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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: "Tyler: "how's the driving out …" 13 comments
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and …
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and when the guy that worked there was serving me, I asked him, why don't I ever see any Americans working there? He said, because Americans are lazy, and especially the black ones. He said Americans always want days off. Days off because you're sick, or days off because it's a holiday, days off for everything. They don't want to work. This is all because of Clinton. He made a deal where Indians could come to the US, and they were given money to "start" a company. The idea was, they would BUILD a company, and hire Americans to work it. Instead, they bought stores and motels and used those to import their family and friends from India to here, for work. When I went back to school, I had no choice but to work at a gas station. I was off on payday once, and went in to get my check. There was a new guy at the counter, an Indian. I asked for my check, and wanted him to cash it for me. We always did that if there was enough money in the register. He told me to move, customers waiting. He didn't speak English very well. I went to the office to see the work schedule, and he yelled at me to get out of there! I told him what I was doing, he said "You work no!! I work! You boss no own, my boss own! Leave now! After a little more back and forth yelling, I found out my boss sold the gas station the night before and we were all out of a job. I blew up in front of all the customers! They started to walk out. Lol. That station didn't even last a year, and they had to close down. If they had a drive off (back in the days of a pump and run) they would call the police, but couldn't speak English very well. So they would tell police robbery! After a few times of that, the police told them to never call again. This was a very small town in SW PA, and word got around, and no one went to that station any more. This is the same area that was featured in Tyler's and others videos about all the Haitians that were shipped in by Biden. Bell Vernon PA, right across the river from Charleroi PA. The area is still FULL of Haitians, scaring all the native people away. Taking over the Walmart that is right across the street from where this gas station used to be. One of the many reasons I live in TX now.
Identity Attack0.4911651
Insult0.40243408
Profanity0.2327678
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.79 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name …
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly and I don’t have a problem with them. They come to Brampton because in Punjab they have posters of Brampton on their travel agencies to be among their people. Now the guy on the bike, lmao. Thanks Tyler for making the bike guy our white ambassador. Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are a white teenager, you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly, and I don’t have a problem with them. They come to Brampton because in Punjab, they have posters of Brampton in their travel agencies to be among their people. Now, the guy on the bike, lmao. Thanks, Tyler, for making the bike guy our white ambassador.
Identity Attack0.46028158
Insult0.36537176
Profanity0.20808282
Threat0.02924249
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.712 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
French Canadian from Quebec here, this country is rotting. Salute to all my fellows from Ontario, it's a shame and also very worrying to watch "GTA5" driving skill in RL. Props Tyler, TY bud putting …
French Canadian from Quebec here, this country is rotting. Salute to all my fellows from Ontario, it's a shame and also very worrying to watch "GTA5" driving skill in RL. Props Tyler, TY bud putting the spotlight on the matter. Merci beaucoups, sincerement.
Identity Attack0.2803029
Insult0.37392882
Profanity0.06646215
Threat0.008052089
Severe Toxicity0.013801457
Moderate 0.37751234 Constructive 0.69 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler needs to cover the Chinese invasion in Richmond, BC next. The driving in Richmond is worse than Brampton.
Tyler needs to cover the Chinese invasion in Richmond, BC next. The driving in Richmond is worse than Brampton.
Identity Attack0.28622448
Insult0.18355975
Profanity0.022559889
Threat0.010162249
Severe Toxicity0.00793457
Moderate 0.30527395 Low Con 0.21
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Identity Attack0.25478655
Insult0.18604483
Profanity0.056441884
Threat0.00933372
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.76 Moral_Argument
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
I would like to see Tyler interview the Native Americans in Montana. My cousin went to, I believe it was Billings, Montana. He had a lot of people just being straight up rude towards him, …
I would like to see Tyler interview the Native Americans in Montana. My cousin went to, I believe it was Billings, Montana. He had a lot of people just being straight up rude towards him, and when he was talking to some of the locals, they said that the Native Americans hate other Americans. Just thought it’d be interesting to see them talk about it. That and how the native Hawaiians hate Tourists. (Nassau Bahamas would be a good one. They have that massive Atlantis waterpark and casino which the locals are not allowed in. And you have to drive through the town before you get to the entrance of the park. All the buildings are all boarded up people just sitting in the streets, all ragged. Well, tourist are partying in this massive waterpark with a lazy river that goes around the entire park)
Identity Attack0.14661247
Insult0.082866095
Profanity0.027000591
Threat0.009256045
Severe Toxicity0.0049591064
Low Tox 0.19504376 Constructive 0.706 Comparative_Framing
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Tyler Oliveira. If you’re main purpose is actual journalism why use AI to make it seem like people drive with tuktuks on the highway? Is it journalism you’re doing or is it propaganda and hatred …
Tyler Oliveira. If you’re main purpose is actual journalism why use AI to make it seem like people drive with tuktuks on the highway? Is it journalism you’re doing or is it propaganda and hatred towards minorities you are trying to promote?
Identity Attack0.031464707
Insult0.06687108
Profanity0.02303812
Threat0.008362788
Severe Toxicity0.0032043457
Low Tox 0.165053 Moderate Con 0.312 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually ended up speaking with a possible "mule" who again is there "temporarily" 3. Please look up the free documentary CBC put out in regards to the E Indian community "handing out" commercial driving licenses 4. Please search all the recent arrests inbound and outbound Detroit and Port Huron borders. 98% east Indian and the names are always written in the articles. These are facts 5. The "mules" get a slap on the wrist for the contraband and end up getting deported 6. The company starts the process again and claims they know nothing 7. Their company owners all drive exotic vehicles and fancy homes Please look into this, it's been happening for years and years
Identity Attack0.024198212
Insult0.071750276
Profanity0.024199532
Threat0.0101363575
Severe Toxicity0.0039863586
Low Tox 0.15103401 Constructive 0.747 Call_To_Action
Jan 28, 2026 1 likes 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...
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: "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...
Tyler!!! Come to Thunder Bay!!!! Come and drive hwy 11 and 17 and 11/17. There's so much content and Interviews to do in Canada with everything that's going on!
Tyler!!! Come to Thunder Bay!!!! Come and drive hwy 11 and 17 and 11/17. There's so much content and Interviews to do in Canada with everything that's going on!
Identity Attack0.008953481
Insult0.01465692
Profanity0.012004685
Threat0.01052473
Severe Toxicity0.0022602081
Low Tox 0.044141594 Constructive 0.57 Call_To_Action
Jan 27, 2026 5 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.