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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 148 of 189
Sikhs are awesome people very friendly and hardworking it’s the Hindus who are dirty and cause trouble and have a 50ft monkey god statue for no reason
Sikhs are awesome people very friendly and hardworking it’s the Hindus who are dirty and cause trouble and have a 50ft monkey god statue for no reason
Inside Canada's Indian Invasion... · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.5130944
Profanity0.32299677
Threat0.029933142
Severe Toxicity0.16960317
Moderate 0.55739564 Moderate Con 0.462 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Been to Canada hate it too dirty too many homeless addicted to drug all white people and first experience in Vancouver white man tired to seal my friends car 😅 called the police did nothing …
Been to Canada hate it too dirty too many homeless addicted to drug all white people and first experience in Vancouver white man tired to seal my friends car 😅 called the police did nothing never go again 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.48228607
Profanity0.1413768
Threat0.029933142
Severe Toxicity0.02425631
Moderate 0.55739564 Moderate Con 0.449 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
canada is such a cuckhold country
canada is such a cuckhold country
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.49855098
Insult0.5130944
Profanity0.39409557
Threat0.009178371
Severe Toxicity0.056527592
Moderate 0.55739564 Low Con 0.218 Insult Identity_Assertion
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
foot fungus in your crotch crevices
foot fungus in your crotch crevices
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.038425524
Insult0.37392882
Profanity0.41375932
Threat0.046218675
Severe Toxicity0.16960317
Moderate 0.5566829 Low Con 0.205 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
Damn, is this for real?
Damn, is this for real?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011617327
Insult0.16195811
Profanity0.6643082
Threat0.008686432
Severe Toxicity0.024350211
Moderate 0.5566829 Moderate Con 0.34 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m just happy white ppl are mad. Ask the natives how they felt when your ancestors genocide millions of natives. Your white politicians did this because you whites are lazy and only want office jobs …
I’m just happy white ppl are mad. Ask the natives how they felt when your ancestors genocide millions of natives. Your white politicians did this because you whites are lazy and only want office jobs with work life balance. Immigrants are willing to work low end jobs.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.48228607
Profanity0.2347036
Threat0.08703069
Severe Toxicity0.04666401
Moderate 0.5566829 Moderate Con 0.471 Identity Attack Moral_Argument
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
As an Indian from India: We sincerely hate such illegals too.
As an Indian from India: We sincerely hate such illegals too.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.58743036
Insult0.39743927
Profanity0.25093055
Threat0.053330876
Severe Toxicity0.048457388
Moderate 0.5566829 Moderate Con 0.496 Identity Attack
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
They hire managers that are Indian and then they hire all Indians. Start boycotting these businesses people. Start pushing the government to deport. This is ridiculous.
They hire managers that are Indian and then they hire all Indians. Start boycotting these businesses people. Start pushing the government to deport. This is ridiculous.
Why Canadians Are Turning Against Immigrants. · 80: Cluster #79
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.5678696
Profanity0.19401662
Threat0.016465442
Severe Toxicity0.022710243
Moderate 0.5566829 Low Con 0.249 Insult Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
if you have Indians working in Immigration expect things get screwed
if you have Indians working in Immigration expect things get screwed
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.41530323
Profanity0.45028755
Threat0.024580594
Severe Toxicity0.07805709
Moderate 0.5566829 Moderate Con 0.305 Identity Attack Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
It's nothing new, Canadians always were racists that's why they were able to occupy and steal native's land
It's nothing new, Canadians always were racists that's why they were able to occupy and steal native's land
Why Canadians Are Turning Against Immigrants. · 26: Cluster #25
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.5015486
Profanity0.08419759
Threat0.011741633
Severe Toxicity0.024631912
Moderate 0.5566829 Moderate Con 0.301 Identity Attack Insult
Aug 27, 2025 Why Canadians Are Turning Against …
Hypocrytes and then they complain about usa fixing their immigration laws. When they do the same thing .
Hypocrytes and then they complain about usa fixing their immigration laws. When they do the same thing .
Canada's tighter immigration policy divides the country • … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.06567776
Insult0.61794597
Profanity0.08419759
Threat0.0074436385
Severe Toxicity0.012207031
Moderate 0.5566829 Low Con 0.154 Insult Policy_Critique
Feb 17, 2026 1 likes Canada's tighter immigration policy divides …
That registered nurse didnt say anything, he thought very carefully abouy his answers, trying to not to explain why he left india without talking shit about his own country and people
That registered nurse didnt say anything, he thought very carefully abouy his answers, trying to not to explain why he left india without talking shit about his own country and people
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.39743927
Profanity0.541926
Threat0.010472948
Severe Toxicity0.034110364
Moderate 0.5566829 Moderate Con 0.416 Meta_Commentary
Oct 8, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
indians do indians things: scamming
indians do indians things: scamming
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.4339631
Profanity0.29984993
Threat0.037530303
Severe Toxicity0.16960317
Moderate 0.5566829 Low Con 0.151 Identity Attack Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These are the worms on my taxes paid. Basically, worms on taxpayers' money. The western and Muslim ecosystems need to be brought down. Stop hate against India. I know, you guys are covering up those …
These are the worms on my taxes paid. Basically, worms on taxpayers' money. The western and Muslim ecosystems need to be brought down. Stop hate against India. I know, you guys are covering up those belong to western and Muslim ecosystems. @drsjaishankar, #NoFTAWithCanada! Indians of Hindu origin, it's time to show these worms of purchasing power of Hindus by boycotting these ecosystems.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.5130944
Profanity0.26628086
Threat0.08396416
Severe Toxicity0.16960317
Moderate 0.5566829 Moderate Con 0.317 Identity Attack Insult Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Well keep crying 😂. Mauritian in the US here. Kick us out if you can. Why waste so much energy on a thing that you know won’t change sh!t? We are here, we will be …
Well keep crying 😂. Mauritian in the US here. Kick us out if you can. Why waste so much energy on a thing that you know won’t change sh!t? We are here, we will be here forever. Just get rolling with it.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.30256465
Insult0.42881694
Profanity0.5188411
Threat0.13178273
Severe Toxicity0.06101104
Moderate 0.5566829 Moderate Con 0.354 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians are racist period. They hire themselves. There is a lot of discrimination beef between their caste.
Indians are racist period. They hire themselves. There is a lot of discrimination beef between their caste.
Inside Canada's Indian Metropolis (Brampton) · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.5983441
Insult0.46625584
Profanity0.22522148
Threat0.013702838
Severe Toxicity0.09649272
Moderate 0.5566829 Low Con 0.216 Identity Attack
Nov 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Lol schmuck bring in 10 million more im fine ill move out canada soon
Lol schmuck bring in 10 million more im fine ill move out canada soon
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.293411
Insult0.58196646
Profanity0.16403814
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.5566829 Low Con 0.177 Insult Humor_Satire
Jan 19, 2026 Why Canada’s immigration system has …
IM CONVINCED THIS DUDE IS NOW AGAINEST IMMIGRANTS AND ITS SAD I WAS A FAN AND HOW HES MAKING EVERY VIDEO THAT IMMIGRANTS ARE THIS VIOLATE PEOPLE WHICH IMMIGRANTS ARE LEGAL AND HES RAGE BAITING …
IM CONVINCED THIS DUDE IS NOW AGAINEST IMMIGRANTS AND ITS SAD I WAS A FAN AND HOW HES MAKING EVERY VIDEO THAT IMMIGRANTS ARE THIS VIOLATE PEOPLE WHICH IMMIGRANTS ARE LEGAL AND HES RAGE BAITING THEM ITS SAD WE CHEERED YOU ABOUT THE SCAM ARTIST BUT THIS IMMIGRANT BIAS YOU HAVE NOW IS SAD AND DISAPPOINTING.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37507164
Insult0.4125297
Profanity0.22105443
Threat0.049451493
Severe Toxicity0.14126498
Moderate 0.5566829 Moderate Con 0.445 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
In parts of London, they have just put up signs telling people not to defec.ate (shite) in the street! I kid you not, the signs have little stick men squatting and dumping! That, THAT, is …
In parts of London, they have just put up signs telling people not to defec.ate (shite) in the street! I kid you not, the signs have little stick men squatting and dumping! That, THAT, is what our politicians and dumb liberal green-hugging lefties have imported into our once great country. The population of London is now less than 40% white, and reducing at an alarming rate. White flight is increasing fast. Outside of the cities is generally your beautiful, clean, safe and picturesque villages, towns and countryside - basically the real England/Britain, with the real people. Most cities are an absolute dump, increasingly being plagued by crime, and foreigners doing anything & everything other than working or contributing in any positive way. It's so sad. On current trends, by 2063, indigenous whites will be in the minority - 37 years time, and truth is it will lilely be quicker than that. Our only hope is Farage and Reform, but I suspect it's too late to stop the juggernaut.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.45610145
Insult0.5393265
Profanity0.48510036
Threat0.026479885
Severe Toxicity0.16960317
Moderate 0.5566829 Constructive 0.686 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Too many of any kind of people is disgusting.
Too many of any kind of people is disgusting.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5739874
Profanity0.2356715
Threat0.009463178
Severe Toxicity0.022064678
Moderate 0.5566829 Low Con 0.261 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Do not let them in Canada do you see how the treat their homeland ? It looks like an open land fill only with more trash. That's what Canada is going to look like!
Do not let them in Canada do you see how the treat their homeland ? It looks like an open land fill only with more trash. That's what Canada is going to look like!
Inside Canada's Indian Metropolis (Brampton) · 318: Cluster #317
Close reading → Video sentiment →
Identity Attack0.43896464
Insult0.563347
Profanity0.096805766
Threat0.0083886795
Severe Toxicity0.023076924
Moderate 0.5566829 Moderate Con 0.354 Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
GET THESE IMMIGRANTS OUT OF CANADA NOW, WE DON'T WANT YOU HERE!!!
GET THESE IMMIGRANTS OUT OF CANADA NOW, WE DON'T WANT YOU HERE!!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.37052566
Profanity0.06495911
Threat0.051391184
Severe Toxicity0.05025077
Moderate 0.5566829 Low Con 0.228 Identity Attack Call_To_Action
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
I completely dislike anything to do with Hinduism. Having to see those ugly stranges images and listen to their terrible singing or chants made it very difficult for me to watch this short video clip. …
I completely dislike anything to do with Hinduism. Having to see those ugly stranges images and listen to their terrible singing or chants made it very difficult for me to watch this short video clip. It's awful!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.45135358
Profanity0.30866358
Threat0.016292779
Severe Toxicity0.045767322
Moderate 0.5566829 Moderate Con 0.5 Identity_Assertion
Nov 16, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Liars how can racists like you say Indians don't integrate? Racists are the last to ask about Indians integrating. You aren't around them.
Liars how can racists like you say Indians don't integrate? Racists are the last to ask about Indians integrating. You aren't around them.
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.3819294
Insult0.5739874
Profanity0.15938593
Threat0.0097738765
Severe Toxicity0.023076924
Moderate 0.5566829 Moderate Con 0.322 Insult Moral_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Finally I am so pumped someone actually im from Nova Scotia and it’s gotten a little out of control but everyone is so scared of saying anything! Thank you buddy for being the one with …
Finally I am so pumped someone actually im from Nova Scotia and it’s gotten a little out of control but everyone is so scared of saying anything! Thank you buddy for being the one with big enough balls to say something
Inside Canada's Indian Invasion... · 171: Cluster #170
Close reading → Video sentiment →
Identity Attack0.06613251
Insult0.29855028
Profanity0.46460027
Threat0.018710058
Severe Toxicity0.02458496
Moderate 0.5566829 Constructive 0.614
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.