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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: "You invited them over when …" 78 comments · Page 3 of 4
Uhh.... Actually Europeans has been invading canada from 1600s onwards. Indigenous people didn't invited them either
Uhh.... Actually Europeans has been invading canada from 1600s onwards. Indigenous people didn't invited them either
Identity Attack0.09162762
Insult0.024511116
Profanity0.014600786
Threat0.006925808
Severe Toxicity0.0022792816
Low Tox 0.11078331 Low Con 0.237 Comparative_Framing
Mar 3, 2026 Inside Canada's Indian Invasion...
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Some politicians needed new votes to stay in power, so they opened wide the doors, inviting them and giving them benefits (paid for by taxpayers) without giving a dam that Canada was already in a …
Some politicians needed new votes to stay in power, so they opened wide the doors, inviting them and giving them benefits (paid for by taxpayers) without giving a dam that Canada was already in a housing crisis, Canada HAS to turn the "NO VACANCY" light on and send a bunch back. And before any governments send $$$ care packages to another country, Canadians should be asked if yes or no and about how much, NOT the governments. They are there to work FOR us not us for them!
Identity Attack0.014249804
Insult0.038566336
Profanity0.055940874
Threat0.0065697995
Severe Toxicity0.0027275085
Low Tox 0.102192536 Constructive 0.54 Policy_Critique
Aug 28, 2025 6 likes Why Canadians Are Turning Against …
So this is called tolerance …? What about all the experts in all different fields that were Virtually invited to Canada from all over the world because of a shortage a few decades ago Surely …
So this is called tolerance …? What about all the experts in all different fields that were Virtually invited to Canada from all over the world because of a shortage a few decades ago Surely they added value - now they have been all used up- time to show some of these Canadian’s true colours ? Some Canadians - hopefully just a minority
Identity Attack0.06431354
Insult0.027730936
Profanity0.011082385
Threat0.007327127
Severe Toxicity0.0022411346
Low Tox 0.10045706 Moderate Con 0.41
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Even skilled trade jobs are marketed to international students as a pathway to obtain permanent residency in Canada. the Canadian immigration system currently faces issues with corruption. This environment creates opportunities for scams, prompting individuals …
Even skilled trade jobs are marketed to international students as a pathway to obtain permanent residency in Canada. the Canadian immigration system currently faces issues with corruption. This environment creates opportunities for scams, prompting individuals to engage in various forms of fraud to gain extra points and secure invitations for permanent residency. On housing, seems that the government is attempting to inflate housing prices, as this strategy significantly boosts the economy by presenting favorable GDP figures on paper.
Identity Attack0.017465452
Insult0.046178754
Profanity0.016172111
Threat0.006977591
Severe Toxicity0.0019454956
Low Tox 0.09611836 Moderate Con 0.484 Unverified_Claim
Jun 23, 2025 How Canada broke its immigration …
After the Amin saga in Uganda, Canada and Uk invited the Indians to their countries, because they were interested in what they could do to boost their economy, why are they complaining now? Those are …
After the Amin saga in Uganda, Canada and Uk invited the Indians to their countries, because they were interested in what they could do to boost their economy, why are they complaining now? Those are now Canadians
Identity Attack0.07425626
Insult0.025284592
Profanity0.011765569
Threat0.006420923
Severe Toxicity0.001783371
Low Tox 0.09611836 Moderate Con 0.408 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Who would’ve guessed inviting a people whose roads are congested with poor driving chaos would just so happen to bring it with them…it’s almost as if you can’t change the way a person inherently is …
Who would’ve guessed inviting a people whose roads are congested with poor driving chaos would just so happen to bring it with them…it’s almost as if you can’t change the way a person inherently is 😂
Identity Attack0.0071775843
Insult0.033680726
Profanity0.017436003
Threat0.006550381
Severe Toxicity0.0016212463
Low Tox 0.0926474 Low Con 0.23 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I will never impose myself or want to be in a country were I am not welcome. This is like inviting someone for diner and then wanting a room at your house.
I will never impose myself or want to be in a country were I am not welcome. This is like inviting someone for diner and then wanting a room at your house.
Identity Attack0.04151922
Insult0.019419061
Profanity0.013678487
Threat0.006653947
Severe Toxicity0.0018882751
Low Tox 0.08479069 Constructive 0.506 Moral_Argument
Nov 21, 2025 98 likes Quebec Ends Economic Immigration Program …
I’m from a rural northern Alberta town with a population of less than 3000 people and the Indian demographic has probably doubled our population. The immigration of primarily Indian “temporary” immigrants is not isolated to …
I’m from a rural northern Alberta town with a population of less than 3000 people and the Indian demographic has probably doubled our population. The immigration of primarily Indian “temporary” immigrants is not isolated to western Canada or to large cities. Most are here on student visas but are also somehow business owners / owner operators and have since invited large families to relocate here. It has complete changed the culture of the town. Also, Alberta has one major highway from north to south and the amount of semi truck crashes along our highway and dangerous goods routes have probably quadrupled. :(
Identity Attack0.057492398
Insult0.023221988
Profanity0.015181494
Threat0.006589218
Severe Toxicity0.002117157
Low Tox 0.07291982 Constructive 0.736 Personal_Narrative
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...
Your grandfathers worked together to give you an easy life. You took it for granted and gave it away like it was free. You will learn. Nature is cruel. You have invited nature back. Good …
Your grandfathers worked together to give you an easy life. You took it for granted and gave it away like it was free. You will learn. Nature is cruel. You have invited nature back. Good luck.
Identity Attack0.003385304
Insult0.026702631
Profanity0.012141321
Threat0.0068999166
Severe Toxicity0.0014019012
Low Tox 0.06500591 Moderate Con 0.453
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not “abusing the system.” this was the program for people that came here legally and are working. To qualify for the PEQ, they had to be working full time, they pay taxes, they speak the language. They’re fixing our roads, keeping hospitals running, welding, machining, doing the jobs most of us take for granted every single day. The hard truth is that Canadians have stopped having enough children, and we simply don’t have enough young people with the skills to fill these roles. Yes, we absolutely should invest more in education and trade programs for our youth — my employer clients are begging young people to become mechanics, welders, skilled workers, often in the regions. Most don’t take those jobs, and even when they do, training takes two to three years. Our industries need people now, or parts of the economy will stall, and that affects all of us as Quebecers and Canadians. These workers are not asking for charity. They are already on the front lines keeping key sectors alive. Ending programs like the PEQ doesn’t punish “illegals” or “free riders”; it punishes people who are already integrated, working, and contributing to the society we all share. Also, all they are asking is for the new rules to not be applied to them retroactively, only for those coming new into the country, otherwise it is rug pulling those already here that played by the rules, and when the government does it to us we don't like, on principle of fairness, whatever you think of the numbers, too high too low, doesn't matters, it is the least we can all get behind as humans.
Identity Attack0.008583503
Insult0.028281843
Profanity0.01893901
Threat0.007197669
Severe Toxicity0.0017166138
Low Tox 0.058737632 Constructive 0.841 Personal_Narrative
Nov 22, 2025 Quebec Ends Economic Immigration Program …
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and …
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and even an invitation to reply. Watch that back door. Also, way too much money is leaving the country. It's not just about attracting investment but getting it to stay. The immigration policies, ironically, are 'not' diversified.
Identity Attack0.015757138
Insult0.022448512
Profanity0.011663092
Threat0.0076766624
Severe Toxicity0.001335144
Low Tox 0.056263726 Constructive 0.632 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is impossible to get a hold of. Applications open people apply.. they get in and then the government forgets about them… the students and work permit people once they land have no idea what is going on. No place to live.. mental health.. tons or restrictions. Don’t invite guest for a sleep over if there is not extra bed in your house. Say the guest then decides they can just sleep on floor or sofa and you keep letting it happen over and over with no boundaries but also just say that they are not welcome. So again it’s the person who invites the guest who is responsible for clear cut communication, deadlines etc
Identity Attack0.010433395
Insult0.026444806
Profanity0.017162729
Threat0.0071199946
Severe Toxicity0.0015640259
Low Tox 0.056016337 Constructive 0.766 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
They won't self deport and they were invited. Remember that.
They won't self deport and they were invited. Remember that.
Identity Attack0.019374741
Insult0.0140109155
Profanity0.01127026
Threat0.008194493
Severe Toxicity0.0013446808
Low Tox 0.048842013 Low Con 0.299 Policy_Critique
Jan 18, 2026 2.9 million Canadian temporary visas …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for minimum wage jobs in Canada or jobs with no trade skills., and even if skilled workers were invited, their jobs are not in high demand or about to be replaced by AI in a couple of years. Every year over 100,000 jobs will be replaced by AI starting from the late 2026, starting from the transportation industry, customer services, office jobs, IT jobs, and education; soon healthcare and engineering as well. No developed country needs workers anymore except very few experts and there will be massive layoff, not because of the economic crisis, but because of AI. In Japan, China, and South Korea, AI are widely used and now young people with a master or PhD degree can't even get a job.
Identity Attack0.00621564
Insult0.026702631
Profanity0.013371054
Threat0.00713294
Severe Toxicity0.0015544891
Low Tox 0.048594624 Moderate Con 0.496
Jan 16, 2026 2.9 million Canadian temporary visas …
Canada is in deep trouble, there is no more housing for Canadians, not enough schools and hospitals are overflowing because Trudeau invited the whole world to come and take advantage of Canada's generosity.
Canada is in deep trouble, there is no more housing for Canadians, not enough schools and hospitals are overflowing because Trudeau invited the whole world to come and take advantage of Canada's generosity.
Identity Attack0.020580608
Insult0.01929015
Profanity0.009681856
Threat0.006246155
Severe Toxicity0.0012016296
Low Tox 0.04686289 Moderate Con 0.389
Dec 28, 2025 1 likes Deportations From Canada at Their …
As soon as someone says "listen" with that tone I'm like 80% less inclined to care about anything they say afterwards. Of course they're humans but when you invite ten guests to your table of …
As soon as someone says "listen" with that tone I'm like 80% less inclined to care about anything they say afterwards. Of course they're humans but when you invite ten guests to your table of eight, unfortunately numbers become relevant and someones going to be upset.
Identity Attack0.0031818156
Insult0.01890341
Profanity0.017572641
Threat0.0071199946
Severe Toxicity0.0010156631
Low Tox 0.04315203 Constructive 0.671 Meta_Commentary
Nov 25, 2025 Quebec Ends Economic Immigration Program …
You invited them over when you needed to populate your country and when you needed labor and specialists
You invited them over when you needed to populate your country and when you needed labor and specialists
Identity Attack0.014551271
Insult0.014884921
Profanity0.012858666
Threat0.0069387536
Severe Toxicity0.0013256073
Low Tox 0.04290464 Low Con 0.237 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Quebec invites French, francophones from Maghreb and francophones from Central Africa to strengthen it's independence.
Quebec invites French, francophones from Maghreb and francophones from Central Africa to strengthen it's independence.
Identity Attack0.037909906
Insult0.014732921
Profanity0.012448754
Threat0.006537435
Severe Toxicity0.0016117096
Low Tox 0.041172907 Moderate Con 0.308 Identity_Assertion
Nov 21, 2025 2 likes Quebec Ends Economic Immigration Program …
Vassey should counter this hard when she invites Lieberals on her show.
Vassey should counter this hard when she invites Lieberals on her show.
Identity Attack0.005956655
Insult0.015340924
Profanity0.01261955
Threat0.008634649
Severe Toxicity0.0010919571
Low Tox 0.03309893 Low Con 0.218 Call_To_Action
Feb 24, 2026 10 likes 'We do know that there's …
i dont blame them for wanting to be here. Definitely upset with the government for letting too much in the country in a short period of time. Not enough houses being built? lets invite milions …
i dont blame them for wanting to be here. Definitely upset with the government for letting too much in the country in a short period of time. Not enough houses being built? lets invite milions of people to live here
Identity Attack0.00932346
Insult0.012566907
Profanity0.010996987
Threat0.006479179
Severe Toxicity0.0008916855
Low Tox 0.030034892 Constructive 0.549 Policy_Critique
Feb 3, 2026 Inside Canada's Indian Invasion...
I’ve recently left Canada and noticed lots of FB ads inviting foreigners to engage a screening process to see if they qualify for residency in Canada.
I’ve recently left Canada and noticed lots of FB ads inviting foreigners to engage a screening process to see if they qualify for residency in Canada.
Identity Attack0.019676208
Insult0.010552894
Profanity0.010262563
Threat0.006317357
Severe Toxicity0.0009822845
Low Tox 0.028149333 Moderate Con 0.498 Personal_Narrative
Nov 21, 2025 19 likes Thousands of refugees allowed into …
I passed my test on August 1st till today September 5th i have not yet been invited for the ceremony is that normal?😢😢😢
I passed my test on August 1st till today September 5th i have not yet been invited for the ceremony is that normal?😢😢😢
Identity Attack0.0039587705
Insult0.0096028885
Profanity0.015557245
Threat0.007534259
Severe Toxicity0.0014972687
Low Tox 0.02779579 Moderate Con 0.486 Question
Sep 5, 2025 1 likes Canadian Citizenship Test 2025 – …
what international talent canada wants ? its just want international money. I am skilled multi device technician (NOC 22311) and have 3 years on canadian experience. repaired over 3000 devices for air canada, canada post, …
what international talent canada wants ? its just want international money. I am skilled multi device technician (NOC 22311) and have 3 years on canadian experience. repaired over 3000 devices for air canada, canada post, bank of montreal, various schools, hospital and colleges. I see no chance to get PR and extend my expiring visa. Government just keep inviting the French speakers.
Identity Attack0.013244915
Insult0.01306091
Profanity0.009869732
Threat0.006149062
Severe Toxicity0.000872612
Low Tox 0.027560094 Constructive 0.583 Personal_Narrative
Jan 20, 2026 1 likes Why Canada’s immigration system has …

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.