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
30,738 comments · Page 90 of 1230
Indians can't drive 😂 the worst drivers in the world
Indians can't drive 😂 the worst drivers in the world
Identity Attack0.6458014
Insult0.47384647
Profanity0.26937544
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.6588125 Low Con 0.136 Identity Attack Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
U people deserve the Pakistani rape gang I wish more islamic enrichment on the west and hope Indians r going to remember this for the next decade or so
U people deserve the Pakistani rape gang I wish more islamic enrichment on the west and hope Indians r going to remember this for the next decade or so
Identity Attack0.6007182
Insult0.5130944
Profanity0.41436642
Threat0.5195707
Severe Toxicity0.45895407
Moderate 0.6588125 Low Con 0.248 Identity Attack Insult Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada better get their shit together before they become the next Greenland.
Canada better get their shit together before they become the next Greenland.
Identity Attack0.30256465
Insult0.46327567
Profanity0.66456485
Threat0.013010317
Severe Toxicity0.06488878
Moderate 0.6588125 Low Con 0.108 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why do these fools think they have the right to come here and stay here this is a privilege. Same thing in America you don't have the right stay there either
Why do these fools think they have the right to come here and stay here this is a privilege. Same thing in America you don't have the right stay there either
Identity Attack0.2774022
Insult0.6798578
Profanity0.2882351
Threat0.010964886
Severe Toxicity0.023076924
Moderate 0.6588125 Low Con 0.235 Insult
Nov 24, 2025 Quebec Ends Economic Immigration Program …
4:12 that guy must’ve watched Tyler’s video about the Indian poop festival where that one guy eat poop 😂
4:12 that guy must’ve watched Tyler’s video about the Indian poop festival where that one guy eat poop 😂
Identity Attack0.2823795
Insult0.37619758
Profanity0.43554106
Threat0.028379176
Severe Toxicity0.18844056
Moderate 0.6588125 Low Con 0.249 Humor_Satire
Feb 3, 2026 Inside Canada's Indian Invasion...
hails to the average whyte guy with the bike!!!!!!!! american blkks are below down syndrome level too, they can't even make a burger.
hails to the average whyte guy with the bike!!!!!!!! american blkks are below down syndrome level too, they can't even make a burger.
Identity Attack0.6458014
Insult0.5270482
Profanity0.33808854
Threat0.04524883
Severe Toxicity0.23224801
Moderate 0.6588125 Low Con 0.149 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberals say immigrants will give us more money. If you shit in your soup, there will be more of it too.
Liberals say immigrants will give us more money. If you shit in your soup, there will be more of it too.
Identity Attack0.3819294
Insult0.45135358
Profanity0.65961236
Threat0.036149003
Severe Toxicity0.112294696
Moderate 0.6588125 Low Con 0.123 Humor_Satire
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
It's sad that Brampton used to be the number one place to live in Canada and now it's a shit hole. Just like the country these people came from, go back and clean up your …
It's sad that Brampton used to be the number one place to live in Canada and now it's a shit hole. Just like the country these people came from, go back and clean up your own country
Identity Attack0.49032792
Insult0.5678696
Profanity0.5365423
Threat0.012181788
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.405 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
ITs almost like they put the dumbest Liberal in the Immigration position on purpose.
ITs almost like they put the dumbest Liberal in the Immigration position on purpose.
Identity Attack0.34649673
Insult0.6831271
Profanity0.29209393
Threat0.009566744
Severe Toxicity0.023076924
Moderate 0.6588125 Low Con 0.167 Insult
Nov 21, 2025 Thousands of refugees allowed into …
That naked balding grossly ignorant Polish🇵🇱 racist 7:50 minutes into the video, came as a refugee in the 80s, when the🇨🇦 welfare system was much better at helping poor people... The Indian🇮🇳 immigrants paid their …
That naked balding grossly ignorant Polish🇵🇱 racist 7:50 minutes into the video, came as a refugee in the 80s, when the🇨🇦 welfare system was much better at helping poor people... The Indian🇮🇳 immigrants paid their own way, and got ripped off paying extra high tuitions to receive substandard Canadian🇨🇦 educations. Now they are being forced to take substandard slave jobs, to pay for their student loans, thanks to Canadian🇨🇦 ripoff artists....🙁
Identity Attack0.55011386
Insult0.6370372
Profanity0.21673056
Threat0.011741633
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.426 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
CBC I'm going to tell you straight up your bullshiieet . And the Vietnamese in the eighties are not the migrants is today
CBC I'm going to tell you straight up your bullshiieet . And the Vietnamese in the eighties are not the migrants is today
Identity Attack0.33060804
Insult0.54525656
Profanity0.5722072
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.325 Insult
Oct 26, 2017 20 likes How much do refugees and …
my european white immigrant new Canadian friend have no problems with indian Canadians, but he had tremendous problems vs small q anon pr3d0cultist agressive fascist narcisisstic sadistic insane putinist trumpist trash q anon outta jail …
my european white immigrant new Canadian friend have no problems with indian Canadians, but he had tremendous problems vs small q anon pr3d0cultist agressive fascist narcisisstic sadistic insane putinist trumpist trash q anon outta jail group in scarborough.
Identity Attack0.55044734
Insult0.6675394
Profanity0.3194067
Threat0.012958534
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.47 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The one white girl you talked to is a libtard, but its funny because "im a city worker i dont want to lose my job" she knows how fucked things are and knows she will …
The one white girl you talked to is a libtard, but its funny because "im a city worker i dont want to lose my job" she knows how fucked things are and knows she will get canceled like the ones she did it to.
Identity Attack0.49855098
Insult0.5101222
Profanity0.6672561
Threat0.020954676
Severe Toxicity0.17315048
Moderate 0.6588125 Moderate Con 0.333 Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Identity Attack0.57554024
Insult0.40975618
Profanity0.49576873
Threat0.071698055
Severe Toxicity0.33047765
Moderate 0.6588125 Low Con 0.205 Identity Attack Moral_Argument
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction out of fear, good job Canada! I hate my country I couldnt care less anymore, if we became the 51 state or not because who cares, were shit either way! Go ahead block this comment im just another racist right??? keep going down this path I dont mind becomming what you all want me to be... I was raised to believe in equality for all. I havent seen anything but a mass victimization of everything! Migration, Mental Health, Work place orrientation. People just gotta really start being honest with themselves first. in a society where its common to duisguise yourself with a "digital filter", I really think self honesty is going to be a very important tool for the future. learning to live with the "ugly truth" instead of trying to cover things up all the time, some people just suck no matter the race color or culture more realistically.
Identity Attack0.2964622
Insult0.5739874
Profanity0.596623
Threat0.04686524
Severe Toxicity0.20678867
Moderate 0.6588125 Constructive 0.644 Insult Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
The same shit is happening in Aus! It's almost always those who migrated from the rural parts of a developing country who don't (want to?) assimilate well. This is why there should be a "check" …
The same shit is happening in Aus! It's almost always those who migrated from the rural parts of a developing country who don't (want to?) assimilate well. This is why there should be a "check" to immigration. The honest, talented, hard-working immigrants, who get all my respect, looking to start anew get trampled, replaced by those disgustingly dishonest, visa dodgers at best.
Identity Attack0.38223284
Insult0.5678696
Profanity0.6242122
Threat0.021472665
Severe Toxicity0.16960317
Moderate 0.6588125 Constructive 0.652 Insult
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Hmm, 1 Canadian man said the country they come from is a "shit hole" and so they want to go somewhere else, he's referring to India. Now I don't think is right to call another …
Hmm, 1 Canadian man said the country they come from is a "shit hole" and so they want to go somewhere else, he's referring to India. Now I don't think is right to call another country a shit hole and I'm not Indian
Identity Attack0.48949075
Insult0.48627716
Profanity0.7092837
Threat0.008505191
Severe Toxicity0.16496792
Moderate 0.6588125 Constructive 0.634
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The issue is not with immigrant, it is the criminals and the religious fanatic imposing their flawed belief into other countries. The bigger problem is are the criminals in power that been voted in by …
The issue is not with immigrant, it is the criminals and the religious fanatic imposing their flawed belief into other countries. The bigger problem is are the criminals in power that been voted in by traitors and brainwashed Canadians. Liberals are corrupted to the core, created this problem. Ford is a sellout hypocrite just like Trudeau, Carney and the rest. All traitors!
Identity Attack0.44690517
Insult0.6831271
Profanity0.09551262
Threat0.009359611
Severe Toxicity0.023076924
Moderate 0.6588125 Low Con 0.218 Insult
Aug 27, 2025 Why Canadians Are Turning Against …
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the …
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the Roman’s do!! I’m an immigrant as well,and my blood is boiling with these species!! Thank Trudeau and now us clown carney!! What it is doing is causing a lot of hate, Canadians need to get off their asses and start voicing and pushing back on this situation than turning a blind eye!! The ones who shouldn’t be here need to be deported!!
Identity Attack0.4139151
Insult0.5678696
Profanity0.5365423
Threat0.061089642
Severe Toxicity0.21596274
Moderate 0.6588125 Moderate Con 0.477 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
These white pricks invaded Canada first. Ask them to leave first , after looting and invading countries all around the world and now they are asking Indians to go back. This generation of white descendants …
These white pricks invaded Canada first. Ask them to leave first , after looting and invading countries all around the world and now they are asking Indians to go back. This generation of white descendants have only one skills, that is all about making step dads and step moms, and they cry for opportunities without skills.😂
Identity Attack0.6637263
Insult0.62169385
Profanity0.38845423
Threat0.048481647
Severe Toxicity0.23224974
Moderate 0.6588125 Moderate Con 0.302 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
If life in India is easier GO THE FUCK BACK! THEY DON'T HELP OUR ECONOMY AT ALL, THEY DON'T BORROW FROM OUR BANKS, THEY WORK FOR THIER OWN THOSE EMPLOYER GET 30% SUBSIDY ON THEIR …
If life in India is easier GO THE FUCK BACK! THEY DON'T HELP OUR ECONOMY AT ALL, THEY DON'T BORROW FROM OUR BANKS, THEY WORK FOR THIER OWN THOSE EMPLOYER GET 30% SUBSIDY ON THEIR WAGES AND THEY HELP THEIR OWN CLAIM LESS ON INCOME TAX SO THEY DON'T PAY TAXES. THE GOVERNMENT JUST HAS TO SEE THEIR HOMES,CARS AND BUSINESSES AND WONDER HOW SOMEONE MAKING 20K A YEAR CAN AFFORD ALL THAT.
Identity Attack0.48949075
Insult0.48313886
Profanity0.57236236
Threat0.039602257
Severe Toxicity0.24482845
Moderate 0.6544696 Moderate Con 0.366 Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
That doesn't do anything . WEFCARNEY is racing Starmer for the bottom . The idiocy is real .
That doesn't do anything . WEFCARNEY is racing Starmer for the bottom . The idiocy is real .
Identity Attack0.012061302
Insult0.67254376
Profanity0.29456177
Threat0.009048914
Severe Toxicity0.01935331
Moderate 0.6544696 Low Con 0.188 Insult Policy_Critique
Jan 3, 2026 3 likes New rules, regulations take effect …
you got every thing right brother im a pensioner that moved to Colombia South America Canada is a shit hole Colombia is BAD but I like it bad. in Colombia they speak spanish and this …
you got every thing right brother im a pensioner that moved to Colombia South America Canada is a shit hole Colombia is BAD but I like it bad. in Colombia they speak spanish and this is all you hear in the the streets no Punjab no Chinese not losers taking advantage of the tax payers contribution
Identity Attack0.57150364
Insult0.57566804
Profanity0.48510036
Threat0.012337137
Severe Toxicity0.17315048
Moderate 0.6544696 Constructive 0.557 Identity Attack Insult Comparative_Framing
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Trudeau should be in jail for a long time for the crap he pulled.
Trudeau should be in jail for a long time for the crap he pulled.
Identity Attack0.023193322
Insult0.61794597
Profanity0.46460027
Threat0.06820184
Severe Toxicity0.023317307
Moderate 0.6544696 Low Con 0.212 Insult Call_To_Action
Jun 21, 2025 1 likes How Canada broke its immigration …
Don't forget: ARSES UP!!!!
Don't forget: ARSES UP!!!!
Identity Attack0.014551271
Insult0.3388922
Profanity0.541926
Threat0.026479885
Severe Toxicity0.10702737
Moderate 0.6544696 Low Con 0.236 Humor_Satire
Aug 26, 2025 Why Canadians Are Turning Against …
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.