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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

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.

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Active: "So proud of you speaking …" 5 comments
As a once proud Canadian, the guy said everything every Canadian feels. He is also right about Sikhs being better than Africans. The Somalis and Eritreans are actually intolerable and have no respect at all …
As a once proud Canadian, the guy said everything every Canadian feels. He is also right about Sikhs being better than Africans. The Somalis and Eritreans are actually intolerable and have no respect at all for their host country. Deport them all please. Thank you for speaking your mind based biker man and may someone buy you a Pilsner if ever in the prairies 🫡
Identity Attack0.55044734
Insult0.40243408
Profanity0.054938845
Threat0.063352615
Severe Toxicity0.029626917
Moderate 0.45921504 Constructive 0.753 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
All immigrants need to be assimilated like our ancestors were forced to speak English not allowed to do their ceremonies why are they not doing that to immigrants? This is not their country if so …
All immigrants need to be assimilated like our ancestors were forced to speak English not allowed to do their ceremonies why are they not doing that to immigrants? This is not their country if so proud of your original country go back n fight for it all of yous look at your history n go back to it
Identity Attack0.36702603
Insult0.107333586
Profanity0.030890211
Threat0.014393489
Severe Toxicity0.015157142
Moderate 0.3127066 Moderate Con 0.448
Aug 28, 2025 Why Canadians Are Turning Against …
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to …
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to be a proud Canadian and to be grateful for the opportunities that this country has afforded my family and I. I am a Canadian first, and Guyanese/Indian second. The issue I have with the city is that you have enclaves of ethnically homogenous people who refuse to assimilate - I once went into a Tim Hortons at Peter Robertson and Dixie, and was laughed at by the cashiers because I could not speak Hindi/Punjabi (despite being brown). There is nothing wrong with immigration - it makes the country stronger. HOWEVER, that only happens if the immigrants work to collectively advance the interests of the country and accept the rules/societal norms of the country they now call home. Instead, they find ways to circumvent/exploit the system - they are less interested on making society better, and more interested in individual advancement. I live in Professors Lake, which historically was one of the more affluent areas of the city. Now, there are several houses on my street that have essentially become boarding houses, divided into units of four with 10+ people living inside. I fully understand why white Canadians are feeling displaced, and it pains me that anti-immigrant sentiment has soured the way people look at me (despite being born in Canada).
Identity Attack0.13377325
Insult0.06285016
Profanity0.017436003
Threat0.007365964
Severe Toxicity0.004272461
Low Tox 0.15600902 Constructive 0.842 Personal_Narrative
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you lord, for all these people speaking up. I am a proud Canadian woman. And I love people and animals.😊. I see my own country changing drastically and it's not for the good. I …
Thank you lord, for all these people speaking up. I am a proud Canadian woman. And I love people and animals.😊. I see my own country changing drastically and it's not for the good. I see alot of hatred from people who are not from my beautiful country. I don't know why they have so much hate for people from Canada, I am not saying everyone from a different country are like that but just from what I witnessed. If you have so much hatred than why are you here? This is a beautiful country no need for hatred. Please respect one another and stop the hate, just be happy you are in a country that has alot of opportunity to be free and live happily. 😊❤.
Identity Attack0.06749674
Insult0.054376744
Profanity0.02344803
Threat0.00756015
Severe Toxicity0.0032234192
Low Tox 0.121732734 Constructive 0.808
Aug 31, 2025 75 likes Why Canadians Are Turning Against …

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.