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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

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

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Active: "I'll be down there soon …" 15 comments
Ya it’s complete bullshit… we’re all pissed. Bring in a bunch of third worlders who scam the shit out of people, and get a ton of benefits the citizens don’t even get. And then we’re …
Ya it’s complete bullshit… we’re all pissed. Bring in a bunch of third worlders who scam the shit out of people, and get a ton of benefits the citizens don’t even get. And then we’re labeled racist? I left Canada, never coming back. Pretty soon you’ll have raw sewage running down the center of your streets, then you can be just like India.
Identity Attack0.55044734
Insult0.6308392
Profanity0.776286
Threat0.03235042
Severe Toxicity0.35368225
Toxic 0.8299589 Moderate Con 0.408 Identity Attack Insult
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
pretty soon we'll be having shit ball fights like back in India
pretty soon we'll be having shit ball fights like back in India
Identity Attack0.38223284
Insult0.39743927
Profanity0.6983885
Threat0.10696311
Severe Toxicity0.16960317
Moderate 0.68408644 Low Con 0.165 Fear_Threat
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As soon as they get a majority in the country, the first thing they’ll do is probably throw the gays off the roof
As soon as they get a majority in the country, the first thing they’ll do is probably throw the gays off the roof
Identity Attack0.6458014
Insult0.3682569
Profanity0.32479182
Threat0.49142194
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.124 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
I'll be down there soon to burn it all to the ground around. I'm in the north currently. Every Indian I see gets asked for papers and if they don't have them they get fed …
I'll be down there soon to burn it all to the ground around. I'm in the north currently. Every Indian I see gets asked for papers and if they don't have them they get fed my boots
Identity Attack0.46028158
Insult0.24928534
Profanity0.27342406
Threat0.5356442
Severe Toxicity0.23224458
Moderate 0.47772613 Constructive 0.514 Threat Fear_Threat
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is …
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is doing that piece of s***. He is turning Canada into a European nation. You watch once joined the European Union and then the richer get richer, there'll be no oil class, the poor be poor and guess what, when you look at the European Union, they are all about one ruled government. One world order wake up this whole entire immigration thing is a f****** joke. From my aunt's opinion and yes, that normally filters on. So it doesn't exactly say all the swear words, my apologies, but no born and raised canadian, and this is a d*** joke, they want to turn around and keep on pushing us and pushing us well.Maybe soon enough, they're real canadian people push back car needed, begets, sent back to the us and a box everybody else who came here.There's no want to fall at our rules.Arborgulations are way of culture.Get the f*** back, where'd ever held country?You came from him because guess what time is ticking tiktok?Tiktok, revenge, you can a snap, and when we do all you immigrants, carney, evernels fit in or f*** off
Identity Attack0.1508922
Insult0.44464502
Profanity0.45190978
Threat0.020954676
Severe Toxicity0.0394905
Moderate 0.46982017 Constructive 0.645 Call_To_Action
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
I hope they’ll get busted soon
I hope they’ll get busted soon
Identity Attack0.053399716
Insult0.15414265
Profanity0.2188925
Threat0.49142194
Severe Toxicity0.023076924
Moderate 0.3969567 Low Con 0.23 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
First it was the Irish immigrants they hated; now we celebrated St Patrick's Day. Then it was the Germans; now we celebrated Oktoberfest. Then the Italians 'invaded' New York; now it's pizza and pasta in …
First it was the Irish immigrants they hated; now we celebrated St Patrick's Day. Then it was the Germans; now we celebrated Oktoberfest. Then the Italians 'invaded' New York; now it's pizza and pasta in Little Italy. Then it was the Chinese; now every city has a Chinatown. Then it was the Japanese who we sent to camps in the 40s; now we drive their cars. Then it was the Vietnamese they hated because they were fleeing war; now we get a $15 haircut from the woman at the mall. Then it was the Mexicans; now we eat the food from the farms they work at. Then it was the Arabs; now we're fighting for their statehood. Then it was the Koreans; now we have their appliances in our kitchens and cell phones in our hands. Now it's the South East Asian's turn at discrimination and the labelling of those "very dirty people." You'll get over it soon enough and become friends with the Pakistani restaurant owner down the street, or you'll move to Woodstock and enjoy your cultural homogeneity, before the next wave of "others" from some new place around the world threatens your sense of 'I was here first' mentality and ownership of being Canadian. FFS!
Identity Attack0.39966375
Insult0.24928534
Profanity0.14225815
Threat0.039602257
Severe Toxicity0.023076924
Moderate 0.36095104 Constructive 0.613 Moral_Argument
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Soon we'll have the same invasion in europe
Soon we'll have the same invasion in europe
Identity Attack0.26494437
Insult0.04969218
Profanity0.0569429
Threat0.03407705
Severe Toxicity0.01483436
Low Tox 0.2648175 Low Con 0.167 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Punjabi not belongs to India sir panjabi ll make own land in India soon
Punjabi not belongs to India sir panjabi ll make own land in India soon
Identity Attack0.28034934
Insult0.08030447
Profanity0.047173142
Threat0.036149003
Severe Toxicity0.017739398
Low Tox 0.23667802 Low Con 0.163 Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Soon they want to be a separatist state… you’ll see
Soon they want to be a separatist state… you’ll see
Identity Attack0.015053716
Insult0.0154929245
Profanity0.014361672
Threat0.009178371
Severe Toxicity0.001707077
Low Tox 0.04686289 Low Con 0.114 Fear_Threat
Jan 16, 2026 Inside Canada's Indian Metropolis (Brampton)
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
Why? Because you need to keep growing your economy! If you don't do so then you'll soon become the 51st state 🫨
Why? Because you need to keep growing your economy! If you don't do so then you'll soon become the 51st state 🫨
Identity Attack0.003366805
Insult0.012680908
Profanity0.011441057
Threat0.0068869707
Severe Toxicity0.0009727478
Low Tox 0.025792383 Low Con 0.287 Economic_Argument
Oct 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
She'll be promoted soon. It's the Liberal way of governing.
She'll be promoted soon. It's the Liberal way of governing.
Identity Attack0.006474625
Insult0.01302291
Profanity0.01174849
Threat0.00713294
Severe Toxicity0.0009202957
Low Tox 0.025320992 Low Con 0.229 Policy_Critique
Feb 26, 2026 20 likes BATRA’S BURNING QUESTIONS: Canada’s absent …

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.