Skip to content
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

click to expand

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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "We don't have to ride …" 73 comments · Page 3 of 3
If you can’t beat them, join them. I took my first dump on a beach today. I bought a turban off Amazon to ride my motorcycle without a helmet. I go to Niagara Falls to …
If you can’t beat them, join them. I took my first dump on a beach today. I bought a turban off Amazon to ride my motorcycle without a helmet. I go to Niagara Falls to litter. This is my Canada.
Identity Attack0.026207991
Insult0.03588435
Profanity0.027410502
Threat0.13815513
Severe Toxicity0.0075149536
Low Tox 0.16678599 Moderate Con 0.411 Humor_Satire
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You’re telling me it’s legal to ride an Indian 🛺 rickshaw on a Canadian freeway?!?!
You’re telling me it’s legal to ride an Indian 🛺 rickshaw on a Canadian freeway?!?!
Identity Attack0.15303208
Insult0.04383647
Profanity0.02119352
Threat0.0083886795
Severe Toxicity0.0049591064
Low Tox 0.16678599 Low Con 0.267
Jan 27, 2026 Inside Canada's Indian Invasion...
Free plane ride home for these people during winter time, it's cool they'll be back in the spring. The Authoritative powers that govern over many government bodies think work should be a place to hire …
Free plane ride home for these people during winter time, it's cool they'll be back in the spring. The Authoritative powers that govern over many government bodies think work should be a place to hire friends and family and let them mess and around do whatever they want while they are at work and be totally corrupt this is a joke and when you people learn how to do things properly maybe there will be some order around here. Your supervisor should be respected and feared not some person asking for some of your paycheck and sexual favors from his co workers what kind of place are you people running? Hire a person that will fire all these clowns and find people that do exactly as they are told that they have no familial ties with this system is totally Nepotistic.
Identity Attack0.004994711
Insult0.10294484
Profanity0.021466793
Threat0.0074954215
Severe Toxicity0.0022125244
Low Tox 0.165053 Moderate Con 0.405
Dec 25, 2025 Deportations From Canada at Their …
High IQ.... Rides Uber Eats Bike.
High IQ.... Rides Uber Eats Bike.
Identity Attack0.006178642
Insult0.06442356
Profanity0.01982715
Threat0.008505191
Severe Toxicity0.002746582
Low Tox 0.13908891 Low Con 0.293 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Are these not the same "people" who ride around (sometimes on horseback) with long swords????
Are these not the same "people" who ride around (sometimes on horseback) with long swords????
Identity Attack0.0066596144
Insult0.031697463
Profanity0.018529098
Threat0.048481647
Severe Toxicity0.004196167
Low Tox 0.1269396 Low Con 0.172
Sep 22, 2025 38 likes 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...
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...
The problem seems started with the liberal’s opening our borders to immigrants bringing in 400+ a year. No housing or jobs for them, so the government (liberals) gave them a free ride on the backs …
The problem seems started with the liberal’s opening our borders to immigrants bringing in 400+ a year. No housing or jobs for them, so the government (liberals) gave them a free ride on the backs of Canadian taxpayers. Time to close the borders for at least 5yrs.
Identity Attack0.062039822
Insult0.027730936
Profanity0.011133623
Threat0.008272167
Severe Toxicity0.0025749207
Low Tox 0.104795754 Moderate Con 0.393 Policy_Critique
Sep 27, 2025 2 likes Why Canadians Are Turning Against …
Last time I was in Brampton a youth Indian girl and her grandpa jumped into the back seat my car wanting a ride to a store. I felt like i was in some kind of …
Last time I was in Brampton a youth Indian girl and her grandpa jumped into the back seat my car wanting a ride to a store. I felt like i was in some kind of Bollywood movie. 😅 and no I'm definitely not a taxi driver.
Identity Attack0.061130337
Insult0.025542418
Profanity0.034146797
Threat0.0091524795
Severe Toxicity0.00333786
Low Tox 0.09872158 Constructive 0.657 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Then stop voting lieberals and vote conservative it's that simple guys carney has until about april next year and there will be a non confidence vote then we can finally get these lieberals out of …
Then stop voting lieberals and vote conservative it's that simple guys carney has until about april next year and there will be a non confidence vote then we can finally get these lieberals out of here we were literally 8k votes off in close ridings to win a conservative minority with how the polls are 41% conservative vs 39% lieberals that would be 172 seats for the conservative just barely a majority and carney is falling just as fast as trudope.
Identity Attack0.0076215584
Insult0.033901088
Profanity0.017367685
Threat0.006815769
Severe Toxicity0.0015544891
Low Tox 0.07845957 Constructive 0.525
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had enough with trying to find a job, he stopped counting at over 450 resumes that were ignored, so he decided that we should start our own company, a small delivery company that 2 years later, we added a safe ride service to (driving drunk people home in their own vehicle). I was the manager of a little pizza place, which was run by immigrants, but good ones. I was hired because my husband approached them about doing deliveries, and they wanted to meet me. I had no idea I was going for an interview but they begged me to work for them, their reason; although they could speak English, they weren't fluent in it, so they wanted an English speaking employee who could easily understand the customer's. Within days, I was promoted to manager, and I loved my job and all of them. They treated everyone with such kindness and generosity. I found out just how much support they got from our government, when I broke down one day because I couldn't afford my prescription. My boss was so confused because he and his family got free prescriptions, dental, eye care, etc and they thought everyone got that. My boss paid for my prescription and actually apologized to me for how our own government treated us. He also showed me that they get $2,500 every 2 weeks, funding to start or buy businesses, but if they don't hire other fw's or immigrants, that funding changes to a grant and they have to pay it back. They are given money for housing, and vehicles. He was pushed out of that business by his 2 partners, and the partner's promised him I would keep my job. That was a complete lie. They stopped putting me on the schedule, claiming financial problems (bs), but hired not one but two new full time immigrant employees. I lost it and quit. Our town isn't that big, and word spread fast, especially when everyone found out that I was still owed over $2,000, which I will never see because no government agency will help me. Their business is actually struggling now and I love that for them. As for my husband and I's business, it's going strong but I came unglued when we recieved a letter from the government "suggesting" that we hire immigrants. I wrote back, telling them in no uncertain terms would that ever happen, and it will be a cold day in hell when one of us steps back so one of the government's favored people can take that money from us because we are the only 2 employees and we're not sacrificing a damn thing for someone who already gets everything.
Identity Attack0.015355183
Insult0.034341812
Profanity0.01893901
Threat0.007353018
Severe Toxicity0.002193451
Low Tox 0.07687678 Constructive 0.825
Sep 2, 2025 Why Canadians Are Turning Against …
For punjab you could have shown golden temple. Any sardar riding a bike on a road is not Punjab. It could be anywhere in the country
For punjab you could have shown golden temple. Any sardar riding a bike on a road is not Punjab. It could be anywhere in the country
Identity Attack0.04435511
Insult0.027347196
Profanity0.018597418
Threat0.008323951
Severe Toxicity0.0028038025
Low Tox 0.07450261 Moderate Con 0.301 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
10:10 @cfl_rutas in the background riding ✔️🦾
10:10 @cfl_rutas in the background riding ✔️🦾
Identity Attack0.0056236745
Insult0.014960921
Profanity0.031391226
Threat0.012751401
Severe Toxicity0.0044441223
Low Tox 0.07054565 Moderate Con 0.301 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Anyone else think the use of “ai slop visualization” during the car ride into USA counts as yellow journalism? I think that’s a textbook example.
Anyone else think the use of “ai slop visualization” during the car ride into USA counts as yellow journalism? I think that’s a textbook example.
Identity Attack0.025404079
Insult0.021417208
Profanity0.013200258
Threat0.0079873605
Severe Toxicity0.0021266937
Low Tox 0.06025757 Low Con 0.248 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s only a temporary setback. Don’t worry, Canadians. Buckle up, cause the big free ride going to end in the near future
It’s only a temporary setback. Don’t worry, Canadians. Buckle up, cause the big free ride going to end in the near future
Identity Attack0.019977676
Insult0.019419061
Profanity0.01261955
Threat0.011094344
Severe Toxicity0.0019550323
Low Tox 0.054531995 Moderate Con 0.307 Fear_Threat
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
I like that dude riding the bike, he’s speaking some truth.
I like that dude riding the bike, he’s speaking some truth.
Identity Attack0.0040512653
Insult0.01617693
Profanity0.014771583
Threat0.007961469
Severe Toxicity0.0015449524
Low Tox 0.034984488 Moderate Con 0.43 Solidarity
Jan 27, 2026 36 likes Inside Canada's Indian Invasion...
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond Library, studied the map and etc. Some I remember are: 1. What is the common term for someone elected in Federal elections? A. Riding Winner B. Member of Parliament C. Senate D. Federal Executive. 2. Which of the following represents being Canadian and expresses national identity? A. Symbols like Maple leaf B. Equality C. Unity D. Human Right Commission 3. Jury duty consists of partial jurors and past jurors (in similar meaning) True or False. 4. French and English are: A. Fighting rebellion in 1800s B. French joined hands with Americans to fight against English C. Lived together for 300 years D. All of the above 5. Got a basic question about suffrage movement 6. What are prairie provinces? Saskatchewan, Alberta, Manitoba (SAM) 7. I got a question about provinces from west to east on Canada map. Please look and memorize the provinces locations. 8. Got a question about Peace Arch in Blaine 9. Question about Peace Tower like what was built after first world War. 10. Question about Aboriginals. Ans: First Nations, Metis and Inuits 11. Branches of Parliament Ans: Sovereign, House of commons and Senate 12. Courts do: Ans: Settle disputes These all what I remember. I am not sure which ones I got wrong. Might be in the first 5 I posted here. Test is not difficult but it is better to go through this video multiple times and do some other mock tests as well, in my opinion. Thank you and All the Best 😊
Identity Attack0.010729378
Insult0.017227544
Profanity0.015010698
Threat0.006647474
Severe Toxicity0.0014209747
Low Tox 0.032863233 Constructive 0.818 Personal_Narrative
Feb 10, 2026 21 likes Canadian Citizenship Test 2025 – …
I dont think a homeless guy riding around in snow on a bike has the right to complain about other people’s situations especially those that are on welfare
I dont think a homeless guy riding around in snow on a bike has the right to complain about other people’s situations especially those that are on welfare
Identity Attack0.008324518
Insult0.0114649
Profanity0.013029462
Threat0.0069516995
Severe Toxicity0.0010871887
Low Tox 0.028974265 Moderate Con 0.404 Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
someone and a lot of people voted for this and look what we have FREE RIDE
someone and a lot of people voted for this and look what we have FREE RIDE
Identity Attack0.0025713511
Insult0.012262905
Profanity0.01261955
Threat0.007081157
Severe Toxicity0.0013446808
Low Tox 0.026499467 Moderate Con 0.41 Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
BASICALLY A FREEEEE RIDE
BASICALLY A FREEEEE RIDE
Identity Attack0.0027193425
Insult0.010780896
Profanity0.016411226
Threat0.0073918556
Severe Toxicity0.001745224
Low Tox 0.02638162 Low Con 0.284
Feb 8, 2019 How much do refugees and …
I rented a room in Brampton the landlord gave me a ride & stopped in at that temple. I didn't know we were doing that.
I rented a room in Brampton the landlord gave me a ride & stopped in at that temple. I didn't know we were doing that.
Identity Attack0.008176526
Insult0.010742896
Profanity0.012687869
Threat0.00756015
Severe Toxicity0.0012588501
Low Tox 0.025320992 Constructive 0.629 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
4:22 "I have contracts with the buildings"........."while I ride a bus".........????
4:22 "I have contracts with the buildings"........."while I ride a bus".........????
Identity Attack0.0015446605
Insult0.0076268767
Profanity0.010757872
Threat0.006861079
Severe Toxicity0.0008678436
Low Tox 0.016964182 Moderate Con 0.357
Jan 27, 2026 Inside Canada's Indian Invasion...
We pay huge taxes so these people get a free ride. I'll take a 5 year expenses and benefits paid vacation please.
We pay huge taxes so these people get a free ride. I'll take a 5 year expenses and benefits paid vacation please.
Identity Attack0.0027378413
Insult0.009545889
Profanity0.010211324
Threat0.006440342
Severe Toxicity0.00079631805
Low Tox 0.015833238 Moderate Con 0.489
Dec 27, 2025 1 likes Deportations From Canada at Their …

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.