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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 122 of 189
"Brought to you by the corporate scum brainwashing your nation at this very moment" Stop listening to zombies that hate you
"Brought to you by the corporate scum brainwashing your nation at this very moment" Stop listening to zombies that hate you
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.099072486
Insult0.6308392
Profanity0.3051381
Threat0.012699619
Severe Toxicity0.023152983
Moderate 0.60152835 Low Con 0.191 Insult Fear_Threat
Jun 21, 2025 How Canada broke its immigration …
I hope Trump makes it worse for the Canadians. Canada, Europe; they're gone. If Trump saves us in the US; which I don't believe he can because there are too many stupid Americans. If he …
I hope Trump makes it worse for the Canadians. Canada, Europe; they're gone. If Trump saves us in the US; which I don't believe he can because there are too many stupid Americans. If he does; we will need to look toward east Europe and Russia. After I he west collapses itself these nations will rise due to their unity. China will also rise. The West is going down.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.6308392
Profanity0.22663295
Threat0.0347677
Severe Toxicity0.023076924
Moderate 0.60152835 Moderate Con 0.443 Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
they scam us and eat poo, that's wild bro
they scam us and eat poo, that's wild bro
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.047706615
Insult0.39297962
Profanity0.4401715
Threat0.038220957
Severe Toxicity0.12809667
Moderate 0.60152835 Low Con 0.26 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
QUIT importing muslims and QUIT importing INDIANS NOW! - Signed angry Canadian.
QUIT importing muslims and QUIT importing INDIANS NOW! - Signed angry Canadian.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.40243408
Profanity0.094542764
Threat0.021645326
Severe Toxicity0.16496792
Moderate 0.60152835 Low Con 0.184 Identity Attack Identity_Assertion
Jan 21, 2026 2 likes Why Canada’s immigration system has …
lol ya cuz they come from India where they all drive like crackheads lol nd that’s not racist go watch an India travel video lol it’s obv an adjustment to them but with that culture …
lol ya cuz they come from India where they all drive like crackheads lol nd that’s not racist go watch an India travel video lol it’s obv an adjustment to them but with that culture a lot of them are gunna think the rules out here are ridiculous
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.5485698
Insult0.5130944
Profanity0.36230123
Threat0.025961896
Severe Toxicity0.16960317
Moderate 0.60152835 Low Con 0.3 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
i dont think canada has the upper class of indians there, you should come to australia its indiain infested
i dont think canada has the upper class of indians there, you should come to australia its indiain infested
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.48627716
Profanity0.26555094
Threat0.037530303
Severe Toxicity0.16960317
Moderate 0.60152835 Low Con 0.259 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
wtf!!!!! some punjabians did not identifying as indian
wtf!!!!! some punjabians did not identifying as indian
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.3493834
Profanity0.5188411
Threat0.018364733
Severe Toxicity0.16960317
Moderate 0.60152835 Low Con 0.258 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I agree indian should return to India and white people should return back to Europe and leave the land back to native
I agree indian should return to India and white people should return back to Europe and leave the land back to native
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.40243408
Profanity0.22792831
Threat0.1368402
Severe Toxicity0.2281948
Moderate 0.60152835 Low Con 0.257 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Damn i thought this video was going to be in SURREY !!!!
Damn i thought this video was going to be in SURREY !!!!
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.027815815
Insult0.16853803
Profanity0.5643384
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.60152835 Low Con 0.296 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Another banger racist video! Tylers hate for any race but white people has no bounds!
Another banger racist video! Tylers hate for any race but white people has no bounds!
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.4534306
Profanity0.1654338
Threat0.015774792
Severe Toxicity0.024772761
Moderate 0.60152835 Low Con 0.217 Identity Attack Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
White people claiming to be "Christian" but wanted to gatekeep their standard of living from poor people are going to hell. PeriodT.
White people claiming to be "Christian" but wanted to gatekeep their standard of living from poor people are going to hell. PeriodT.
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.4339631
Profanity0.39409557
Threat0.14485972
Severe Toxicity0.16960317
Moderate 0.60152835 Low Con 0.271 Identity Attack Moral_Argument
Feb 14, 2026 Inside Canada's Indian Invasion...
We need all these illegal foreigners out of our country NOW. If you weren’t born here or had your citizenship for 3+decades GET OUT. Stop allowing this filth to continue and strain our society! This …
We need all these illegal foreigners out of our country NOW. If you weren’t born here or had your citizenship for 3+decades GET OUT. Stop allowing this filth to continue and strain our society! This is Canada. All of these huge demonic creatures with multiple hands and feet need to be TAKEN DOWN. The Canadian flag is the only flag that should be flown high. Shame on the liberal government for allowing this to happen.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.56997263
Profanity0.26555094
Threat0.18913531
Severe Toxicity0.16960317
Moderate 0.60152835 Moderate Con 0.348 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
he is not a god it is a monkey
he is not a god it is a monkey
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.21075934
Insult0.6120431
Profanity0.36230123
Threat0.010214032
Severe Toxicity0.0394905
Moderate 0.60152835 Low Con 0.157 Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
These immigrants have it too good! Wow, a whole four dolllars per prescription. I’m paying more than that in all my co pay and I live below the poverty line! Hell, I have to pay …
These immigrants have it too good! Wow, a whole four dolllars per prescription. I’m paying more than that in all my co pay and I live below the poverty line! Hell, I have to pay seventeen dollars in co pay for Spiriva just so I can breath and these damn asylum seekers get it for four bucks?! These freeloaders have got to go! Born and raised in Canada. Paid taxes since I was sixteen and this is my payback! Then they wonder why Canadians are starting to resent and actually hate these immigrants. Sorry but not sorry!!!!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49855098
Insult0.5678696
Profanity0.4662011
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.60152835 Constructive 0.535 Insult Economic_Argument
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Indians can't drive for s*** but at least they work.
Indians can't drive for s*** but at least they work.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.47384647
Profanity0.5188411
Threat0.021472665
Severe Toxicity0.17315048
Moderate 0.60152835 Low Con 0.229 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
What's wrong about Indians living in other countries. Not every indians are dirty and throws trash everywhere. They smell different than Americans cuz of the geographical reason. Most of the European citizens are also dirty …
What's wrong about Indians living in other countries. Not every indians are dirty and throws trash everywhere. They smell different than Americans cuz of the geographical reason. Most of the European citizens are also dirty they don't even wash their hands after going to the bathroom they just wipe their a*s with just a paper that doesn't even clean it. In the end every one is human
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.5203519
Insult0.48399165
Profanity0.54024357
Threat0.039947584
Severe Toxicity0.18538254
Moderate 0.60152835 Constructive 0.578 Identity Attack Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
Indians will take over Canada.LP continues to fck it again and again.
Indians will take over Canada.LP continues to fck it again and again.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46614665
Insult0.4596616
Profanity0.54024357
Threat0.031314444
Severe Toxicity0.16960317
Moderate 0.60152835 Low Con 0.126 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
lol the Bike guy was the man it’s just us poor white trash left. So good haha He ain’t wrong though. They are the better of the immigrants i suppose.
lol the Bike guy was the man it’s just us poor white trash left. So good haha He ain’t wrong though. They are the better of the immigrants i suppose.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.5588244
Profanity0.31043148
Threat0.010602405
Severe Toxicity0.16960317
Moderate 0.60152835 Moderate Con 0.376 Identity Attack Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Why would anyone in canada want to sneak into the US? So they can pay for healthcare? LOL. What a dumb narrative.
Why would anyone in canada want to sneak into the US? So they can pay for healthcare? LOL. What a dumb narrative.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17925262
Insult0.6308392
Profanity0.20139475
Threat0.008789998
Severe Toxicity0.017481172
Moderate 0.60152835 Low Con 0.196 Insult Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Each time they dont have house/car sales, they call 10K immigrants and then again complian of Immigrants! Pathetic policies
Each time they dont have house/car sales, they call 10K immigrants and then again complian of Immigrants! Pathetic policies
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.6306599
Profanity0.14666493
Threat0.00866054
Severe Toxicity0.019224197
Moderate 0.60152835 Low Con 0.223 Insult Policy_Critique
Jun 17, 2025 6 likes How Canada broke its immigration …
Why is it so wrong to say it would be a better place without blacks and browns out of our country
Why is it so wrong to say it would be a better place without blacks and browns out of our country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.69783735
Insult0.40243408
Profanity0.26600444
Threat0.12996206
Severe Toxicity0.20678867
Moderate 0.60152835 Moderate Con 0.31 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Disgusting asf
Disgusting asf
Inside Canada's Indian Metropolis (Brampton) · 203: Cluster #202
Close reading → Video sentiment →
Identity Attack0.06658725
Insult0.5208188
Profanity0.42102736
Threat0.009799767
Severe Toxicity0.112294696
Moderate 0.60152835 Moderate Con 0.357 Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian food is disgusting! 🤮
Indian food is disgusting! 🤮
Inside Canada's Indian Invasion... · 93: Cluster #92
Close reading → Discourse → Video sentiment →
Identity Attack0.5689151
Insult0.47384647
Profanity0.33453682
Threat0.010239923
Severe Toxicity0.16960317
Moderate 0.60152835 Low Con 0.275 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
The woman crying about her pity party maybe should get rid of the car...try living on a fixed income before you bitch about how sad your life is
The woman crying about her pity party maybe should get rid of the car...try living on a fixed income before you bitch about how sad your life is
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2331515
Insult0.5130944
Profanity0.50818664
Threat0.05430072
Severe Toxicity0.059217658
Moderate 0.60152835 Moderate Con 0.348 Insult Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
Human parasites.
Human parasites.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.26325142
Insult0.6308392
Profanity0.2963245
Threat0.010628296
Severe Toxicity0.028730227
Moderate 0.60152835 Moderate Con 0.31 Insult Fear_Threat
Jan 27, 2026 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.