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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 108 of 189
Indians have no problem cheating and frauding thus just deport them all. Filipino's, Mexicans and Thailand people are much more honest and hard working. Enough with tolerating this crap because you are afraid of being …
Indians have no problem cheating and frauding thus just deport them all. Filipino's, Mexicans and Thailand people are much more honest and hard working. Enough with tolerating this crap because you are afraid of being called racist. So done with white guilt and the race card. Morals are morals and crimes are crimes.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.5678696
Profanity0.44613865
Threat0.06820184
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.372 Identity Attack Insult Unverified_Claim
Oct 6, 2025 IRCC Names India in Study …
guy at 5:00 is an absolute buffoon, why did you even keep him in the video 😭
guy at 5:00 is an absolute buffoon, why did you even keep him in the video 😭
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.051808115
Insult0.56997263
Profanity0.2847897
Threat0.014911477
Severe Toxicity0.02420936
Moderate 0.62702215 Low Con 0.286 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Your government relies on cheap labor, they purposely exploit immigrants but somehow its all the immigrants fault. You people are nuts. 😊
Your government relies on cheap labor, they purposely exploit immigrants but somehow its all the immigrants fault. You people are nuts. 😊
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39207554
Insult0.65231085
Profanity0.2268346
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.62702215 Low Con 0.261 Insult Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Fu#&&k you
Fu#&&k you
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.030175667
Insult0.5130944
Profanity0.5188411
Threat0.027688526
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.323 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Haters...pretty pathetic. But I guess they are appealing to their base....
Haters...pretty pathetic. But I guess they are appealing to their base....
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.023595277
Insult0.6675394
Profanity0.16822512
Threat0.008893564
Severe Toxicity0.01502803
Moderate 0.62702215 Low Con 0.202 Insult Meta_Commentary
Feb 23, 2026 4 likes 'We do know that there's …
i hate the guy who called indians poop eaters in india
i hate the guy who called indians poop eaters in india
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.48228607
Profanity0.43669638
Threat0.022335978
Severe Toxicity0.16496792
Moderate 0.62702215 Low Con 0.273 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Whites are NOT the natives in Canada, North America is naturally going to be a hot mix of peoples. Remember, Europeans are the INVADERS. That retard on the bike needs to go back to school.
Whites are NOT the natives in Canada, North America is naturally going to be a hot mix of peoples. Remember, Europeans are the INVADERS. That retard on the bike needs to go back to school.
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.6261769
Profanity0.36230123
Threat0.023889944
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.25 Identity Attack Insult Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Import street shitters not a very sensible thing now is it
Import street shitters not a very sensible thing now is it
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.16373143
Insult0.4986907
Profanity0.6321197
Threat0.011120236
Severe Toxicity0.072789766
Moderate 0.62702215 Low Con 0.15 Unverified_Claim
Feb 12, 2026 Inside Canada's Indian Invasion...
Indians are more annoying than even the jews due to numbers. Ugh.
Indians are more annoying than even the jews due to numbers. Ugh.
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.48313886
Profanity0.29209393
Threat0.013113883
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.241 Identity Attack Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Get these immigrants out, job shortage for Canadians because the government gave our jobs to immigrants, opened free drug distribution to destroy Canadians, hatred comes to mind when the very word liberal comes up, they …
Get these immigrants out, job shortage for Canadians because the government gave our jobs to immigrants, opened free drug distribution to destroy Canadians, hatred comes to mind when the very word liberal comes up, they should all be in jail, murdering our people and the list goes on the liberal government did this. CLOSE THE BOARDERS NOW.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.26231495
Insult0.050792135
Profanity0.0003129904
Threat0.12714085
Severe Toxicity0.000067826564
Moderate 0.6261535 Fear_Threat
Apr 19, 2025
Good. A lot of the immigrants are just a burden.
Good. A lot of the immigrants are just a burden.
· 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.34551302
Insult0.30355707
Profanity0.0002787755
Threat0.001299532
Severe Toxicity0.000019267127
Moderate 0.62582487 Fear_Threat
Apr 16, 2025 1 likes
I have no sympathy for any Canadian that crosses the border at this point. Just as brainless as the Yankee doodles.
I have no sympathy for any Canadian that crosses the border at this point. Just as brainless as the Yankee doodles.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.08970363
Insult0.5150182
Profanity0.00050681824
Threat0.00079605915
Severe Toxicity0.000015781674
Moderate 0.6255485 Insult Identity_Assertion
Dec 10, 2025
Disgraceful and a slap in tge face to true Canadians
Disgraceful and a slap in tge face to true Canadians
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.5130944
Profanity0.19278693
Threat0.55244523
Severe Toxicity0.31334782
Moderate 0.62136006 Moderate Con 0.306 Insult Threat Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I have been all over the world including India. Even in the poorest areas of India I felt safe and was safe. There are so many places in the US that my white ass better …
I have been all over the world including India. Even in the poorest areas of India I felt safe and was safe. There are so many places in the US that my white ass better not go. I would gladly trade away the recent immigrants from Central America who at least 50% of are violent criminals for immigrants from India. Hell, I would love to trade most Americans under 30yrs old for immigrants from India.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.48569724
Profanity0.5249258
Threat0.06690872
Severe Toxicity0.17926651
Moderate 0.62136006 Constructive 0.592 Identity Attack Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
thats racist, when you are first in line, and the last get served first because he/she is indian... wtf
thats racist, when you are first in line, and the last get served first because he/she is indian... wtf
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4378843
Profanity0.4862434
Threat0.013631714
Severe Toxicity0.16960317
Moderate 0.62136006 Moderate Con 0.337 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I heard that the Punjabis tend to be a bit rapey.
I heard that the Punjabis tend to be a bit rapey.
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.48627716
Profanity0.41436642
Threat0.31721663
Severe Toxicity0.3476075
Moderate 0.62136006 Moderate Con 0.437 Identity Attack Unverified_Claim
Feb 3, 2026 Inside Canada's Indian Invasion...
As a Canadian I hope they are planning on heading south. In essence I pray that things in Canada get so bad they leave. At this point, with our government's open the flood gate policy …
As a Canadian I hope they are planning on heading south. In essence I pray that things in Canada get so bad they leave. At this point, with our government's open the flood gate policy it's the only thing that can save Canada from becoming a complete third world like shit hole.
Inside Canada's Indian Invasion... · 318: Cluster #317
Close reading → Discourse → Video sentiment →
Identity Attack0.34974504
Insult0.5130944
Profanity0.6242122
Threat0.026307223
Severe Toxicity0.0912254
Moderate 0.62136006 Moderate Con 0.418 Insult Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
White people should go back to Europe from where they came...
White people should go back to Europe from where they came...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.40243408
Profanity0.2347036
Threat0.06755528
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.185 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians are the opposite of what it means to be Canadian. They are arrogant, demanding and inconsiderate of others. They are prejudiced and discriminate against others. They are not Canadian
Indians are the opposite of what it means to be Canadian. They are arrogant, demanding and inconsiderate of others. They are prejudiced and discriminate against others. They are not Canadian
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.56997263
Profanity0.14490221
Threat0.010731863
Severe Toxicity0.16960317
Moderate 0.62136006 Moderate Con 0.423 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians go back to your country
Indians go back to your country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.40243408
Profanity0.2124067
Threat0.06820184
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.232 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Lived in brampton most my life until 2019 when i left. Sad to see shit is like this, even though i kept hearing about this.
Lived in brampton most my life until 2019 when i left. Sad to see shit is like this, even though i kept hearing about this.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.025806036
Insult0.2838064
Profanity0.7246992
Threat0.008362788
Severe Toxicity0.023552058
Moderate 0.62136006 Constructive 0.507
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Lusten man i am not for illigals but im all for inidans my bosses are cool as fuck and nice some are skme arent just like evryineells man
Lusten man i am not for illigals but im all for inidans my bosses are cool as fuck and nice some are skme arent just like evryineells man
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3958119
Insult0.40243408
Profanity0.65961236
Threat0.023026628
Severe Toxicity0.20678867
Moderate 0.62136006 Constructive 0.512 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Its all buy design. The government wants it this way. Canada is to be a shit state on the US boarder. The people that are creating this mess want this .
Its all buy design. The government wants it this way. Canada is to be a shit state on the US boarder. The people that are creating this mess want this .
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.36702603
Insult0.5130944
Profanity0.541926
Threat0.010421164
Severe Toxicity0.042180564
Moderate 0.62136006 Low Con 0.184 Insult
Jan 21, 2026 Why Canadians Are Turning Against …
Blacks, indiands, africans dude why the hell are all these immigrants taking over all over the world. Every country just needs to lock down there own boarders and no planes in or out.
Blacks, indiands, africans dude why the hell are all these immigrants taking over all over the world. Every country just needs to lock down there own boarders and no planes in or out.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.46327567
Profanity0.4596479
Threat0.042985857
Severe Toxicity0.2391185
Moderate 0.62136006 Moderate Con 0.314 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
3:38 your ancestors didn't build this country. They killed raped and tortured millions and millions of children for you to call this your home. You claim not to be racist yet you r
3:38 your ancestors didn't build this country. They killed raped and tortured millions and millions of children for you to call this your home. You claim not to be racist yet you r
Why Canadians Are Turning Against Immigrants. · 116: Cluster #115
Close reading → Video sentiment →
Identity Attack0.38215697
Insult0.45758462
Profanity0.352205
Threat0.4430943
Severe Toxicity0.34942797
Moderate 0.62136006 Moderate Con 0.364
Aug 27, 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.