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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 163 of 189
The fact everyone blames Pakistan immigrants but in reality its Indians that immigrate that r dirty
The fact everyone blames Pakistan immigrants but in reality its Indians that immigrate that r dirty
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.46625584
Profanity0.29209393
Threat0.013321015
Severe Toxicity0.08069076
Moderate 0.52272606 Low Con 0.273 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Indians eat poo in India..yeah sure buddy with type 2 diabetes living on government money. Should check his hard drive for more info!
Indians eat poo in India..yeah sure buddy with type 2 diabetes living on government money. Should check his hard drive for more info!
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.48627716
Profanity0.28593817
Threat0.0130621
Severe Toxicity0.16960317
Moderate 0.52272606 Low Con 0.229 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
lol - this is what happens when CBC leaves the safe confines of their web site where they can limit comments to the wild west of YouTube where they are called on their B*llSh*t
lol - this is what happens when CBC leaves the safe confines of their web site where they can limit comments to the wild west of YouTube where they are called on their B*llSh*t
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.028628819
Insult0.4794537
Profanity0.48510036
Threat0.00866054
Severe Toxicity0.02449106
Moderate 0.52272606 Low Con 0.193
Oct 26, 2017 6 likes How much do refugees and …
Immigration fraud and Canada is defending it...crazy
Immigration fraud and Canada is defending it...crazy
IRCC Names India in Study Permit Fraud | … · 89: Cluster #88
Close reading → Discourse → Video sentiment →
Identity Attack0.2854555
Insult0.5678696
Profanity0.085167445
Threat0.0082074385
Severe Toxicity0.017868511
Moderate 0.52272606 Low Con 0.177 Insult Policy_Critique
Oct 20, 2025 IRCC Names India in Study …
"Pay no taxes"... buddy, we pay some of the highest taxes in this country because of the professions we go into. Clown tweaker.
"Pay no taxes"... buddy, we pay some of the highest taxes in this country because of the professions we go into. Clown tweaker.
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.0063266335
Insult0.6149945
Profanity0.08678388
Threat0.007922632
Severe Toxicity0.009117126
Moderate 0.52272606 Moderate Con 0.336 Insult Personal_Narrative
Sep 19, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
The CIA actually harbour Khalistani terrorist who have killed innocent civilian in the 1984 plane bombing- mind you no one was punished because Canada and US were involved in the killing of Hindus. American have …
The CIA actually harbour Khalistani terrorist who have killed innocent civilian in the 1984 plane bombing- mind you no one was punished because Canada and US were involved in the killing of Hindus. American have also been invoved in 2008 Mumbai attack- this time they supported Pakistani Islamic Jehadi to kill 300 Hindus in Mumbai. In return, the Pakistani rape gang raped thousands of white chilrdren (even though west supported pakistan)
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.4339631
Profanity0.2801717
Threat0.44942492
Severe Toxicity0.16960317
Moderate 0.52272606 Moderate Con 0.399 Identity Attack Unverified_Claim
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
Bs to the racist guy saying Africans have low IQ
Bs to the racist guy saying Africans have low IQ
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4747285
Profanity0.29168049
Threat0.012906751
Severe Toxicity0.026936848
Moderate 0.52272606 Low Con 0.224 Identity Attack Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Please Donald Trump - demand that Canada fixes this. And to think these clowns who facilitate this get early retirement with a nice pension.
Please Donald Trump - demand that Canada fixes this. And to think these clowns who facilitate this get early retirement with a nice pension.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.022791367
Insult0.6149945
Profanity0.08128801
Threat0.009023022
Severe Toxicity0.010070801
Moderate 0.52272606 Low Con 0.216 Insult Call_To_Action
Nov 21, 2025 1 likes Thousands of refugees allowed into …
💩×🐖=🇮🇳🤮🤮🤮
💩×🐖=🇮🇳🤮🤮🤮
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5130944
Profanity0.44431314
Threat0.1115629
Severe Toxicity0.45895407
Moderate 0.52272606 Low Con 0.196 Insult
Feb 14, 2026 2 likes Inside Canada's Indian Invasion...
Then, if people are driving like shit, you can’t blame people you have to blame the government for giving them license. How are they getting their license to be driving then to begin with? How …
Then, if people are driving like shit, you can’t blame people you have to blame the government for giving them license. How are they getting their license to be driving then to begin with? How are they passing the driving test to be able to drive? I think the government is benefiting from all this insurance job that’s why they’re giving people license left or right
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.019475231
Insult0.40420914
Profanity0.541926
Threat0.009825659
Severe Toxicity0.023076924
Moderate 0.52272606 Moderate Con 0.376 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
In 20 years Indian will slave all white in North America . Keep take them in they will turn 180 and enslave everyone
In 20 years Indian will slave all white in North America . Keep take them in they will turn 180 and enslave everyone
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.35016364
Profanity0.2761231
Threat0.42643023
Severe Toxicity0.19761463
Moderate 0.52272606 Low Con 0.128 Identity Attack Fear_Threat
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Liberal government is the only place where you fail upwards jut like gun grab man! If LIBTARDS don't wake up soon we will not be a G7 country. The entire pool of ministers are all …
Liberal government is the only place where you fail upwards jut like gun grab man! If LIBTARDS don't wake up soon we will not be a G7 country. The entire pool of ministers are all useless.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.12735364
Insult0.57787937
Profanity0.20808282
Threat0.029587816
Severe Toxicity0.020902663
Moderate 0.52272606 Low Con 0.191 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The human trafficker is your typical Indian, can’t give you a straight answer on anything, was probably a scammer in India too.
The human trafficker is your typical Indian, can’t give you a straight answer on anything, was probably a scammer in India too.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.50440645
Profanity0.20262444
Threat0.028897164
Severe Toxicity0.08332442
Moderate 0.52272606 Low Con 0.262 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
You are really a H O U S E S L A V E in this video ,, you could Present your point of view without being racist towards other people's religions
You are really a H O U S E S L A V E in this video ,, you could Present your point of view without being racist towards other people's religions
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.46327567
Profanity0.2847897
Threat0.013528148
Severe Toxicity0.10702737
Moderate 0.52272606 Moderate Con 0.32 Meta_Commentary
Sep 3, 2025 1 likes Why Canadians Are Turning Against …
I wish people can be allowed to be racist against indians and make them all return to their country. Theyre just everywhere.
I wish people can be allowed to be racist against indians and make them all return to their country. Theyre just everywhere.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.3416952
Profanity0.21997347
Threat0.2836219
Severe Toxicity0.16960317
Moderate 0.52272606 Moderate Con 0.32 Identity Attack Identity_Assertion
Oct 17, 2025 IRCC Names India in Study …
Nothing would make me happier than having the ice guys from America drag these rats out.
Nothing would make me happier than having the ice guys from America drag these rats out.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5678696
Profanity0.22889622
Threat0.18913531
Severe Toxicity0.023152983
Moderate 0.52272606 Low Con 0.203 Insult Fear_Threat
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
SENT THEM BACK TO BJP MODI GANDHI KILLERS INDIA
SENT THEM BACK TO BJP MODI GANDHI KILLERS INDIA
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.6120431
Profanity0.36230123
Threat0.49142194
Severe Toxicity0.45895407
Moderate 0.52272606 Low Con 0.137 Insult Call_To_Action
Mar 1, 2026 2 likes Inside Canada's Indian Invasion...
Haven`t turned against anyone who lives and works here EVER ! Who the "F" are you !?? I am 66 years old born July 1 and i ha ve never discriminated against anyone . And …
Haven`t turned against anyone who lives and works here EVER ! Who the "F" are you !?? I am 66 years old born July 1 and i ha ve never discriminated against anyone . And i would and have fpu if they did it in front of me ya looser content "creator" . ffs
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.029402243
Insult0.5129801
Profanity0.3938786
Threat0.012803185
Severe Toxicity0.02383376
Moderate 0.52139956 Moderate Con 0.469 Insult Meta_Commentary
Aug 28, 2025 Why Canadians Are Turning Against …
Ts sh racist gng
Ts sh racist gng
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.36273825
Insult0.4710501
Profanity0.46460027
Threat0.020609349
Severe Toxicity0.16960317
Moderate 0.52139956 Low Con 0.292 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
That monkey statue is so ugly and out of place 🤮
That monkey statue is so ugly and out of place 🤮
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.053399716
Insult0.49151286
Profanity0.29209393
Threat0.011275585
Severe Toxicity0.02378681
Moderate 0.52139956 Low Con 0.204 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
BRAMPTON IS THE MOST RACIST TOWN IN CANADA!!!
BRAMPTON IS THE MOST RACIST TOWN IN CANADA!!!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.4794537
Profanity0.094219476
Threat0.0100069
Severe Toxicity0.023599008
Moderate 0.52139956 Low Con 0.16 Fear_Threat
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Hindu india killer Christian in India
Hindu india killer Christian in India
Inside Canada's Indian Invasion... · 111: Cluster #110
Close reading → Video sentiment →
Identity Attack0.57554024
Insult0.5130944
Profanity0.36230123
Threat0.5195707
Severe Toxicity0.5231034
Moderate 0.52139956 Low Con 0.266 Identity Attack Insult Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
At least indians are not robbing and looting like how these whites did to us. 😂
At least indians are not robbing and looting like how these whites did to us. 😂
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.4125297
Profanity0.24631839
Threat0.054624002
Severe Toxicity0.05832097
Moderate 0.52139956 Low Con 0.22 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Dude you should blur these peoples faces. I'm Canadian and I wouldn't be surprised if the white people making negative comments got in trouble for this, our government is a sick mix of liberal-fascist-communist. They …
Dude you should blur these peoples faces. I'm Canadian and I wouldn't be surprised if the white people making negative comments got in trouble for this, our government is a sick mix of liberal-fascist-communist. They are correct, though, of course.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.5208188
Profanity0.12551236
Threat0.043955702
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.556 Identity Attack Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Jeez dread, Canada needs to do something quick, I'm seeing tis shit all over and it going to be a real mess if they don't fix it fast. Change the laws and force these people …
Jeez dread, Canada needs to do something quick, I'm seeing tis shit all over and it going to be a real mess if they don't fix it fast. Change the laws and force these people to adhere to the culture and laws, take away some one their rights, start by taking away their rights to practice their culture in public, stop their protesting, they are immigrants and should behave like a lifelong guest, deport them without question if they fail to assimilate.
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.37292135
Insult0.46774593
Profanity0.5150164
Threat0.063999176
Severe Toxicity0.052940834
Moderate 0.52139956 Constructive 0.51 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
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.