Skip to content
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 182 of 189
That guy really hates Africans😄😄😄😄but we love everyone....so it really doesn't bother us
That guy really hates Africans😄😄😄😄but we love everyone....so it really doesn't bother us
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.25800487
Profanity0.2258264
Threat0.014911477
Severe Toxicity0.029626917
Moderate 0.50789946 Moderate Con 0.456 Identity Attack Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Cannada imported uneducated fake document indians who cant speak english 😅 i am indian btw
Cannada imported uneducated fake document indians who cant speak english 😅 i am indian btw
How Canada broke its immigration system · 109: Cluster #108
Close reading → Discourse → Video sentiment →
Identity Attack0.5203519
Insult0.47384647
Profanity0.10301965
Threat0.008893564
Severe Toxicity0.023076924
Moderate 0.50789946 Low Con 0.229 Identity Attack Unverified_Claim
Oct 31, 2025 1 likes How Canada broke its immigration …
I hate others.... With good reason
I hate others.... With good reason
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4006267
Insult0.24928534
Profanity0.26463717
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.369
Sep 8, 2025 Why Canadians Are Turning Against …
Mass report everyone this channel is only spreading hatred and racism now
Mass report everyone this channel is only spreading hatred and racism now
Inside Canada's Indian Invasion... · 349: Cluster #348
Close reading → Discourse → Video sentiment →
Identity Attack0.2831485
Insult0.26957804
Profanity0.19401662
Threat0.13650303
Severe Toxicity0.027833538
Moderate 0.50789946 Low Con 0.239 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
You did not study. Your parents did nothing. Did they support you to get a college eduvation. You sent your jobs to china. And you allow potential terrorist into canada. You alllowed muslims and khalistans. …
You did not study. Your parents did nothing. Did they support you to get a college eduvation. You sent your jobs to china. And you allow potential terrorist into canada. You alllowed muslims and khalistans. CANADIANS YOU JUST SET YOURSELF FOR FAILURE.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.44802538
Profanity0.04291453
Threat0.015602129
Severe Toxicity0.023152983
Moderate 0.50789946 Low Con 0.254 Identity Attack
Aug 28, 2025 Why Canadians Are Turning Against …
OHBOO HOO WHITE PPL ARE THE NOW MINORITY ?? NOW YOU KNOW HOW IT FEELS EITHER ADAPT TO CHANGE OR GET LEFT BEHIND THIS BLAME GAME BY THESE SO CALLED JOURNALISTS ARE CREATING DIVIDE THE …
OHBOO HOO WHITE PPL ARE THE NOW MINORITY ?? NOW YOU KNOW HOW IT FEELS EITHER ADAPT TO CHANGE OR GET LEFT BEHIND THIS BLAME GAME BY THESE SO CALLED JOURNALISTS ARE CREATING DIVIDE THE FUTURE DOESNT CARE ABOUT SKIN COLOR AND UR PAKI IM INDIAN ALL SHOULD PROSPER NOT BRING DOWN
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49032792
Insult0.34135336
Profanity0.2659699
Threat0.06658544
Severe Toxicity0.16496792
Moderate 0.50789946 Low Con 0.254 Moral_Argument
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Please eradicate Islamic terrorist. Don't invite them into Canada. Conditions will be worse than UK( united Kingdom) This is why America put huge tarrif on Canada ( USA's greatest trading partner). Islamic terrorist in Canada …
Please eradicate Islamic terrorist. Don't invite them into Canada. Conditions will be worse than UK( united Kingdom) This is why America put huge tarrif on Canada ( USA's greatest trading partner). Islamic terrorist in Canada is a threat to America 😢😢😢😢. Stop Refugeecitizenship in Canada and other European Countries.😢😢.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.3470427
Profanity0.07255927
Threat0.34804323
Severe Toxicity0.030523606
Moderate 0.50789946 Moderate Con 0.412 Identity Attack Fear_Threat
Nov 24, 2025 IRCC Names India in Study …
Canadians totally trashed their own country, cashed in their souls for a few dollars, and somehow it’s all India’s fault
Canadians totally trashed their own country, cashed in their souls for a few dollars, and somehow it’s all India’s fault
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.43450394
Profanity0.12727508
Threat0.011974656
Severe Toxicity0.02411546
Moderate 0.50789946 Moderate Con 0.302 Identity Attack
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Mass report everyone this channel is only spreading hatred and racism now
Mass report everyone this channel is only spreading hatred and racism now
Inside Canada's Indian Invasion... · 349: Cluster #348
Close reading → Discourse → Video sentiment →
Identity Attack0.2831485
Insult0.26957804
Profanity0.19401662
Threat0.13650303
Severe Toxicity0.027833538
Moderate 0.50789946 Low Con 0.236 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
Canada has a government that is destroying our country. The working class gets to pay for all these immigrants that live better and have more benefits than Canadians. Working Canadians are struggling to live. Our …
Canada has a government that is destroying our country. The working class gets to pay for all these immigrants that live better and have more benefits than Canadians. Working Canadians are struggling to live. Our adult children have no hope of owning homes. We need to get rid of the corrupt liberals!!!!!!!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.5130944
Profanity0.0569429
Threat0.1954604
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.429 Insult Economic_Argument
Mar 3, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
How disgusting people just for views defaming India.If u don't want Indians in your country just cut all ties with india and ban indians why you are spreading hatred. I love canadian people but pl …
How disgusting people just for views defaming India.If u don't want Indians in your country just cut all ties with india and ban indians why you are spreading hatred. I love canadian people but pl don't spread hatred.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.5145894
Profanity0.11725569
Threat0.023544617
Severe Toxicity0.023076924
Moderate 0.50789946 Constructive 0.514 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I mean it makes sense sadly... they live in a shithole and make little to nothing nothing and everything is all ransacked and destroyed and/or dirty. See that the grass is greener over here with …
I mean it makes sense sadly... they live in a shithole and make little to nothing nothing and everything is all ransacked and destroyed and/or dirty. See that the grass is greener over here with more opportunities and can make 10x more than people over there and can send the money back so their family gets a good amount back. But there will be a huge majority that will slip up over time and act like they do back there just bringing all that sloppiness and nonsense over here. possibly creating their own gang or a terroristic like group. Ive already seen a homeless one(seemed homeless and raggedy) walking down the street checking for unlocked car doors.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.47357693
Profanity0.4819111
Threat0.024062606
Severe Toxicity0.052940834
Moderate 0.50789946 Constructive 0.637 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians are NOT junkies. Id prefer Indians to white and black junkies
Indians are NOT junkies. Id prefer Indians to white and black junkies
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.4555076
Profanity0.2659699
Threat0.012337137
Severe Toxicity0.032316983
Moderate 0.50789946 Moderate Con 0.312 Identity Attack Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
The one video you say we can't survive without Indiana we have been doing it for years what do you think is going to change I am a true Canadian everybody is welcomed but do …
The one video you say we can't survive without Indiana we have been doing it for years what do you think is going to change I am a true Canadian everybody is welcomed but do not f****** change our way of life make the gentleman said leave your s*** out the door I don't understand a lot of use come to our country because it's so bad where you're coming from that's great you have somewhere safe to go and we accept you even on the fact that you and try and change our way of life please somebody out there stand up against all of this we need one person to stand up and we will follow let's get our Canada back there will be a war before you take it over and trust me you don't want that America learn not to f*** with us cuz we burnt their house down trust me we will burn yours down too I am not racist at all but for us being nice you are putting us into poverty work with us not against us or sooner or later you will regret it don't change our way of life we don't go to your country and do it Canadians have a lot of passion and helping people sooner or later we get fed up and then regrets happen
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.27875587
Insult0.43296707
Profanity0.5013569
Threat0.034422375
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.736
Sep 10, 2025 Why Canadians Are Turning Against …
Doug ford needs to stfu… he is the biggest liberal brown noser out there and he has the audacity to say “something’s broken”?!?
Doug ford needs to stfu… he is the biggest liberal brown noser out there and he has the audacity to say “something’s broken”?!?
Why Canadians Are Turning Against Immigrants. · 90: Cluster #89
Close reading → Video sentiment →
Identity Attack0.28034934
Insult0.53014356
Profanity0.30866358
Threat0.014393489
Severe Toxicity0.023974609
Moderate 0.50789946 Low Con 0.23 Insult
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Indian dude is saying he never been discriminated in Canada, and in other hand, Canadian saying get the hell out of our country.
Indian dude is saying he never been discriminated in Canada, and in other hand, Canadian saying get the hell out of our country.
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.458714
Insult0.41767508
Profanity0.39498812
Threat0.036149003
Severe Toxicity0.024866661
Moderate 0.50789946 Moderate Con 0.369
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Mass report everyone this channel is only spreading hatred and racism now
Mass report everyone this channel is only spreading hatred and racism now
Inside Canada's Indian Invasion... · 349: Cluster #348
Close reading → Discourse → Video sentiment →
Identity Attack0.2831485
Insult0.26957804
Profanity0.19401662
Threat0.13650303
Severe Toxicity0.027833538
Moderate 0.50789946 Low Con 0.236 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
Unfortunatley this plague is also hitting Romania. We have 130k combined Nepalis, Sri Lankers, Bengalis and Indians. People from the indian subcontient are like a biological weapons sent to destory the white world.
Unfortunatley this plague is also hitting Romania. We have 130k combined Nepalis, Sri Lankers, Bengalis and Indians. People from the indian subcontient are like a biological weapons sent to destory the white world.
Inside Canada's Indian Invasion... · 58: Cluster #57
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.42743355
Profanity0.2637234
Threat0.17964768
Severe Toxicity0.16760159
Moderate 0.50789946 Moderate Con 0.441 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Dear Indians don't turn Canada and Europe into sithole ❤
Dear Indians don't turn Canada and Europe into sithole ❤
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.47384647
Profanity0.44366163
Threat0.009981008
Severe Toxicity0.041283876
Moderate 0.50789946 Low Con 0.225 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Whites wont exist in 100 years.
Whites wont exist in 100 years.
Inside Canada's Indian Invasion... · 55: Cluster #54
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.31740165
Profanity0.20139475
Threat0.13815513
Severe Toxicity0.12809667
Moderate 0.50789946 Low Con 0.131 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Mass report everyone this channel is only spreading hatred and racism now
Mass report everyone this channel is only spreading hatred and racism now
Inside Canada's Indian Invasion... · 349: Cluster #348
Close reading → Discourse → Video sentiment →
Identity Attack0.2831485
Insult0.26957804
Profanity0.19401662
Threat0.13650303
Severe Toxicity0.027833538
Moderate 0.50789946 Low Con 0.239 Call_To_Action
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Damn he dipped
Damn he dipped
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.01565665
Insult0.24903896
Profanity0.6001929
Threat0.012233571
Severe Toxicity0.023645958
Moderate 0.50789946 Moderate Con 0.367 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
They go to Canada and also here in the USA and shit post on yt about how great their india is while eating and drinking America's water, food. PS:Then stay in India and develop it! …
They go to Canada and also here in the USA and shit post on yt about how great their india is while eating and drinking America's water, food. PS:Then stay in India and develop it! Friends
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.41975367
Insult0.36798462
Profanity0.48510036
Threat0.013217449
Severe Toxicity0.051147457
Moderate 0.50789946 Moderate Con 0.321 Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
CANADA IS GETTING TAKEN OVER, THERE NASTY. THAT CURRY SMELLS!
CANADA IS GETTING TAKEN OVER, THERE NASTY. THAT CURRY SMELLS!
Inside Canada's Indian Invasion... · 343: Cluster #342
Close reading → Video sentiment →
Identity Attack0.26155844
Insult0.5130944
Profanity0.15635987
Threat0.010239923
Severe Toxicity0.023076924
Moderate 0.50789946 Low Con 0.194 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Just pathetic
Just pathetic
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008028535
Insult0.5423875
Profanity0.2600683
Threat0.0077672824
Severe Toxicity0.013672344
Moderate 0.50789946 Moderate Con 0.323 Insult Meta_Commentary
Sep 30, 2025 IRCC Names India in Study …
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.