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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 113 of 1230
Your at a government meeting and all you can say is i don't have that information 😂 what the fuck are you doing at your job new generation workers at thier best god help us …
Your at a government meeting and all you can say is i don't have that information 😂 what the fuck are you doing at your job new generation workers at thier best god help us there is no hope for our country 0%
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Discourse → Video sentiment →
Identity Attack0.08500996
Insult0.40243408
Profanity0.5722072
Threat0.012803185
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.31 Policy_Critique
Nov 12, 2025 IRCC Names India in Study …
I have not met one person that says they have voted liberal.?. The election was 100% rigged. We are in serious trouble. We need to wake the fuck up.!
I have not met one person that says they have voted liberal.?. The election was 100% rigged. We are in serious trouble. We need to wake the fuck up.!
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.08170113
Insult0.40420914
Profanity0.6919765
Threat0.0138755
Severe Toxicity0.029626917
Moderate 0.60311776 Moderate Con 0.37 Unverified_Claim
Aug 29, 2025 4 likes Why Canadians Are Turning Against …
The guy with a bike needs to learn that his grandfathers stole Canada from the Indians! 😂Calling Africans useless shows how low IQ he has.
The guy with a bike needs to learn that his grandfathers stole Canada from the Indians! 😂Calling Africans useless shows how low IQ he has.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6109131
Profanity0.13785136
Threat0.011353259
Severe Toxicity0.02406851
Moderate 0.60311776 Low Con 0.181 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Let's nuke India and Israel
Let's nuke India and Israel
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.26957804
Profanity0.29209393
Threat0.60325533
Severe Toxicity0.35515398
Moderate 0.60311776 Low Con 0.16 Identity Attack Threat Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Canada is not the greatest country on earth. All of these people will leave once they realize it's not worth freezing you ass off to not be able to afford anything.
Canada is not the greatest country on earth. All of these people will leave once they realize it's not worth freezing you ass off to not be able to afford anything.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.20483385
Insult0.47384647
Profanity0.5188411
Threat0.012285355
Severe Toxicity0.026936848
Moderate 0.60311776 Moderate Con 0.317 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. …
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. You won't find too many South Indians, they are educated, they genuinely come to study or work in high skilled jobs and immigrate back to India later on
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5015486
Profanity0.5381406
Threat0.11309616
Severe Toxicity0.2733782
Moderate 0.60311776 Constructive 0.593 Identity Attack Insult Comparative_Framing
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
14:59 Hindus believe in countless gods. Lmaaao Secondly, These people vandalize churches and arrest those who convert to Christianity. Hindus use slurs like "rice bag converts," "low caste" and so on. These are deceitful scammers.
14:59 Hindus believe in countless gods. Lmaaao Secondly, These people vandalize churches and arrest those who convert to Christianity. Hindus use slurs like "rice bag converts," "low caste" and so on. These are deceitful scammers.
Inside Canada's Indian Metropolis (Brampton) · 111: Cluster #110
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.54471385
Profanity0.3320008
Threat0.09009721
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.429 Identity Attack Insult Unverified_Claim
Sep 20, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
8:07 bro that chicks jacket is fkn sick! 🔥
8:07 bro that chicks jacket is fkn sick! 🔥
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.40698266
Profanity0.47435758
Threat0.018019408
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.423 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are obnoxious. Indian religions statues shouldnt be in open display,
Indians are obnoxious. Indian religions statues shouldnt be in open display,
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5130944
Profanity0.2980872
Threat0.029933142
Severe Toxicity0.16960317
Moderate 0.60311776 Low Con 0.184 Identity Attack Insult Identity_Assertion
Feb 13, 2026 Inside Canada's Indian Invasion...
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.6407567
Profanity0.14666493
Threat0.011275585
Severe Toxicity0.023246882
Moderate 0.60311776 Moderate Con 0.331 Identity Attack Insult Identity_Assertion
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
i dont have to watch this video to know you’re ignorant and someone ppl should have never platformed
i dont have to watch this video to know you’re ignorant and someone ppl should have never platformed
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.037136484
Insult0.57566804
Profanity0.24438259
Threat0.0130621
Severe Toxicity0.023076924
Moderate 0.6027529 Low Con 0.219 Insult Meta_Commentary
Feb 8, 2026 Inside Canada's Indian Invasion...
This is genuinely crap to see and it's happening in more places than you know. Very sad.
This is genuinely crap to see and it's happening in more places than you know. Very sad.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.013345404
Insult0.4339631
Profanity0.5722072
Threat0.008168601
Severe Toxicity0.023076924
Moderate 0.6027529 Constructive 0.535 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
When I sit in meetings at my job in healthcare and I'm the only person that speaks English, and I mean these people can't make themselves understood properly, I don't give a shit anymore if …
When I sit in meetings at my job in healthcare and I'm the only person that speaks English, and I mean these people can't make themselves understood properly, I don't give a shit anymore if its racist, our country is broken.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 80: Cluster #79
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.4339631
Profanity0.6242122
Threat0.014220826
Severe Toxicity0.07542343
Moderate 0.6027529 Constructive 0.537 Personal_Narrative
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Get these people the hell out of our countries
Get these people the hell out of our countries
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.46476576
Profanity0.45706853
Threat0.17016006
Severe Toxicity0.16496792
Moderate 0.6027529 Low Con 0.228 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Another dumbhead content just scroll it out 1:01
Another dumbhead content just scroll it out 1:01
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.055673428
Insult0.49389273
Profanity0.34391102
Threat0.024062606
Severe Toxicity0.0394905
Moderate 0.6027529 Low Con 0.113 Meta_Commentary
Feb 6, 2026 Inside Canada's Indian Invasion...
I have an Indian baby moma….broh screw India .. let’s go U.S
I have an Indian baby moma….broh screw India .. let’s go U.S
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5498214
Insult0.45135358
Profanity0.46222726
Threat0.1284288
Severe Toxicity0.25624833
Moderate 0.6027529 Moderate Con 0.375 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian and yt people deserve each other. Both are entitled, arrogant, greedy, and unreasonable.
Indian and yt people deserve each other. Both are entitled, arrogant, greedy, and unreasonable.
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.458714
Insult0.6149945
Profanity0.2664882
Threat0.032695748
Severe Toxicity0.051147457
Moderate 0.6027529 Low Con 0.226 Insult Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Dude on the bike look like a down syndrome dude but talking about others IQ is insane😂😂😂😂😂
Dude on the bike look like a down syndrome dude but talking about others IQ is insane😂😂😂😂😂
Inside Canada's Indian Invasion... · 303: Cluster #302
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.5543018
Profanity0.29053202
Threat0.011793415
Severe Toxicity0.11756202
Moderate 0.6027529 Low Con 0.19 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
parasites. Trudeau caused it.
parasites. Trudeau caused it.
Why Canadians Are Turning Against Immigrants. · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.047706615
Insult0.6500014
Profanity0.17148167
Threat0.008194493
Severe Toxicity0.021935565
Moderate 0.6027529 Low Con 0.13 Insult Policy_Critique
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Canada is a fu(king mess, mostly because of the liberals and their supporters. Thanks libs.
Canada is a fu(king mess, mostly because of the liberals and their supporters. Thanks libs.
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.38208112
Insult0.5129801
Profanity0.59166485
Threat0.010421164
Severe Toxicity0.10702737
Moderate 0.6027529 Low Con 0.202 Insult Policy_Critique
Oct 1, 2025 2 likes IRCC Names India in Study …
tHEY change church in PAGAN TEMPLE ?!!!! WTF IS WRONG WITH YOU CANADA ?!!!!!!!!!!!!!!!!!!
tHEY change church in PAGAN TEMPLE ?!!!! WTF IS WRONG WITH YOU CANADA ?!!!!!!!!!!!!!!!!!!
Inside Canada's Indian Metropolis (Brampton) · 141: Cluster #140
Close reading → Discourse → Video sentiment →
Identity Attack0.33352965
Insult0.40420914
Profanity0.46222726
Threat0.013165667
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.135 Fear_Threat
Dec 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
04:15 was ein verbitterter alter weißer mann mimimi😂😂😂
04:15 was ein verbitterter alter weißer mann mimimi😂😂😂
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5072643
Profanity0.2847897
Threat0.029933142
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.249 Identity Attack Insult Humor_Satire
Feb 14, 2026 Inside Canada's Indian Invasion...
I am from Pakistan yes indians are dirty 😂
I am from Pakistan yes indians are dirty 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.61794597
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.45185554
Moderate 0.6027529 Moderate Con 0.391 Identity Attack Insult Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
I hate her she needs to buy my son a house. with the money she is spedning on immigrants
I hate her she needs to buy my son a house. with the money she is spedning on immigrants
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.41767508
Profanity0.2813443
Threat0.014911477
Severe Toxicity0.06225512
Moderate 0.6027529 Moderate Con 0.39 Identity Attack Economic_Argument
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The bike guy needs his own YouTube channel (he'd get banned immediately) and I would watch it every fu**ing day.
The bike guy needs his own YouTube channel (he'd get banned immediately) and I would watch it every fu**ing day.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.035331827
Insult0.37619758
Profanity0.6528205
Threat0.019055385
Severe Toxicity0.052940834
Moderate 0.6027529 Moderate Con 0.316 Meta_Commentary
Jan 28, 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.