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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 105 of 1230
The silver lining is that one day the libtards will be the minority in their own countries and treated as third-class citizens, and they won't run shit and be looked down on as trash. At …
The silver lining is that one day the libtards will be the minority in their own countries and treated as third-class citizens, and they won't run shit and be looked down on as trash. At least there's some comfort in knowing that the end for left-wingers and their children will be pure misery.
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.38208112
Insult0.5935568
Profanity0.5643384
Threat0.04718852
Severe Toxicity0.15443328
Moderate 0.6289369 Low Con 0.286 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Our Pathetic Government didn’t clue in, even knowing that India is a huge scammer Country, they let them scam Canada..
Our Pathetic Government didn’t clue in, even knowing that India is a huge scammer Country, they let them scam Canada..
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.6370372
Profanity0.17380778
Threat0.009566744
Severe Toxicity0.023317307
Moderate 0.6289369 Low Con 0.218 Identity Attack Insult Policy_Critique
Oct 5, 2025 IRCC Names India in Study …
All trash punjabis are in Canada , as an Indian I can easily see that
All trash punjabis are in Canada , as an Indian I can easily see that
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.56997263
Profanity0.33453682
Threat0.010705971
Severe Toxicity0.1762085
Moderate 0.6289369 Moderate Con 0.301 Identity Attack Insult Identity_Assertion
Feb 6, 2026 Inside Canada's Indian Invasion...
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get …
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get a f*cking job!
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.18158256
Insult0.4339631
Profanity0.6919765
Threat0.0103175985
Severe Toxicity0.12282934
Moderate 0.6289369 Constructive 0.691 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Pedophile race is calling Indians dirty and his racism shown with an uplifting music.. thats western world for you..
Pedophile race is calling Indians dirty and his racism shown with an uplifting music.. thats western world for you..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.5130944
Profanity0.36230123
Threat0.09776353
Severe Toxicity0.23224114
Moderate 0.6289369 Low Con 0.122 Identity Attack Insult Unverified_Claim
Feb 28, 2026 2 likes Inside Canada's Indian Invasion...
Disgusting human beings
Disgusting human beings
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.25478655
Insult0.6261769
Profanity0.352205
Threat0.013165667
Severe Toxicity0.032316983
Moderate 0.6289369 Low Con 0.267 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
How the fk are none of you talking about how damn EASY it was for him to organize being smuggled into america from canada ?!?!?! Like hello??? That is a HUGE concern.
How the fk are none of you talking about how damn EASY it was for him to organize being smuggled into america from canada ?!?!?! Like hello??? That is a HUGE concern.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.41530323
Profanity0.6242122
Threat0.01052473
Severe Toxicity0.16960317
Moderate 0.6289369 Moderate Con 0.381 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
We need to clean Brampton from these parasites!!! Bring on the eradicators!
We need to clean Brampton from these parasites!!! Bring on the eradicators!
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.6308392
Profanity0.24631839
Threat0.44942492
Severe Toxicity0.049354076
Moderate 0.6289369 Moderate Con 0.307 Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Who cares how many white people work at tim Hortons, how many white people are on welfare is the question 🤔 so God damn lazy and always complaining. Finally you are the minority lol how …
Who cares how many white people work at tim Hortons, how many white people are on welfare is the question 🤔 so God damn lazy and always complaining. Finally you are the minority lol how does it feel ?????
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.5013569
Threat0.013321015
Severe Toxicity0.16960317
Moderate 0.6289369 Moderate Con 0.311 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Coincidentally, Brampton is the shittiest city in Ontario. Thoughts?
Coincidentally, Brampton is the shittiest city in Ontario. Thoughts?
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.18391247
Insult0.5270482
Profanity0.542788
Threat0.008129764
Severe Toxicity0.040387187
Moderate 0.6289369 Low Con 0.236 Insult Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
White people! Racisme needs a come back. Coming from a black man.
White people! Racisme needs a come back. Coming from a black man.
Why Canadians Are Turning Against Immigrants. · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.6682205
Insult0.42743355
Profanity0.2188925
Threat0.053330876
Severe Toxicity0.16960317
Moderate 0.6289369 Moderate Con 0.394 Identity Attack
Aug 28, 2025 Why Canadians Are Turning Against …
Omg, I didn’t know this. What other crap is going on in this country. We are doomed as a country 😢 no wonder we are all broke as hell
Omg, I didn’t know this. What other crap is going on in this country. We are doomed as a country 😢 no wonder we are all broke as hell
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.11860296
Insult0.4302003
Profanity0.5724795
Threat0.010938995
Severe Toxicity0.05025077
Moderate 0.6289369 Moderate Con 0.419
Nov 21, 2025 3 likes Thousands of refugees allowed into …
Stop taking people from india, they are nothing but pure scammers!!!
Stop taking people from india, they are nothing but pure scammers!!!
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.5739874
Profanity0.2882351
Threat0.025271246
Severe Toxicity0.16960317
Moderate 0.6289369 Low Con 0.213 Identity Attack Insult Unverified_Claim
Sep 27, 2025 1 likes IRCC Names India in Study …
LIES LIES and DAMNED LIES. Govt trying to control public opinion, insane
LIES LIES and DAMNED LIES. Govt trying to control public opinion, insane
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.041003603
Insult0.5423875
Profanity0.47435758
Threat0.014048163
Severe Toxicity0.06101104
Moderate 0.6289369 Low Con 0.117 Insult
Dec 29, 2018 How much do refugees and …
Muslims are problem in each country not immigrants.
Muslims are problem in each country not immigrants.
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.69661283
Insult0.4302003
Profanity0.21348765
Threat0.015774792
Severe Toxicity0.16960317
Moderate 0.6289369 Low Con 0.264 Identity Attack
Aug 27, 2025 Why Canadians Are Turning Against …
They are so fake, they get subsidized to go school. They are such liars. They don't give a shit about Canadians. They're all about taking over Canada. They don't need to go to war to …
They are so fake, they get subsidized to go school. They are such liars. They don't give a shit about Canadians. They're all about taking over Canada. They don't need to go to war to take over our country they just assimilate and take it over. Why don't you go look at the Companies they work at and see if they have any Canadian working there.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.33675182
Insult0.62169385
Profanity0.43669638
Threat0.021300001
Severe Toxicity0.067522444
Moderate 0.6289369 Moderate Con 0.388 Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
we all want to burn them
we all want to burn them
Inside Canada's Indian Invasion... · 180: Cluster #179
Close reading → Discourse → Video sentiment →
Identity Attack0.11512129
Insult0.16758773
Profanity0.25275812
Threat0.6943677
Severe Toxicity0.3247677
Moderate 0.6289369 Moderate Con 0.34 Threat Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I've seen more poop in east hastings. Curb your racism dirtbags. No wonder we take your jobs, you hatemongers
I've seen more poop in east hastings. Curb your racism dirtbags. No wonder we take your jobs, you hatemongers
Inside Canada's Indian Invasion... · 151: Cluster #150
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.62169385
Profanity0.38203895
Threat0.020954676
Severe Toxicity0.16960317
Moderate 0.6289369 Moderate Con 0.329 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The indians are very dirty back home and think they can be as dirty in canada which is wrong. Indians need to stop making other places as dirty as their home.
The indians are very dirty back home and think they can be as dirty in canada which is wrong. Indians need to stop making other places as dirty as their home.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6320481
Insult0.5543018
Profanity0.19278693
Threat0.009178371
Severe Toxicity0.104393706
Moderate 0.6289369 Moderate Con 0.32 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
They eating poop😂omg ha ha ha
They eating poop😂omg ha ha ha
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.05794714
Insult0.3470427
Profanity0.4798129
Threat0.023544617
Severe Toxicity0.16960317
Moderate 0.6289369 Moderate Con 0.301 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I just love white anglosphere victimhood, they live in a place better than 95% of human species and then look around and says "wow, this actually sucks"
I just love white anglosphere victimhood, they live in a place better than 95% of human species and then look around and says "wow, this actually sucks"
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5689151
Insult0.46774593
Profanity0.57488567
Threat0.091630474
Severe Toxicity0.20678867
Moderate 0.6289369 Moderate Con 0.338 Identity Attack Moral_Argument
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much …
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much value or diversity to the economy or culture. Thanks to all dumbass liberals voting for this bs
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.65231085
Profanity0.36230123
Threat0.008466354
Severe Toxicity0.02420936
Moderate 0.6289369 Moderate Con 0.328 Insult Policy_Critique
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
I live in cape Breton Island in canwda and I can remember renting a 3 bedroom house for 500 a mont now a one bedroom apartment is 800 a month, u can't find houses/apartments anymore …
I live in cape Breton Island in canwda and I can remember renting a 3 bedroom house for 500 a mont now a one bedroom apartment is 800 a month, u can't find houses/apartments anymore because of all the foreign peopl they brought in. Trying to get a job is also retarded because they higher the foreign people first because the government pays so much of their salary , I just wish they'd all go back the fuck from where they came from easy as that
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.48627716
Profanity0.61633086
Threat0.042662576
Severe Toxicity0.18538254
Moderate 0.6289369 Constructive 0.625 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 …
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 of my grandparents were immigrants to Canada - I really resent today’s immigrants and grifters who claim asylum to avoid leaving. I do not give permission to pay for one more soul. I’m really starting to hate people in general because of all of this.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.57787937
Profanity0.43669638
Threat0.018364733
Severe Toxicity0.08859174
Moderate 0.6289369 Constructive 0.507 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I live in Toronto.. Thank you Tyler for coming to my shitty city and showing the whole world what problem we are having here.
I live in Toronto.. Thank you Tyler for coming to my shitty city and showing the whole world what problem we are having here.
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Video sentiment →
Identity Attack0.2783691
Insult0.4962726
Profanity0.6001929
Threat0.009281937
Severe Toxicity0.07542343
Moderate 0.6289369 Constructive 0.593
Jan 27, 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.