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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: "Do what you gotta do, …" 84 comments · Page 3 of 4
I’m pretty sure we all miss the friendly Smiles people know you they waved you. They make sure you’re OK as they talk to you but now it’s rudeness everybody looking at their phones or …
I’m pretty sure we all miss the friendly Smiles people know you they waved you. They make sure you’re OK as they talk to you but now it’s rudeness everybody looking at their phones or texting nobody uses manners is very rare. I gotta thank you just for opening the door. We miss the true values of being happy technologies ruining us all this other stuff going on especially in mass migrations oh my God, you try to be nice. Sometimes you can’t hold it inside. We don’t feel like this ever but now we’re getting overrun by immigrants and the US president’s crazy trying to do tariffs well tell you Canadians are fed up now you just made us mad and you wonder why World War I in World War II were so effective with the Canadiens now you’re gonna find out how we fight back we’re gonna double tactics this time
Identity Attack0.053854458
Insult0.06407392
Profanity0.08355101
Threat0.009281937
Severe Toxicity0.006752014
Low Tox 0.15435068 Constructive 0.71 Fear_Threat
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Why you gotta do us Indians like that..
Why you gotta do us Indians like that..
Identity Attack0.10221587
Insult0.029714199
Profanity0.025907494
Threat0.009204263
Severe Toxicity0.004501343
Low Tox 0.13561769 Moderate Con 0.423 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Bahahah I went to Biztech collage and it was insane… fast track program … I was treated like the minority! 🤦🏼‍♀️🤦🏼‍♀️🤦🏼‍♀️ it was like stepping in and out of 2 worlds …. Literal worlds apart …
Bahahah I went to Biztech collage and it was insane… fast track program … I was treated like the minority! 🤦🏼‍♀️🤦🏼‍♀️🤦🏼‍♀️ it was like stepping in and out of 2 worlds …. Literal worlds apart when we walked into class then to my car in missasauga… not until I got off that 407 was it normal again 😂 🤷🏼‍♀️ made as many friends as possible but like you gotta get past Vaughan / North on that side before it’s normal again
Identity Attack0.009027477
Insult0.06302499
Profanity0.04892669
Threat0.0071199946
Severe Toxicity0.0037193298
Low Tox 0.13561769 Constructive 0.64 Personal_Narrative
Feb 5, 2026 Inside Canada's Indian Invasion...
As an indian nahhhhh canada gotta do somethin bout this , ts is very sad
As an indian nahhhhh canada gotta do somethin bout this , ts is very sad
Identity Attack0.09741807
Insult0.031917825
Profanity0.024882717
Threat0.0076119336
Severe Toxicity0.0029945374
Low Tox 0.13214645 Moderate Con 0.439 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
We are getting way too many from other countries not only India. So everyone's gotta remember that we are getting massive loads from other very populated countries. It's gotta be engineered to help offload their …
We are getting way too many from other countries not only India. So everyone's gotta remember that we are getting massive loads from other very populated countries. It's gotta be engineered to help offload their countries of their populations, which in many countries they are packed like sardines. I already left the GTA thinking I would be relieved of this, but no, only slightly. They are in every town. I feel like the government harmed me indirectly because I opposed what the government did, so I took it upon myself to move, and yet, my problem was not solved. Africans, Indians and various Arabs are most in my neighbourhood, now. We are 3 hours away from Toronto. If you here in the comments section plan to move, then find a pocket at least 8 hours away from all the major canadian cities, but closer to some smaller towns.
Identity Attack0.0775651
Insult0.04852104
Profanity0.046922635
Threat0.011068452
Severe Toxicity0.0045204163
Low Tox 0.11652588 Constructive 0.813 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Amazing, spend money to bring them in, now we gotta spend money again to send them home! yay!
Amazing, spend money to bring them in, now we gotta spend money again to send them home! yay!
Identity Attack0.020882076
Insult0.030816011
Profanity0.015591404
Threat0.015602129
Severe Toxicity0.004005432
Low Tox 0.11336674 Moderate Con 0.378 Economic_Argument
Dec 25, 2025 4 likes Deportations From Canada at Their …
Keep them in Canada that's all I gotta say.
Keep them in Canada that's all I gotta say.
Identity Attack0.06795148
Insult0.027605021
Profanity0.013063621
Threat0.012078222
Severe Toxicity0.0037193298
Low Tox 0.11336674 Moderate Con 0.374 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
One thing y'all gotta know that all these people are legally there and criminals are deported. Also they pay at least 50k cad upfront + yearly tuition fee(4 times more than a domestic student) and …
One thing y'all gotta know that all these people are legally there and criminals are deported. Also they pay at least 50k cad upfront + yearly tuition fee(4 times more than a domestic student) and they pay taxes. So except there being a lot of them there isn't really anything wrong.
Identity Attack0.04048799
Insult0.046178754
Profanity0.014225035
Threat0.007922632
Severe Toxicity0.0023841858
Low Tox 0.11202335 Constructive 0.613
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If were just barely scratching the tip of the iceberg of fraud in Minnesota and now Maine, I gotta wonder how much worse it is in Canada where they are completely unchecked.
If were just barely scratching the tip of the iceberg of fraud in Minnesota and now Maine, I gotta wonder how much worse it is in Canada where they are completely unchecked.
Identity Attack0.041261412
Insult0.056719027
Profanity0.012380436
Threat0.006861079
Severe Toxicity0.0020885468
Low Tox 0.11161 Moderate Con 0.376 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Gotta say, I love how kind and friendly (and open) everyone was on this video. People are normally so rude in your videos but vibes were different.
Gotta say, I love how kind and friendly (and open) everyone was on this video. People are normally so rude in your videos but vibes were different.
Identity Attack0.011765319
Insult0.031146556
Profanity0.06796519
Threat0.008362788
Severe Toxicity0.0035858154
Low Tox 0.11129999 Constructive 0.612 Solidarity
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
We have no homes and no jobs for youth. They gotta go back.
We have no homes and no jobs for youth. They gotta go back.
Identity Attack0.022188433
Insult0.026702631
Profanity0.013405213
Threat0.012026439
Severe Toxicity0.0027656555
Low Tox 0.1100022 Moderate Con 0.34 Economic_Argument
Jan 21, 2026 1 likes 2.9 million Canadian temporary visas …
There's gotta be a limit to how many foreigners can legally imigrate to a country/province/state, they must assimilate and cant depopulate
There's gotta be a limit to how many foreigners can legally imigrate to a country/province/state, they must assimilate and cant depopulate
Identity Attack0.099072486
Insult0.021481665
Profanity0.017982552
Threat0.008764107
Severe Toxicity0.0027656555
Low Tox 0.10783285 Moderate Con 0.328 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...
Gotta feed those kids when their parents cant afford groceries.
Gotta feed those kids when their parents cant afford groceries.
Identity Attack0.0071035884
Insult0.023866551
Profanity0.01846078
Threat0.026307223
Severe Toxicity0.0036239624
Low Tox 0.10566349 Moderate Con 0.325 Moral_Argument
Jan 11, 2026 24 likes Canada’s new rules in 2026
Gotta be careful defending yourself in Canada Tyler. Canadians aren’t allowed to carry weapons of any kind for defence be it mace, knives, batons, brass knuckles and definitely not guns. It’s even illegally to wear …
Gotta be careful defending yourself in Canada Tyler. Canadians aren’t allowed to carry weapons of any kind for defence be it mace, knives, batons, brass knuckles and definitely not guns. It’s even illegally to wear stab proof or bullet proof vests without being law enforcement or security guards while working only. A real shame considering the crime rates in major cities and isolated towns.
Identity Attack0.029660052
Insult0.026702631
Profanity0.013029462
Threat0.030623792
Severe Toxicity0.0032424927
Low Tox 0.10566349 Constructive 0.646 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Buddy with the bike is a beauty absolute beauty , gotta move out west my dude. Hahaha
Buddy with the bike is a beauty absolute beauty , gotta move out west my dude. Hahaha
Identity Attack0.01087737
Insult0.024897853
Profanity0.028776871
Threat0.01086132
Severe Toxicity0.003528595
Low Tox 0.09481675 Constructive 0.559 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
watched until freecash plug. we all gotta make money but come on bro. this is NOT jonny D lugnuts approved. over and out.
watched until freecash plug. we all gotta make money but come on bro. this is NOT jonny D lugnuts approved. over and out.
Identity Attack0.0029413297
Insult0.036435258
Profanity0.022149978
Threat0.0064468146
Severe Toxicity0.0015926361
Low Tox 0.09308127 Low Con 0.291 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
Why don’t you get such people out of Canada who don’t follow the rules you gotta be strict
Why don’t you get such people out of Canada who don’t follow the rules you gotta be strict
Identity Attack0.024600167
Insult0.024640027
Profanity0.0118680475
Threat0.008440462
Severe Toxicity0.0018024445
Low Tox 0.079250954 Low Con 0.269 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if something breaks or needs replacing, etc. Can't even save and put money away. I sat down and balanced my budget, looking at what I could keep or toss. Figured out what to do for cheapening food costs as much as I could (without doing food bank), and the most I can afford for rent is $700 a month. That's basically a room in someone's house. That's it. As an Adult, I'm disgusted it's come to this. But what angers me MOST of all, is the Landlord's I gotta argue with. Surrey, BC used to be the cheap end of Vancouver. The welfare type housing, and low-income area. Then we had this huge book of Middle Eastern people come flying in at top speed, steam roll the community and make it theirs. They bought up all the cheap housing, ripped it down even though it was not that bad of a house, then built these custom 5-6 room mini mansions. The standards for the area skyrocketed, and the cost of their mortgage is likely also sky high because of what they built... So what do they do? Rent the rooms, force people 2 to a room with no privacy, and if you WANT a private room? Nearly $1000. Oh... And let's not forget the discrimination issues. If you're not going to temple or Gudwara, forget it. If you aren't pure vegetarian, forget it. And because all the other renters are "brown" and under 30yrs old, Adults are considered unwelcome. If you have a disability and don't work, you're automatically labelled a drug user (which isn't always truth). Even if you offer proof of income, and resources or phone numbers to call, they won't bother. Too much work. This sh*t needs to stop. I look in other cities near by, and it's happening in ALL OF THEM. I cant even relocate to get away from this crap. I'm done. I have no car to live out of, so that's not an option. I'm not a drug user, never will be but and all the shelters are now "low barrier". Screw that. So now what? Go back to work with a broken lower back?? Desk job search when I should be recovering and resting? Like, the suggestions are welcome, but be realistic. I'm in constant pain on heavy duty drugs to get by right now. No spouce. No parents or friends to leech off of. I feel utterly abandoned by our government.
Identity Attack0.004180758
Insult0.029714199
Profanity0.024951037
Threat0.006763986
Severe Toxicity0.0019836426
Low Tox 0.06579731 Constructive 0.775 Personal_Narrative
Aug 25, 2025 10 likes Why Canadians Are Turning Against …
Gotta love his videos tho...lol
Gotta love his videos tho...lol
Identity Attack0.010951365
Insult0.017614283
Profanity0.041160982
Threat0.011172019
Severe Toxicity0.0038909912
Low Tox 0.062236045 Moderate Con 0.357 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You gotta admit the hospitality and the common good of a human being, offering food and treating people with kindness without discrimination was really nice to see from that Hindu gentleman at the temple handing …
You gotta admit the hospitality and the common good of a human being, offering food and treating people with kindness without discrimination was really nice to see from that Hindu gentleman at the temple handing out free food. Nothing billion dollars.
Identity Attack0.04512853
Insult0.020450363
Profanity0.012038844
Threat0.006272047
Severe Toxicity0.001449585
Low Tox 0.06025757 Constructive 0.628 Solidarity
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
They gotta go back.
They gotta go back.
Identity Attack0.008583503
Insult0.017807651
Profanity0.015454767
Threat0.012078222
Severe Toxicity0.0020503998
Low Tox 0.055521555 Low Con 0.278
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Like 2008 economy rough gotta get rid of competition
Like 2008 economy rough gotta get rid of competition
Identity Attack0.0064006294
Insult0.0142009165
Profanity0.016035475
Threat0.016810767
Severe Toxicity0.0020503998
Low Tox 0.055026773 Low Con 0.267 Economic_Argument
Dec 25, 2025 Deportations From Canada at Their …
bro you gotta come to fiji, experience india in the pacific
bro you gotta come to fiji, experience india in the pacific
Identity Attack0.025002124
Insult0.014732921
Profanity0.025087673
Threat0.0103175985
Severe Toxicity0.0031089783
Low Tox 0.05354243 Moderate Con 0.322 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Gotta pump those numbers up, those are rookie numbers
Gotta pump those numbers up, those are rookie numbers
Identity Attack0.0050687063
Insult0.016024929
Profanity0.027273865
Threat0.012337137
Severe Toxicity0.0025367737
Low Tox 0.05131592 Low Con 0.19
Dec 28, 2025 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.