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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 44 of 189
These disgusting pigs have taken over my country! They are treated amazingly by our spineless government while the true indigenous Indian population is totally neglected and live in poverty on reserves. I am disgusted by …
These disgusting pigs have taken over my country! They are treated amazingly by our spineless government while the true indigenous Indian population is totally neglected and live in poverty on reserves. I am disgusted by what I see. These people are disrespectful and foul smelling pigs!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.755201
Profanity0.39670458
Threat0.035113025
Severe Toxicity0.3498543
Toxic 0.78207105 Moderate Con 0.388 Identity Attack Insult
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
just off thier silly Hindu wrapped, that is not beloing Canada's culture, F it off or go back where they from unless off thier fool religious wrapped their head for ? for ? what F …
just off thier silly Hindu wrapped, that is not beloing Canada's culture, F it off or go back where they from unless off thier fool religious wrapped their head for ? for ? what F O R ? its stink
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.7344449
Profanity0.36752504
Threat0.04524883
Severe Toxicity0.31334782
Toxic 0.78207105 Low Con 0.206 Identity Attack Insult Identity_Assertion
Oct 1, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Um the guy on the bike was a POS I know not to take my black ass to Canada
Um the guy on the bike was a POS I know not to take my black ass to Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.50440645
Profanity0.6643082
Threat0.021645326
Severe Toxicity0.18844056
Toxic 0.78207105 Moderate Con 0.389 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Don't you love how a bunch of white Euro trash complains about other immigrating. That white garbage needs to go back to Europe where they belong!
Don't you love how a bunch of white Euro trash complains about other immigrating. That white garbage needs to go back to Europe where they belong!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7207808
Insult0.6831271
Profanity0.39409557
Threat0.042985857
Severe Toxicity0.35004315
Toxic 0.78207105 Low Con 0.228 Identity Attack Insult Identity_Assertion
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
Did he just say r@pe is part of their culture? A 40 IQ talking about 70 IQ...what a dummy. You hate Africans, and we hate stupid people. What an idiot. Reminds me of the 40 …
Did he just say r@pe is part of their culture? A 40 IQ talking about 70 IQ...what a dummy. You hate Africans, and we hate stupid people. What an idiot. Reminds me of the 40 IQ white people I know. Tyler trying to $$ in on hate as usual. Tyler the vulture 😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.7298119
Profanity0.46460027
Threat0.03718498
Severe Toxicity0.26195827
Toxic 0.78207105 Low Con 0.227 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
5:27 bro said Africans are dumber then down syndrome
5:27 bro said Africans are dumber then down syndrome
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.7207808
Insult0.6675394
Profanity0.41436642
Threat0.028379176
Severe Toxicity0.34938923
Toxic 0.78207105 Low Con 0.207 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is most racist channel I've ever seen, you're not a journalist you're a youtuber Disgusting
This is most racist channel I've ever seen, you're not a journalist you're a youtuber Disgusting
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36942887
Insult0.6308392
Profanity0.3320008
Threat0.030278467
Severe Toxicity0.23223256
Toxic 0.78207105 Low Con 0.263 Insult Meta_Commentary
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
man these videos are irritating. GUYS the government doesnt give a damn if the new immigrants assimilate.... THEY ARE AFTER THE immigrants CHILDREN! the ones that will be born here and go through the Canadian …
man these videos are irritating. GUYS the government doesnt give a damn if the new immigrants assimilate.... THEY ARE AFTER THE immigrants CHILDREN! the ones that will be born here and go through the Canadian brainwash system. The birth rate is at 1.4 it needs to be at 2.1 thats why they NEED indians, INDIANS have MASSIVE FAMILIES thats exactly what the government is after., AND whites saying they are a minority? THEY make up 70% of canada Indians make up 7% THE hell you imbeciles talking about minority LMAO.
Inside Canada's Indian Metropolis (Brampton) · 60: Cluster #59
Close reading → Video sentiment →
Identity Attack0.5498214
Insult0.6336687
Profanity0.5013569
Threat0.100830056
Severe Toxicity0.44787344
Toxic 0.78207105 Moderate Con 0.334 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
A Scam which Canada was a stupid Victim!🥲😤🇨🇦🍁..They are very aggressive,no English,stinky.
A Scam which Canada was a stupid Victim!🥲😤🇨🇦🍁..They are very aggressive,no English,stinky.
Inside Canada's Indian Metropolis (Brampton) · 89: Cluster #88
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.7782364
Profanity0.29209393
Threat0.012492486
Severe Toxicity0.13863131
Toxic 0.78207105 Moderate Con 0.34 Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
He’s a loser he’s got egg on his face you need to punish him
He’s a loser he’s got egg on his face you need to punish him
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.099072486
Insult0.7497506
Profanity0.38483799
Threat0.49142194
Severe Toxicity0.23224801
Toxic 0.78207105 Low Con 0.202 Insult
Dec 9, 2025 IRCC Names India in Study …
It's a shame that they turned to Canada into a shithole.
It's a shame that they turned to Canada into a shithole.
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.50125694
Insult0.6308392
Profanity0.70864636
Threat0.009359611
Severe Toxicity0.17926651
Toxic 0.78207105 Low Con 0.288 Identity Attack Insult
Nov 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
No, bike-guy isn't "racist as the next guy," He's _way_ more racist than the rest of us goras in Brampton. That's some Archie Bunker shit.
No, bike-guy isn't "racist as the next guy," He's _way_ more racist than the rest of us goras in Brampton. That's some Archie Bunker shit.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.33675182
Insult0.6099415
Profanity0.77181685
Threat0.011405042
Severe Toxicity0.16960317
Toxic 0.78207105 Moderate Con 0.371 Insult Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Thank God I don't live in that shithole.
Thank God I don't live in that shithole.
Inside Canada's Indian Invasion... · 57: Cluster #56
Close reading → Discourse → Video sentiment →
Identity Attack0.06476828
Insult0.4555076
Profanity0.8326356
Threat0.009281937
Severe Toxicity0.16496792
Toxic 0.78207105 Moderate Con 0.378 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
2:56 homie a fucking soldier salute brother fighting for the only home he has that he can't leave.
2:56 homie a fucking soldier salute brother fighting for the only home he has that he can't leave.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.41530323
Profanity0.764141
Threat0.09623027
Severe Toxicity0.3532795
Toxic 0.78207105 Constructive 0.502 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
How much More crime fuck them!
How much More crime fuck them!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0376521
Insult0.42567953
Profanity0.77181685
Threat0.1115629
Severe Toxicity0.23224801
Toxic 0.78207105 Low Con 0.295 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Let's not kid ourselves that Diab is the only CLUELESS Immigration Minister we've had under the Fiberals. They have ALL been incredibly stupid, rude and destructive.
Let's not kid ourselves that Diab is the only CLUELESS Immigration Minister we've had under the Fiberals. They have ALL been incredibly stupid, rude and destructive.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.21668483
Insult0.7967344
Profanity0.352205
Threat0.011405042
Severe Toxicity0.030523606
Toxic 0.78207105 Moderate Con 0.313 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
If it isn’t the Dirty Muslims, it’s the dirty Indians
If it isn’t the Dirty Muslims, it’s the dirty Indians
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Video sentiment →
Identity Attack0.76079035
Insult0.6407567
Profanity0.36902615
Threat0.013424582
Severe Toxicity0.3536391
Toxic 0.78207105 Low Con 0.119 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadindia ... F*ck that!
Canadindia ... F*ck that!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2869935
Insult0.4596616
Profanity0.7809412
Threat0.014738814
Severe Toxicity0.23223943
Toxic 0.78207105 Low Con 0.237 Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadas a shithole now.
Canadas a shithole now.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.5274064
Insult0.6308392
Profanity0.70864636
Threat0.013113883
Severe Toxicity0.24482845
Toxic 0.78207105 Low Con 0.228 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This reporter keeps going to the EYE OF THE FUCKING STORM and lives to tell the tale over and over again
This reporter keeps going to the EYE OF THE FUCKING STORM and lives to tell the tale over and over again
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.045901958
Insult0.42881694
Profanity0.764141
Threat0.023026628
Severe Toxicity0.34997055
Toxic 0.78207105 Low Con 0.235 Meta_Commentary
Feb 7, 2026 7 likes Inside Canada's Indian Invasion...
@pwilla everytime you use '🖕🏻' emoji yhor brownhole and yhor modrs vegne bloat foooked and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do …
@pwilla everytime you use '🖕🏻' emoji yhor brownhole and yhor modrs vegne bloat foooked and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do anything weak beta male I already tracked yo beatch ahh location now yho ahh will be greped endlessly along with yho modr and Yor kkurryhole can only🖕🏻 and do whatever bs with yoself and yo restarded 304 modr ever , can never even touch anyone irl. 🖕🏻🖕🏻🖕🏻♾️ keep crying bot
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36598656
Insult0.65865606
Profanity0.5724795
Threat0.44942492
Severe Toxicity0.61260825
Toxic 0.78207105 Moderate Con 0.316 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
INDIANS. YOU ARE NOT WELCOME. WE WILL REMOVE YOU AND TAKE EVERYTHING YOU HAVE. AND WE WILL CELEBRATE.
INDIANS. YOU ARE NOT WELCOME. WE WILL REMOVE YOU AND TAKE EVERYTHING YOU HAVE. AND WE WILL CELEBRATE.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.7426507
Insult0.489133
Profanity0.33453682
Threat0.5996607
Severe Toxicity0.49764585
Toxic 0.78207105 Low Con 0.227 Identity Attack Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I call bullshit....let's see the fake numbers.
I call bullshit....let's see the fake numbers.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.014450782
Insult0.40243408
Profanity0.844891
Threat0.00899713
Severe Toxicity0.16960317
Toxic 0.7761081 Low Con 0.221 Unverified_Claim
Dec 30, 2025 1 likes Deportations From Canada at Their …
8% is a bullshit number
8% is a bullshit number
IRCC Names India in Study Permit Fraud | … · 191: Cluster #190
Close reading → Video sentiment →
Identity Attack0.01766643
Insult0.39743927
Profanity0.86331284
Threat0.0073789097
Severe Toxicity0.09385906
Toxic 0.7761081 Low Con 0.138
Oct 1, 2025 IRCC Names India in Study …
Don't blame the Indians, blame your stupid politicians
Don't blame the Indians, blame your stupid politicians
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50515604
Insult0.72756535
Profanity0.4370703
Threat0.01940071
Severe Toxicity0.053837523
Toxic 0.7761081 Low Con 0.217 Identity Attack Insult Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
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.