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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: "Fake college is came up …" 6 comments
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving …
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving one house to 10 students making small compartments making more money, thus high rents. No jobs for born Canadians because of them. Govt pays employer who hire students. Many came through fake marriages, fake documentation etc. Govt distributing PRs to them like hot cakes. Govt looking at short term money as investment but the outcome is catastrophic. Govt should look into the fake colleges that are registered in Canada which invites them.This is absolutely unjust to Canadians.
Identity Attack0.5203519
Insult0.5678696
Profanity0.570067
Threat0.01698343
Severe Toxicity0.20678867
Moderate 0.6407703 Moderate Con 0.486 Identity Attack Insult Economic_Argument
Sep 30, 2025 IRCC Names India in Study …
Fake college is came up by Canadians
Fake college is came up by Canadians
Identity Attack0.458714
Insult0.3126888
Profanity0.068967216
Threat0.008039144
Severe Toxicity0.016964722
Moderate 0.39915034 Low Con 0.247 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is COOKED! crime, extortion, fake students on a visa working full time jobs, fake asylum claims, temporary foreigner worker program, "Diploma Mill" colleges, Poaching wild life. And ask the Canadians who grew up in …
Canada is COOKED! crime, extortion, fake students on a visa working full time jobs, fake asylum claims, temporary foreigner worker program, "Diploma Mill" colleges, Poaching wild life. And ask the Canadians who grew up in Canada what it is like trying to find a job, If your last name isn't Singh or Patel good luck to you. Why is it that The Liberal government is letting in over 50% of the immigrants from India compared to the other nations? This is how you get cultural dominance. Immigrants who came to Canada before 2015 really wanted to become Canadian. Now everyone is coming at a fast rate, no one gives a F.
Identity Attack0.36702603
Insult0.27146968
Profanity0.043165036
Threat0.010990778
Severe Toxicity0.017803956
Moderate 0.36095104 Constructive 0.527 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to be innocent with lies. Instead of following regulations, they started rioting in city squares, in city parks, making noise, throwing garbage. "Halt on Deportations: In response to the scandal, the Canadian government paused the deportation of the implicated students to investigate the situation further and consider alternative solutions.  Review of Cases:A process was put in place to review the cases of the affected students, particularly those who were victims of the fraud.  Fake Admissions:The students obtained their Canadian visas through a fraudulent agent who provided fake admission offers from Humber College, leading to their entry into the country.  Loss of Status:Upon discovering the fake letters, the students were deemed to have lost their study permit status, making them subject to deportation by the Canada Border Services Agency (CBSA).  Political Pressure:The New Democratic Party (NDP) in Canada called on the government to not deport these students, highlighting their exploitation and the circumstances under which they were brought to Canada.  Crackdown on Scammers:The government and authorities also began cracking down on the agents and fraudulent institutions that facilitated this scam, as the students were often unaware of the forged nature of their documents, according to the Canadian Federation of Students.  Advocacy for Students:Organizations and Members of Parliament (MPs) called on the government to show leniency towards the students, highlighting their victim status and advocating for waivers of deportation.
Identity Attack0.10221587
Insult0.26957804
Profanity0.06646215
Threat0.011974656
Severe Toxicity0.00919342
Moderate 0.30716252 Constructive 0.628 Unverified_Claim
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Just asking how the indigenous people felt as a minority because of influx in f Europeans. And how does the Pakistan people assimilate by wearing hijab and demanding halal at every food joint. I don’t …
Just asking how the indigenous people felt as a minority because of influx in f Europeans. And how does the Pakistan people assimilate by wearing hijab and demanding halal at every food joint. I don’t support illegal immigration of India or Africans. I don’t want to pay for people’s hotel room who came here on fake refugee status. But we shouldn’t only target only one community. Please check which community has more kids for ccb and comes as asylum to every western country. And the Indian students who came probably didn’t get a chance in Indian colleges.
Identity Attack0.316
Insult0.082619295
Profanity0.036401358
Threat0.00967031
Severe Toxicity0.011138916
Low Tox 0.25727063 Constructive 0.718
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
This is just scratching the surface. The crime these people bring to Canada wasn’t even touched. Ontario used to be safe for the most part. In the last 10 years it has turned into, burglary, …
This is just scratching the surface. The crime these people bring to Canada wasn’t even touched. Ontario used to be safe for the most part. In the last 10 years it has turned into, burglary, home invasion, auto theft, gun violence, shootings central. When perpetrators of these crimes are caught. It’s no surprise where they are from. There is tons of illegal, fake colleges. Bringing hundreds of people in a year. The Canadian government is only now catching onto it barely but the damage is done. They exploited the system in overstay their visa, then claim permanent residency. These people are disrespectful, dirty, and ungrateful. They do not Do not assimilate to Canadian lifestyle. They throw trash into our rivers in parks, turning it into where they came from. What is happening in Canada is much similar to Minnesota just with different types of government scams. You barely scratched the surface. Come back and interview real Canadiens.
Identity Attack0.09328204
Insult0.10148193
Profanity0.019895468
Threat0.03235042
Severe Toxicity0.0065994263
Low Tox 0.2028889 Constructive 0.557 Fear_Threat
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.