Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "This is devastating to the …" 8 comments
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
Identity Attack0.55011386
Insult0.5270482
Profanity0.5365423
Threat0.033386398
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.403 Identity Attack Insult Identity_Assertion
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Lefties says im racist becaus ei talk outt loud about this issue. The batch of the last 5 yrs is filled with lownlife.scumbags / homeless from 3rdd world countries. We used to control the influx …
Lefties says im racist becaus ei talk outt loud about this issue. The batch of the last 5 yrs is filled with lownlife.scumbags / homeless from 3rdd world countries. We used to control the influx but trudeau government opened the gates during the pandemic and now we are in major trouble but leftoes likes to pretend theres no issues. They are in power , we have no say so therefore the country is being invaded by hordes of non skilled migration which is absolutely devastating for our beautiful nation
Identity Attack0.39677486
Insult0.5393265
Profanity0.25915453
Threat0.01254427
Severe Toxicity0.023880709
Moderate 0.5024724 Moderate Con 0.485 Insult
Nov 8, 2025 Why Canadians Are Turning Against …
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx …
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
Identity Attack0.3072352
Insult0.34032786
Profanity0.039657943
Threat0.011793415
Severe Toxicity0.0127685545
Moderate 0.3561489 Constructive 0.519
Jun 26, 2025 2 likes How Canada broke its immigration …
What they keep spinning about imagination and the government is making it look like the public is angry about them coming over and working and living in our countries we aren't angry about them coming …
What they keep spinning about imagination and the government is making it look like the public is angry about them coming over and working and living in our countries we aren't angry about them coming here we are all angry about the ones that are coming to the country undocumented and just walking straight into the country and we haven't got a clue what convictions they all have. The media and the government trying to make us look racist when we are not it's absolutely disgusting. The governments haven't got a clue who's these undocumented and most of them are all men coming in as well. The governments have devastated the west countries they've lost control and the amount that's in they lie the government hasn't a clue where they are and who's come into the country either. And suprise suprise look at all the crime and murders happening nowadays everyone in the government should be stood and trailed for what they have done it's all corrupt everywhere I don't trust anything no more I don't even wanna give my hard earned money to them either. Fuck the government.....
Identity Attack0.19495805
Insult0.33964422
Profanity0.098067984
Threat0.010731863
Severe Toxicity0.012054443
Moderate 0.3389984 Constructive 0.601 Policy_Critique
Feb 7, 2026 Inside Canada's Indian Invasion...
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed …
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
Identity Attack0.28883415
Insult0.3406697
Profanity0.021125201
Threat0.010964886
Severe Toxicity0.01159668
Moderate 0.3389984 Constructive 0.51
Jun 26, 2025 1 likes How Canada broke its immigration …
😑Housing crisis - they are a BIG reason for this. >>> Mortgage fraud - Watch the CDC report. They flooded Canada, try to snatch up all the houses through fraud and to rent out as …
😑Housing crisis - they are a BIG reason for this. >>> Mortgage fraud - Watch the CDC report. They flooded Canada, try to snatch up all the houses through fraud and to rent out as rooming houses. This reduces available properties, and prices skyrocket. When you have tens of THOUSANDS of people in ONE community doing this, why are you scratching your head that there's a housing crisis? Canada flung open the door to people from the scam capital of the world, and now when Canadian kids are polled, they're saying they're giving up on buying a house! Disaster. Now, to fix the problem, you have to reduce their numbers to reduce demand, but reducing demand reduces home prices, so what about all those people who bought at inflated prices? Many homeowners are losing their shirts. So now, to fix the problem, Canadians are enduring GENERATIONAL financial damage, that will take decades to fix, and some people may never recover from it. I'm not against immigrants, but this particular group has devastated Canada with their greed and corruption.
Identity Attack0.12208464
Insult0.24424846
Profanity0.070942834
Threat0.010447056
Severe Toxicity0.011672974
Moderate 0.31132057 Constructive 0.65 Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Immigration is the most devastating disaster in Canadastans history.
Immigration is the most devastating disaster in Canadastans history.
Identity Attack0.30256465
Insult0.15414265
Profanity0.022013342
Threat0.009281937
Severe Toxicity0.008888245
Moderate 0.30854854 Low Con 0.18
Jun 19, 2025 2 likes How Canada broke its immigration …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial policies aimed at cultural assimilation and the suppression of Indigenous identities.  Key Impacts of Colonization Forced Assimilation via Residential Schools: The most significant factor in language loss was the government-funded, church-run residential school system, which operated from the 19th century to the late 20th century. Indigenous children were forcibly removed from their families and communities and sent to these schools. Punishment for Speaking Native Tongues: In the schools, children were forbidden to speak their Indigenous languages and were often subjected to severe physical, emotional, and sexual abuse if they did. Intergenerational Trauma and Knowledge Loss: The experience in residential schools caused profound trauma. Survivors often did not teach their children their traditional languages, partly out of fear of punishment and partly because their own fluency had been impacted, which inhibited the languages from being passed to the next generation. Discriminatory Legislation: The Indian Act: This legislation, along with other colonial policies, was used to suppress Indigenous cultural expression, including language. Official Languages Act: Canada's official language policies recognize only English and French as dominant languages, effectively marginalizing the over 60 distinct Indigenous languages that existed on the land long before European settlement. Dispossession of Land: Forcible removal of Indigenous communities from their traditional lands and onto reserves disrupted the deep connection between language, culture, and the natural environment. Indigenous languages often encode unique knowledge about local ecosystems, which was lost when communities were displaced. Social Stigmatization: Colonial ideologies viewed Indigenous cultures and languages as "inferior" or "savage," promoting English and French as the languages of "modernity" and "progress". This created a social hierarchy where speaking an Indigenous language could be a barrier to education and employment opportunities in the dominant society.  Current Situation and Revitalization Efforts The legacy of these policies has resulted in low numbers of fluent Indigenous language speakers today, with many languages considered endangered or critically endangered. However, there are significant ongoing efforts toward language revitalization.  The Canadian federal government passed the Indigenous Languages Act in 2019, which aims to support the efforts of Indigenous peoples to reclaim, revitalize, maintain, and strengthen their languages. Indigenous communities, educational institutions, and organizations are actively working to preserve languages through immersion programs, community initiatives, and documentation. UNESCO has declared 2022 to 2032 the International Decade of Indigenous Languages to draw global attention to the urgent need for preservation and promotion.
Identity Attack0.026408968
Insult0.019934712
Profanity0.014122557
Threat0.008738215
Severe Toxicity0.0016593933
Low Tox 0.04735767 Constructive 0.612 Moral_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …

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.