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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# 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 #}

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Active: "We love the guy on …" 101 comments · Page 2 of 5
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent …
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent billions and aren't getting guns but this time they will and Chinese mercenaries have no ties so they will have no problem turning their guns on us. I believe he is planning a genocide of older people to save money on Healthcare after all death cures everything. His orange man bad narrative is going to come true if he thinks trump will put up with massive immigration and ccp soldiers in our military. Carney has so many conflicts of interest he is tanking canada on purpose so he can sell his green scam tech which surprise is owned by Brookfield a Canadian company which he moved to New York to avoid paying our high taxes. He is the biggest security threat to canada ever he is a madman ,arrogant prick that needs to go to jail along with his gangster liberal buddies. I cant believe how lefties believe his b.s every word out of his mouth is a lie. He attacks Pierre and he is not the government and says its a global problem. No its liberal mismanagement and corruption. The election is over after ontario and quebec votes because its gerrymandered with not enough seats out west because they think we are children and we pay the bills and no immigrants are working i get taxed 1500 on my 1450 pension to pay for these parasites. Carney talks out of the side of his mouth id love to play poker with him he cant lie worth shit. There is no way these policies are put in for any reason other than to impoverish us they are ridiculous. How about the teacher in hope b.c who got a 750,000 fine for a perfectly reasonable post about trans insanity. They say they are going to give it to lgbq+ offended teachers. You disagree with the government narrative they freeze your bank account, cancel you and bankrupt you all in violation of the charter of rights and freedoms. There not even trying to hide their dictatorship with their new kings clause where a company thats in with pm can basically break Canadian laws if pm says so. I hope ee get invaded i will never go to a hospital to die . In ontario 65 people got maid in 24 hours without talking to family and without life threatening conditions. This guy is a co trol freak has to be stopped now
Identity Attack0.43896464
Insult0.38852
Profanity0.1184936
Threat0.27243137
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535 Unverified_Claim
Feb 25, 2026 LILLEY UNLEASHED: The fall of …
I am sure the bike guy considers himself a Christian too, religion of love, humanity and peace so they say 😂😂his heart is full of hate why don't he goes buy a 🔫 and get …
I am sure the bike guy considers himself a Christian too, religion of love, humanity and peace so they say 😂😂his heart is full of hate why don't he goes buy a 🔫 and get rid of everyone he batws to cleanse his heart and satisfy it to its fullest, I am sure he will sleep better. His ready to leave this earth cuz it's almost time for him with hatred in his heart. No wonder be didn't amount to anything in life with his high IQ &, intelligence. He could have been a millionaire or president of Canada or something but his just a bike guy. He must do something about we are ready for him.
Identity Attack0.31892163
Insult0.37960073
Profanity0.25915453
Threat0.13815513
Severe Toxicity0.043077253
Moderate 0.4269174 Moderate Con 0.38 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Identity Attack0.4774257
Insult0.33964422
Profanity0.08613731
Threat0.008259222
Severe Toxicity0.016383713
Moderate 0.42349213 Moderate Con 0.475 Moral_Argument
Feb 25, 2026 Inside Canada's Indian Invasion...
5:11 love this fkn guy 😂
5:11 love this fkn guy 😂
Identity Attack0.02439919
Insult0.17610447
Profanity0.5013569
Threat0.011508608
Severe Toxicity0.02378681
Moderate 0.42129645 Moderate Con 0.339
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I love the bike guy, speaks the truth! Canadas so clapped Indians ruined it
I love the bike guy, speaks the truth! Canadas so clapped Indians ruined it
Identity Attack0.4911651
Insult0.3388922
Profanity0.099305905
Threat0.026479885
Severe Toxicity0.021935565
Moderate 0.40891263 Moderate Con 0.449 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in …
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in Burnaby BC and Vancouver bc when the chinese/japanese and just asia in general started immigrating to canada. The racists back then whined and cried about a ton of asian shops opening and bad drivers etc. Hell they didn't even like asian only churches they would cry "why do they need their own churches?" while saying their cooking stinks, their shops stink to their face and bitching about just about anything. Now its happening again in Toronto and the racists have moved on from asians and now focus their hate towards the indian community. as a native American all i can say is if you're actively going to bitch about immigrants. Maybe everyone that isn't native american or culture didnt originate from the north Americas should head back home? otherwise quit bitching and learn to love one another. At the end of the day Canadians and Americans are imigrants from Europe.
Identity Attack0.40713623
Insult0.36798462
Profanity0.2813443
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.628 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Hindu guy saying he's peaceful and loving. Sikh guy saying he's peaceful and loving. Yet they go around fighting each other. Either these guys are both lying, or their community is not being taught their …
Hindu guy saying he's peaceful and loving. Sikh guy saying he's peaceful and loving. Yet they go around fighting each other. Either these guys are both lying, or their community is not being taught their religion properly.
Identity Attack0.44690517
Insult0.34101152
Profanity0.0715894
Threat0.010990778
Severe Toxicity0.016512826
Moderate 0.3811502 Moderate Con 0.426 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
4:24 Love the guy talking with the cig hanging out his mouth. Reminds me of times past, better days.
4:24 Love the guy talking with the cig hanging out his mouth. Reminds me of times past, better days.
Identity Attack0.024198212
Insult0.15840563
Profanity0.18786818
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.478 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You guys love interviewing racists. You claim to not be biased.
You guys love interviewing racists. You claim to not be biased.
Identity Attack0.24074486
Insult0.34135336
Profanity0.047173142
Threat0.008686432
Severe Toxicity0.010986328
Moderate 0.37751234 Low Con 0.2 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
Identity Attack0.37012735
Insult0.11978693
Profanity0.12815644
Threat0.2566701
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I love this open racist guy. Made my day!
I love this open racist guy. Made my day!
Identity Attack0.29188538
Insult0.16751462
Profanity0.14225815
Threat0.030278467
Severe Toxicity0.021935565
Moderate 0.3561489 Moderate Con 0.407 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or …
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or a Tibetan Buddhist...who came to India... Indian not amazing people believe me guys
Identity Attack0.38238457
Insult0.17858955
Profanity0.12158839
Threat0.015602129
Severe Toxicity0.02077355
Moderate 0.3561489 Constructive 0.646 Moral_Argument
Nov 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I love how this guy went from doing college videos to making scammer and invasion videos top 5 YouTuber right here.
I love how this guy went from doing college videos to making scammer and invasion videos top 5 YouTuber right here.
Identity Attack0.052490227
Insult0.24903896
Profanity0.19770569
Threat0.025271246
Severe Toxicity0.01735206
Moderate 0.35186127 Low Con 0.259 Meta_Commentary
Feb 22, 2026 302 likes Inside Canada's Indian Invasion...
As an Indian.. love the white guy on the bike... he does informed racism. But notice how many Indians are self critical. Make learning proper English mandatory. The whole assimilation problem will be solved.
As an Indian.. love the white guy on the bike... he does informed racism. But notice how many Indians are self critical. Make learning proper English mandatory. The whole assimilation problem will be solved.
Identity Attack0.39773783
Insult0.16337912
Profanity0.080318145
Threat0.0287245
Severe Toxicity0.017222947
Moderate 0.34328604 Constructive 0.659
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Sounds like canada wants to follow the big bad Trump and America lol i thought we were the bad guys and yall love illegals
Sounds like canada wants to follow the big bad Trump and America lol i thought we were the bad guys and yall love illegals
Identity Attack0.33352965
Insult0.2679134
Profanity0.040409464
Threat0.007534259
Severe Toxicity0.009689331
Moderate 0.3389984 Low Con 0.222 Comparative_Framing
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Love how he says these people are dirty but he has no shirt on❤😅The Pakistani Guy, the Sikj Guy and the Hindu guy. Just amazing ❤❤❤they said it perfect. ❤
Love how he says these people are dirty but he has no shirt on❤😅The Pakistani Guy, the Sikj Guy and the Hindu guy. Just amazing ❤❤❤they said it perfect. ❤
Identity Attack0.2949366
Insult0.26957804
Profanity0.1719469
Threat0.020091362
Severe Toxicity0.021419114
Moderate 0.3389984 Constructive 0.512
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Love that bike guy straight up. Screw cancel culture. In his mind. Haha
Love that bike guy straight up. Screw cancel culture. In his mind. Haha
Identity Attack0.047448806
Insult0.24561718
Profanity0.29456177
Threat0.011793415
Severe Toxicity0.015996376
Moderate 0.33421695 Moderate Con 0.368 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
For me, discovering this channel was amazing! First, he exposed false megachurch preachers, then he exposed the New York welfare jews, and now this!? I love this guy!
For me, discovering this channel was amazing! First, he exposed false megachurch preachers, then he exposed the New York welfare jews, and now this!? I love this guy!
Identity Attack0.36702603
Insult0.16124763
Profanity0.13256322
Threat0.0287245
Severe Toxicity0.01735206
Moderate 0.3260917 Moderate Con 0.408 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how …
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how our lovely country is going down hill because of the mistakes of our government not screening the immigrants coming to this country. We’re sick and tired of the mess this has done to our country. My son is almost 40, born in Canada and is facing the sane dilemma as our fellow Canadians. We must do some reform with our immigration.
Identity Attack0.27991617
Insult0.24928534
Profanity0.035649836
Threat0.009747985
Severe Toxicity0.011367798
Moderate 0.31132057 Constructive 0.597 Identity_Assertion
Sep 15, 2025 Why Canadians Are Turning Against …
LMAO i love that white guy! he's based AF!!
LMAO i love that white guy! he's based AF!!
Identity Attack0.2808415
Insult0.07872037
Profanity0.20592089
Threat0.012751401
Severe Toxicity0.01896597
Low Tox 0.295883 Moderate Con 0.397 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats …
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats from the north (3) If immigrants didn't buy our inflated GTA houses from us then we might not have had the Golden Retirements (4) The Dutch in South Africa lost their colony because they didn't have adequate immigrants to help them hold the massive land they captured (5) When someone is uprooted and brought here, they work 150 % than the lazy locals to reestablish their lives this is a fact supported by various economic studies and this is what becomes the engine propelling the country's economic growth (6) When the Chinese came from Hong Kong the locals blamed the Chinese for everything. When the Italians out grew locals in Woodbridge the locals blamed them for everything and called them as Mafia . Now you guys are painting the same thing on to Brown People .This is hypocrisy and not a fact !!! ALL OF YOU ARE SETTLER DESENDANTS OR IMMIGRANTS IN CANADA UNLESS YOU ARE A NATIVE MIND THAT !!! and be grateful for this beautiful world and the life you have . Another fact is Second world war was won by English & Allies using massive African and Indian armies. So the freedom we enjoy today in Canada was helped by African and Indian soldiers as well !!! The English simply don't have the numbers win by themselves . BE GREATFUL AND LOVE THIS COUNTRY AND IT'S DIVERSITY PERIOD !!! BELOW IS A SAMPLE OF WHAT IMMIGRANTS ARE DOING TO HELP THE ANGLOSAXONS : Immigrant Oppenheimer - Enabled America win Second World War Immigrant Frank Stronach - Founded Magna Corp Immigrant Andrew Carnegie - Founded United Steel Immigrant Albert Einstein - Enabled America win Second World War Immigrant Shiva Ayyadurai- Invented Email Kevin O'Leary - Irish / Lebanese immigrant Elon Musk- South African immigrant AMERICA RUNS ON IMMIGRANT POWER !!! BE GREATFUL !!!
Identity Attack0.28034934
Insult0.1378885
Profanity0.10549548
Threat0.02682521
Severe Toxicity0.015350811
Low Tox 0.2855005 Constructive 0.716 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I am sorry you guys are going through this. If i was Canadian going through all this, I would be upset. Canadian government should make decisions that best benefits it's people. I love Canada from …
I am sorry you guys are going through this. If i was Canadian going through all this, I would be upset. Canadian government should make decisions that best benefits it's people. I love Canada from my first visit as a child. Canada was different then from what you are describing today. So sorry immigrants are destroying your country. Im saddened by this
Identity Attack0.28883415
Insult0.10440776
Profanity0.019963788
Threat0.009929225
Severe Toxicity0.0062561035
Low Tox 0.2820025 Constructive 0.763
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
When the guy with no shirt on said they dont cover their windows and walk naked 😂. Then said they all look same ! Thats Racism at its best. Would love to know contribution his …
When the guy with no shirt on said they dont cover their windows and walk naked 😂. Then said they all look same ! Thats Racism at its best. Would love to know contribution his kids are making in economy. Guess what
Identity Attack0.10221587
Insult0.1469393
Profanity0.035399333
Threat0.009903334
Severe Toxicity0.008544922
Low Tox 0.26293078 Moderate Con 0.431
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.