sentiment →
Identity Attack0.07094744
Insult0.40243408
Profanity0.39026237
Threat0.030623792
Severe Toxicity0.03590374
Moderate 0.5024724 Moderate Con 0.337
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
Probably have the best food!!!! And at least theyre not muslims
Probably have the best food!!!! And at least theyre not muslims
Inside Canada's Indian Metropolis (Brampton) · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.5948528
Insult0.27558193
Profanity0.16217725
Threat0.013269233
Severe Toxicity0.038593806
Moderate 0.5024724 Low Con 0.286 Identity Attack
Oct 31, 2025 Inside Canada's Indian Metropolis (Brampton)
Our government absolutely hates us. Just wants taxes. Canadians are weak ,Divided, and don’t care anymore. I’m hoping for a direct asteroid hit or some one nukes us. I give up.
Our government absolutely hates us. Just wants taxes. Canadians are weak ,Divided, and don’t care anymore. I’m hoping for a direct asteroid hit or some one nukes us. I give up.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4139151
Insult0.4125297
Profanity0.15635987
Threat0.5195707
Severe Toxicity0.059217658
Moderate 0.5024724 Moderate Con 0.392 Threat Fear_Threat
Sep 9, 2025 Why Canadians Are Turning Against …
4:49 LMFAO "We dont feel any racism here" "I'm as racist as the next guy"
4:49 LMFAO "We dont feel any racism here" "I'm as racist as the next guy"
Inside Canada's Indian Invasion... · 213: Cluster #212
Close reading → Discourse → Video sentiment →
Identity Attack0.37507164
Insult0.26957804
Profanity0.2659008
Threat0.075531214
Severe Toxicity0.041283876
Moderate 0.5024724 Moderate Con 0.304 Humor_Satire
Jan 27, 2026 50 likes Inside Canada's Indian Invasion...
so your telling me I don't have to go to hell 🙄🤣
so your telling me I don't have to go to hell 🙄🤣
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0031164777
Insult0.18795097
Profanity0.007730965
Threat0.005328188
Severe Toxicity0.000022447595
Moderate 0.49858868 Humor_Satire
Jan 6, 2026
ĹOSING IT?!?!?..ITS GONE..I'M 67 ..grew up here and HATE IT NOW
ĹOSING IT?!?!?..ITS GONE..I'M 67 ..grew up here and HATE IT NOW
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.09080041
Insult0.25998658
Profanity0.21348765
Threat0.05042134
Severe Toxicity0.023974609
Moderate 0.4977744 Moderate Con 0.404
Aug 31, 2025 2 likes Why Canadians Are Turning Against …
illegal Hindus and Sikh is better than legal muslims.
illegal Hindus and Sikh is better than legal muslims.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.3470427
Profanity0.15195307
Threat0.019573374
Severe Toxicity0.051147457
Moderate 0.4977744 Low Con 0.203 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
That dude on bike ignorant
That dude on bike ignorant
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.037909906
Insult0.5678696
Profanity0.2356715
Threat0.008764107
Severe Toxicity0.015092585
Moderate 0.4977744 Low Con 0.295 Insult Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Sikhs r rule followers it's in their dna . But hindus they have a habit of destroying places
Sikhs r rule followers it's in their dna . But hindus they have a habit of destroying places
Inside Canada's Indian Metropolis (Brampton) · 22: Cluster #21
Close reading → Video sentiment →
Identity Attack0.5680164
Insult0.45135358
Profanity0.240511
Threat0.13815513
Severe Toxicity0.23223428
Moderate 0.4977744 Low Con 0.28 Identity Attack
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Damnnnn you came to my city wish I knew
Damnnnn you came to my city wish I knew
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.02439919
Insult0.24767025
Profanity0.55356324
Threat0.011612174
Severe Toxicity0.024350211
Moderate 0.4977744 Moderate Con 0.43 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you Tyler Oliveira for saving The White Race. 🙂 Indians are very dangerous in Canada. 😰
Thank you Tyler Oliveira for saving The White Race. 🙂 Indians are very dangerous in Canada. 😰
Inside Canada's Indian Invasion... · 276: Cluster #275
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.36193377
Profanity0.09324962
Threat0.039256934
Severe Toxicity0.023176458
Moderate 0.4977744 Moderate Con 0.409 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada immigration is a joke and a disgrace to America.
Canada immigration is a joke and a disgrace to America.
Canada’s new rules in 2026 · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.4596616
Profanity0.068967216
Threat0.009359611
Severe Toxicity0.023076924
Moderate 0.4977744 Low Con 0.253 Identity Attack
Jan 9, 2026 Canada’s new rules in 2026
Why. Simple. Have been sold out by our leaders. They are traitors. No accident no mistake no coincidence. One world government W.E.F demons!!!
Why. Simple. Have been sold out by our leaders. They are traitors. No accident no mistake no coincidence. One world government W.E.F demons!!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.078392304
Insult0.5362655
Profanity0.18909787
Threat0.013321015
Severe Toxicity0.020127986
Moderate 0.4977744 Low Con 0.179 Insult
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
The Polish guy was a racist. Put a shirt on at least.
The Polish guy was a racist. Put a shirt on at least.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48990932
Insult0.4710501
Profanity0.16031636
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.4977744 Low Con 0.226 Meta_Commentary
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Best thing that Alberta did was boot Kenney out. He’s a liberal blowhole.
Best thing that Alberta did was boot Kenney out. He’s a liberal blowhole.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.53014356
Profanity0.29209393
Threat0.03165977
Severe Toxicity0.023076924
Moderate 0.4977744 Low Con 0.238 Insult Meta_Commentary
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
lmao imagine thinking that people living in Canada, immigrant or not, would want to go live in the fkng USA 🤣
lmao imagine thinking that people living in Canada, immigrant or not, would want to go live in the fkng USA 🤣
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3908055
Insult0.36798462
Profanity0.48510036
Threat0.008712323
Severe Toxicity0.05025077
Moderate 0.4977744 Low Con 0.176 Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
13:47 what's with Tyler doing their accent wtf
13:47 what's with Tyler doing their accent wtf
Inside Canada's Indian Invasion... · 178: Cluster #177
Close reading → Discourse → Video sentiment →
Identity Attack0.026609946
Insult0.23237456
Profanity0.47435758
Threat0.01052473
Severe Toxicity0.02444411
Moderate 0.4977744 Moderate Con 0.314 Meta_Commentary
Jan 27, 2026 33 likes Inside Canada's Indian Invasion...
Pay no taxes what world does that crack head live in
Pay no taxes what world does that crack head live in
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.029917859
Insult0.5588244
Profanity0.2263305
Threat0.0287245
Severe Toxicity0.023076924
Moderate 0.4977744 Low Con 0.135 Insult
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
What a racist
What a racist
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.48228607
Profanity0.196476
Threat0.009929225
Severe Toxicity0.023076924
Moderate 0.4977744 Moderate Con 0.347 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
To be fair Ontario is a MAJOR liberal province. They did all this immigration bullshit to themselves! Don’t get me wrong it’s bad in Alberta but not that bad! Makes me happy to see that …
To be fair Ontario is a MAJOR liberal province. They did all this immigration bullshit to themselves! Don’t get me wrong it’s bad in Alberta but not that bad! Makes me happy to see that the blue plates are reaping what they sow. Ps come to Alberta @tyler give ya some more perspective and see why Alberta is separating. This is a huge part of it
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2816105
Insult0.4196762
Profanity0.48510036
Threat0.01052473
Severe Toxicity0.023927659
Moderate 0.4977744 Constructive 0.528 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians really speedrunning the nicest people wanting them dead
Indians really speedrunning the nicest people wanting them dead
Inside Canada's Indian Metropolis (Brampton) · 70: Cluster #69
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.28997475
Profanity0.2600683
Threat0.5085751
Severe Toxicity0.16960317
Moderate 0.4977744 Low Con 0.178 Threat
Dec 14, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
these bio weapons ruined india, now they will come to your nation and tell you how to ruin yours and if you dont accept u r racist btw , india was just voted the most …
these bio weapons ruined india, now they will come to your nation and tell you how to ruin yours and if you dont accept u r racist btw , india was just voted the most polluted nation on earth by far
Inside Canada's Indian Invasion... · 282: Cluster #281
Close reading → Discourse → Video sentiment →
Identity Attack0.4774257
Insult0.40698266
Profanity0.22592722
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.4977744 Low Con 0.265 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If Carney "doesn't suffer fools gladly" he would have gotten rid of most of his Ministers long ago. He deliberately promotes people far above their abilities simply because HE DOES NOT CARE.
If Carney "doesn't suffer fools gladly" he would have gotten rid of most of his Ministers long ago. He deliberately promotes people far above their abilities simply because HE DOES NOT CARE.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.011839314
Insult0.5678696
Profanity0.094542764
Threat0.038220957
Severe Toxicity0.013607788
Moderate 0.4977744 Low Con 0.269 Insult Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
8:30 I was tryna give this guy the benefit of the doubt like he has a bit of a point but then he just outright said ALL Africans are the problem 💔
8:30 I was tryna give this guy the benefit of the doubt like he has a bit of a point but then he just outright said ALL Africans are the problem 💔
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.55803186
Insult0.336253
Profanity0.19401662
Threat0.02181799
Severe Toxicity0.024819711
Moderate 0.4977744 Constructive 0.508 Identity Attack
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says …
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says what Canadians want to hear, but I feel he's stupider than Trump. He's Maple Trump. I was hoping the Conservatives would of gotten a new leader, a smart guy, but nope, let's put PP out their again and hope the 2nd or 3rd or 4th times the charm.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.06522302
Insult0.5739874
Profanity0.17803068
Threat0.010447056
Severe Toxicity0.014382465
Moderate 0.4977744 Constructive 0.542 Insult Personal_Narrative
Feb 24, 2026 3 likes '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.