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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: "As for the driving I …" 424 comments · Page 14 of 17
It’s easy to find them they are working at Tim Hortons walmart gas stations driving trucks the liberals know where they are they just want to close their eyes because they see them as their …
It’s easy to find them they are working at Tim Hortons walmart gas stations driving trucks the liberals know where they are they just want to close their eyes because they see them as their future voters
Identity Attack0.019776696
Insult0.039444692
Profanity0.014566627
Threat0.01086132
Severe Toxicity0.0024604797
Low Tox 0.11057663 Low Con 0.2
Oct 3, 2025 2 likes IRCC Names India in Study …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Identity Attack0.07921951
Insult0.033570543
Profanity0.011970525
Threat0.0061296434
Severe Toxicity0.0019550323
Low Tox 0.10870059 Constructive 0.67 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab scheme. This is how this has been operating at a large scale for so long. If you want more info feel free to get in touch. They essentially give you guidance on how to do so, orchestrate most of it by setting up a temporary air b&b “the safe house” etc. everything has reasoning behind it where it falls in that grey area. In the end you cross the boarder by yourself they don’t help you cross and all the risk is on you. They delete the chats and point the finger saying “this guy just needed a ride and a place to stay”
Identity Attack0.020882076
Insult0.04383647
Profanity0.03915693
Threat0.009230154
Severe Toxicity0.0036811829
Low Tox 0.10826672 Constructive 0.711
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to …
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to do truck driving. For the economic progress being made by India, it doesn't make sense to go to Canada now.
Identity Attack0.099072486
Insult0.029493837
Profanity0.01220964
Threat0.0069516995
Severe Toxicity0.002298355
Low Tox 0.10783285 Constructive 0.614 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
I worked for an Indian couple and they would drive to the other side of town to visit other Indian stores, pharmacies, doctors, restaurants. When it became obvious why they did it… I stopped working …
I worked for an Indian couple and they would drive to the other side of town to visit other Indian stores, pharmacies, doctors, restaurants. When it became obvious why they did it… I stopped working for them.
Identity Attack0.10221587
Insult0.024124376
Profanity0.017504321
Threat0.007340072
Severe Toxicity0.002193451
Low Tox 0.104361884 Moderate Con 0.491 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Those drivers NEED Chinese EVs to do driving for them!
Those drivers NEED Chinese EVs to do driving for them!
Identity Attack0.06929302
Insult0.024124376
Profanity0.0157622
Threat0.00948907
Severe Toxicity0.002937317
Low Tox 0.103494145 Low Con 0.121 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
As for the driving I was on my way home with my tow truck and was making a left. The woman behind me thought passing me on the left was a good idea(I was mid …
As for the driving I was on my way home with my tow truck and was making a left. The woman behind me thought passing me on the left was a good idea(I was mid turn). This woman turns around and said it’s my fault. Ummmmmm. My dash cam says otherwise. My truck opened her car up like a tuna can 🤣🤣
Identity Attack0.0102854045
Insult0.034341812
Profanity0.023584666
Threat0.008945347
Severe Toxicity0.0023651123
Low Tox 0.103060275 Constructive 0.556 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
India has Left-Hand traffic. They come here and drive in a Right-Hand traffic country with no license. That's why insurance in Brampton is $700/month. They also hijacked the trucking business and cause pileups on the …
India has Left-Hand traffic. They come here and drive in a Right-Hand traffic country with no license. That's why insurance in Brampton is $700/month. They also hijacked the trucking business and cause pileups on the roads almost weekly.
Identity Attack0.060220852
Insult0.028722567
Profanity0.018665737
Threat0.008712323
Severe Toxicity0.0026893616
Low Tox 0.10175867 Moderate Con 0.435 Unverified_Claim
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Same in uk and they drive terribly slowly
Same in uk and they drive terribly slowly
Identity Attack0.033527173
Insult0.030595649
Profanity0.02385794
Threat0.008181547
Severe Toxicity0.0024986267
Low Tox 0.09872158 Moderate Con 0.399 Comparative_Framing
Jan 27, 2026 9 likes Inside Canada's Indian Invasion...
I'm scared for my life driving in Canada
I'm scared for my life driving in Canada
Identity Attack0.05794714
Insult0.018323302
Profanity0.016479544
Threat0.01052473
Severe Toxicity0.0029563904
Low Tox 0.09785384 Moderate Con 0.416 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Be love ur mind and drive
Be love ur mind and drive
Identity Attack0.005438685
Insult0.031146556
Profanity0.026317406
Threat0.0100069
Severe Toxicity0.0032043457
Low Tox 0.09741997 Moderate Con 0.322 Meta_Commentary
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
My Indian friend told me all he got to do to get a driving license back home was to register for the school. Without even doing the driving test lol....
My Indian friend told me all he got to do to get a driving license back home was to register for the school. Without even doing the driving test lol....
Identity Attack0.053399716
Insult0.022770792
Profanity0.03339528
Threat0.007935578
Severe Toxicity0.00289917
Low Tox 0.09655223 Constructive 0.518 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. …
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. Buy a house with stolen money. The own and work in all convenience stores, gas stations where they also sell stolen goods. The do fraud. Operation Big Red a cargo theft ring, Brampton's Peel region is second in the world for most stolen cargo, second to LA.
Identity Attack0.006881601
Insult0.04442204
Profanity0.0113727385
Threat0.007365964
Severe Toxicity0.0017166138
Low Tox 0.09568449 Constructive 0.571 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. …
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. Buy a house with stolen money. The own and work in all convenience stores, gas stations where they also sell stolen goods. The do fraud. Operation Big Red a cargo theft ring, Brampton's Peel region is second in the world for most stolen cargo, second to LA.
Identity Attack0.006881601
Insult0.04442204
Profanity0.0113727385
Threat0.007365964
Severe Toxicity0.0017166138
Low Tox 0.09568449 Constructive 0.571 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Who would’ve guessed inviting a people whose roads are congested with poor driving chaos would just so happen to bring it with them…it’s almost as if you can’t change the way a person inherently is …
Who would’ve guessed inviting a people whose roads are congested with poor driving chaos would just so happen to bring it with them…it’s almost as if you can’t change the way a person inherently is 😂
Identity Attack0.0071775843
Insult0.033680726
Profanity0.017436003
Threat0.006550381
Severe Toxicity0.0016212463
Low Tox 0.0926474 Low Con 0.23 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
All of Canada feels like Brampton now. Especially the driving.
All of Canada feels like Brampton now. Especially the driving.
Identity Attack0.034042787
Insult0.031697463
Profanity0.013610168
Threat0.007754337
Severe Toxicity0.0022602081
Low Tox 0.091913216 Moderate Con 0.326 Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute …
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute on highway 1.
Identity Attack0.06613251
Insult0.024511116
Profanity0.012961143
Threat0.007301235
Severe Toxicity0.002155304
Low Tox 0.091913216 Constructive 0.529 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Peope dont realise this but there is no stopping immigration in Canada. The stock market anticipates huge immigration as it is the only feasible path towards growing corporate profits. If we dont have huge immmigration, …
Peope dont realise this but there is no stopping immigration in Canada. The stock market anticipates huge immigration as it is the only feasible path towards growing corporate profits. If we dont have huge immmigration, the purchasing power of boomers, derived from a booming market and real estate market, will lead to massive inflation as labor shortages occur. There is nothing we can do to stop this. Boomers are going to vote Liberal and liberals will continue to flood the country with third world immigrants who cook, clean, drive, caretake, etc. Millenials and gen Z are the ones who will never own a home or start a family. And ironically the low birth rate will lead to even more immigration. I suspect that Canada will be primarily asian and african by 2060.
Identity Attack0.026007013
Insult0.033239998
Profanity0.0147374235
Threat0.0077284453
Severe Toxicity0.0020217896
Low Tox 0.091913216 Constructive 0.614 Economic_Argument
Jun 21, 2025 How Canada broke its immigration …
I am suspicious about this fake restaurant or fast food place near my neighborhood. There is a place near my house that looks like a restaurant. The building is beside a shawarma place and the …
I am suspicious about this fake restaurant or fast food place near my neighborhood. There is a place near my house that looks like a restaurant. The building is beside a shawarma place and the pictures of food do look good. My aunt called the phone number because she wanted to order food from there, but she heard strange voices in the background and the person on the phone kept saying they are closed. This place even has a drive thru and menu, but is never open. I've seen quite a few cars in the parking lot at night. Idk, but I think something sketchy is going on there because the people there are all indians.
Identity Attack0.008953481
Insult0.029493837
Profanity0.032643758
Threat0.0077672824
Severe Toxicity0.0022888184
Low Tox 0.09033044 Constructive 0.66 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler: "how's the driving out here?" Canadians: "he he he" *cAnAdiAnS*: "he he he"
Tyler: "how's the driving out here?" Canadians: "he he he" *cAnAdiAnS*: "he he he"
Identity Attack0.053399716
Insult0.020708188
Profanity0.01846078
Threat0.008013252
Severe Toxicity0.0030899048
Low Tox 0.08320791 Moderate Con 0.34 Humor_Satire
Jan 27, 2026 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 …
😂😂😂theyre only going to name the numbers ethnicity or figures lol Canada NEVER EVER removes or ever took action to remove them. NEVER ever will. 😂😂 These students are living in 700,000$ houses paying mortgages …
😂😂😂theyre only going to name the numbers ethnicity or figures lol Canada NEVER EVER removes or ever took action to remove them. NEVER ever will. 😂😂 These students are living in 700,000$ houses paying mortgages and driving 85k financed cars and working 150,000$ jobs 😂😂
Identity Attack0.02048012
Insult0.021481665
Profanity0.017914234
Threat0.008505191
Severe Toxicity0.0029182434
Low Tox 0.081625134 Moderate Con 0.303
Sep 29, 2025 IRCC Names India in Study …
Bramladesh, lol. Drive there once and tell me what you experience.
Bramladesh, lol. Drive there once and tell me what you experience.
Identity Attack0.012441003
Insult0.023608726
Profanity0.022423252
Threat0.008712323
Severe Toxicity0.002374649
Low Tox 0.08004235 Moderate Con 0.362
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
7:47 guy said he drives and what?
7:47 guy said he drives and what?
Identity Attack0.00673361
Insult0.016936934
Profanity0.03339528
Threat0.010265815
Severe Toxicity0.0036811829
Low Tox 0.079250954 Moderate Con 0.303 Question
Jan 27, 2026 1 likes 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.