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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 want to become a …" 109 comments · Page 5 of 5
I don’t really understand why these people are receiving hate if they seem like they help one another and others. Those food banks and kitchens that offer a free meal to anyone is a good …
I don’t really understand why these people are receiving hate if they seem like they help one another and others. Those food banks and kitchens that offer a free meal to anyone is a good thing. I understand that many Canadians want assimilation but you can’t seriously expect people who were raised in another country for decades to automatically become Hockey viewers and poutine fans overnight assimilation takes time. Instead of looking at them with skepticism y’all should talk with one another instead. That old dude towards the end really said it best that we should help one another as humans.
Identity Attack0.028418748
Insult0.03489272
Profanity0.019348921
Threat0.007068211
Severe Toxicity0.0021266937
Low Tox 0.0926474 Constructive 0.8
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
Why isn't CBC and CTV covering the uprising in Europe over illegal immigration. Liberal propaganda machine doesn't want liberal voters seeing what We Europe has become. Coming to Canada soon enough.
Why isn't CBC and CTV covering the uprising in Europe over illegal immigration. Liberal propaganda machine doesn't want liberal voters seeing what We Europe has become. Coming to Canada soon enough.
Identity Attack0.039714564
Insult0.026960457
Profanity0.011543535
Threat0.0077284453
Severe Toxicity0.0019359589
Low Tox 0.09112182 Low Con 0.261
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
8:30 I don't buy it. They say we "have" to increase population because Canada has an aging population? Why? What wpuld happen if we don't? Increased quality of life? More affordable cost of living? Workers …
8:30 I don't buy it. They say we "have" to increase population because Canada has an aging population? Why? What wpuld happen if we don't? Increased quality of life? More affordable cost of living? Workers actually being valued and needed instead of competing for not even enough jobs? Oooh, so scary. Whatever they thought would happen, I don't see how it could have been worse than what we have now. How is getting millions of Tim Hortons and Walmart workers helping the aging population? It doesn't. The explanations don't make sense. 9:25 bs!!! How could they possibly think this? Their position is that since there was a population explosion in the 40's, now every future generation has to explode their population as well, or else there will be too many old people? Come on. It's too ridiculous to take seriously. Now since the rate isn't the same as the 40's they decide let's just import from countries that are massively over populated.... and become more like them. Like... NO!!! This is not what I want from life or for our world.
Identity Attack0.009434453
Insult0.03312982
Profanity0.020032106
Threat0.0071199946
Severe Toxicity0.0022602081
Low Tox 0.08320791 Constructive 0.71 Policy_Critique
Sep 24, 2025 1 likes Why Canadians Are Turning Against …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
No wonder Japan is panicking over this right now. I don’t want “ara ara” to become “acha acha” 😭
No wonder Japan is panicking over this right now. I don’t want “ara ara” to become “acha acha” 😭
Identity Attack0.026810925
Insult0.018516673
Profanity0.022696527
Threat0.008738215
Severe Toxicity0.0021362305
Low Tox 0.06421452 Moderate Con 0.387
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
This is an immigration and refugee lawyer who owns a law firm and actively represents refugees/asylum seekers and immigrants from other countries who want not wish to become fully Canadian citizens My very important question …
This is an immigration and refugee lawyer who owns a law firm and actively represents refugees/asylum seekers and immigrants from other countries who want not wish to become fully Canadian citizens My very important question to her As the principle Is how are you paid for your legal services and representation Lawyers always tell me they can be referred to by Law society of Canada For a 30 minute free legal consultation But once that is paid out by that association that is where lawyers and para legal professionals pay dues to join Then it’s up to those professionals to charge Hourly fee flat rate And All additional charges associated with the file/case law once opened and documents signed So how much does it cost to 1. Refugees claims 2. Asylum seekers claims 3. Immigration claims 4. Detainee claims 5. Deportation claims in the form of Appeals How many can they have Who pays these professionals? When media such as CBC Also government employees who are paid by the federal government Do not ask these questions Which are again Paid to NGOs By us poor taxpayers!!!!! Towards these professionals who represent economic migration and only cost us Canadians more money
Identity Attack0.031206898
Insult0.025026767
Profanity0.012892825
Threat0.0064144502
Severe Toxicity0.0018501282
Low Tox 0.061444655 Constructive 0.776
Dec 25, 2025 1 likes Deportations From Canada at Their …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by looking to the South.. We know it takes us goin out to the poles by the millions, to vote, in order to elect, who we think is best for the country,..but then we expect small groups, of only a few100, to be capable of affecting change, with such major, post electoral issues, as this. Make no mistake, this, Canada, has already become a completely different place,..it's no longer the home we knew and loved, as it was. All those aspects are gone. And this is just the beginning. Wars Will Happen, in our cities.. Yes I'm just some guy that was born here in Canada, 61yrs ago. What I'm saying, is what I've been seeing, for decades. Rules and guidelines, and laws, need to passed. If you come to a foreign country, to live,..you practice, and learn their ways, and become one with them. None of this Social Separation B.S...If you want to live as you did in the country you left, find a secluded island, or go back to where you came from. It,s not just illegals that are being a problem.
Identity Attack0.011839314
Insult0.028832749
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.001707077
Low Tox 0.058737632 Constructive 0.793 Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Im not sorry but theve taken our jobs homes food low income services i want canada to become the 51st state and then ice will take them out
Im not sorry but theve taken our jobs homes food low income services i want canada to become the 51st state and then ice will take them out
Identity Attack0.0074365693
Insult0.022577424
Profanity0.0113215
Threat0.008738215
Severe Toxicity0.0018310547
Low Tox 0.05255287 Moderate Con 0.463
Jan 27, 2026 Inside Canada's Indian Invasion...
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 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.