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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 127 of 1230
disgusting filth
disgusting filth
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.06567776
Insult0.5129801
Profanity0.38343847
Threat0.010654188
Severe Toxicity0.06101104
Moderate 0.5885171 Moderate Con 0.338 Insult
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
DEPORT HINDUS back to INDIA.
DEPORT HINDUS back to INDIA.
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.39297962
Profanity0.19032755
Threat0.18597278
Severe Toxicity0.2322463
Moderate 0.5885171 Low Con 0.194 Identity Attack Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
No more turbans and Muslims.
No more turbans and Muslims.
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.37279442
Profanity0.18233459
Threat0.09929679
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.205 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5208188
Profanity0.40670946
Threat0.010084574
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.46 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Super-Racist USA mocking Canada hilarious hypocrisy
Super-Racist USA mocking Canada hilarious hypocrisy
Inside Canada's Indian Metropolis (Brampton) · 41: Cluster #40
Close reading → Video sentiment →
Identity Attack0.45610145
Insult0.57566804
Profanity0.09034003
Threat0.009074804
Severe Toxicity0.023076924
Moderate 0.5885171 Low Con 0.115 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Disgusting Liberal Government.
Disgusting Liberal Government.
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.2854555
Insult0.61794597
Profanity0.16496858
Threat0.008285114
Severe Toxicity0.020644438
Moderate 0.5885171 Low Con 0.23 Insult Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
The immagrants all need to be deported.They are destroying this country.Anybody who likes immagrants should be deported with them to their country
The immagrants all need to be deported.They are destroying this country.Anybody who likes immagrants should be deported with them to their country
Why Canadians Are Turning Against Immigrants. · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.6413409
Insult0.4125297
Profanity0.16915557
Threat0.2566701
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.212 Identity Attack
Nov 16, 2025 1 likes Why Canadians Are Turning Against …
Wow… as someone who lives in the GTA finally getting a true glimpse into this is insane. These people are truly a cancer to our country
Wow… as someone who lives in the GTA finally getting a true glimpse into this is insane. These people are truly a cancer to our country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.62169385
Profanity0.17473823
Threat0.009903334
Severe Toxicity0.023076924
Moderate 0.5885171 Moderate Con 0.448 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you one Damm thing, not one of these Indians are on governments benefits, they are working their socks off unlike others from a certain religion such as the recent Minnesota problem. Furthermore how many own a house there as compared to what you people call a Canadian white person, it will be interesting to know the facts. And no the heavens didn’t open up on them with gold coins raining on their heads 😂. Here in London you get the same occasional problem where non educated white people start to moan and can’t tell the difference between an Indian person or Pakistani, by the way Indians own the most homes in London have a think why!! They actually go out and work and want to achieve something In life!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.54471385
Profanity0.39409557
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.635 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
You shoulda hid his face he looks so racist 😭😭
You shoulda hid his face he looks so racist 😭😭
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.30256465
Insult0.489133
Profanity0.24341469
Threat0.13279422
Severe Toxicity0.16760159
Moderate 0.5885171 Low Con 0.279 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
"the country they live in was a shit hole"? Really? So only white Europeans paid their dues to be in Brampton? So they saturate and elect their own politicians eh? Isn't that what Canada has …
"the country they live in was a shit hole"? Really? So only white Europeans paid their dues to be in Brampton? So they saturate and elect their own politicians eh? Isn't that what Canada has done federally, provincially, and municipally since inception? There is still no black person sitting in the supreme Court of Canada. There has never been a black, Indian, or indigenous prime minister.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.5130944
Profanity0.48510036
Threat0.011819307
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.462 Identity Attack Insult Moral_Argument
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada imported too many parasites
Canada imported too many parasites
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5739874
Profanity0.19155724
Threat0.007689608
Severe Toxicity0.023076924
Moderate 0.5885171 Low Con 0.201 Insult Identity_Assertion
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
Indians are shady
Indians are shady
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.49151286
Profanity0.29209393
Threat0.0138755
Severe Toxicity0.109661035
Moderate 0.5885171 Moderate Con 0.323 Identity Attack Identity_Assertion
Sep 30, 2025 1 likes IRCC Names India in Study …
Are these guys pretending or for real that they have no clue why liberals act that way? No need to have a lamp in daylight to figure this out: importing votes. This is liberal party …
Are these guys pretending or for real that they have no clue why liberals act that way? No need to have a lamp in daylight to figure this out: importing votes. This is liberal party business model how to stay in power and keep control. Who gives a rat ass about the rest,really? Sucked up and elbows are all the way to a promised land of diversity and inclusion.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.099072486
Insult0.5130944
Profanity0.5188411
Threat0.01698343
Severe Toxicity0.051147457
Moderate 0.5885171 Low Con 0.256 Insult Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Take in the Third World, become the Third World. They need to fit in or fck-off. I would prefer the latter.
Take in the Third World, become the Third World. They need to fit in or fck-off. I would prefer the latter.
Inside Canada's Indian Metropolis (Brampton) · 172: Cluster #171
Close reading → Video sentiment →
Identity Attack0.28034934
Insult0.39297962
Profanity0.6001929
Threat0.058503386
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.18
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I'm Canadian. Get out! Trudeau dumped a massive amount of useless people on us
I'm Canadian. Get out! Trudeau dumped a massive amount of useless people on us
Canada's tighter immigration policy divides the country • … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.2463217
Insult0.6308392
Profanity0.114160895
Threat0.009799767
Severe Toxicity0.017093835
Moderate 0.5885171 Moderate Con 0.355 Insult Identity_Assertion
Feb 12, 2026 3 likes Canada's tighter immigration policy divides …
If the bike guy gets fired let’s all donate a shit ton of money to him.
If the bike guy gets fired let’s all donate a shit ton of money to him.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.034300596
Insult0.37392882
Profanity0.6242122
Threat0.04718852
Severe Toxicity0.02406851
Moderate 0.5885171 Low Con 0.285 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
I hate canada now
I hate canada now
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.3126888
Profanity0.2661772
Threat0.03649433
Severe Toxicity0.026936848
Moderate 0.5885171 Moderate Con 0.381 Identity Attack Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
20 YEARS AGO I WENT TO CARIBANA FROM NYC MET A GIRL IN TORONTO AND WENT TO BRAMPTON SO PEACEFUL AND NICE ! WHAT THE FUCK HAPPEN ?
20 YEARS AGO I WENT TO CARIBANA FROM NYC MET A GIRL IN TORONTO AND WENT TO BRAMPTON SO PEACEFUL AND NICE ! WHAT THE FUCK HAPPEN ?
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.026810925
Insult0.191015
Profanity0.67055607
Threat0.009747985
Severe Toxicity0.104393706
Moderate 0.5885171 Moderate Con 0.441 Fear_Threat
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
When the Indian lady who’s been here some time started talking about not robbing liquor stores, I was expecting no you to edit in footage of the assholes openly robbing LCBO in the middle of …
When the Indian lady who’s been here some time started talking about not robbing liquor stores, I was expecting no you to edit in footage of the assholes openly robbing LCBO in the middle of the day, just walking away with $1000 of liquor (obviously from one area of the world) 😢
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.5130944
Profanity0.5013569
Threat0.030278467
Severe Toxicity0.18232453
Moderate 0.5885171 Moderate Con 0.448 Insult Unverified_Claim
Sep 19, 2025 22 likes Inside Canada's Indian Metropolis (Brampton)
Dude on the bike was too fucking funny!
Dude on the bike was too fucking funny!
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.022791367
Insult0.24767025
Profanity0.73341435
Threat0.011068452
Severe Toxicity0.044870634
Moderate 0.5885171 Moderate Con 0.336 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude Canada looks f'ing DISGUSTING NOW lmao. Gonna be able start smelling the place from across the border.
Dude Canada looks f'ing DISGUSTING NOW lmao. Gonna be able start smelling the place from across the border.
Inside Canada's Indian Invasion... · 343: Cluster #342
Close reading → Discourse → Video sentiment →
Identity Attack0.49584505
Insult0.5145894
Profanity0.35094926
Threat0.010731863
Severe Toxicity0.10702737
Moderate 0.5885171 Moderate Con 0.357 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
INDIA AND CANADA =POOPED INVASION .....GO INDIA PLEASE
INDIA AND CANADA =POOPED INVASION .....GO INDIA PLEASE
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.5130944
Profanity0.2761231
Threat0.02855184
Severe Toxicity0.2281948
Moderate 0.5885171 Low Con 0.205 Identity Attack Insult Fear_Threat
Feb 17, 2026 Inside Canada's Indian Invasion...
Disgusting creatures.
Disgusting creatures.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.06749674
Insult0.57787937
Profanity0.2882351
Threat0.013113883
Severe Toxicity0.02449106
Moderate 0.5885171 Low Con 0.262 Insult
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
A TRUE BORN AND BRED CANADIAN IM SAYING THIS!!! Stop moving into my country and call yourselves Canadian!!!! Wrong ! Wrong!Wrong! You are a refugee hiding here or you've been PRIVILEGED with a Canadian Citizen …
A TRUE BORN AND BRED CANADIAN IM SAYING THIS!!! Stop moving into my country and call yourselves Canadian!!!! Wrong ! Wrong!Wrong! You are a refugee hiding here or you've been PRIVILEGED with a Canadian Citizen Card...That DOES NOT MAKE YOU CANADIAN DAMN IT!!! That just makes you a Citizen......PERIOD
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.48399165
Profanity0.44890457
Threat0.013217449
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.362
Sep 8, 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.