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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 74 of 1230
3:57 No way this Pigger on bike calling us dirty while they literally live on street and smoke crack all day. Whites are generally filthy too. They literally have 2 Girl 1 Cup culture 😭
3:57 No way this Pigger on bike calling us dirty while they literally live on street and smoke crack all day. Whites are generally filthy too. They literally have 2 Girl 1 Cup culture 😭
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.56997263
Profanity0.4098025
Threat0.077831104
Severe Toxicity0.34981552
Moderate 0.687436 Low Con 0.257 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Damn to India.If the government doesn’t stop them from entering, they will spread everywhere like a disease
Damn to India.If the government doesn’t stop them from entering, they will spread everywhere like a disease
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5707127
Insult0.5130944
Profanity0.5724795
Threat0.13262562
Severe Toxicity0.35368225
Moderate 0.687436 Low Con 0.221 Identity Attack Insult
Nov 16, 2025 1 likes IRCC Names India in Study …
Fire all 4 of these garbage!
Fire all 4 of these garbage!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.027614836
Insult0.65231085
Profanity0.27005023
Threat0.44942492
Severe Toxicity0.052940834
Moderate 0.687436 Low Con 0.155 Insult
Sep 28, 2025 46 likes IRCC Names India in Study …
Trump type bashing in Canada now….pathetic
Trump type bashing in Canada now….pathetic
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.084182754
Insult0.7298119
Profanity0.108590275
Threat0.010731863
Severe Toxicity0.02077355
Moderate 0.687436 Low Con 0.158 Insult Meta_Commentary
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Kenny you are just a mouth piece now go back east and shut up
Kenny you are just a mouth piece now go back east and shut up
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.060220852
Insult0.6798578
Profanity0.3051381
Threat0.02250864
Severe Toxicity0.112294696
Moderate 0.687436 Low Con 0.136 Insult Meta_Commentary
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Who's gonna tell these white w h o r e s that it's not u but it's the dollar hagemony u guys are just dumb people just check a 1000 year history it was always …
Who's gonna tell these white w h o r e s that it's not u but it's the dollar hagemony u guys are just dumb people just check a 1000 year history it was always india and China that ruled economic might
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.6675394
Profanity0.5013569
Threat0.061089642
Severe Toxicity0.34969926
Moderate 0.687436 Low Con 0.158 Identity Attack Insult Unverified_Claim
Feb 26, 2026 Inside Canada's Indian Invasion...
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole …
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole will comeback after using chatgpt but I will never be here only my channel bio will be, as reply🤣 Not gonna visit this comment section again 🤮🤮🤮 it st!!!nks 👳🏿‍♂️🤡🖕🏻🤡🤮🤮 so disgusting showing their culture in comments 🖕🏻🤡🤮🤮🤮🤮pos resrards Restarteds can get reply from my channel bio though always.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2846865
Insult0.6336687
Profanity0.4370703
Threat0.13815513
Severe Toxicity0.45895407
Moderate 0.687436 Low Con 0.257 Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Invasion? are you serious? Indians eating poo? problematic video aff.
Invasion? are you serious? Indians eating poo? problematic video aff.
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5130944
Profanity0.4242778
Threat0.042662576
Severe Toxicity0.24482845
Moderate 0.687436 Low Con 0.165 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Fuq the new Canada my country is ruined
Fuq the new Canada my country is ruined
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.43256098
Insult0.46476576
Profanity0.6370159
Threat0.03235042
Severe Toxicity0.24482845
Moderate 0.6863638 Low Con 0.246 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
palantir networks overstrained by the indians bruh they aint even letting big yahu use the damn network
palantir networks overstrained by the indians bruh they aint even letting big yahu use the damn network
Inside Canada's Indian Invasion... · 389: Cluster #388
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.4962726
Profanity0.5865656
Threat0.036149003
Severe Toxicity0.29050803
Moderate 0.6863638 Low Con 0.148 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
IF U BRING THEM IN AND MAKE THEM VOTE U WILL NEVER LOSE... THE DUMB KUNT AND JOE KNEW WHAT THEY WERE DOING
IF U BRING THEM IN AND MAKE THEM VOTE U WILL NEVER LOSE... THE DUMB KUNT AND JOE KNEW WHAT THEY WERE DOING
Inside Canada's Indian Invasion... · 86: Cluster #85
Close reading → Discourse → Video sentiment →
Identity Attack0.031464707
Insult0.71027446
Profanity0.46460027
Threat0.019746035
Severe Toxicity0.10702737
Moderate 0.6863638 Low Con 0.182 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Orang India perusak 😂 beda dengan orang Indonesia. Orang India kampungan dan norak😂
Orang India perusak 😂 beda dengan orang Indonesia. Orang India kampungan dan norak😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.69661283
Insult0.62169385
Profanity0.29209393
Threat0.039256934
Severe Toxicity0.45895407
Moderate 0.6863638 Low Con 0.253 Identity Attack Insult Identity_Assertion
Feb 16, 2026 Inside Canada's Indian Invasion...
Indian people are smarter than these a** foreigners 😂
Indian people are smarter than these a** foreigners 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5739874
Profanity0.48510036
Threat0.020436687
Severe Toxicity0.35076234
Moderate 0.6863638 Low Con 0.202 Identity Attack Insult Identity_Assertion
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
White people a piece of work his information is inaccurate the #1 serial killers in the world are white the #1 baby serial killers are in the UK the #1 sexual perversions are in the …
White people a piece of work his information is inaccurate the #1 serial killers in the world are white the #1 baby serial killers are in the UK the #1 sexual perversions are in the UK according to the WHO CDC UN etc none the less white man on bike is stupid funny
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.61794597
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.20678867
Moderate 0.6863638 Low Con 0.207 Identity Attack Insult Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
What is the reason for this shitgovernment lieberal TRAITORS to be in charge of Canada??? Not sure what the BEOTCH is planning for next! Another huge bowl of word salad????
What is the reason for this shitgovernment lieberal TRAITORS to be in charge of Canada??? Not sure what the BEOTCH is planning for next! Another huge bowl of word salad????
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.6675394
Profanity0.542788
Threat0.025961896
Severe Toxicity0.23224458
Moderate 0.6863638 Low Con 0.141 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Cut a muslim man head man nuh boy to mi place
Cut a muslim man head man nuh boy to mi place
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.6778536
Insult0.4302003
Profanity0.33453682
Threat0.62574995
Severe Toxicity0.4561839
Moderate 0.6863638 Low Con 0.227 Identity Attack Threat Fear_Threat
Sep 11, 2025 Why Canadians Are Turning Against …
There has to be NGOs funding this shit on purpose to allow so many Indians. We are supposed to be diverse, but yet it's only Indians coming in.
There has to be NGOs funding this shit on purpose to allow so many Indians. We are supposed to be diverse, but yet it's only Indians coming in.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.49151286
Profanity0.66405153
Threat0.017156094
Severe Toxicity0.16960317
Moderate 0.6863638 Moderate Con 0.341 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
They need to be fired ....allll of em , they suck at their jobs
They need to be fired ....allll of em , they suck at their jobs
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.057037655
Insult0.5723624
Profanity0.48510036
Threat0.09316374
Severe Toxicity0.11492836
Moderate 0.6863638 Low Con 0.194 Insult Policy_Critique
Nov 21, 2025 1 likes Thousands of refugees allowed into …
4:43 These punjabis are the most racist humans on the planet. They identify themselves as white here in India and maybe in America they change their colors to brown or more like middle eastern ( …
4:43 These punjabis are the most racist humans on the planet. They identify themselves as white here in India and maybe in America they change their colors to brown or more like middle eastern ( MENA ). They calm their ass over to a white nation. But in their own home nation they call themselves as white like...
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5678696
Profanity0.5365423
Threat0.13616586
Severe Toxicity0.35368225
Moderate 0.6863638 Low Con 0.296 Identity Attack Insult Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Disgusting barbaric nation. Padjeheets. Gtfo of Canada.
Disgusting barbaric nation. Padjeheets. Gtfo of Canada.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.65231085
Profanity0.39409557
Threat0.022335978
Severe Toxicity0.4011458
Moderate 0.6863638 Low Con 0.114 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It's true that American and Canadian don't know how to wiped their asses?
It's true that American and Canadian don't know how to wiped their asses?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38208112
Insult0.46774593
Profanity0.5365423
Threat0.075531214
Severe Toxicity0.16960317
Moderate 0.6863638 Low Con 0.2 Humor_Satire
Feb 5, 2026 5 likes Inside Canada's Indian Invasion...
My wife can't get a job because all the places she applies are full of student worker immigrants. It's all on me to work 6 days a week and I'm fucking breaking. I've become full …
My wife can't get a job because all the places she applies are full of student worker immigrants. It's all on me to work 6 days a week and I'm fucking breaking. I've become full of hate and racism.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.44802538
Profanity0.68353343
Threat0.021990653
Severe Toxicity0.17926651
Moderate 0.6863638 Constructive 0.561 Identity Attack
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Come to Edmonton and see what we have here, too! Same CRAP.
Come to Edmonton and see what we have here, too! Same CRAP.
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.059311368
Insult0.5678696
Profanity0.5365423
Threat0.009256045
Severe Toxicity0.02406851
Moderate 0.6863638 Low Con 0.243 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
This is just more of the juice Kalergi Plan to enforce white replacement of all western countries. If citizens had any courage they would organize and kick them out of once white Canada. The only …
This is just more of the juice Kalergi Plan to enforce white replacement of all western countries. If citizens had any courage they would organize and kick them out of once white Canada. The only way to save Canada, America, Europe, and western countries is mass deportation and shut the borders! Most of us don't want your stinky invaders here nor your bullsh*t non assimilating cultures! GTFO!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.6308392
Profanity0.5013569
Threat0.13815513
Severe Toxicity0.23225145
Moderate 0.6863638 Low Con 0.266 Identity Attack Insult Unverified_Claim
Feb 20, 2026 Inside Canada's Indian Invasion...
Ban all indian visas, immigrant etc. Canada stinks enough
Ban all indian visas, immigrant etc. Canada stinks enough
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.7063701
Insult0.5678696
Profanity0.22622968
Threat0.013702838
Severe Toxicity0.16960317
Moderate 0.6863638 Low Con 0.157 Identity Attack Insult
Oct 3, 2025 1 likes IRCC Names India in Study …
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.