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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: "What a sad guy you …" 23 comments
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it …
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it becomes a problem. Canada accepts a lot of immigrants more then the US but if the US had a less strict immigration policy it would probably look very similar. Canada is super under populate comparing it to other countries of the same exact size. Hey Canadians can we not be as racist as the flipping Americas. Saying that they're is an invasion of people who have proper documentation and are allowed to live in Canada is racist. To say you want people of a different race or culture is flipping racist no matter what way you spin it. It makes me so angry that fucking youtuber with no fucking degree gets to shit on others people lives and profit off of it. And the sad part is Tyler is not the only one doing this but many other youtubers are straight up doing bad journalism and taking random peoples word for it...with zero degrees in the matter they are speaking about. Yes sometime he gets people who actually know what they are talking about but most the time they are super bias or have something to gain from talking about it. Anyways, I just tired of "Scary" propaganda most the time it's not an actually issue. What we as Canadians should be focused on why you need 10+ years of experience to work a minimum wage job (And it isn't Indian immigrants fault but greedy corporations)
Identity Attack0.55044734
Insult0.57787937
Profanity0.70384485
Threat0.03304107
Severe Toxicity0.3529199
Toxic 0.78711975 Constructive 0.734 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
The sensor can see the knives😅, yeah, the sensors can see the cell phone.These guys aren't supposed to have with them either , right.🙄😮‍💨!!!! This shit, Two hundred dollars for that b******* , room!!!! The …
The sensor can see the knives😅, yeah, the sensors can see the cell phone.These guys aren't supposed to have with them either , right.🙄😮‍💨!!!! This shit, Two hundred dollars for that b******* , room!!!! The back and forth to see this is how dudes wind up , either completely trafficked or just cut up and sold for organs!!!!! Hes freaking out. He's obliviously in the nice safe house I've ever f****** seen.That's better than a lot of american children's foster homes!!!!😮 i'm starting to think all of this is f****** fake. But the real answer is very sad. As to why the government is allowing all this s*** to happen under their nose. This is APART OF THE, NEW WORLD ORDERS, BIG PLAN THATS BEEN GOING ON. TO DESTABILIZE THE WEST , SOOO LATER, THEY CAN CLAIM THAT DEMOCRACY IN CAPITALISM WAS A COMPLETE FAILURE.!!!!! WHEN THE TRUTH IS , IT WAS THE ONE PERCENTAGE THAT CACOMPLEY DESIGNED THE FAILURES. 😢
Identity Attack0.22935481
Insult0.5270482
Profanity0.67055607
Threat0.34804323
Severe Toxicity0.45895407
Toxic 0.78711975 Constructive 0.505 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
What a sad guy you are. Grow up and make real content instead of spreading racism. Pathetic.
What a sad guy you are. Grow up and make real content instead of spreading racism. Pathetic.
Identity Attack0.057037655
Insult0.7967344
Profanity0.22792831
Threat0.010084574
Severe Toxicity0.023293832
Toxic 0.7856813 Low Con 0.14 Insult Meta_Commentary
Feb 12, 2026 5 likes Inside Canada's Indian Invasion...
Thats fucking sad to see, I'm french, when I was a kid and used to picture Canada, I used to think about white guy speaking french with a weird quebec accent, great and spotless cities, …
Thats fucking sad to see, I'm french, when I was a kid and used to picture Canada, I used to think about white guy speaking french with a weird quebec accent, great and spotless cities, Top 1 HDI, the good version of America. Sad to see how it turned out, same shit for Australia, glad we don't have this in france yet
Identity Attack0.46028158
Insult0.4339631
Profanity0.78491896
Threat0.011430934
Severe Toxicity0.24482845
Moderate 0.68408644 Constructive 0.624 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
Identity Attack0.6682205
Insult0.6051471
Profanity0.33141375
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.65996873 Low Con 0.26 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : Stop immigration from North India especially PUNJAB. That sikh guy is telling help people... my foot, these guys spread hatred and terror. They have blown up an Air India plane.
Identity Attack0.57150364
Insult0.44464502
Profanity0.3194067
Threat0.13815513
Severe Toxicity0.23223256
Moderate 0.5921536 Constructive 0.611 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The white guy literally said there’s only poor white trash left there. Pretty sad when a white Man says that. 🤦‍♀️
The white guy literally said there’s only poor white trash left there. Pretty sad when a white Man says that. 🤦‍♀️
Identity Attack0.6007182
Insult0.5130944
Profanity0.2801717
Threat0.011094344
Severe Toxicity0.044870634
Moderate 0.5885171 Low Con 0.264 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada 🇨🇦 has gone to 💩. No longer the best country in the world not even close. Sad. The Uber story is so true and if you think the guy driving the 18 wheeler has …
Canada 🇨🇦 has gone to 💩. No longer the best country in the world not even close. Sad. The Uber story is so true and if you think the guy driving the 18 wheeler has a legitimate license or training think again. Totally corrupt.
Identity Attack0.37655997
Insult0.5177041
Profanity0.20700185
Threat0.009230154
Severe Toxicity0.023076924
Moderate 0.509388 Moderate Con 0.381 Insult
Sep 21, 2025 25 likes Inside Canada's Indian Metropolis (Brampton)
Sad to see they are allowing idol worship which brings curse upon a country, India is cursed because of Idol worship. The last guy says that everyone worship one God, but he fled India where …
Sad to see they are allowing idol worship which brings curse upon a country, India is cursed because of Idol worship. The last guy says that everyone worship one God, but he fled India where there is millions starving to feed few thousand there and have a better life there. The things that come out of these Hindus and Sikhs mouths just don't make sense
Identity Attack0.46028158
Insult0.37506318
Profanity0.27342406
Threat0.05430072
Severe Toxicity0.023645958
Moderate 0.4269174 Moderate Con 0.433 Identity_Assertion
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
U white guy making video against immigrants- how sad for u - you don’t know real history- why u given visa to come - that is it govt issue nothing do immigrant - Poland guy …
U white guy making video against immigrants- how sad for u - you don’t know real history- why u given visa to come - that is it govt issue nothing do immigrant - Poland guy why come Canada tell me
Identity Attack0.48915586
Insult0.26957804
Profanity0.02973333
Threat0.010395273
Severe Toxicity0.019740647
Moderate 0.4269174 Low Con 0.252
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians …
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians in Canada” but half of the people in your boat, liking those comments and engaging in discussion are literal bigots whose only points in discussions involving this topic are hateful phrases and ignorance.
Identity Attack0.29035977
Insult0.47020787
Profanity0.035148825
Threat0.007340072
Severe Toxicity0.010528564
Moderate 0.4269174 Moderate Con 0.385 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, …
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, skilled people; race doesn't matter, even that nurse guy should be deported. Don't allow any indian asylum seekers because India is poor, not as bad as a war-ridden country only allow doctors, engineers, and scientists, and businessmen with a master's degree, and don't allow Punjabi guys, they are less educated and quite erratic. Please check if they have any criminal history, and this applies to all immigrants who are not from Europe or Southeast Asia, etc You guys don't need indian truckers and janitors. pls don't be racist. Remember, 15% of all Canadian doctors are indian
Identity Attack0.46028158
Insult0.30326313
Profanity0.075792134
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.3827457 Constructive 0.616
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣 As for the smuggler - I hope an anonymous tip was made...
Identity Attack0.31307843
Insult0.37279442
Profanity0.030890211
Threat0.009100696
Severe Toxicity0.010910034
Moderate 0.37751234 Constructive 0.661 Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants. Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Identity Attack0.2783691
Insult0.17610447
Profanity0.038655918
Threat0.009126588
Severe Toxicity0.008850098
Low Tox 0.28548008 Moderate Con 0.496 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might …
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might ask me, why don't they assimilate with locals? Well, we are culturally different and our skin colours are different. Assimilation at large scale requires common ground. In work places, people assimilate but Race Mixing at large scale is also not good for the society. It's very sad to see white people being homeless, Build a community of your own, look after one another. To be honest, you guys have destroyed your family structure in the name of individualism, feminism etc...
Identity Attack0.36273825
Insult0.08459369
Profanity0.07223598
Threat0.011586283
Severe Toxicity0.010986328
Low Tox 0.2820025 Constructive 0.753 Identity_Assertion
Dec 24, 2025 Inside Canada's Indian Metropolis (Brampton)
There is a very dangerous and disturbing trend happening where openly racist people are being praised as "honest"! It's one thing closing your borders to immigrants but it's a whole other thing trying to institutionalise …
There is a very dangerous and disturbing trend happening where openly racist people are being praised as "honest"! It's one thing closing your borders to immigrants but it's a whole other thing trying to institutionalise racism! Seeing people praising the bike guy as "honest" is quite frankly very disturbing and sad!
Identity Attack0.17769934
Insult0.18604483
Profanity0.020783609
Threat0.0076119336
Severe Toxicity0.00541687
Low Tox 0.2786282 Constructive 0.665 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
We have a similar crisis here in London. I myself am a British Born Indian guy, my grandfather came to London in the 50s after serving in the British Army. He worked hard, paid his …
We have a similar crisis here in London. I myself am a British Born Indian guy, my grandfather came to London in the 50s after serving in the British Army. He worked hard, paid his taxes and integrated. Sadly the kids coming here now are uncivilised, loud, disrespectful and don't know how to integrate. Places like Hounslow, Ilford, Harrow, East Ham are just some examples of how bad the situation has become.
Identity Attack0.10221587
Insult0.07745308
Profanity0.017299367
Threat0.0076119336
Severe Toxicity0.0036811829
Low Tox 0.17285149 Constructive 0.805 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Metropolis (Brampton)
I know a lot of asylum seekers & rejected ones who are legally working. This guy will try anything just to get elected. Sad
I know a lot of asylum seekers & rejected ones who are legally working. This guy will try anything just to get elected. Sad
Identity Attack0.01555616
Insult0.061626412
Profanity0.011560614
Threat0.0067316215
Severe Toxicity0.0014686584
Low Tox 0.113263406 Constructive 0.536 Personal_Narrative
Feb 28, 2026 1 likes 'We do know that there's …
I'd buy that guy on the bike a case of beer. It's so sad seeing guys like him who are so aware, who are obviously capable, having to live such poor lives. But this is …
I'd buy that guy on the bike a case of beer. It's so sad seeing guys like him who are so aware, who are obviously capable, having to live such poor lives. But this is Canada, where two people making the average income will never own a home and spend more than half their income on basics. That guy probably makes 50k a year. But is riding a bicycle in winter.
Identity Attack0.014953227
Insult0.060927123
Profanity0.012380436
Threat0.006874025
Severe Toxicity0.0021076202
Low Tox 0.10783285 Constructive 0.666 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
Identity Attack0.09410924
Insult0.025284592
Profanity0.014703264
Threat0.0077025536
Severe Toxicity0.0028800964
Low Tox 0.10783285 Constructive 0.503 Identity_Assertion
Feb 11, 2026 2 likes Inside Canada's Indian Invasion...
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
I am Indian American and totally agree with bike guy. Saying truth is not rasicim. That's so sad to see
I am Indian American and totally agree with bike guy. Saying truth is not rasicim. That's so sad to see
Identity Attack0.05612817
Insult0.023093075
Profanity0.02385794
Threat0.0076637166
Severe Toxicity0.0024795532
Low Tox 0.10089093 Constructive 0.723 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …

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.