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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 124 of 189
Finally someone with balls
Finally someone with balls
Inside Canada's Indian Invasion... · 216: Cluster #215
Close reading → Video sentiment →
Identity Attack0.013244915
Insult0.16195811
Profanity0.49259362
Threat0.011172019
Severe Toxicity0.023076924
Moderate 0.5972042 Moderate Con 0.338
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian here. Thanks for doing this video. I thought I was loosing my mind in the last 5 years when all of a sudden all you see is Indian people everywhere….its insane. I hope we …
Canadian here. Thanks for doing this video. I thought I was loosing my mind in the last 5 years when all of a sudden all you see is Indian people everywhere….its insane. I hope we get to revert this or we are way beyond f****d
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.47273466
Profanity0.541926
Threat0.025271246
Severe Toxicity0.16960317
Moderate 0.5972042 Constructive 0.544 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
WOW ! Canada is screwed. Unbelievable 😢. Keep em in Canada. The United States don't want them.
WOW ! Canada is screwed. Unbelievable 😢. Keep em in Canada. The United States don't want them.
Inside Canada's Indian Metropolis (Brampton) · 318: Cluster #317
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5423875
Profanity0.39409557
Threat0.011430934
Severe Toxicity0.06488878
Moderate 0.5972042 Low Con 0.266 Insult Fear_Threat
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
It is not the immigrants fault , the problem lies squarely on the shoulders of this Liberal government for allowing for this to happen , Conservatives had already put safe guards in place , but …
It is not the immigrants fault , the problem lies squarely on the shoulders of this Liberal government for allowing for this to happen , Conservatives had already put safe guards in place , but when Trudeau came to power he changed the rules knowing what the out come would be to fill his own pockets all the while he knew these changes would destroy Canada. Trudeau you sir are the most selfish ignorant person I know ! Thanks for stealing my country away as we knew it !
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.14019285
Insult0.65129566
Profanity0.059948977
Threat0.0100069
Severe Toxicity0.018126737
Moderate 0.5972042 Moderate Con 0.415 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
"Indians are dirty people." Not all but yes most. It's one of those things that sounds racist, but it's facts 70% of the time. But as the guy said. Canada mainly has the upper class …
"Indians are dirty people." Not all but yes most. It's one of those things that sounds racist, but it's facts 70% of the time. But as the guy said. Canada mainly has the upper class Indians who are not dirty.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5678696
Profanity0.22105443
Threat0.008492245
Severe Toxicity0.02604016
Moderate 0.5972042 Constructive 0.654 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Utterly ridiculous!!!
Utterly ridiculous!!!
IRCC Names India in Study Permit Fraud | … · 150: Cluster #149
Close reading → Video sentiment →
Identity Attack0.00932346
Insult0.6099415
Profanity0.22592722
Threat0.00866054
Severe Toxicity0.018578632
Moderate 0.5972042 Low Con 0.242 Insult
Oct 2, 2025 2 likes IRCC Names India in Study …
Not me being offended on behalf of africains when i well damn absolutely refused to go visit my mother's homeland😅😂
Not me being offended on behalf of africains when i well damn absolutely refused to go visit my mother's homeland😅😂
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.3682569
Profanity0.5188411
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.5972042 Constructive 0.506 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Don't allow Pagan statues to go up in your Western Countries. That's EXACTLY why the Countries these foreigners are fleeing from are complete crap. GOD WILL NOT BE MOCKED. Contact your local Politicians and demand …
Don't allow Pagan statues to go up in your Western Countries. That's EXACTLY why the Countries these foreigners are fleeing from are complete crap. GOD WILL NOT BE MOCKED. Contact your local Politicians and demand they take these abominable things down.
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.5678696
Profanity0.4131548
Threat0.014220826
Severe Toxicity0.032316983
Moderate 0.5972042 Moderate Con 0.312 Insult Call_To_Action
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
CONSIDER ME THE KKK THEN BECAUSE I DONT WANT THESE PARASITES IN AMERICA THEY ARE NOT WELCOME AND I AM GLAD MORE AND MORE PEOPLE ARE STARTING TO FEEL THE SAME WAY I DO!..I DONT …
CONSIDER ME THE KKK THEN BECAUSE I DONT WANT THESE PARASITES IN AMERICA THEY ARE NOT WELCOME AND I AM GLAD MORE AND MORE PEOPLE ARE STARTING TO FEEL THE SAME WAY I DO!..I DONT WANT TO END UP LIKE THE UK OR CANADA I AM SO THANKFUL THAT WE HAVE A PRESIDENT WHO FEELS THE SAME WAY ALSO AND THE WAY HE'S SETTING US UP FOR THE NEXT PRESIDENT TO CARRY OUT HIS PLANS SO WE CAN KEEP AMERICA TRADITIONAL!❤
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5678696
Profanity0.2963245
Threat0.09929679
Severe Toxicity0.16960317
Moderate 0.5972042 Moderate Con 0.493 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Michelle Rempel Garner you are an embarrassment - Canada is NOT Trump land show some decorum and treat officials with respect. Some of your questions were ridiculous and simply for show. I worked as a …
Michelle Rempel Garner you are an embarrassment - Canada is NOT Trump land show some decorum and treat officials with respect. Some of your questions were ridiculous and simply for show. I worked as a Senior Advisor in 2 government departments and have been in Parliament many times. You can be an effective politician but don't act like a clown AND by the way I live in Alberta.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.052490227
Insult0.66500133
Profanity0.10240069
Threat0.007832011
Severe Toxicity0.016706496
Moderate 0.5972042 Constructive 0.671 Insult Meta_Commentary
Oct 1, 2025 IRCC Names India in Study …
How can white people be so intelligent to build everything yet so dumb to let foreigners take it all over? It baffles me.
How can white people be so intelligent to build everything yet so dumb to let foreigners take it all over? It baffles me.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56711763
Insult0.5678696
Profanity0.32299677
Threat0.010472948
Severe Toxicity0.023692908
Moderate 0.5972042 Low Con 0.245 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Video is titled wrong. Canada is tired of Muslim immigrants. They are intolerant n imperialist
Video is titled wrong. Canada is tired of Muslim immigrants. They are intolerant n imperialist
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5015486
Profanity0.0838743
Threat0.009411395
Severe Toxicity0.031420294
Moderate 0.5972042 Moderate Con 0.318 Identity Attack Insult Identity_Assertion
Dec 25, 2025 Why Canadians Are Turning Against …
Every other country except Poland has a ‘too many paki’ problem. Take a guess what’s coming for Canada? Why are we so stoopid about this?
Every other country except Poland has a ‘too many paki’ problem. Take a guess what’s coming for Canada? Why are we so stoopid about this?
How Canada broke its immigration system · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.3895355
Insult0.6109131
Profanity0.3158166
Threat0.00823333
Severe Toxicity0.023076924
Moderate 0.5972042 Low Con 0.19 Insult Fear_Threat
Jun 20, 2025 1 likes How Canada broke its immigration …
White Homeless Homosexuals everywhere and they worried about Indians
White Homeless Homosexuals everywhere and they worried about Indians
Inside Canada's Indian Invasion... · 135: Cluster #134
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.4302003
Profanity0.33317488
Threat0.018192071
Severe Toxicity0.16960317
Moderate 0.5972042 Low Con 0.217 Identity Attack Identity_Assertion
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
Deport The Sh*tters!
Deport The Sh*tters!
Inside Canada's Indian Invasion... · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.29951343
Insult0.5130944
Profanity0.5188411
Threat0.24484909
Severe Toxicity0.16960317
Moderate 0.5972042 Low Con 0.137 Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I feel like this should be punishable by imprisonment to talk about like how is our government both so great and so bad at being authoritarian and shitty, it literally cant do anything competently.
I feel like this should be punishable by imprisonment to talk about like how is our government both so great and so bad at being authoritarian and shitty, it literally cant do anything competently.
Inside Canada's Indian Invasion... · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.09328204
Insult0.46173862
Profanity0.6321197
Threat0.053654157
Severe Toxicity0.03321367
Moderate 0.5972042 Moderate Con 0.358 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
SHE NEED TO BE FIRED WITH SEAN FRASER AND MARK MILLER THEY HAVE DESTROYED THE IMMIGRATION AND THEY ARE SO INCOMPETENT
SHE NEED TO BE FIRED WITH SEAN FRASER AND MARK MILLER THEY HAVE DESTROYED THE IMMIGRATION AND THEY ARE SO INCOMPETENT
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.17303948
Insult0.5678696
Profanity0.14842765
Threat0.13616586
Severe Toxicity0.02420936
Moderate 0.5972042 Low Con 0.239 Insult Call_To_Action
Feb 26, 2026 36 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the …
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the IQ for the average white man today is much less than the IQ of the average white man say in the 1950s but wants to talk about the IQ of black people in Africa. And he says that he’s a racist but hes also a broke loser thats why he’s in the state that he’s in. The fact that you have a bunch of low IQ people in the comments butt hurt about the immigration saying that the guy on the bike should be the PM of Canada tells me what I need to know about them as well.
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6306599
Profanity0.17055123
Threat0.012285355
Severe Toxicity0.024866661
Moderate 0.5972042 Moderate Con 0.306 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations …
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations have legal penalties for rape. Africans are “stupid” and “can’t keep a job at McDonald’s”? But somehow Nigerians are some of the smartest, most accomplished people I’ve met in my life. The ones I know are doctors, lawyers, engineers, work in tech, living in mansions and driving cars this miserable white trash of a man would only dream of. The irony of someone with such a limited worldview calling other people “low IQ” is wild. Education isn’t just about what you think you know, it’s knowing when you’re completely out of your depth. Instead of blaming entire populations for why you think they’re beneath you, maybe ask yourself why tearing others down is the only way you know how to feel superior.
Inside Canada's Indian Invasion... · 95: Cluster #94
Close reading → Discourse → Video sentiment →
Identity Attack0.48990932
Insult0.57787937
Profanity0.33453682
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.5972042 Moderate Con 0.478 Insult Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
8:20 that vid with terrible stinky armpits lol
8:20 that vid with terrible stinky armpits lol
Inside Canada's Indian Invasion... · 286: Cluster #285
Close reading → Discourse → Video sentiment →
Identity Attack0.060675595
Insult0.39297962
Profanity0.2963245
Threat0.02924249
Severe Toxicity0.08859174
Moderate 0.5972042 Low Con 0.298 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
I hate what my country has become. Deport them all!!!
I hate what my country has become. Deport them all!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.36798462
Profanity0.2263305
Threat0.25272974
Severe Toxicity0.06488878
Moderate 0.5972042 Moderate Con 0.303 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
A real leader needs to be prime minister. Not these satanic cabal clowns
A real leader needs to be prime minister. Not these satanic cabal clowns
Why Canadians Are Turning Against Immigrants. · 127: Cluster #126
Close reading → Discourse → Video sentiment →
Identity Attack0.07673789
Insult0.6336687
Profanity0.29209393
Threat0.011172019
Severe Toxicity0.023076924
Moderate 0.5972042 Low Con 0.115 Insult Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Canada is being ruined and attacked from all sides. Good exposé. Indian food ain't worth the cost. Nor this invasion. Retarded indeed.
Canada is being ruined and attacked from all sides. Good exposé. Indian food ain't worth the cost. Nor this invasion. Retarded indeed.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5039629
Insult0.58196646
Profanity0.26189584
Threat0.032005094
Severe Toxicity0.02491361
Moderate 0.5972042 Low Con 0.248 Identity Attack Insult Fear_Threat
Mar 1, 2026 Inside Canada's Indian Invasion...
Quién invado América nativa ocupada de los judíos sionista masónica 👹 y los ingleses qué ahora quieren invadir todo mundo 😂😂😂😂
Quién invado América nativa ocupada de los judíos sionista masónica 👹 y los ingleses qué ahora quieren invadir todo mundo 😂😂😂😂
Inside Canada's Indian Invasion... · 215: Cluster #214
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.54471385
Profanity0.22592722
Threat0.057856824
Severe Toxicity0.49295026
Moderate 0.5972042 Low Con 0.19 Identity Attack Insult Unverified_Claim
Feb 13, 2026 Inside Canada's Indian Invasion...
The one guy's not talking about Africans he's talking about Somalians they are the ones that are inbred and are very unintelligent. They are pirates.
The one guy's not talking about Africans he's talking about Somalians they are the ones that are inbred and are very unintelligent. They are pirates.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5678696
Profanity0.2761231
Threat0.018710058
Severe Toxicity0.16960317
Moderate 0.5972042 Moderate Con 0.317 Identity Attack Insult Unverified_Claim
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.