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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 5 of 17
Seriously they’re taking over. Everywhere I go I see them I go for a ride uber there’s a paki driving go to a store and they’re serving me we need to destroy this spawner.
Seriously they’re taking over. Everywhere I go I see them I go for a ride uber there’s a paki driving go to a store and they’re serving me we need to destroy this spawner.
Identity Attack0.46028158
Insult0.3416952
Profanity0.29209393
Threat0.34913966
Severe Toxicity0.044870634
Moderate 0.4402136 Moderate Con 0.443 Fear_Threat
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
You can spot those Indian Scam students on hwy401 driving trucks like a drunk driver😂
You can spot those Indian Scam students on hwy401 driving trucks like a drunk driver😂
Identity Attack0.3958119
Insult0.47357693
Profanity0.22542313
Threat0.034422375
Severe Toxicity0.02406851
Moderate 0.43720075 Low Con 0.224
Sep 29, 2025 IRCC Names India in Study …
You know its bad when the old asian woman is calling you out on your driving lmao
You know its bad when the old asian woman is calling you out on your driving lmao
Identity Attack0.46028158
Insult0.25800487
Profanity0.22693542
Threat0.018019408
Severe Toxicity0.023076924
Moderate 0.43720075 Low Con 0.286 Humor_Satire
Feb 27, 2026 Inside Canada's Indian Invasion...
Brampton, calgary, Surrey, Mississauga.....full of them all are here driving trucks and killing innocent people
Brampton, calgary, Surrey, Mississauga.....full of them all are here driving trucks and killing innocent people
Identity Attack0.20483385
Insult0.24928534
Profanity0.07126612
Threat0.44942492
Severe Toxicity0.023076924
Moderate 0.43230394 Moderate Con 0.338 Fear_Threat
Sep 28, 2025 1 likes IRCC Names India in Study …
How much Canadian tax payer money goes to them ??? Probably as bad as the somalis in the usa. All the ones around me own everything, McDs, Timmies,Subways,Burgerking,popeyes,kfc,corners stores and I know Im missing some. …
How much Canadian tax payer money goes to them ??? Probably as bad as the somalis in the usa. All the ones around me own everything, McDs, Timmies,Subways,Burgerking,popeyes,kfc,corners stores and I know Im missing some. They wont hire people that arent family They all drive BMWs and Mercedes. Outside of work they are rude AF.
Identity Attack0.38215697
Insult0.47273466
Profanity0.096805766
Threat0.009307829
Severe Toxicity0.017416617
Moderate 0.42985553 Constructive 0.51 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
i work in insurance and a lot of auto claims, brampton is the absolute most expensive place in the country for car insurance costs, so many crashes, so many horrible drivers, so many deaths of …
i work in insurance and a lot of auto claims, brampton is the absolute most expensive place in the country for car insurance costs, so many crashes, so many horrible drivers, so many deaths of people being hit by indians in cars who come from a place with no law or whatever the fk goes on over there, they don't have licenses and just drive illegally sometimes too
Identity Attack0.38230872
Insult0.35677677
Profanity0.39842105
Threat0.05430072
Severe Toxicity0.023364257
Moderate 0.42985553 Constructive 0.564
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m live in a tent surrounded by junkies harassed daily by rich immigrants that look at me like dog meat,profiled by security guards in turbans,even the homeless shelters hire them everyday is a slap in …
I’m live in a tent surrounded by junkies harassed daily by rich immigrants that look at me like dog meat,profiled by security guards in turbans,even the homeless shelters hire them everyday is a slap in the face.our political leaders are more worried about gay pride than division of labour and resources.we need to get our kids off drugs not give them more reasons to quit life.i wish I had video of the entitled Hindu that lectured me on Brit’s in India 70yrs before he was born it’s okay to crap on British colonization but you can’t crap on them for flooding into Europe and North America because that’s racist. What do I get when I go to India? Delhi belly or pickpocketed. Maybe if we send Walmart,Tim hortons, ,McDonald’s to India and go back to mom and pop shops. Ask them how they feel about gay pride than,do they get to drive out the muslims like they did when the Brit’s left? That’s why Pakistani exists,we just expect them to drop their bullshit when they move here.ive slept in a tent next to a war memorial and was routinely woken up by free palatstine and other bullshit protests that those soldiers did not fight for
Identity Attack0.458714
Insult0.42567953
Profanity0.19893537
Threat0.13815513
Severe Toxicity0.024772761
Moderate 0.4269174 Constructive 0.618 Personal_Narrative
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Why Indians so bad at driving 😂?
Why Indians so bad at driving 😂?
Identity Attack0.48915586
Insult0.26957804
Profanity0.17380778
Threat0.01052473
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.241 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
All the suffering I see by my fellow Canadians while new immigrants flash unlimited gift cards, drive spanking new, high end vehicles, and go home to paid for homes is very hard to stomach. I …
All the suffering I see by my fellow Canadians while new immigrants flash unlimited gift cards, drive spanking new, high end vehicles, and go home to paid for homes is very hard to stomach. I have never felt bad feelings toward any group of people, but that is changing by the day. The garbage on the ground and the filthy public restrooms are disgusting. The shoplifting is off the charts…I literally witnessed a group of black young women walk slowly out of a Winners store while the alarms blared and the staff just shrugged. Canadians cannot get jobs, the service has tanked in the last few years due to an entitled workforce with a bad attitude. wtf?
Identity Attack0.42615733
Insult0.4339631
Profanity0.12035047
Threat0.01238892
Severe Toxicity0.021806452
Moderate 0.4269174 Constructive 0.575 Fear_Threat
Aug 27, 2025 42 likes Why Canadians Are Turning Against …
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...
I am of Indian decent, a resident and home owner in Brampton this city was nice at one time, no more, do not move here, city has become a dump. I see these people driving …
I am of Indian decent, a resident and home owner in Brampton this city was nice at one time, no more, do not move here, city has become a dump. I see these people driving cars with AK47 graphics, driving reckless with no care. As for becoming Canadian forget it, these people dump their trash on the streets like they are living in India.
Identity Attack0.44690517
Insult0.4339631
Profanity0.0913099
Threat0.010058682
Severe Toxicity0.019095084
Moderate 0.4269174 Constructive 0.579
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Most of these Indians.have fake driving licences.😅😅
Most of these Indians.have fake driving licences.😅😅
Identity Attack0.50125694
Insult0.3406697
Profanity0.13344458
Threat0.010705971
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.242 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
We have a community about 15 miles west of St. Louis called "Barathaven" that is almost 100% Indian. 7-10k people. Mastercard has a big office here where they work. For the most part, the higher …
We have a community about 15 miles west of St. Louis called "Barathaven" that is almost 100% Indian. 7-10k people. Mastercard has a big office here where they work. For the most part, the higher level execs are courteous and accommodating. The lower-level call center employees are absolute trash. Nobody that isn't Indian drives through it because it's an almost guarantee that their car will get damaged.
Identity Attack0.44690517
Insult0.4339631
Profanity0.20592089
Threat0.012699619
Severe Toxicity0.022839356
Moderate 0.4269174 Constructive 0.648 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I live on a one way, and the amount of Indian delivery drivers driving down the wrong way every day is astounding. They are going to kill someone here soon.
I live on a one way, and the amount of Indian delivery drivers driving down the wrong way every day is astounding. They are going to kill someone here soon.
Identity Attack0.4139151
Insult0.191015
Profanity0.1612468
Threat0.5195707
Severe Toxicity0.02373986
Moderate 0.4269174 Moderate Con 0.498 Threat Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
Indians dont live in Miami because they would get a beat down for bad driving
Indians dont live in Miami because they would get a beat down for bad driving
Identity Attack0.46028158
Insult0.21368977
Profanity0.19155724
Threat0.3630133
Severe Toxicity0.023880709
Moderate 0.42129645 Low Con 0.207 Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
6:55 the Indians give the Hasidic s run for their money on driving skills lmfaoooooo
6:55 the Indians give the Hasidic s run for their money on driving skills lmfaoooooo
Identity Attack0.44690517
Insult0.24835461
Profanity0.19893537
Threat0.03304107
Severe Toxicity0.023458159
Moderate 0.41690505 Low Con 0.228 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Who is the driving instructor that is passing all these bad Indian drivers? He needs to be fired.
Who is the driving instructor that is passing all these bad Indian drivers? He needs to be fired.
Identity Attack0.4054415
Insult0.34237885
Profanity0.10797132
Threat0.2836219
Severe Toxicity0.022064678
Moderate 0.41690505 Low Con 0.2
Jan 27, 2026 Inside Canada's Indian Invasion...
I am living in a tourist town in East Kootenay, British Columbia. They are coming, they own now gas stations, pizza chains, restaurants with a Canadian tradition fasade, Tim Hortons, McDonalds, they drive like nuts, …
I am living in a tourist town in East Kootenay, British Columbia. They are coming, they own now gas stations, pizza chains, restaurants with a Canadian tradition fasade, Tim Hortons, McDonalds, they drive like nuts, they are arrogant and males are disrespectful. Sad, very sad, Invermere is slowly becoming Punjabmere. At 4:03 "...we live by our own rules, they don't learn, I don't learn..." crystal clear, they are detached from Canadian culture and want us to integrate to their culture.
Identity Attack0.36702603
Insult0.45758462
Profanity0.072882555
Threat0.008026198
Severe Toxicity0.01825585
Moderate 0.41445592 Constructive 0.615 Identity_Assertion
Sep 30, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes 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...
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are …
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are targeted as racists. I was fired from a government contract for catching corruption. They litter a ton - never had litter across canada so bad. It is destroying our cities they live like it is a slum when the concentrate in specific neighborhoods. Right now we have about 2 million illegal students who came on a student visa - but stayed after the expiry. Many took over the smaller trucking businesses and fast food franchises - those 2 industries became SO CORRUPT! They don't get car insurance - I know several people who got hit in Alberta - NO COVERAGE and no accountability. 75% of Canadians want them gone!...every industry they get involved in in large numbers gets corrupted and becomes problematic, because it is just part of their culture/way of life.
Identity Attack0.46028158
Insult0.36798462
Profanity0.07934829
Threat0.122295745
Severe Toxicity0.023076924
Moderate 0.40336934 Constructive 0.675 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
So they make fun of East Asian for driving in North America. But Indians are worse? wow that's a new fact
So they make fun of East Asian for driving in North America. But Indians are worse? wow that's a new fact
Identity Attack0.4911651
Insult0.26957804
Profanity0.11725569
Threat0.0130621
Severe Toxicity0.019224197
Moderate 0.4014846 Low Con 0.29 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
8:30 I am not really sure about what that bold guy says is entirely true. How can one drive an uber without a license. Uber and Lyft put you through a process before you drive. …
8:30 I am not really sure about what that bold guy says is entirely true. How can one drive an uber without a license. Uber and Lyft put you through a process before you drive. You can't operate on their app without being vetted and if he saw someone using someone else's uber he should report their ass ASAP. Assimilation is cultural difference is a real problem I agree but a lot of Immigrants are hardworking law abiding people.
Identity Attack0.11512129
Insult0.26957804
Profanity0.39409557
Threat0.013424582
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.854
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Indians drive in canada like they drive in india why do you always hear indians honking horn 24/7
Indians drive in canada like they drive in india why do you always hear indians honking horn 24/7
Identity Attack0.49032792
Insult0.26957804
Profanity0.09868695
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.259 Unverified_Claim
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.