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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: "The problem that i see …" 92 comments · Page 4 of 4
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...
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 …
If old immigrants are seeing an issue of offsetting the harmony that's our multiculturalism, including old Canadians and original Native Canadians. By the mass immigration policies, bringing/favouring from one country. Then you know there's a …
If old immigrants are seeing an issue of offsetting the harmony that's our multiculturalism, including old Canadians and original Native Canadians. By the mass immigration policies, bringing/favouring from one country. Then you know there's a problem. The end was great. But it lacked lto visualize what I've been saying for years : We leave the bad stuff behind. We share and teach others our cultural aspects. We're not supposed to bring the bad, the reason why we left, with us.
Identity Attack0.038167715
Insult0.020321451
Profanity0.010467518
Threat0.0062526283
Severe Toxicity0.001411438
Low Tox 0.05750068 Constructive 0.824 Policy_Critique
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
From the UK, learning about the same problems our Canadian brothers face is sad but interesting. Its almost refreshing to see the patterns and that I'm not crazy , but its very sad all the …
From the UK, learning about the same problems our Canadian brothers face is sad but interesting. Its almost refreshing to see the patterns and that I'm not crazy , but its very sad all the same. Sending many blessings x
Identity Attack0.012139536
Insult0.028612386
Profanity0.020100424
Threat0.0063497215
Severe Toxicity0.0012493134
Low Tox 0.055768944 Constructive 0.746 Comparative_Framing
Nov 10, 2025 1 likes Why Canadians Are Turning Against …
Indian women are beautiful. Hinduism is a religion with spiritual depth as is Sikhism. Indian food is some of the best in the world. I see no problem. India and the West should coexist in …
Indian women are beautiful. Hinduism is a religion with spiritual depth as is Sikhism. Indian food is some of the best in the world. I see no problem. India and the West should coexist in peace.
Identity Attack0.043581683
Insult0.014086916
Profanity0.025497584
Threat0.008945347
Severe Toxicity0.0029754639
Low Tox 0.04785245 Constructive 0.678
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
I never thought I’d see the day that Brampton is being featured as an epidemic 😭 as someone who grew up in the city next to brampton…this is a problem.
I never thought I’d see the day that Brampton is being featured as an epidemic 😭 as someone who grew up in the city next to brampton…this is a problem.
Identity Attack0.008361516
Insult0.020450363
Profanity0.011697251
Threat0.007301235
Severe Toxicity0.001335144
Low Tox 0.04686289 Constructive 0.534 Personal_Narrative
Feb 10, 2026 Inside Canada's Indian Invasion...
Dude I don't see the problem. Sure, it's different. But man, how can you say no to that FOOD!
Dude I don't see the problem. Sure, it's different. But man, how can you say no to that FOOD!
Identity Attack0.0061046463
Insult0.01617693
Profanity0.021330157
Threat0.0071199946
Severe Toxicity0.0019264221
Low Tox 0.044636376 Constructive 0.559
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I clearly see Canada’s government problems and administrative faults. It’s very concerning.
I clearly see Canada’s government problems and administrative faults. It’s very concerning.
Identity Attack0.012139536
Insult0.02051482
Profanity0.00948544
Threat0.0059840037
Severe Toxicity0.00091552734
Low Tox 0.03828422 Moderate Con 0.443
Dec 31, 2025 IRCC Names India in Study …
I want to say thank you for high lighting this problem in a compassionate and professional manner, this video is not blaming the newcomers, it is the govt who did not have the foresight to …
I want to say thank you for high lighting this problem in a compassionate and professional manner, this video is not blaming the newcomers, it is the govt who did not have the foresight to see a problem before opening the flood gates. My grandpa was an immigrant, my husband's grandparents were as well. They came here with nothing, no handouts, worked hard in this country ❤
Identity Attack0.016058605
Insult0.012376905
Profanity0.013507691
Threat0.006699257
Severe Toxicity0.0011014938
Low Tox 0.03309893 Constructive 0.845
Nov 23, 2025 1 likes Why Canadians Are Turning Against …
I don’t see the problem let them practise their culture and language they pay taxes and stuff and at least put some effort in learning ur stuff
I don’t see the problem let them practise their culture and language they pay taxes and stuff and at least put some effort in learning ur stuff
Identity Attack0.00847251
Insult0.01306091
Profanity0.011560614
Threat0.0063950317
Severe Toxicity0.000872612
Low Tox 0.02873857 Moderate Con 0.365 Solidarity
Oct 11, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
As a Liberal voter, I don't see a problem 🤷🏻
As a Liberal voter, I don't see a problem 🤷🏻
Identity Attack0.006363631
Insult0.009545889
Profanity0.013371054
Threat0.0067186756
Severe Toxicity0.001039505
Low Tox 0.018849092 Moderate Con 0.435 Identity_Assertion
Jul 5, 2025 1 likes How Canada broke its immigration …
I dont see the problem though....
I dont see the problem though....
Identity Attack0.0051797
Insult0.008899884
Profanity0.016957775
Threat0.008246276
Severe Toxicity0.0014305115
Low Tox 0.018849092 Moderate Con 0.399 Question
Dec 18, 2025 Inside Canada's Indian Metropolis (Brampton)
STOP going to USA, unless you want to see their JAIL 😢 Lots of problems in states, zero safety 😮 At the moment Canada is the best country in the world for safety.
STOP going to USA, unless you want to see their JAIL 😢 Lots of problems in states, zero safety 😮 At the moment Canada is the best country in the world for safety.
Identity Attack0.0011994684
Insult0.002749452
Profanity0.000105210725
Threat0.0029555399
Severe Toxicity0.000006617666
Low Tox 0.017347202 Comparative_Framing
Dec 10, 2025
If you don’t have children you really do t need a three bedroom home. If your children are gone from the home you really don’t need a three bedroom home. See the problem here. If …
If you don’t have children you really do t need a three bedroom home. If your children are gone from the home you really don’t need a three bedroom home. See the problem here. If you really want food grown so you can eat you really don’t want more three bedroom homes built…
Identity Attack0.0022198714
Insult0.008443882
Profanity0.010604155
Threat0.0063432488
Severe Toxicity0.00068187714
Low Tox 0.0154562555 Moderate Con 0.376
Jan 3, 2026 New rules, regulations take effect …
Kegal and maintain discipline I don't see a problem Pay taxes ,elect a government that spends for the development of respective country
Kegal and maintain discipline I don't see a problem Pay taxes ,elect a government that spends for the development of respective country
Identity Attack0.00258985
Insult0.009089886
Profanity0.010330882
Threat0.0062008454
Severe Toxicity0.0006008148
Low Tox 0.01438814 Moderate Con 0.435
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
I don’t see a problem with this
I don’t see a problem with this
Identity Attack0.00018826014
Insult0.00047635197
Profanity0.000053605818
Threat0.00004896081
Severe Toxicity0.000002138141
Low Tox 0.001605754 Policy_Critique
Dec 9, 2025
I came to Florida on Monday. Absolutely no problem. Didn't see anyone else have a problem.
I came to Florida on Monday. Absolutely no problem. Didn't see anyone else have a problem.
Identity Attack0.000132692
Insult0.00033207514
Profanity0.00002335873
Threat0.00003429134
Severe Toxicity0.0000019563013
Low Tox 0.0010015353 Personal_Narrative
Dec 10, 2025

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.