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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

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Active: "Well I am an Indian …" 163 comments · Page 7 of 7
Am a christian from India, who had a PR back in 2013 and had traveled there for the paperwork. I traveled around Toronto for around 15 days and it was a lovely experience back then. …
Am a christian from India, who had a PR back in 2013 and had traveled there for the paperwork. I traveled around Toronto for around 15 days and it was a lovely experience back then. All but the Indians I encountered treated me well, to the indians I was another competition for their piece of land (so as to say). I unfortunately didn't settle in Canada due to some family emergency and had to come back to India for good, but on hind sight I think it was for the best, considering how bad the situation is in Canada. If one migrates to another country they should assimilate in the existing culture so that they can keep alive the very soul of the land they moved to, not try to make it another India...
Identity Attack0.10221587
Insult0.033570543
Profanity0.026044132
Threat0.0086087575
Severe Toxicity0.0037574768
Low Tox 0.10913446 Constructive 0.818 Personal_Narrative
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Auckland has a huge Indian population, they speak English well and adapt to the culture but there are a lot of them, same with the Chinese. A lot of them use NZ as a back …
Auckland has a huge Indian population, they speak English well and adapt to the culture but there are a lot of them, same with the Chinese. A lot of them use NZ as a back door to Australia.
Identity Attack0.10221587
Insult0.023221988
Profanity0.02249157
Threat0.0076119336
Severe Toxicity0.0028038025
Low Tox 0.09785384 Constructive 0.589 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm glad Tyler is more or less neutral in his findings. It's true, many Indian's have come to Canada and I'm sure many do wish for a better life. Canadians understand this, but the methods …
I'm glad Tyler is more or less neutral in his findings. It's true, many Indian's have come to Canada and I'm sure many do wish for a better life. Canadians understand this, but the methods the government of Canada is doing to push the numbers too high and too quickly is what's surprising to many. It's the accountability of the government that should be under scrutiny. If immigration was moderate and consistent, the social issues would not be as rampant, but social media loves stir the pot. This is also happening while Canada's housing infrastructure is crumbling, healthcare is deteriorating and general cost of living in Canada has skyrocketed and priced many Canadians out of simple living and enjoyment. Do you think Canadians today are as happy or well off as Canadians even 5 years ago? Do the results reflect that of other countries besides Canada?
Identity Attack0.049989145
Insult0.032138187
Profanity0.017914234
Threat0.007145886
Severe Toxicity0.0020599365
Low Tox 0.09568449 Constructive 0.863 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The EU just signed a free trade deal with India which gives Indian 'professionals' the right to reside and work in the EU. It all started the same way in the US, Canada and AUS. …
The EU just signed a free trade deal with India which gives Indian 'professionals' the right to reside and work in the EU. It all started the same way in the US, Canada and AUS. Europe will be gone soon as well.
Identity Attack0.058401883
Insult0.025800243
Profanity0.015523086
Threat0.0077672824
Severe Toxicity0.0021457672
Low Tox 0.09308127 Moderate Con 0.348 Fear_Threat
Feb 8, 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...
Same in Australia: Taxi company stated: Most of our drivers know the road rules. Well you can see we are heading towards Indian rules...
Same in Australia: Taxi company stated: Most of our drivers know the road rules. Well you can see we are heading towards Indian rules...
Identity Attack0.056582913
Insult0.01929015
Profanity0.013610168
Threat0.006977591
Severe Toxicity0.0018692017
Low Tox 0.06421452 Moderate Con 0.445 Comparative_Framing
Nov 3, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not …
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not purely Indian festivals, but mixed culture festivals. That would build more understanding and friendlier relations. The earlier generations of Indian immigrants in this video look like they have integrated well identifying as both Indian and Canadian. That's the ideal, I feel.
Identity Attack0.05976611
Insult0.017743196
Profanity0.012551232
Threat0.006427396
Severe Toxicity0.001745224
Low Tox 0.059974585 Constructive 0.769
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting …
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting what they love they will be first one on line of defence, Mark my word. We Respect every Countries constitution, and we are hard workers that's why we prosper. Law and Love that's what country's build on. Have a great day.
Identity Attack0.034816213
Insult0.018838953
Profanity0.014156717
Threat0.0071070488
Severe Toxicity0.0016498566
Low Tox 0.054284602 Constructive 0.758 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Dwi got a different meaning in Brampton (driving well Indian)
Dwi got a different meaning in Brampton (driving well Indian)
Identity Attack0.028886627
Insult0.019225692
Profanity0.018255826
Threat0.0071717775
Severe Toxicity0.0018405914
Low Tox 0.049089402 Moderate Con 0.384 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started to see more and more Indians. Either way, we are all God's children. I know this won't sit well with my fellow Canadians, but I welcome anyone who wants to build a life in Canada and adopt our values.
Identity Attack0.015857628
Insult0.010400894
Profanity0.011423977
Threat0.006375613
Severe Toxicity0.0009822845
Low Tox 0.024142517 Constructive 0.805
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Its mainly one major Indian community that prefers to settle there but others are present as well.
Its mainly one major Indian community that prefers to settle there but others are present as well.
Identity Attack0.008546505
Insult0.007854878
Profanity0.011236101
Threat0.0067769317
Severe Toxicity0.00056266785
Low Tox 0.010555492 Moderate Con 0.369 Policy_Critique
Jan 27, 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.