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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 #}

Comment Explorer

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Active: "I’ve never heard a more …" 11 comments
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles. Also, my also Indian Mom recently told me about how she could never be left alone in India because there are a lot of "nasty people" over there. And I've heard those horror stories and seen various clips of that, it's insanity. Thank God I was born in the West.
Identity Attack0.57957685
Insult0.5130944
Profanity0.7107322
Threat0.046541955
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.766 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
enough with the bullshit myth that we had/have a great immigration system, we haven't for decades, only a complete moron would say so, like Ivison who keeps lying saying there was "CONSENSUS" among who? the …
enough with the bullshit myth that we had/have a great immigration system, we haven't for decades, only a complete moron would say so, like Ivison who keeps lying saying there was "CONSENSUS" among who? the politicians? the greedy businesses that want slave labour, cheap labour, the NDP zealots? cause in almost 60 yrs, I've never once, ever, never heard anyone say that they wanted more immigrants in Canada, ever
Identity Attack0.2808415
Insult0.6308392
Profanity0.58072567
Threat0.011715741
Severe Toxicity0.16960317
Moderate 0.6989911 Moderate Con 0.486 Insult Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Carney picked an absolute bonehead to be the new immigration minister 😮. I've never heard her answer a question 🤔 intelligently or honestly 🤔 😳 🙄
Carney picked an absolute bonehead to be the new immigration minister 😮. I've never heard her answer a question 🤔 intelligently or honestly 🤔 😳 🙄
Identity Attack0.018269362
Insult0.4962726
Profanity0.12220735
Threat0.0077802283
Severe Toxicity0.013349563
Moderate 0.42985553 Low Con 0.277 Policy_Critique
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even …
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even worse. Almost never seeing any other race but Indian lol. It all has to do with Trudeau's dad designating that city as a go-to place for Indian migrants. The Trudeau's are part of the whole Satanic New World Order, and part of that order is using mass immigration as a weapon to destroy 1st world countries. His father started it back in the 70s. And yeah the driving is absolutely horrible. The car insurance skyrocketed. They destroyed the city I grew up in. It's a shit hole now. Many of them will tell you that India itself is a shit hole, but the more of them that come to Brampton, or wherever, they turn it into India. I don't consider it racism. It's their people but it's not like it's all of them, but it is a lot. From personal observance, they're the most unhygienic people I've ever met, and they love easy jobs the involve scamming others out of money. All of those scam callers are Indian. Nothing else. They have no dignity. No self respect. They just want money and don't care how to get it. I generally don't like them, but it's because of their negative behaviors. There are plenty of other races that come to Canada that people love. Have you ever heard of anyone complain about Filipinos? No. They're loved. They come here and know how to assimilate while keeping their own heritage intact in respect to our own. They're friendly, respectful, hygienic. Indian people just want to come here and make this place Indian and they have tons of kids, so that's exactly what's happening. Brampton was cooked years ago. It's just going to devour itself and fully become an extension of India, and it already has been spreading out from Brampton to the surrounding cities.
Identity Attack0.40158966
Insult0.37392882
Profanity0.2801717
Threat0.036149003
Severe Toxicity0.023076924
Moderate 0.40060925 Constructive 0.689 Personal_Narrative
Feb 15, 2026 Inside Canada's Indian Invasion...
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I …
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I wasn’t being a Nazi. I was being a mom. Any woman knows this. When you’re single, you can have a whole pie to yourself. You get married, you make a pie and you’ve got well maybe a couple of days worth of food. Add a child everybody eats comfortably but only for one night add a second child somebody’s gotta give up. You know what I mean like it’s just plain math Mathematics so I guess I’m too far left for the right and I’m too far right for the left, I guess. Although I’m not an immigrant, I am a person with disabilities and just recently when we lost the so-called Trudeau tax I wondered why I wasn’t getting it. Then on a Canadian conservative source I heard we weren’t getting it anymore and I was upset. Disgruntled person wrote in the comments section and I quote get over yourself. I think MAID could help you. That didn’t come from a left-wing source as many right wing folks will say that it’s the left who wants to euthanize disabled people. That came from someone from a right leaning source. So writer left nobody wants to pay for anyone to have a free ride, even if the ride isn’t really free. I live on $800 a month and I am much too disabled to work and I don’t have family. In addition, I’ve been told I’m not eligible for rent gear to income, but it’s not like I’m going to get well. Anyway, it seems people don’t like to put out for others and I get it because the folks at the top are always happy to see the little guys tear each other apart. None of our politicians have ever voluntarily Given up a pay cut to support those who can’t work any longer or who never could. That would be the pro life thing to do. They’re always voting themselves big raises.
Identity Attack0.23011416
Insult0.1087965
Profanity0.17566866
Threat0.016810767
Severe Toxicity0.01986976
Low Tox 0.28425202 Constructive 0.804 Personal_Narrative
Aug 31, 2025 Why Canadians Are Turning Against …
I wonder why they would like to live in the US so much? I've been there and I've met a lot of people from there, I am a tour guide from spain. I would say …
I wonder why they would like to live in the US so much? I've been there and I've met a lot of people from there, I am a tour guide from spain. I would say the US its an ok country, with good job opportunities, nice infraestructure but with a lot of problems of drug abuse, homelessness and crime Specially for a so called "developed nation". I was shocked when I heard that there are what you call school shootings there! Why don't you tackle that problem and alow it to happen? I have never seen that, in such a scale in more developed countries like switzerland, japan or south korea.
Identity Attack0.10221587
Insult0.06267534
Profanity0.04592061
Threat0.025271246
Severe Toxicity0.0059127808
Low Tox 0.17285149 Constructive 0.807 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
What do they do in the temples, sing "what a friend we have in Shiva"? On the good side though, they don't try to lure people into their religion, like Christians do. I've never had …
What do they do in the temples, sing "what a friend we have in Shiva"? On the good side though, they don't try to lure people into their religion, like Christians do. I've never had an Indian come to my door and say "have you heard about Ganesh? Here are some free pamphlets. Perhaps we could come in and discuss your soul getting saved from Naraka". Maybe they tried it a few times and it didn't go well.
Identity Attack0.13591312
Insult0.02982438
Profanity0.01941724
Threat0.0077025536
Severe Toxicity0.0031471252
Low Tox 0.1269396 Constructive 0.711
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Invasion...
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for …
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for over 20 jobs, but unfortunately I haven’t received any responses. This has never happened to me before. When I first came to Canada, it felt very safe—you could even leave your door unlocked at night. Things have changed a lot since then. Nowadays, there are many new immigrants and refugees, which has also changed the job market. I’ve noticed that many companies prefer hiring workers with student visas, because the government subsidizes part of their wages. That makes it more cost-effective for companies compared to hiring Canadian workers. I heard this directly from my former manager. As a result, some of my old colleagues now only get one or two days of work per week, while companies continue bringing in new employees.
Identity Attack0.0233943
Insult0.021868404
Profanity0.016001316
Threat0.00704232
Severe Toxicity0.001745224
Low Tox 0.050573748 Constructive 0.796
Aug 25, 2025 26 likes Why Canadians Are Turning Against …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following all the signs on the road. I’ve never seen so much car accident and too much car on the road. Why it is easy for them now to get a license. We need to remember driving in other country is not the same here. Also even your credit score is bad, even your salary is not good the car company gives you a car easily with hight interest. Thats also need to be check
Identity Attack0.007806548
Insult0.027218282
Profanity0.013131939
Threat0.0071588317
Severe Toxicity0.0016307831
Low Tox 0.049336795 Constructive 0.614 Policy_Critique
Sep 30, 2025 2 likes IRCC Names India in Study …

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.