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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
30,738 comments · Page 161 of 1230
The over weight guy on the bike was racist and uneducated.
The over weight guy on the bike was racist and uneducated.
Identity Attack0.36733335
Insult0.5678696
Profanity0.124631
Threat0.009825659
Severe Toxicity0.023076924
Moderate 0.52811706 Low Con 0.28 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Madness... who are these people in charge. Traitors
Madness... who are these people in charge. Traitors
Identity Attack0.027614836
Insult0.5935568
Profanity0.12815644
Threat0.010395273
Severe Toxicity0.015609037
Moderate 0.52811706 Low Con 0.182 Insult Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
0:09 dirty indiaa
0:09 dirty indiaa
Identity Attack0.4907465
Insult0.47273466
Profanity0.32120174
Threat0.018882722
Severe Toxicity0.16960317
Moderate 0.52811706 Low Con 0.186 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
11:00 Tyler: "I am freezing my a** out here!!!"
11:00 Tyler: "I am freezing my a** out here!!!"
Identity Attack0.012641981
Insult0.26957804
Profanity0.55356324
Threat0.01508414
Severe Toxicity0.024350211
Moderate 0.52811706 Moderate Con 0.384 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
INDIANS ARE 10 TIMES BETTER THAN THE RACIST ISLAMISTS❤️ RUSSIA 🇷🇺 N INDIA 🇮🇳 ARE CLOSE FRIENDS
INDIANS ARE 10 TIMES BETTER THAN THE RACIST ISLAMISTS❤️ RUSSIA 🇷🇺 N INDIA 🇮🇳 ARE CLOSE FRIENDS
Identity Attack0.55044734
Insult0.4196762
Profanity0.2258264
Threat0.03856628
Severe Toxicity0.16233426
Moderate 0.52811706 Moderate Con 0.387 Identity Attack Identity_Assertion
Feb 28, 2026 3 likes Inside Canada's Indian Invasion...
Sikhs are nice ones least it's not muslims
Sikhs are nice ones least it's not muslims
Identity Attack0.6227552
Insult0.3393024
Profanity0.20262444
Threat0.030623792
Severe Toxicity0.16960317
Moderate 0.52811706 Moderate Con 0.415 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro I want to see you try and get smuggled
Bro I want to see you try and get smuggled
Identity Attack0.052490227
Insult0.27969417
Profanity0.2761231
Threat0.52547425
Severe Toxicity0.112294696
Moderate 0.52811706 Moderate Con 0.339 Threat Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian i just wanna say we love immigrants, ask any Canadian we love fillipinos more than other Canadians. East Indians are rude, dirty and hate our people. They deserve every bit of hate …
As a Canadian i just wanna say we love immigrants, ask any Canadian we love fillipinos more than other Canadians. East Indians are rude, dirty and hate our people. They deserve every bit of hate they get and i cant wait until Canadians finally send them all home. Not to mention they live like complete animals 5-10 of them in a 2 bedroom apartment (ive seen it with my own eyes delivering furniture). They then save up their money as a group buy up a business then only hire their own. They are a disgusting group of people t hat need to be banned from every country outside of their own.
Identity Attack0.5707127
Insult0.5332045
Profanity0.19401662
Threat0.045572113
Severe Toxicity0.15179962
Moderate 0.52811706 Constructive 0.523 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
deport them all. no more immigrants and no more refugees!! no housing, no social services, no health care, no child tax benefits, no food bank access. They wont stay long. NONE! WE ARE DONE!! We …
deport them all. no more immigrants and no more refugees!! no housing, no social services, no health care, no child tax benefits, no food bank access. They wont stay long. NONE! WE ARE DONE!! We lived like the old saying "I can change them" and we learned that we can't! They want to change us, not assimilate. The liberals have destroyed our country for votes- it makes me sick.
Identity Attack0.4911651
Insult0.48313886
Profanity0.09001675
Threat0.1319513
Severe Toxicity0.023880709
Moderate 0.52811706 Moderate Con 0.449 Call_To_Action
Feb 23, 2026 1 likes LILLEY UNLEASHED: The fall of …
As an Indian, i should say that the Canadian politicians are brain dead or something. Over immigration will ruin any country. This is isn't any positive to Indian interest either. The Panjabi population in Canada …
As an Indian, i should say that the Canadian politicians are brain dead or something. Over immigration will ruin any country. This is isn't any positive to Indian interest either. The Panjabi population in Canada is an influential vote bank there and as a result Canada become a safe heaven for Sikh criminals and Khalistan terrorist groups.
Identity Attack0.5124616
Insult0.54525656
Profanity0.16217725
Threat0.038911607
Severe Toxicity0.02402156
Moderate 0.52811706 Moderate Con 0.498 Identity Attack Insult Policy_Critique
Feb 27, 2026 4 likes Inside Canada's Indian Invasion...
Guy from Polan telling other immigrants they are freeloaders, lol, where do you get that information. Sick
Guy from Polan telling other immigrants they are freeloaders, lol, where do you get that information. Sick
Identity Attack0.34324843
Insult0.5678696
Profanity0.0935729
Threat0.008764107
Severe Toxicity0.01935331
Moderate 0.52811706 Low Con 0.276 Insult Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
False narratives on so many levels on this posting. Racist. You don't "jump the border". I guess white immigrants are OK for caucasian racists? Don't pay taxes? Nonsense.
False narratives on so many levels on this posting. Racist. You don't "jump the border". I guess white immigrants are OK for caucasian racists? Don't pay taxes? Nonsense.
Identity Attack0.55011386
Insult0.48627716
Profanity0.09518933
Threat0.0089712385
Severe Toxicity0.023076924
Moderate 0.52811706 Moderate Con 0.408 Identity Attack Moral_Argument
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
These Indians need to go back to their country.🇨🇦
These Indians need to go back to their country.🇨🇦
Identity Attack0.5913144
Insult0.36193377
Profanity0.16403814
Threat0.06432246
Severe Toxicity0.12019568
Moderate 0.52811706 Low Con 0.178 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
Damn they feeling it too.
Damn they feeling it too.
Identity Attack0.013244915
Insult0.23704576
Profanity0.6528205
Threat0.009307829
Severe Toxicity0.023129508
Moderate 0.52811706 Moderate Con 0.316
Jan 27, 2026 Inside Canada's Indian Invasion...
20years ago To be President, Prime Minister or Politician you must finish school but now all you need to become a President is to be criminal to register in a ballot and sheep’s that have …
20years ago To be President, Prime Minister or Politician you must finish school but now all you need to become a President is to be criminal to register in a ballot and sheep’s that have right to vote they vote criminal like Dump!
Identity Attack0.00061691366
Insult0.44421408
Profanity0.013649964
Threat0.00047143226
Severe Toxicity0.000011756357
Moderate 0.5272238
Dec 7, 2025 1 likes
No Canada has not been long deemed a hub of multiculturalism. You are a globalist liar. Multiculturalism has been crammed down our throats in the last 3 decades. Canada was created by immigration alright, but …
No Canada has not been long deemed a hub of multiculturalism. You are a globalist liar. Multiculturalism has been crammed down our throats in the last 3 decades. Canada was created by immigration alright, but immigration of Judeo-Christian Europeans who all assimilated into Canadian Culture. In the last 3 decades they have been trying to destroy that Canada by bringing in people from everywhere but Judeo-Christian nations with nothing in common with that Canadian culture and trying to force Canadians to accept being replaced by non assimilating 2nd, 3rd and 4th world Rodents who try to turn the country into the shitholes they ran from. You can lie all you want. Canada is finished if they don't deport everything that came in illegally under Trudeau and Harper that have been allowed to discriminate openly along with the women against the White males that created everything. That is what's happened in Canada, not the BS you spew here. Deport them all and Make Canada Canada again. One last point, foreign students have been the biggest nothingness brought in. Canadian kids get excluded because the foreign student pays twice the tuition, that's the only reason they are brought in. The majority make nothing better and disrespect the country openly, daily. That is the truth about Canada and immigration.
Identity Attack0.11307524
Insult0.32162124
Profanity0.013995135
Threat0.0039436007
Severe Toxicity0.0041283946
Moderate 0.5240014
Apr 14, 2025
Please Donald Trump - demand that Canada fixes this. And to think these clowns who facilitate this get early retirement with a nice pension.
Please Donald Trump - demand that Canada fixes this. And to think these clowns who facilitate this get early retirement with a nice pension.
Identity Attack0.022791367
Insult0.6149945
Profanity0.08128801
Threat0.009023022
Severe Toxicity0.010070801
Moderate 0.52272606 Low Con 0.216 Insult Call_To_Action
Nov 21, 2025 1 likes Thousands of refugees allowed into …
Nothing would make me happier than having the ice guys from America drag these rats out.
Nothing would make me happier than having the ice guys from America drag these rats out.
Identity Attack0.28034934
Insult0.5678696
Profanity0.22889622
Threat0.18913531
Severe Toxicity0.023152983
Moderate 0.52272606 Low Con 0.203 Insult Fear_Threat
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Indians eat poo in India..yeah sure buddy with type 2 diabetes living on government money. Should check his hard drive for more info!
Indians eat poo in India..yeah sure buddy with type 2 diabetes living on government money. Should check his hard drive for more info!
Identity Attack0.5135796
Insult0.48627716
Profanity0.28593817
Threat0.0130621
Severe Toxicity0.16960317
Moderate 0.52272606 Low Con 0.229 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
And watch out for those Muslims! What the Muslim guy was saying was true! No hate for Muslims but let’s stop being SO BLIND
And watch out for those Muslims! What the Muslim guy was saying was true! No hate for Muslims but let’s stop being SO BLIND
Identity Attack0.55044734
Insult0.42743355
Profanity0.12158839
Threat0.014048163
Severe Toxicity0.02514347
Moderate 0.52272606 Constructive 0.501 Identity Attack
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
You are really a H O U S E S L A V E in this video ,, you could Present your point of view without being racist towards other people's religions
You are really a H O U S E S L A V E in this video ,, you could Present your point of view without being racist towards other people's religions
Identity Attack0.28034934
Insult0.46327567
Profanity0.2847897
Threat0.013528148
Severe Toxicity0.10702737
Moderate 0.52272606 Moderate Con 0.32 Meta_Commentary
Sep 3, 2025 1 likes Why Canadians Are Turning Against …
You’re all a bunch of racist American products of Hollywood that should be caged and reeducated so you can all learn what it’s like to be an actual human being.
You’re all a bunch of racist American products of Hollywood that should be caged and reeducated so you can all learn what it’s like to be an actual human being.
Identity Attack0.45610145
Insult0.54471385
Profanity0.17566866
Threat0.02682521
Severe Toxicity0.02604016
Moderate 0.52272606 Low Con 0.182 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
The CIA actually harbour Khalistani terrorist who have killed innocent civilian in the 1984 plane bombing- mind you no one was punished because Canada and US were involved in the killing of Hindus. American have …
The CIA actually harbour Khalistani terrorist who have killed innocent civilian in the 1984 plane bombing- mind you no one was punished because Canada and US were involved in the killing of Hindus. American have also been invoved in 2008 Mumbai attack- this time they supported Pakistani Islamic Jehadi to kill 300 Hindus in Mumbai. In return, the Pakistani rape gang raped thousands of white chilrdren (even though west supported pakistan)
Identity Attack0.5612457
Insult0.4339631
Profanity0.2801717
Threat0.44942492
Severe Toxicity0.16960317
Moderate 0.52272606 Moderate Con 0.399 Identity Attack Unverified_Claim
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
Jfc Michelle, I know you have a job to do and I'm not disagreeing with you... but damn, let people finish a sentence. Just because you're in a rush, doesn't mean you have to be …
Jfc Michelle, I know you have a job to do and I'm not disagreeing with you... but damn, let people finish a sentence. Just because you're in a rush, doesn't mean you have to be a turd.
Identity Attack0.11860296
Insult0.5130944
Profanity0.5150164
Threat0.010990778
Severe Toxicity0.02420936
Moderate 0.52272606 Constructive 0.565 Insult Meta_Commentary
Oct 2, 2025 IRCC Names India in Study …
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, …
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, and knowing that they will vote for them the same as the Democrats in the United States did that’s the plan. Do you remember when Trudeau said , the immigrants are more Canadian than you are because you take for granted your Canadian ship and that they are the true Canadians not us votes in the bag. Liberals have one how many times we’re doomed. We don’t live in Canada anymore. We live in, CANASTAN AND ALL AMERICAN CANADIENS ARE THE DUMBEST DECEPTION IS IN THE BRAIN. THEY DON’T EVEN REALIZE WHERE ALL AMERICANS LIVING IN NORTH AMERICA MAY THE TRUTH SET YOU FREE LOOK IN THE MIRROR IF YOU BECOME WHAT YOU HATE????
Identity Attack0.36702603
Insult0.57787937
Profanity0.25001678
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.52272606 Moderate Con 0.344 Insult Fear_Threat
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
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.