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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 129 of 1230
So bad. Middle East street shitters are literally taking over. Scary to see what the US and Canada will look like 10 years from now.
So bad. Middle East street shitters are literally taking over. Scary to see what the US and Canada will look like 10 years from now.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2846865
Insult0.5130944
Profanity0.5381406
Threat0.011767523
Severe Toxicity0.05473421
Moderate 0.5885171 Low Con 0.172 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dirty india smeul people
Dirty india smeul people
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5177041
Profanity0.36230123
Threat0.13717735
Severe Toxicity0.35166132
Moderate 0.5885171 Low Con 0.189 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
RASCIST no more this word is way over used. Im 69 and the stupid RASCIST card means absolutely nothing. And no i don't hate no humans, but enough is enough
RASCIST no more this word is way over used. Im 69 and the stupid RASCIST card means absolutely nothing. And no i don't hate no humans, but enough is enough
Why Canadians Are Turning Against Immigrants. · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.30103904
Insult0.5130944
Profanity0.40558428
Threat0.02181799
Severe Toxicity0.0394905
Moderate 0.5885171 Moderate Con 0.421 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way life . where are these scam artists liberals need to find them and deport them now . I am so very angry with this government for what they have done to country of ours .the biggest problem is that has been going since the 70s . there are more violent crime in since the liberals brought these east indians here . the catch and release program with them is not working they get bail leave jail head right to an international and leave the country with no punishment what so ever . more than likely returning under a different name .
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5739874
Profanity0.4044591
Threat0.045895394
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.443 Insult
Oct 13, 2025 IRCC Names India in Study …
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)
They never should have come here. They dont care about Canada. If they had their way they would take over the country for f**ks sake. Someome end these programs and 'targets'. Its insane, and its …
They never should have come here. They dont care about Canada. If they had their way they would take over the country for f**ks sake. Someome end these programs and 'targets'. Its insane, and its criminal. They have stolen so much from Canads.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.48399165
Profanity0.5013569
Threat0.035458352
Severe Toxicity0.112294696
Moderate 0.5885171 Moderate Con 0.336 Fear_Threat
Nov 26, 2025 Quebec Ends Economic Immigration Program …
Why dont you go to Palestine and ask the natives about the European and white settlers invasion you hypocrite you.
Why dont you go to Palestine and ask the natives about the European and white settlers invasion you hypocrite you.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.5935568
Profanity0.18417911
Threat0.011715741
Severe Toxicity0.023076924
Moderate 0.5885171 Low Con 0.203 Insult Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Well, atleast both men and women work and pay taxes, in comparison to the small hats that are only praying. They literally have 10-20 kids, only women work allegedly and are extremely racist against all …
Well, atleast both men and women work and pay taxes, in comparison to the small hats that are only praying. They literally have 10-20 kids, only women work allegedly and are extremely racist against all other races. All while living on others cost, free food, free homes and no worries in life. Literally the parasites of the world.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.62169385
Profanity0.21564959
Threat0.010369381
Severe Toxicity0.023076924
Moderate 0.5885171 Moderate Con 0.378 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Its so unfortunate and infuriating seeing Canada stock pile low grade humans and watching them scam their wash into everything single benefit from our government and call us stupid because we are honest and work …
Its so unfortunate and infuriating seeing Canada stock pile low grade humans and watching them scam their wash into everything single benefit from our government and call us stupid because we are honest and work hard. Shame
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.18158256
Insult0.6308392
Profanity0.2298641
Threat0.008556974
Severe Toxicity0.019998873
Moderate 0.5885171 Moderate Con 0.362 Insult
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
That Muslim man sure seemed racist!!!
That Muslim man sure seemed racist!!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.46476576
Profanity0.19032755
Threat0.014911477
Severe Toxicity0.042180564
Moderate 0.5885171 Low Con 0.241 Identity Attack Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
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)
Why are you platforming a bunch of ignorance and hatred and not even fact checking the ridiculous things they say? Doesn't smell good.
Why are you platforming a bunch of ignorance and hatred and not even fact checking the ridiculous things they say? Doesn't smell good.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.013144426
Insult0.6308392
Profanity0.1589207
Threat0.008129764
Severe Toxicity0.014640691
Moderate 0.5885171 Low Con 0.194 Insult
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
The white guy literally said there’s only poor white trash left there. Pretty sad when a white Man says that. 🤦‍♀️
The white guy literally said there’s only poor white trash left there. Pretty sad when a white Man says that. 🤦‍♀️
Inside Canada's Indian Invasion... · 397: Cluster #396
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.2801717
Threat0.011094344
Severe Toxicity0.044870634
Moderate 0.5885171 Low Con 0.264 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
All the garbage is from India Vancouver BC😅
All the garbage is from India Vancouver BC😅
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.21673056
Threat0.007547205
Severe Toxicity0.038593806
Moderate 0.5885171 Low Con 0.294 Identity Attack Insult Identity_Assertion
Sep 29, 2025 1 likes IRCC Names India in Study …
It isn't the Canadian dream anymore, it's ridiculous.
It isn't the Canadian dream anymore, it's ridiculous.
Why Canadians Are Turning Against Immigrants. · 123: Cluster #122
Close reading → Video sentiment →
Identity Attack0.2823795
Insult0.61794597
Profanity0.1612468
Threat0.008013252
Severe Toxicity0.018449519
Moderate 0.5885171 Moderate Con 0.307 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
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...
Wow great canada is screwed
Wow great canada is screwed
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.5130944
Profanity0.44431314
Threat0.008116818
Severe Toxicity0.038593806
Moderate 0.5885171 Moderate Con 0.319 Insult
Oct 3, 2025 IRCC Names India in Study …
makes me want to vomit when i hear them talk!!!! 🤢🤢🤢🤮🤮🤮🤮
makes me want to vomit when i hear them talk!!!! 🤢🤢🤢🤮🤮🤮🤮
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.029660052
Insult0.3388922
Profanity0.3366329
Threat0.15434735
Severe Toxicity0.16496792
Moderate 0.5885171 Moderate Con 0.33 Fear_Threat
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
That one guy really said Africa is dumb. A whole continent is dumb? And he is talking about how africans have low intelligence? Him thinking that a whole continent with over 1.5 billion people in …
That one guy really said Africa is dumb. A whole continent is dumb? And he is talking about how africans have low intelligence? Him thinking that a whole continent with over 1.5 billion people in it is dumb shows me that he in fact is the one with low intelligence. Ew..
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.46614665
Insult0.58196646
Profanity0.33954415
Threat0.01052473
Severe Toxicity0.02378681
Moderate 0.5885171 Low Con 0.217 Insult Meta_Commentary
Feb 8, 2026 4 likes 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)
8:42 mf khalistani gangster wants to destroy india .
8:42 mf khalistani gangster wants to destroy india .
Inside Canada's Indian Invasion... · 130: Cluster #129
Close reading → Discourse → Video sentiment →
Identity Attack0.49584505
Insult0.37960073
Profanity0.29209393
Threat0.4352635
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.134 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
How ironic for a white person to speak on colonization and “their country” being taken over by non whites. White people have colonized every freakin continent and called it theirs and now when it’s done …
How ironic for a white person to speak on colonization and “their country” being taken over by non whites. White people have colonized every freakin continent and called it theirs and now when it’s done to them they don’t like it or feel safe then got all sorts or derogatory and racist remarks for these groups. It’s called karma. Ask the Indians about that😂😂😂😂😂😂😂😂😂😂 😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.45135358
Profanity0.46460027
Threat0.028897164
Severe Toxicity0.18844056
Moderate 0.5885171 Moderate Con 0.432 Identity Attack Moral_Argument
Jan 27, 2026 1 likes 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...
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.