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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: "The problem I saw about …" 8 comments
Main problem with canada was that they invited those dumbs from whole over the world who were never pleased in their countries. I am from punjab and past 7 years I saw those people going …
Main problem with canada was that they invited those dumbs from whole over the world who were never pleased in their countries. I am from punjab and past 7 years I saw those people going abroad those who were useless are not able to earn a living here.
Identity Attack0.2877625
Insult0.6798578
Profanity0.20808282
Threat0.009023022
Severe Toxicity0.023076924
Moderate 0.6289369 Moderate Con 0.438 Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules …
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules and essentially laws in Canada is appalling. I saw a video of them literally shitting in beaches. I applaud those who are still promoting the good side in Indian culture like helping the needy and treating everyone as human beings regardless of your race, religion and origin.
Identity Attack0.50588524
Insult0.46327567
Profanity0.39409557
Threat0.011094344
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.775 Identity Attack Policy_Critique
Nov 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
8:30 I am not really sure about what that bold guy says is entirely true. How can one drive an uber without a license. Uber and Lyft put you through a process before you drive. …
8:30 I am not really sure about what that bold guy says is entirely true. How can one drive an uber without a license. Uber and Lyft put you through a process before you drive. You can't operate on their app without being vetted and if he saw someone using someone else's uber he should report their ass ASAP. Assimilation is cultural difference is a real problem I agree but a lot of Immigrants are hardworking law abiding people.
Identity Attack0.11512129
Insult0.26957804
Profanity0.39409557
Threat0.013424582
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.854
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
I think very less people have problems with other people who come legally and work legally. The problem mainly lies with the illegal and zero accountability towards that. Illegal immigration destroys culture and the country …
I think very less people have problems with other people who come legally and work legally. The problem mainly lies with the illegal and zero accountability towards that. Illegal immigration destroys culture and the country itself. I myself came to USA thinking I will be learning about american culture and maybe start adopting as well but all I saw was brown people because I was in tech which is widely dominated by brown people and it was very sad honestly.
Identity Attack0.41975367
Insult0.15769513
Profanity0.09260304
Threat0.011508608
Severe Toxicity0.014447021
Moderate 0.3389984 Constructive 0.759
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
The problem is that Canada didn't just take immigrants from India, they took in criminals in the name of "asylum". In certain parts of India, there used to be small-scale separatist movements, back in 1970s …
The problem is that Canada didn't just take immigrants from India, they took in criminals in the name of "asylum". In certain parts of India, there used to be small-scale separatist movements, back in 1970s and 1980s. Senior Trudeau saw this as an opportunity to vent his frustration for India's not signing of NPT . So the guy kept giving "asylum" to the violent separatists, to "teach India a lesson" (Yeahh... sure) Gradually, it became so that once you have gained enough rep in organised crime, drug trade, so that it's difficult for you to stay under the radar in India, running from law enforcement, you would run to Canada, UK or Australia, and ask for asylum, with whatever reason. And those countries, in their stupid sense of righteousness, would accept it without any background checks. Now, yes, it's a trouble for us (good job), because most of the gang leaders are hiding away in these countries, running their operations remotely. Indian officials are only able to nab the low-level gang members. But it also means that these countries now ALSO have the worst criminals in their cities. And once they settle down, they will do what they know best .... crimes. And gradually they become a problem for their host countries, as well as other Indians in these countries. (Whenever Khalistanis do any parade, they force other Indian families to put up their yellow flags on their homes, to make it look like they have massive support) It's not good for anyone, but these countries have put themselves in a position from which they have no idea how to extricate themselves. Sure, you may blame Indians. But we were literally asking you to send those criminals back, and you refused to do so. Now they are your problem. If they create problems for us, then maybe, they will drop de** in some parking lot. But apart from that, most of their activities are going to be Canada's problem to deal with. They are already turning the streets of Canada into a drug paradise, hurting the young people of both local and Indian origins. Such a waste of life and potential.
Identity Attack0.17303948
Insult0.12159709
Profanity0.023789622
Threat0.01101667
Severe Toxicity0.005493164
Low Tox 0.21107252 Constructive 0.659
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
Last winter I saw with my own eyes a couple of immigrants between the ages of 50 and 60, along with a priest, bring an urn containing the ashes of a dead person and throw …
Last winter I saw with my own eyes a couple of immigrants between the ages of 50 and 60, along with a priest, bring an urn containing the ashes of a dead person and throw it into the river... The problem is that we drink this water, so what do you think?
Identity Attack0.10221587
Insult0.03136692
Profanity0.018597418
Threat0.055270568
Severe Toxicity0.0064468384
Low Tox 0.16331999 Moderate Con 0.485
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, reaching approximately 300,000 active cases as of late 2025. Rising Claim Volumes: Annual claims reached a record 190,000 in 2024, though they decreased by about a third in early 2025 following new policy measures. Removal Gap: Criticisms have been raised regarding the low rate of deportations; reports indicate that 86% of rejected claimants remain in Canada. SOURCES OF "BOGUS" CLAIMS International Student Surge: There has been an "alarming trend" of international students claiming asylum to remain in the country after their study permits expire or in response to new caps on student visas. Fraud Networks: Investigations have highlighted vulnerabilities where unauthorized agents and transnational fraud networks counsel migrants to submit fabricated narratives or forged documents. "Rubber-Stamping" Allegations: A recent report by the C.D. Howe Institute warned that a paper-based "fast-track" system for certain high-risk countries may be bypassing essential security screenings and in-person questioning. ECONOMIC AND SOCIAL IMPACT Healthcare Costs: The Interim Federal Health Program (IFHP), which provides medical benefits to claimants, saw its budget jump from roughly $66 million to over $1 billion annually. Policy Shift: To reduce incentives for non-genuine claims, the government is introducing a co-pay system for supplementary health services (like dental and vision) starting May 1, 2026. CONSEQUENCES OF FRAUD For individuals, filing a "bogus" or misrepresented claim carries severe penalties: A five-year ban from entering or remaining in Canada. Permanent record of fraud with Immigration, Refugees and Citizenship Canada (IRCC). Loss of current temporary or permanent resident status
Identity Attack0.011099357
Insult0.02425329
Profanity0.015181494
Threat0.008181547
Severe Toxicity0.0019359589
Low Tox 0.059974585 Constructive 0.668 Policy_Critique
Feb 25, 2026 'We do know that there's …
The problem isn’t immigration it’s how rapid the immigration was there should’ve been a cap so that there wasn’t a major influx of people that destroyed the culture if immigration was controlled and had a …
The problem isn’t immigration it’s how rapid the immigration was there should’ve been a cap so that there wasn’t a major influx of people that destroyed the culture if immigration was controlled and had a yearly limit to how many people could immigrate that would’ve preserved canadas culture and forced immigrants to assimilate to Canadian culture. But all politicians saw was 💰 so they made it easier.
Identity Attack0.023796257
Insult0.01838776
Profanity0.011970525
Threat0.006835188
Severe Toxicity0.0012207031
Low Tox 0.048842013 Moderate Con 0.442 Policy_Critique
Oct 3, 2025 1 likes 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.