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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 109 of 189
These punjabi khalasthani mfs do human trafficking. When they get in trouble the call themselves Indian, coward mfs
These punjabi khalasthani mfs do human trafficking. When they get in trouble the call themselves Indian, coward mfs
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.6336687
Profanity0.4681068
Threat0.34804323
Severe Toxicity0.50703704
Moderate 0.62136006 Low Con 0.142 Identity Attack Insult
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...
India 🇮🇳 a country of scammers
India 🇮🇳 a country of scammers
Inside Canada's Indian Metropolis (Brampton) · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.6106996
Insult0.5678696
Profanity0.3194067
Threat0.032695748
Severe Toxicity0.23224114
Moderate 0.62136006 Low Con 0.248 Identity Attack Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.109318495
Insult0.6109131
Profanity0.3938786
Threat0.010654188
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.281 Insult Meta_Commentary
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
It’s so pathetic that the white man keeps referring to himself as a racial slur before he says anything.
It’s so pathetic that the white man keeps referring to himself as a racial slur before he says anything.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.6109131
Profanity0.27207452
Threat0.008893564
Severe Toxicity0.023645958
Moderate 0.62136006 Low Con 0.2 Identity Attack Insult
Oct 4, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Racist stereotypes enforcing,back to back clips of durty indian looking people india is cery diverse country it has all skin tones bro sone people look chinese,brown,people have dark dkin sone have white bro just stop …
Racist stereotypes enforcing,back to back clips of durty indian looking people india is cery diverse country it has all skin tones bro sone people look chinese,brown,people have dark dkin sone have white bro just stop this nonsense mf you will be eliminated racist whity 🤡🤡
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.5203519
Insult0.5130944
Profanity0.36230123
Threat0.34804323
Severe Toxicity0.3536391
Moderate 0.62136006 Low Con 0.289 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Bloody Racists.
Bloody Racists.
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.38246045
Insult0.6261769
Profanity0.3351773
Threat0.045895394
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.246 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.4794537
Profanity0.114160895
Threat0.053330876
Severe Toxicity0.23224287
Moderate 0.62136006 Moderate Con 0.369 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
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...
All white black yellow brown CANADIANS NEED TO STAND UP AND PROTECT THE CANADIAN WAY DONT ALLOW THESE DISGUSTING POLITICIANS AND IMMIGRANTS CHANGE CANADIAN WAY
All white black yellow brown CANADIANS NEED TO STAND UP AND PROTECT THE CANADIAN WAY DONT ALLOW THESE DISGUSTING POLITICIANS AND IMMIGRANTS CHANGE CANADIAN WAY
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.56997263
Profanity0.17803068
Threat0.010680079
Severe Toxicity0.05832097
Moderate 0.62136006 Moderate Con 0.325 Identity Attack Insult Identity_Assertion
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Canada, stop being Polite and grow your balls back!
Canada, stop being Polite and grow your balls back!
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.25817248
Insult0.5130944
Profanity0.42185885
Threat0.022681303
Severe Toxicity0.059217658
Moderate 0.62136006 Low Con 0.148 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian-born Indian myself, I truly hate how Canada has become. i cant even go to school without Indian international students being so loud and obnoxious. these indians make us look so bad, it's …
As a Canadian-born Indian myself, I truly hate how Canada has become. i cant even go to school without Indian international students being so loud and obnoxious. these indians make us look so bad, it's terrible. They don't even bother to learn proper manners; it's disgusting.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.5739874
Profanity0.24147889
Threat0.017674083
Severe Toxicity0.06011435
Moderate 0.62136006 Constructive 0.523 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 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)
It’s easy, liberal government who is following a global agenda to create chaos and anarchy in many countries and what Trump is doing needs to be done. Fix immigration laws, everyone must be adding to …
It’s easy, liberal government who is following a global agenda to create chaos and anarchy in many countries and what Trump is doing needs to be done. Fix immigration laws, everyone must be adding to the country with skills that get let in. We need to deport everyone that isn’t providing any real value. Reverse this shit, religious extremism, put them back in their own countries, they act like animals and barbarians kick them out. It’s simple but the idiot boomers because their lives are set think that the world is rainbows and unicorns so they voted liberal.
Why Canadians Are Turning Against Immigrants. · 69: Cluster #68
Close reading → Discourse → Video sentiment →
Identity Attack0.40351558
Insult0.6370372
Profanity0.46460027
Threat0.12996206
Severe Toxicity0.14389864
Moderate 0.62136006 Moderate Con 0.307 Insult Policy_Critique
Sep 10, 2025 Why Canadians Are Turning Against …
0:50 Again, the USA is far from being the best country on Earth. For the love of God, look at yourself, look how miserable your country is now. It used to be great, now you …
0:50 Again, the USA is far from being the best country on Earth. For the love of God, look at yourself, look how miserable your country is now. It used to be great, now you have shootings everyday, your president is a pdo, you pollute like crazy and you're ultra obese. I can't believe you keep saying that it's crazy.
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.5935568
Profanity0.29209393
Threat0.07246469
Severe Toxicity0.16760159
Moderate 0.62136006 Moderate Con 0.412 Insult Comparative_Framing
Feb 12, 2026 Inside Canada's Indian Invasion...
Our government is housing them, educating them, our own people can’t get jobs , the idiot that agreed to have mass immigration didn’t factor in housing it is out of control rent has tripled. Our …
Our government is housing them, educating them, our own people can’t get jobs , the idiot that agreed to have mass immigration didn’t factor in housing it is out of control rent has tripled. Our country isn’t Canadian anymore
Why Canadians Are Turning Against Immigrants. · 33: Cluster #32
Close reading → Video sentiment →
Identity Attack0.17070955
Insult0.6675394
Profanity0.25367188
Threat0.0091524795
Severe Toxicity0.023076924
Moderate 0.62136006 Moderate Con 0.419 Insult
Oct 8, 2025 Why Canadians Are Turning Against …
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...
Talking crap about Africans but they have more than what he has in that little time of them being there 😂keep riding your bike in the cold buddy
Talking crap about Africans but they have more than what he has in that little time of them being there 😂keep riding your bike in the cold buddy
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.47630358
Profanity0.5013569
Threat0.021127338
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.269 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian experiencing this…it suck’s
As a Canadian experiencing this…it suck’s
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.18002926
Insult0.4534306
Profanity0.5188411
Threat0.007534259
Severe Toxicity0.02439716
Moderate 0.62136006 Moderate Con 0.441 Personal_Narrative
Feb 8, 2026 Inside Canada's Indian Invasion...
Michelle for MP save Canada 🎉 mps acting dumb so sad
Michelle for MP save Canada 🎉 mps acting dumb so sad
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.08087392
Insult0.6798578
Profanity0.20016506
Threat0.007534259
Severe Toxicity0.01935331
Moderate 0.62136006 Low Con 0.256 Insult Call_To_Action
Sep 30, 2025 IRCC Names India in Study …
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...
We need to build a wall at Canada's border now. India slums and scammers are not welcome in America
We need to build a wall at Canada's border now. India slums and scammers are not welcome in America
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5678696
Profanity0.2188925
Threat0.10542984
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.219 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
":Greatest Country" LMFAO! The US is, always has been and always will be the number one sh*thole country on the planet pal!
":Greatest Country" LMFAO! The US is, always has been and always will be the number one sh*thole country on the planet pal!
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.5130944
Profanity0.541926
Threat0.011767523
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.128 Insult Comparative_Framing
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 …
My major problem is not that we have Indians here my major problem is that they don't have any Civic sense and they bring their own Civic sense of India over here being aggressive angry …
My major problem is not that we have Indians here my major problem is that they don't have any Civic sense and they bring their own Civic sense of India over here being aggressive angry no customer service no niceness no please or thank you they get mad and angry very fast they shout and yell at you this scam they close the doors of a store before they're supposed to LOL that happened so many times it's just nasty and very disgusting I have seen some really disgusting s*** and retail stores including coffee shops
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49584505
Insult0.5130944
Profanity0.4894185
Threat0.12076248
Severe Toxicity0.30763787
Moderate 0.62136006 Constructive 0.623 Insult Identity_Assertion
Feb 18, 2026 3 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.