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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: "As a Canadian and an …" 3,707 comments · Page 106 of 149
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
But everyone is Canadian 😬😵‍💫
But everyone is Canadian 😬😵‍💫
Identity Attack0.09741807
Insult0.025155678
Profanity0.02071529
Threat0.0062008454
Severe Toxicity0.003452301
Low Tox 0.1104733 Moderate Con 0.304 Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can …
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can then fight our 2nd enemy called law enforcement then those of us who are lucky to still be alive can then fight the 3rd face called immigration. This isnt easy and many of us will die but we must do things for the greater good and this war will be long. As European descendants we must always remember the fact that our forefathers never left home soil voluntarily they were kicked out and sent here as so called criminals. They built the country to what it was up until the 1980s then the soft Canadians who only survived thanks to the strong and brave decided wokeness needed to happen and thus here we are today
Identity Attack0.04512853
Insult0.0350029
Profanity0.015386449
Threat0.020782012
Severe Toxicity0.0030899048
Low Tox 0.1104733 Constructive 0.612 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
"same as other canadians" Wait. People who simply walk across the border aren't "canadians" just because they managed to set foot here - or because our federal government coddles them.
"same as other canadians" Wait. People who simply walk across the border aren't "canadians" just because they managed to set foot here - or because our federal government coddles them.
Identity Attack0.055673428
Insult0.03511308
Profanity0.013166099
Threat0.006861079
Severe Toxicity0.0021648407
Low Tox 0.1104733 Moderate Con 0.378
Oct 26, 2017 187 likes How much do refugees and …
I immigrated to Canada in 2015. I didn't want to work, why?? I didn't want to take a job away from a Canadian who was born here.
I immigrated to Canada in 2015. I didn't want to work, why?? I didn't want to take a job away from a Canadian who was born here.
Identity Attack0.09576365
Insult0.022706337
Profanity0.0138151245
Threat0.006479179
Severe Toxicity0.0025558472
Low Tox 0.11036996 Constructive 0.559 Personal_Narrative
Aug 29, 2025 Why Canadians Are Turning Against …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid in cash, leading to tax evaluation. So they were able to save more... They were able to buy a bigger house for cheaper basically. New immigrants move to Brampton probably cause it easier. They don't need to assimilate as much as they sued to. They can speak their own language, not have to learn another, etc. You can actually see certain immigrant groups take to certain cities for the reasons above. Vaughn is Italian, Etobicoke was multi cultural, now Somalian(last I visited), sauga is Arab, etc The universities are a big scam, and the govt is part of it. They don't care cause they get money.... People create these fake colleges and bring in students. Students have "online" classes and so they don't actually go in . In Canada ur allowed to work 20 hours as a student, but all work more under the table. And yes. As a Punjabi, there is too many Indians. It was too many when I left. Worse now.. don't even like visiting Canada anymore unless I go to Barrie or something.
Identity Attack0.08500996
Insult0.033239998
Profanity0.016342908
Threat0.0069516995
Severe Toxicity0.0026893616
Low Tox 0.11036996 Constructive 0.761 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Let's start distinguishing North Indians with South Indians. Most south Indians work harder there, than most Canadians and for the same price but jobs that most Canadians don't do.
Let's start distinguishing North Indians with South Indians. Most south Indians work harder there, than most Canadians and for the same price but jobs that most Canadians don't do.
Identity Attack0.10221587
Insult0.026702631
Profanity0.011697251
Threat0.0061749537
Severe Toxicity0.0019073486
Low Tox 0.11036996 Constructive 0.613 Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
The Guy on the bike is every Canadian
The Guy on the bike is every Canadian
Identity Attack0.07508347
Insult0.030926194
Profanity0.016342908
Threat0.007857903
Severe Toxicity0.0033187866
Low Tox 0.1100022 Moderate Con 0.339 Humor_Satire
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
This is propaganda served up by Trudeau's government to try and silence media with any form of criticism towards Immigration, especially handing out $600 million in payments to social and news media who would not …
This is propaganda served up by Trudeau's government to try and silence media with any form of criticism towards Immigration, especially handing out $600 million in payments to social and news media who would not question and only speak favorably on the influx of migrants to Canada. Luckily most Canadians are very aware of what's going on, Trudeau is unilaterally telling Canadians we have to pay for a mass exodus of economic migrants into Canada without a single debate in parliament or even a word to the Canadian people about this horrible idea.
Identity Attack0.031980325
Insult0.054376744
Profanity0.0138151245
Threat0.007819066
Severe Toxicity0.0024604797
Low Tox 0.1100022 Constructive 0.569
Jan 11, 2019 How much do refugees and …
That one based canadian is the only canadian i’ve ever had respect for.
That one based canadian is the only canadian i’ve ever had respect for.
Identity Attack0.09741807
Insult0.028722567
Profanity0.012995303
Threat0.0072106146
Severe Toxicity0.0032424927
Low Tox 0.1100022 Moderate Con 0.482 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
There's something missing here. I don't understand why people from abroad are being treated as though they are above and special. People from Canada don't even have clear pathways made for them to get wherever …
There's something missing here. I don't understand why people from abroad are being treated as though they are above and special. People from Canada don't even have clear pathways made for them to get wherever each of our aims are. What about investing in ones own citizens? What am I missing? The news presents these stories in an offensive way which fuels annoyance towards incoming. We know you're not a number but why do you have such an entitlement attitude, why do you think you deserve anything from us and why do you think you deserve to get when it means a Canadian will suffer?
Identity Attack0.043839492
Insult0.045593183
Profanity0.015864678
Threat0.007327127
Severe Toxicity0.0024414062
Low Tox 0.10956833 Constructive 0.734
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Over 18,700 Canadian casualties on the Normandy beaches .... for this uncontested invasion !
Over 18,700 Canadian casualties on the Normandy beaches .... for this uncontested invasion !
Identity Attack0.060220852
Insult0.026831545
Profanity0.0118680475
Threat0.007961469
Severe Toxicity0.00289917
Low Tox 0.10956833 Moderate Con 0.379 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open minded, living and letting live, freedom, being tolerant etc. These are the best ideas or culture that if held long enough by the majority of the people will turn that place into a great civilization indeed. Every great civilization of history was built through this culture in history. persian empire, macedonian empire, roman empire, british empire and now the united states etc... were/are all very diverse and very tolerant of indians and their ideas... cultural exchange of ideas through indians and receiving diverse viewpoints which helped them become great. However great empires, great places and civilizations never last. They fall down. They fall down once the culture changes. which is natural since culture is not static but dynamic, since it exists only in the minds of people, it can change in the same generation, or in the next - all it takes is replacing existing ideas with other ideas in the minds of people large enough. This is what we are seeing happening in canada and India... a shift of culture. The same culture of responsible for turning India into a terrible country is being adopted by canadians. Meanwhile for the past few decades.. india on the other hand has been adopting the better culture and growing slowly and steadily with many mistakes and hurdles along the way towards a brighter future... slowly because its huge... steadily because it knows where to go.... mistakes and hurdles because its an open democracy... If this cultural shift keeps continuing this way... There will come a time where canada would look more like afghanistan and India will look like the us or scandinavia... However i hope thats not the case. and its just a phase that does not lead to some significant revolution in terms of peoples thinking.
Identity Attack0.07425626
Insult0.025413504
Profanity0.027273865
Threat0.00780612
Severe Toxicity0.0037574768
Low Tox 0.10956833 Constructive 0.639 Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
Brampledesh…I knew it! I was there a few years ago and I didn’t see any other race.. I stayed at a friend’s small cottage ground. Which they are or we’re trying to take over the …
Brampledesh…I knew it! I was there a few years ago and I didn’t see any other race.. I stayed at a friend’s small cottage ground. Which they are or we’re trying to take over the land. It was so bizarre all these new houses and people then a street away a small entrance surrounded by trees and cottages. It’s good old Canadians hanging on to the sliver of their community that’s left. But seriously it was really strange and bizarre like I said. 🇨🇦
Identity Attack0.06795148
Insult0.029714199
Profanity0.013576009
Threat0.013372798
Severe Toxicity0.0037765503
Low Tox 0.10956833 Constructive 0.576
Oct 30, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
So, the Canadian government welcomes immigrants. Are they open to Palestinian immigration? Or was the recent recognition of the "state of Palestine" a way to keep the Palestinians where they are ... instead of in …
So, the Canadian government welcomes immigrants. Are they open to Palestinian immigration? Or was the recent recognition of the "state of Palestine" a way to keep the Palestinians where they are ... instead of in Canada?
Identity Attack0.10221587
Insult0.022899706
Profanity0.011184863
Threat0.0067057298
Severe Toxicity0.0023269653
Low Tox 0.10913446 Moderate Con 0.36 Question
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
They bring Indian culture, food, language and religion to Canada, and never try to assimilate to Canadian culture.
They bring Indian culture, food, language and religion to Canada, and never try to assimilate to Canadian culture.
Identity Attack0.105256535
Insult0.023093075
Profanity0.011184863
Threat0.006194372
Severe Toxicity0.0019454956
Low Tox 0.10913446 Moderate Con 0.41 Identity_Assertion
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Lol - Corporations are abusing these programs to fire Canadians and replace them with people at lower wages and this is crashing the housing market across the country.
Lol - Corporations are abusing these programs to fire Canadians and replace them with people at lower wages and this is crashing the housing market across the country.
Identity Attack0.036105253
Insult0.032138187
Profanity0.020646973
Threat0.011353259
Severe Toxicity0.0028419495
Low Tox 0.10913446 Moderate Con 0.392 Economic_Argument
Nov 20, 2025 87 likes Quebec Ends Economic Immigration Program …
India 2.0 and Canadians voted for this (Liberals).
India 2.0 and Canadians voted for this (Liberals).
Identity Attack0.057037655
Insult0.032909457
Profanity0.014498309
Threat0.006874025
Severe Toxicity0.0030517578
Low Tox 0.10870059 Low Con 0.29 Fear_Threat
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Would have been very interesting to hear an indigenous persons opinion on the “Canadians” and the other immigrants.
Would have been very interesting to hear an indigenous persons opinion on the “Canadians” and the other immigrants.
Identity Attack0.10221587
Insult0.026315894
Profanity0.012141321
Threat0.006433869
Severe Toxicity0.0022029877
Low Tox 0.10870059 Moderate Con 0.494
Nov 17, 2025 4 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 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)
Canadians are without jobs. This lawyer’s income depends on immigration.
Canadians are without jobs. This lawyer’s income depends on immigration.
Identity Attack0.06929302
Insult0.029273475
Profanity0.010569996
Threat0.0058577824
Severe Toxicity0.0018882751
Low Tox 0.10870059 Moderate Con 0.377 Economic_Argument
Jan 19, 2026 263 likes Why Canada’s immigration system has …
At least they appreciate it and use it properly (remember, we are all human). They do not act like entitled Canadians do.
At least they appreciate it and use it properly (remember, we are all human). They do not act like entitled Canadians do.
Identity Attack0.08500996
Insult0.033460364
Profanity0.012277958
Threat0.006375613
Severe Toxicity0.0021648407
Low Tox 0.10826672 Moderate Con 0.473
Nov 9, 2019 How much do refugees and …
They literally could fully replace Canadians and still have a billion left over in India..
They literally could fully replace Canadians and still have a billion left over in India..
Identity Attack0.07921951
Insult0.02708937
Profanity0.014839902
Threat0.008634649
Severe Toxicity0.0031471252
Low Tox 0.10826672 Low Con 0.102 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Good video, shows the various viewpoints from new and old Canadians. Some point out legitimate problems with the large influx of people in a short period and issues with integration. Some are just bigoted calling …
Good video, shows the various viewpoints from new and old Canadians. Some point out legitimate problems with the large influx of people in a short period and issues with integration. Some are just bigoted calling Brampton 'brown town' because all they see is skin colour. Many of the interviewees disparage India but fail to acknowledge it is rapidly advancing recently becoming the 5th biggest economy and on track to be 3rd by 2030.
Identity Attack0.0775651
Insult0.031036375
Profanity0.014259194
Threat0.0077154995
Severe Toxicity0.0024223328
Low Tox 0.10826672 Constructive 0.777
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)

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.