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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: "First and most of all!!!!!!!! …" 655 comments · Page 19 of 27
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a …
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a distaste for Indians (You pay international student tuition, complain about it, why are you here in the first place?). However I really appreciate that you do show the beautiful side of a community just trying to keep each other safe and well fed, while unfortunately it's a bit more explicit in the Western world that we tend to be more 'figure it out by yourself. Life yourself by your bootstraps' type of mentality. There is an immigration issue, specifically a resesntement feeling within the country, but it's still important to humanize people and communities.
Identity Attack0.06704199
Insult0.037980765
Profanity0.03464781
Threat0.008026198
Severe Toxicity0.0029945374
Low Tox 0.1100022 Constructive 0.885 Moral_Argument
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest …
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest in studying or completing the degree, just to get entry into the country. They then either drop out after registering or first semester and or work illegally and send money back home. Governments focus too much on capping work and other visas paying little attention to the obvious backdoor routes student visas provide.
Identity Attack0.09162762
Insult0.030926194
Profanity0.023516348
Threat0.008103873
Severe Toxicity0.002784729
Low Tox 0.10956833 Constructive 0.601
Oct 19, 2025 IRCC Names India in Study …
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)
Those who are Canadian citizens cannot even get part time jobs or housing. Supports Canadians first!
Those who are Canadian citizens cannot even get part time jobs or housing. Supports Canadians first!
Identity Attack0.06658725
Insult0.03136692
Profanity0.010757872
Threat0.0072235605
Severe Toxicity0.0025749207
Low Tox 0.10870059 Moderate Con 0.462
Jan 8, 2026 1 likes Deportations From Canada at Their …
Canada is scamming professional to come then ended up jobless because they can't practice their profession without your Canadian license. How? Study first..😂
Canada is scamming professional to come then ended up jobless because they can't practice their profession without your Canadian license. How? Study first..😂
Identity Attack0.015152922
Insult0.06850267
Profanity0.00054915145
Threat0.0005472854
Severe Toxicity0.000005917509
Low Tox 0.107541844 Policy_Critique
Apr 14, 2025
Well here we go…we have a massive immigration problem and this is the first news report I’ve seen that talks deportation, 10! Wow, millions here on temporary visas that are now expired and we’ve deported …
Well here we go…we have a massive immigration problem and this is the first news report I’ve seen that talks deportation, 10! Wow, millions here on temporary visas that are now expired and we’ve deported 10!
Identity Attack0.0543092
Insult0.019999169
Profanity0.012858666
Threat0.009074804
Severe Toxicity0.0024604797
Low Tox 0.10739898 Moderate Con 0.475 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
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...
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone …
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone else, for it is an outrage to discriminate against any such man because of creed, or birthplace, or origin.. But this is predicated upon the person’s becoming in every facet a Canadian, and nothing but a Canadian… There can be no divided allegiance here. Any man who says he is a Canadian, but something else also, isn’t a Canadian at all. We have room for but one flag, the Canadian flag… And we have room for but one sole loyalty and that is a loyalty to the Canadian people.’ Wilfrid Laurier 1907
Identity Attack0.060675595
Insult0.03335018
Profanity0.017026093
Threat0.007974415
Severe Toxicity0.0024986267
Low Tox 0.104361884 Constructive 0.515 Identity_Assertion
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
How about accountability for the government that created this mess in the first place.
How about accountability for the government that created this mess in the first place.
Identity Attack0.004439743
Insult0.05964688
Profanity0.017026093
Threat0.0066798385
Severe Toxicity0.0013256073
Low Tox 0.104361884 Low Con 0.242
Dec 25, 2025 Deportations From Canada at Their …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later demographic shift could later be seen during 16th century from European colonization where majority of french and british invaded with consistent colonization & took control of the land, these settlers, along with later European immigrants, seized indigenous land, displaced indigenous communities, and brought diseases that decimated native populations. Long story short now, based on 2021 census data shows native canadian population make up to only 5% of total Canadian population whereas the rest remaining are non-indigenous people of Canada at above 90% are foreign invaders from 16th century who came as an opportunist and occupied everything; same as Indian they came took the opportunity by working hard, contributing to the nation yet, you people here crying, complaining & bragging abt these & that abt Indian's bt let's not forget "Europeans" are the ones who did the dirtiest things characterized by forced assimilation, abusive residential school system, and loss of land. Please explain this from a liberal perspective, how was it fair for Indigenous people of Canada?? compared to Indian Standards.
Identity Attack0.0543092
Insult0.03522326
Profanity0.016069634
Threat0.007417747
Severe Toxicity0.0031089783
Low Tox 0.103494145 Constructive 0.683 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
They are overpopulating my area too. When I walk around my Costco, there have been times where there are Indians in every single direction I look, as far as I can see. I'm not even …
They are overpopulating my area too. When I walk around my Costco, there have been times where there are Indians in every single direction I look, as far as I can see. I'm not even exaggerating. If I forgot where I was, I would think I was in India. There are so many Indian restaurants around me. The area I live in is actually a nice newly built area (over the past 5 years.) It wasn't like this when I first moved to this area.
Identity Attack0.10221587
Insult0.02212623
Profanity0.027137227
Threat0.0076119336
Severe Toxicity0.0031852722
Low Tox 0.10175867 Constructive 0.658 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
If I remember right canada first house crises was in the 19’s something and back then they started making more houses to resolved this problem………………..,… And I am thinking that getting immigrants from only 1 …
If I remember right canada first house crises was in the 19’s something and back then they started making more houses to resolved this problem………………..,… And I am thinking that getting immigrants from only 1 country might not be good, because of countries, society mentality…………. One Example ; a-lot people in the USA are strong guns advocate, if Canada only get people from the US and because the majority of Americans love their guns, they may advocate to have more guns freedom in Canada and teach their children guns loving mentality. So it is probably best to mix individual from various country to minimize this outcome. ………………. In any case immigration are very important for countries whom don’t make a lot of babies, to survive and stay strong in today’s world where weak countries are getting crushed by strong countries……………… what make countries strong is their population, where government take taxes to pay and buy defensive guns to defend a country without the need to go into dept and sell its soul to powerful countries. I did not go to any university and yet I was able to understand this …
Identity Attack0.04151922
Insult0.030595649
Profanity0.016342908
Threat0.013372798
Severe Toxicity0.0030517578
Low Tox 0.1013248 Constructive 0.579
Jul 20, 2025 How Canada broke its immigration …
Canada is allowing another invasion while trying to reconcile the first one.
Canada is allowing another invasion while trying to reconcile the first one.
Identity Attack0.051808115
Insult0.023221988
Profanity0.01220964
Threat0.008815889
Severe Toxicity0.0025939941
Low Tox 0.10089093 Low Con 0.156 Fear_Threat
Feb 12, 2026 3 likes Canada's tighter immigration policy divides …
they must leave. Canada is already full of people. Job is very hard to find and cost of living is skyrocketing !! Look at immigration policy like Poland. Canada needs to take care its own …
they must leave. Canada is already full of people. Job is very hard to find and cost of living is skyrocketing !! Look at immigration policy like Poland. Canada needs to take care its own people first. Always .
Identity Attack0.036878675
Insult0.028942931
Profanity0.012414595
Threat0.007417747
Severe Toxicity0.001821518
Low Tox 0.10002319 Constructive 0.516
Jan 17, 2026 2.9 million Canadian temporary visas …
I wonder what the First Nations people are thinking of this video.
I wonder what the First Nations people are thinking of this video.
Identity Attack0.037136484
Insult0.020450363
Profanity0.02208166
Threat0.00948907
Severe Toxicity0.0030708313
Low Tox 0.09958932 Moderate Con 0.377
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh no doubt they live better than the First Peoples of this country. Something needs to be done! And fast before this turns into something bad.
Oh no doubt they live better than the First Peoples of this country. Something needs to be done! And fast before this turns into something bad.
Identity Attack0.01656105
Insult0.026831545
Profanity0.014600786
Threat0.0097738765
Severe Toxicity0.002231598
Low Tox 0.09828771 Moderate Con 0.402
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I am an immigrant & am just speechless at the decay! Living here for over 18 yrs, this wasn't what we met when we first arrived. When we came here, we schooled & worked.... Now …
I am an immigrant & am just speechless at the decay! Living here for over 18 yrs, this wasn't what we met when we first arrived. When we came here, we schooled & worked.... Now you can't find any job. I lost my job in June.... And until now I can't find another. It was tough to get EI agreed to pay me a few weeks for the same money they collected from my pay. Somebody should tell the Liberal govt to stop bringing people pls.
Identity Attack0.04332388
Insult0.028061481
Profanity0.014156717
Threat0.0066345283
Severe Toxicity0.0017738342
Low Tox 0.09785384 Constructive 0.775 Personal_Narrative
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
PUT CANADA FIRST!!!! SHOW THEM WE HAVE HAD ENOUGH!!!!
PUT CANADA FIRST!!!! SHOW THEM WE HAVE HAD ENOUGH!!!!
Identity Attack0.031980325
Insult0.023028618
Profanity0.014190876
Threat0.010757755
Severe Toxicity0.0037384033
Low Tox 0.09741997 Low Con 0.249 Call_To_Action
Sep 9, 2025 Why Canadians Are Turning Against …
Why did authorities trust these people in the first place ? What is the need for so many many turbans walking down the street in Canada
Why did authorities trust these people in the first place ? What is the need for so many many turbans walking down the street in Canada
Identity Attack0.025605056
Insult0.03566399
Profanity0.012038844
Threat0.0074954215
Severe Toxicity0.0019550323
Low Tox 0.0969861 Low Con 0.248 Identity_Assertion
Oct 1, 2025 2 likes IRCC Names India in Study …
East Coast Canadian here. Thankfully the non existent provinces beyond eastern Quebec are thankful it's not as bad here. The majority of TimHorton's & Wendy's employees are flown into the Charlottetown airport, housed & trained …
East Coast Canadian here. Thankfully the non existent provinces beyond eastern Quebec are thankful it's not as bad here. The majority of TimHorton's & Wendy's employees are flown into the Charlottetown airport, housed & trained on site & then spreadout across the country from there. The Government is paying the majority of their minimum wage and business owners pay pennies for them! They will also work more hours than others. Our own people are being ignored when they apply for jobs so that its not considered discrimination. They can easily claim the immigrants applied first.
Identity Attack0.016963007
Insult0.04383647
Profanity0.017299367
Threat0.00666042
Severe Toxicity0.0022792816
Low Tox 0.09655223 Constructive 0.779
Jan 27, 2026 Inside Canada's Indian Invasion...
First, they should fire right now those goverment officials who don't know data about students. Actually they should take responsability about their jobs. It's simple: send an ultimatum to students and colleges and after start …
First, they should fire right now those goverment officials who don't know data about students. Actually they should take responsability about their jobs. It's simple: send an ultimatum to students and colleges and after start revoking visas and licenses.
Identity Attack0.0076955543
Insult0.028502205
Profanity0.013576009
Threat0.028379176
Severe Toxicity0.0022506714
Low Tox 0.09611836 Moderate Con 0.318
Oct 6, 2025 IRCC Names India in Study …
Amen its about time canadians canada first ffs
Amen its about time canadians canada first ffs
Identity Attack0.052035484
Insult0.029273475
Profanity0.03389629
Threat0.0097738765
Severe Toxicity0.004043579
Low Tox 0.09568449 Moderate Con 0.339
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Give The West a Real reason to stay in this Bad Marriage and I will Listen, But they Can't. Please Note that the first 4 Premiers in Both Alberta and Saskatchewan AT 1905 were Liberals …
Give The West a Real reason to stay in this Bad Marriage and I will Listen, But they Can't. Please Note that the first 4 Premiers in Both Alberta and Saskatchewan AT 1905 were Liberals and that Explains So Much about the Bad Marriage from the beginning...
Identity Attack0.016862517
Insult0.03489272
Profanity0.012892825
Threat0.0064985976
Severe Toxicity0.0015830994
Low Tox 0.09525062 Moderate Con 0.446 Identity_Assertion
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I wish more people would see this video, it’s not about being racism e about to be Canadian in the first place. Integration and respect to the country. They left fora better life and want …
I wish more people would see this video, it’s not about being racism e about to be Canadian in the first place. Integration and respect to the country. They left fora better life and want to change the culture of this country to impose your on. This is not right. This has gone to far.
Identity Attack0.04951127
Insult0.026702631
Profanity0.012722028
Threat0.0065115434
Severe Toxicity0.001745224
Low Tox 0.09525062 Constructive 0.651
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Canada wanted cheap labour and when the cheap labours are here they now need class. Remember you needed "cheap" labour in the first place.
Canada wanted cheap labour and when the cheap labours are here they now need class. Remember you needed "cheap" labour in the first place.
Identity Attack0.025605056
Insult0.039151907
Profanity0.011150704
Threat0.005825418
Severe Toxicity0.0013446808
Low Tox 0.09525062 Low Con 0.3 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...

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.