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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: "They ruin the indians reputation …" 9 comments
As a white Canadian, I feel bad for the Indians who have been here for years. The new immigrants have completely ruined their reputations
As a white Canadian, I feel bad for the Indians who have been here for years. The new immigrants have completely ruined their reputations
Identity Attack0.55044734
Insult0.2817503
Profanity0.10363861
Threat0.013702838
Severe Toxicity0.023076924
Moderate 0.44933176 Constructive 0.542 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
as a canadian the crazy thing to me is my indian neighboor who came here in the 1970s is the one thatst the most pissed he says these indians ruined the reputation that his people …
as a canadian the crazy thing to me is my indian neighboor who came here in the 1970s is the one thatst the most pissed he says these indians ruined the reputation that his people built here for 50 years. hes not wrong
Identity Attack0.46028158
Insult0.4339631
Profanity0.2661772
Threat0.011353259
Severe Toxicity0.023076924
Moderate 0.4421347 Constructive 0.581 Personal_Narrative
Feb 22, 2026 4 likes Inside Canada's Indian Invasion...
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed about Brampton when the international student boom happened. This is different from families settling or people starting families. Young students who are basically poor and desperate take up all the jobs and they pack so much into one house. Indian international students have ruined Indian reputation in Canada. Indians figured how to game the system and flood Canada better than other nationalities. And it’s true they do not integrate. They leave their land and come to a place where it’s just like home. Where they can live work, and go to school and not interact with any other race, ethnicity probably can go weeks without speaking English. Chinese have similar places like this but they’re not frowned upon.
Identity Attack0.42615733
Insult0.26957804
Profanity0.11539881
Threat0.015947454
Severe Toxicity0.017997624
Moderate 0.36867723 Constructive 0.605 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
We dont need a single international student or study permit type of fellow. Get them all out and close the doors to new entries. The indians who have done this process illegaly , you have …
We dont need a single international student or study permit type of fellow. Get them all out and close the doors to new entries. The indians who have done this process illegaly , you have ruined the reputation of all south asians all around canada with your behaviour and lack of care for this country. You used to need to be fully educated and have money in hand to be CONsIDERED for immigration in the past. Its a joke now
Identity Attack0.36702603
Insult0.17361937
Profanity0.022901481
Threat0.010447056
Severe Toxicity0.011444092
Moderate 0.32182294 Moderate Con 0.433
Oct 6, 2025 IRCC Names India in Study …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in …
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in my country most of them fled the country and I can see where they are now. Indian Gov officials have warned the Canadian Officials about this, they don't seem to care. I won't be surprised if they want Brampton to be declared a separate Khalistani country in the future.
Identity Attack0.36942887
Insult0.16875735
Profanity0.02303812
Threat0.013269233
Severe Toxicity0.011520386
Moderate 0.30539915 Constructive 0.704 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
They ruin the indians reputation that have assimilated into the canadian culture
They ruin the indians reputation that have assimilated into the canadian culture
Identity Attack0.37222284
Insult0.08533409
Profanity0.03915693
Threat0.014393489
Severe Toxicity0.00919342
Moderate 0.30502358 Low Con 0.242 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until …
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until they opened the gates to India like it’s another bus stop away from India. Since then there have been so many illiterate people that fraudulently came here and keep trying to make Canada like back home which needs to stop. The reputation of Indian people which used to be hard working and family people is getting ruined by people that come here to give back nothing to Canadian economy. People that used to come into Canada came in with a dream but now it feels like just visiting another Indian state especially Brampton……… hopefully this stops but with the monkeys that have currently taken over Canadian parliament i hardly see an end to this.
Identity Attack0.2808415
Insult0.24928534
Profanity0.036401358
Threat0.008194493
Severe Toxicity0.00831604
Low Tox 0.29771072 Constructive 0.607 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It’s the new generation on Indian students ruining it for everyone else. My parents generation came here in the 90s and just worked hard and tried to assimilate the best to their abilities. They out …
It’s the new generation on Indian students ruining it for everyone else. My parents generation came here in the 90s and just worked hard and tried to assimilate the best to their abilities. They out us through university with their labour jobs and taught us Indian culture while they learned Canadian culture. These new students are ruining the reputation that my parents generation had built
Identity Attack0.27914262
Insult0.082619295
Profanity0.019212283
Threat0.008039144
Severe Toxicity0.0052261353
Low Tox 0.23523538 Constructive 0.578
Nov 5, 2025 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.