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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 65 of 189
Us poor white trash that man is wild
Us poor white trash that man is wild
Inside Canada's Indian Invasion... · 397: Cluster #396
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.6500014
Profanity0.4113413
Threat0.021472665
Severe Toxicity0.2322463
Toxic 0.7252971 Low Con 0.281 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro just claimed r*pe was a part of African culture—the whole continent—with his whole chest. That’s a special kind of stupid 😭
Bro just claimed r*pe was a part of African culture—the whole continent—with his whole chest. That’s a special kind of stupid 😭
Inside Canada's Indian Invasion... · 95: Cluster #94
Close reading → Discourse → Video sentiment →
Identity Attack0.3072352
Insult0.67254376
Profanity0.5013569
Threat0.008505191
Severe Toxicity0.101760045
Toxic 0.7252971 Low Con 0.268 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
https://youtu.be/dfsM9ljDGYA?si=qSWEEtWF5hjBNUgr Ugly immigrants freeloaders, perveed
https://youtu.be/dfsM9ljDGYA?si=qSWEEtWF5hjBNUgr Ugly immigrants freeloaders, perveed
Why Canadians Are Turning Against Immigrants. · 76: Cluster #75
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.65129566
Profanity0.39409557
Threat0.023026628
Severe Toxicity0.3476075
Toxic 0.7252971 Low Con 0.189 Identity Attack Insult
Aug 27, 2025 Why Canadians Are Turning Against …
Reporting this tacky ass clickbait
Reporting this tacky ass clickbait
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.051353373
Insult0.47273466
Profanity0.6321197
Threat0.031314444
Severe Toxicity0.17926651
Toxic 0.7252971 Low Con 0.244 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The white guy on the bike is a as ignorant as the next guy. Africa is a whole ass continent with 54 countries. Canada is one country. Rape is NOT part of African Culture intact …
The white guy on the bike is a as ignorant as the next guy. Africa is a whole ass continent with 54 countries. Canada is one country. Rape is NOT part of African Culture intact over 50% of rapes are white male aggressors
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6413409
Insult0.6308392
Profanity0.4840093
Threat0.15276608
Severe Toxicity0.34950548
Toxic 0.7252971 Moderate Con 0.398 Identity Attack Insult Moral_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
Why are they worshipping canadian river or lake...it is not Ganga or Yamuna river...that is funny and embarrassing...educated idiots...i am a punjabi immigrant but that is idiotic..it should not be allowed and they should be …
Why are they worshipping canadian river or lake...it is not Ganga or Yamuna river...that is funny and embarrassing...educated idiots...i am a punjabi immigrant but that is idiotic..it should not be allowed and they should be fined for doing that..but oh wait it is against Canadian values where criminals can come to your home and victim gets charged for protecting his/her family
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.75027496
Profanity0.2963245
Threat0.013321015
Severe Toxicity0.05742428
Toxic 0.7252971 Moderate Con 0.487 Insult Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
They will put their speakers on from their arse then cry loudly under mics and put firecrackers inside their brownhole whenever a festival arrives 🖕🏻👳🏿‍♂️🕳️🩸
They will put their speakers on from their arse then cry loudly under mics and put firecrackers inside their brownhole whenever a festival arrives 🖕🏻👳🏿‍♂️🕳️🩸
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17536941
Insult0.46476576
Profanity0.596623
Threat0.34804323
Severe Toxicity0.34966052
Toxic 0.7252971 Low Con 0.203 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
who let her in...get out diablo...she's not nice ...she's a mutt
who let her in...get out diablo...she's not nice ...she's a mutt
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.06658725
Insult0.6308392
Profanity0.46460027
Threat0.051067904
Severe Toxicity0.23224458
Toxic 0.7252971 Moderate Con 0.341 Insult Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
india is basically the rape capital of the world lol
india is basically the rape capital of the world lol
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6413409
Insult0.5130944
Profanity0.44249827
Threat0.2836219
Severe Toxicity0.35368225
Toxic 0.7252971 Low Con 0.124 Identity Attack Insult Unverified_Claim
Feb 27, 2026 2 likes Inside Canada's Indian Invasion...
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably …
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably any other province or city you got homeless white canadian's smoking phentanyl. I hope that's not canadian culture. Blame your system and not only immigrants. A lot of people from outside are the reasons you guys are surviving today, infact 90% of your country's economy based on immigration. Canada only has false hopes, joblessness and homelessness for everybody because the government has completely failed and is only running sham schemes to fill their pockets.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55011386
Insult0.6051471
Profanity0.64657205
Threat0.045572113
Severe Toxicity0.3532795
Toxic 0.7252971 Constructive 0.524 Identity Attack Insult Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
O lado bom é, o Canadá é uma merda e não pode piorar
O lado bom é, o Canadá é uma merda e não pode piorar
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5678696
Profanity0.70864636
Threat0.0113014765
Severe Toxicity0.23225316
Toxic 0.7252971 Low Con 0.256 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is cooked, its all down hill from here. Shit world country loading up. Bring on the hard times so these ppl leave again
Canada is cooked, its all down hill from here. Shit world country loading up. Bring on the hard times so these ppl leave again
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37012735
Insult0.5130944
Profanity0.68353343
Threat0.045572113
Severe Toxicity0.16960317
Toxic 0.7252971 Low Con 0.24 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Liberal minions screwed Canada and they’re still ministers in parliament even after they messed up because morons keep voting them in.
Liberal minions screwed Canada and they’re still ministers in parliament even after they messed up because morons keep voting them in.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.20483385
Insult0.7344449
Profanity0.39409557
Threat0.008505191
Severe Toxicity0.024678862
Toxic 0.7252971 Low Con 0.156 Insult Policy_Critique
Jan 20, 2026 1 likes Why Canada’s immigration system has …
dont understand the muslim hate, lwk stupid. yes the guy in the blue jacket was right, if ur immigrating u need to stand and adopt their values
dont understand the muslim hate, lwk stupid. yes the guy in the blue jacket was right, if ur immigrating u need to stand and adopt their values
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.67254376
Profanity0.39842105
Threat0.017846745
Severe Toxicity0.15443328
Toxic 0.7252971 Moderate Con 0.384 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
It sucks living here
It sucks living here
Inside Canada's Indian Invasion... · 57: Cluster #56
Close reading → Discourse → Video sentiment →
Identity Attack0.11396073
Insult0.4555076
Profanity0.6242122
Threat0.0076766624
Severe Toxicity0.14126498
Toxic 0.7252971 Moderate Con 0.414 Personal_Narrative
Feb 5, 2026 4 likes Inside Canada's Indian Invasion...
As a Canadian, man this is super racist. People are people, f*** off with this.
As a Canadian, man this is super racist. People are people, f*** off with this.
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.37152436
Insult0.5145894
Profanity0.6528205
Threat0.026652548
Severe Toxicity0.16960317
Toxic 0.72028047 Moderate Con 0.374 Insult Moral_Argument
Feb 26, 2026 3 likes Inside Canada's Indian Invasion...
Who could be an actual "Racist" in this Multicultural Nation? This is ONLY being said inorder to Cover Their Tracks! To Blame their Stupidity on SOMEONE ELSE is what they do REGULARILY! FIRE THEM ALL!
Who could be an actual "Racist" in this Multicultural Nation? This is ONLY being said inorder to Cover Their Tracks! To Blame their Stupidity on SOMEONE ELSE is what they do REGULARILY! FIRE THEM ALL!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.37879246
Insult0.7065844
Profanity0.33317488
Threat0.34804323
Severe Toxicity0.16960317
Toxic 0.72028047 Low Con 0.22 Insult Identity_Assertion
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Bloody racist beggar...
Bloody racist beggar...
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.2964622
Insult0.71120167
Profanity0.29279903
Threat0.030969119
Severe Toxicity0.16960317
Toxic 0.72028047 Low Con 0.276 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
0:39 someone looked at that and said yea I know what will make this better let's flood the place with dysgenic poop eating Indians
0:39 someone looked at that and said yea I know what will make this better let's flood the place with dysgenic poop eating Indians
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.5015486
Profanity0.48510036
Threat0.37858796
Severe Toxicity0.35368225
Toxic 0.72028047 Low Con 0.174 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Damnit dude I wish I ran into you
Damnit dude I wish I ran into you
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.053854458
Insult0.4339631
Profanity0.68353343
Threat0.5195707
Severe Toxicity0.2733782
Toxic 0.72028047 Moderate Con 0.405 Threat Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
You know what all the whites are homeless with all the white privilege and it’s funny listen reason why hate comments are more because all the haters don’t have jobs 😂😂😂😂 they don’t work but …
You know what all the whites are homeless with all the white privilege and it’s funny listen reason why hate comments are more because all the haters don’t have jobs 😂😂😂😂 they don’t work but want money 😂😂😂😂 so they are free all the time and comment shit stuff about hard working immigrants 😂😂😂
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.57957685
Insult0.48627716
Profanity0.5013569
Threat0.039256934
Severe Toxicity0.3525603
Toxic 0.72028047 Low Con 0.294 Identity Attack
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
dude majority of these indians can barely speak english and they stink so bad bro
dude majority of these indians can barely speak english and they stink so bad bro
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.5739874
Profanity0.38343847
Threat0.035458352
Severe Toxicity0.26195827
Toxic 0.72028047 Low Con 0.175 Identity Attack Insult Identity_Assertion
Feb 5, 2026 Inside Canada's Indian Invasion...
I hate foreigners. They do nothing but destroy American history and now they're doing it to Canada. Deport all of them!!
I hate foreigners. They do nothing but destroy American history and now they're doing it to Canada. Deport all of them!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7778623
Insult0.46625584
Profanity0.22429734
Threat0.19229786
Severe Toxicity0.17315048
Toxic 0.72028047 Moderate Con 0.332 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian, what I've noticed the most is that they're very arrogant, very ignorant people. Its very strange coming from a group so ugly, and smelly tbh...
As a Canadian, what I've noticed the most is that they're very arrogant, very ignorant people. Its very strange coming from a group so ugly, and smelly tbh...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40883094
Insult0.7418356
Profanity0.22693542
Threat0.008129764
Severe Toxicity0.02430326
Toxic 0.72028047 Moderate Con 0.473 Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Poor Punjabi girl we don’t feel lots of racism here then people say over there they eat shit poop on the buses lmao
Poor Punjabi girl we don’t feel lots of racism here then people say over there they eat shit poop on the buses lmao
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.4054415
Insult0.48399165
Profanity0.58072567
Threat0.1329628
Severe Toxicity0.35368225
Toxic 0.72028047 Moderate Con 0.399 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
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.