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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 76 of 1230
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06385879
Insult0.71027446
Profanity0.3597395
Threat0.0086087575
Severe Toxicity0.023076924
Moderate 0.6863638 Low Con 0.269 Insult Policy_Critique
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
"I didn't even work a single day of cash" yup.. and that's your registered nurse talking to you... What a fucking discrimination.
"I didn't even work a single day of cash" yup.. and that's your registered nurse talking to you... What a fucking discrimination.
Inside Canada's Indian Metropolis (Brampton) · 236: Cluster #235
Close reading → Video sentiment →
Identity Attack0.04048799
Insult0.47384647
Profanity0.70864636
Threat0.009256045
Severe Toxicity0.11492836
Moderate 0.6863638 Constructive 0.508
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Why don’t we talk about all the Asian people in Mississauga or the black community in Scarborough/Toronto or the Islamic community in Sauga again? Trust me there are a lot of other people besides Indians …
Why don’t we talk about all the Asian people in Mississauga or the black community in Scarborough/Toronto or the Islamic community in Sauga again? Trust me there are a lot of other people besides Indians that makes up the greater toronto area. All with different mannerism, driving skills, parenting skills. But this douchebag picks the Indian community for some reason. Probably doesn’t wipe his own poop ass after taking a shit. Hideous beaver trying to make $$ by posting racist videos and copying MrBeast.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.64537907
Profanity0.57488567
Threat0.079364374
Severe Toxicity0.39194742
Moderate 0.6863638 Moderate Con 0.428 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
It's true that American and Canadian don't know how to wiped their asses?
It's true that American and Canadian don't know how to wiped their asses?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38208112
Insult0.46774593
Profanity0.5365423
Threat0.075531214
Severe Toxicity0.16960317
Moderate 0.6863638 Low Con 0.2 Humor_Satire
Feb 5, 2026 5 likes Inside Canada's Indian Invasion...
4:43 These punjabis are the most racist humans on the planet. They identify themselves as white here in India and maybe in America they change their colors to brown or more like middle eastern ( …
4:43 These punjabis are the most racist humans on the planet. They identify themselves as white here in India and maybe in America they change their colors to brown or more like middle eastern ( MENA ). They calm their ass over to a white nation. But in their own home nation they call themselves as white like...
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5678696
Profanity0.5365423
Threat0.13616586
Severe Toxicity0.35368225
Moderate 0.6863638 Low Con 0.296 Identity Attack Insult Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
World's trasher gangs. Canada has been turned into a garbage bin. What a shame, Justin Trudeau
World's trasher gangs. Canada has been turned into a garbage bin. What a shame, Justin Trudeau
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.6991143
Profanity0.1654338
Threat0.007534259
Severe Toxicity0.024725812
Moderate 0.6863638 Low Con 0.168 Insult
Sep 30, 2025 1 likes IRCC Names India in Study …
I got bad news for you braindead fake vaccinated sheep; canada has ALWAYS been a brown country for tens of thousands of years. White people never owned this land and still dont. The entitlemtn u …
I got bad news for you braindead fake vaccinated sheep; canada has ALWAYS been a brown country for tens of thousands of years. White people never owned this land and still dont. The entitlemtn u feel is brainwashing from the jews because u are a dumbass goy that's easy to manipulate.. and now they are manipulatinf you to fight other cultures when EVERYONE knows what group is responsible for all the of worlds problems. The deepstate.
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.6798578
Profanity0.3866461
Threat0.03649433
Severe Toxicity0.23226175
Moderate 0.6852916 Moderate Con 0.308 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
WHITE PPL INVADED INDIA ; STOLE, KILLED 15 MILLION PPL... INDIAN PPL MOVE TO CANADA TO WORK...WHERE IS THE PROBLEM? ITS NOT EVEN YOUR COUNTRY, YOU STOLE IT TOO, REMEMBER THIEVES?
WHITE PPL INVADED INDIA ; STOLE, KILLED 15 MILLION PPL... INDIAN PPL MOVE TO CANADA TO WORK...WHERE IS THE PROBLEM? ITS NOT EVEN YOUR COUNTRY, YOU STOLE IT TOO, REMEMBER THIEVES?
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.6728028
Insult0.5130944
Profanity0.20016506
Threat0.34804323
Severe Toxicity0.31905776
Moderate 0.6852916 Low Con 0.262 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
You can't make this shite up. A nigerian telling immigrants to leave their culture at the door. I guess he's no longer a Nigerian. Is it because his white wife told him to leave his …
You can't make this shite up. A nigerian telling immigrants to leave their culture at the door. I guess he's no longer a Nigerian. Is it because his white wife told him to leave his culture at the door?
Why Canadians Are Turning Against Immigrants. · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.5015486
Profanity0.6370159
Threat0.014220826
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.303 Identity Attack Insult Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
Ship the immigrants out who don't want to leave their crap behind and bring their residue here!! Blend or get out!!! I was born and raised here and now i'm a minority!!! We have no …
Ship the immigrants out who don't want to leave their crap behind and bring their residue here!! Blend or get out!!! I was born and raised here and now i'm a minority!!! We have no jobs because of the immigrants that will work for nothing, low wages because they came from nothing, even crumbs look good to them. Look at the crime!!! Ship them out!!!
Why Canadians Are Turning Against Immigrants. · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.58743036
Insult0.6149945
Profanity0.46460027
Threat0.13768311
Severe Toxicity0.23224801
Moderate 0.6852916 Moderate Con 0.472 Identity Attack Insult
Aug 25, 2025 Why Canadians Are Turning Against …
You had several opportunities to vote out Justin Trudeau and the liberals who brought this upon you. And every election you called the conservatives who pointed out the immigration debacle racist. Just eat s*** and …
You had several opportunities to vote out Justin Trudeau and the liberals who brought this upon you. And every election you called the conservatives who pointed out the immigration debacle racist. Just eat s*** and die and suffer the consequences of your voting actions.
Why Canadians Are Turning Against Immigrants. · 105: Cluster #104
Close reading → Video sentiment →
Identity Attack0.22859548
Insult0.5739874
Profanity0.5150164
Threat0.49142194
Severe Toxicity0.23225832
Moderate 0.6852916 Moderate Con 0.325 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Can take the guy on the bike too seriously... He's obviously very ignorant and also addressed himself as white trash which he sure isAt least he knows he's place.
Can take the guy on the bike too seriously... He's obviously very ignorant and also addressed himself as white trash which he sure isAt least he knows he's place.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5203519
Insult0.7065844
Profanity0.29984993
Threat0.01119791
Severe Toxicity0.0475607
Moderate 0.6852916 Moderate Con 0.432 Identity Attack Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Indians (most of them) don’t know how to assimilate into other country’s cultures! It’s pathetic!
Indians (most of them) don’t know how to assimilate into other country’s cultures! It’s pathetic!
Inside Canada's Indian Invasion... · 58: Cluster #57
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.6306599
Profanity0.2659008
Threat0.009023022
Severe Toxicity0.0394905
Moderate 0.6852916 Low Con 0.203 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This crap is getting more and more INSANE. We are already overcrowded and overlfowing with refugees, asylum seekers, temporary work visas, student visas and others.....while our sytem COLLAPSES UNDER THE STRAIN. FIRE these FEDS.....NOW.
This crap is getting more and more INSANE. We are already overcrowded and overlfowing with refugees, asylum seekers, temporary work visas, student visas and others.....while our sytem COLLAPSES UNDER THE STRAIN. FIRE these FEDS.....NOW.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.6099415
Profanity0.46460027
Threat0.15434735
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.38 Insult Fear_Threat
Nov 21, 2025 1 likes Thousands of refugees allowed into …
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no …
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no though an immigrant building a giant statue of their god, rather one of them; no it's perfectly fine
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.6308392
Profanity0.44431314
Threat0.03856628
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.316 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
They need to leave Canada , go back to India ! Dirty country
They need to leave Canada , go back to India ! Dirty country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.57787937
Profanity0.22792831
Threat0.01254427
Severe Toxicity0.16960317
Moderate 0.6852916 Low Con 0.153 Identity Attack Insult Fear_Threat
Feb 22, 2026 2 likes Inside Canada's Indian Invasion...
As a Canadian African, allow me to say this to the idiot MF trash that says African are low intelligence. I am a critical nurse. My whole family has higher education, and most African can …
As a Canadian African, allow me to say this to the idiot MF trash that says African are low intelligence. I am a critical nurse. My whole family has higher education, and most African can teach this fat, hateful Mitch a lot of history of Canada . What does he do? As the host of this piece, you have shown what size you're on by not speaking up and laughing. Tell me again that Canadians are not a racist. MITCH BYE
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50515443
Insult0.71120167
Profanity0.36230123
Threat0.011353259
Severe Toxicity0.15443328
Moderate 0.6852916 Moderate Con 0.48 Identity Attack Insult Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Canada allready *ucked up with this Indian sc_ammer
Canada allready *ucked up with this Indian sc_ammer
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5203519
Insult0.4794537
Profanity0.64460015
Threat0.012181788
Severe Toxicity0.25624833
Moderate 0.6852916 Low Con 0.164 Identity Attack
Sep 30, 2025 IRCC Names India in Study …
u da real racist, just join kkk already bro i actually used to repect you but your just another white supremacist
u da real racist, just join kkk already bro i actually used to repect you but your just another white supremacist
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.5678696
Profanity0.352205
Threat0.13815513
Severe Toxicity0.29050803
Moderate 0.6852916 Low Con 0.293 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to …
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to not be having kids...you are self deleting and literally giving up like a bunch of weak whinny selfish little babies...you are truly a pathetic bunch of weaklings smh
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.06294931
Insult0.72756535
Profanity0.26631543
Threat0.035803676
Severe Toxicity0.02449106
Moderate 0.6852916 Low Con 0.287 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Whites means = racist and rasicm other race
Whites means = racist and rasicm other race
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7028837
Insult0.47630358
Profanity0.29209393
Threat0.033386398
Severe Toxicity0.30192792
Moderate 0.6852916 Low Con 0.213 Identity Attack Identity_Assertion
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
How are Africans the dumbest but we make the most things in the world since the beginning of time ? 😂😂😂😂😂😂😂😂 it’s hilarious listening to white ppl . Y’all haven’t created anything in the world …
How are Africans the dumbest but we make the most things in the world since the beginning of time ? 😂😂😂😂😂😂😂😂 it’s hilarious listening to white ppl . Y’all haven’t created anything in the world but confusion.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.56997263
Profanity0.39409557
Threat0.012906751
Severe Toxicity0.16960317
Moderate 0.6852916 Low Con 0.191 Identity Attack Insult Identity_Assertion
Feb 28, 2026 2 likes Inside Canada's Indian Invasion...
you guys hate the chinese but now ended up with the worst. India is the dirtiest in the world
you guys hate the chinese but now ended up with the worst. India is the dirtiest in the world
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5130944
Profanity0.33453682
Threat0.03787563
Severe Toxicity0.16960317
Moderate 0.6852916 Low Con 0.222 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
4:08 that's beyond disrespectful and racist and how much a ppl can have hate towards anybody disgusting 🤢
4:08 that's beyond disrespectful and racist and how much a ppl can have hate towards anybody disgusting 🤢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2839175
Insult0.5130944
Profanity0.3283819
Threat0.039602257
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.373 Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
My helmet boy is based as fuck, God bless you sir!
My helmet boy is based as fuck, God bless you sir!
Inside Canada's Indian Invasion... · 148: Cluster #147
Close reading → Discourse → Video sentiment →
Identity Attack0.02821777
Insult0.36365277
Profanity0.8089582
Threat0.009359611
Severe Toxicity0.109661035
Moderate 0.6852916 Moderate Con 0.447 Solidarity
Jan 27, 2026 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.