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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: "Follow the so called government …" 6 comments
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)
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...
See, not all immigrants are bad. Canadians are not against immigration in this country. We're against our government treating us like second class citizens and erasing our culture while catering to immigrants. Let's be real, …
See, not all immigrants are bad. Canadians are not against immigration in this country. We're against our government treating us like second class citizens and erasing our culture while catering to immigrants. Let's be real, you LEFT your country for a reason. So why would you come here to trash this country and make it in the imagine of what you fled from??? It's pretty bad when immigrants themselves that have come here, integrated and follow the rules calling out our governments failure on immigration policy. Wake up Canada.
Identity Attack0.2846865
Insult0.20434737
Profanity0.04592061
Threat0.009877442
Severe Toxicity0.011291504
Low Tox 0.29953843 Constructive 0.678
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own pocket for their medical expenses. Nothing should be paid by the host country...NOTHING. I don't have any recollection of ever going to a restaurant or hotel/motel and the country that im visiting is covering ALL OF MY LIVING COSTS DURING MY ENTIRE STAY. SO WHY SHOULD CANADA PAY TO HAVE THESE IMMIGRANTS IN THE COUNTRY, TAKING OUR JOBS, YET WE AS TAXPAYERS PAY FOR EVERYTHING FOR THEM. UH-UH, NO WAY, THATS NOT RIGHT. THEY should not have (or require) an interpretor in court, government office, at a traffic stop or anywhere. If the roles were reversed, Canadiens going to their foreign land definitely WOULD NOT RECEIVE ALL OF THE BENEFITS THAT THEY RECEIVE FROM OUR COUNTRY CALLED CANADA. People MUST VOICE THEIR opinions about their own lives and how these immigrants are raping our country for everything it has, and yet true Canadians get to lose more and more of their precious homeland. Ive seen muslim women and their children make some makeshift porter-potty curtained up where the deficate, and urinate in a hole dug into the sand ON THE BEACH and when they're ready to leave, they bury up the hole in the (BEACH SAND) sand, remove their tent and walk off the beach leaving behind them (I guess for Canadians to enjoy their presence on our soil) their little disgusting biohazard ☣️ waste in a public place where everyone walks bear foot, and use their bare hands. Thats simply revolting. JUST IMAGINE THE NEXT DAY, THAT A CANADIAN CHILD DIGS IN THE SAND TO PLAY WITH THRIR TOY CARS ETC. WHAT DISGUSTING MESS TO FIND AT THE BEACG. WHAT SICKNESSES DO THESE MUSLIMS (OBSERVED LEAVING THAT MINI SEPTIC SYSTEM THE PREVIOUS DAY) HAVE, AND WILL GET THE TRUE CANADIANS ILL AS A RESULT OF THEM IMPOSING THEIR FILTHY CULTURE WITH THEM. Frankly, as for myself, i can very well do without their presence because they do not respect our beautiful Canada. They're violent, rape and gang rape our young girls, attack our Canadians, won't assimilate to the ways of this country, wont speak our 2 official languages, wont follow our laws, bring with them the criminal element of using guns and knives and unspeakable violence. Please government of Canada; SEND THEM IMMEDIATELY BACK TO THEIR COUNTRY NEVER TO RETURN. From Canada 🇨🇦 ❤❤❤❤i subscribed, and love your message ❤️ on your channel. From Canada 🇨🇦 ❤️❤️❤️
Identity Attack0.15731181
Insult0.071433455
Profanity0.023243073
Threat0.0072235605
Severe Toxicity0.0064086914
Low Tox 0.20032968 Constructive 0.663 Policy_Critique
Aug 29, 2025 Why Canadians Are Turning Against …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own pocket for their medical expenses. Nothing should be paid by the host country...NOTHING. I don't have any recollection of ever going to a restaurant or hotel/motel and the country that im visiting is covering ALL OF MY LIVING COSTS DURING MY ENTIRE STAY. SO WHY SHOULD CANADA PAY TO HAVE THESE IMMIGRANTS IN THE COUNTRY, TAKING OUR JOBS, YET WE AS TAXPAYERS PAY FOR EVERYTHING FOR THEM. UH-UH, NO WAY, THATS NOT RIGHT. THEY should not have (or require) an interpretor in court, government office, at a traffic stop or anywhere. If the roles were reversed, Canadiens going to their foreign land definitely WOULD NOT RECEIVE ALL OF THE BENEFITS THAT THEY RECEIVE FROM OUR COUNTRY CALLED CANADA. People MUST VOICE THEIR opinions about their own lives and how these immigrants are raping our country for everything it has, and yet true Canadians get to lose more and more of their precious homeland. Ive seen muslim women and their children make some makeshift porter-potty curtained up where the deficate, and urinate in a hole dug into the sand ON THE BEACH and when they're ready to leave, they bury up the hole in the (BEACH SAND) sand, remove their tent and walk off the beach leaving behind them (I guess for Canadians to enjoy their presence on our soil) their little disgusting biohazard ☣️ waste in a public place where everyone walks bear foot, and use their bare hands. Thats simply revolting. JUST IMAGINE THE NEXT DAY, THAT A CANADIAN CHILD DIGS IN THE SAND TO PLAY WITH THRIR TOY CARS ETC. WHAT DISGUSTING MESS TO FIND AT THE BEACG. WHAT SICKNESSES DO THESE MUSLIMS (OBSERVED LEAVING THAT MINI SEPTIC SYSTEM THE PREVIOUS DAY) HAVE, AND WILL GET THE TRUE CANADIANS ILL AS A RESULT OF THEM IMPOSING THEIR FILTHY CULTURE WITH THEM. Frankly, as for myself, i can very well do without their presence because they do not respect our beautiful Canada. They're violent, rape and gang rape our young girls, attack our Canadians, won't assimilate to the ways of this country, wont speak our 2 official languages, wont follow our laws, bring with them the criminal element of using guns and knives and unspeakable violence. Please government of Canada; SEND THEM IMMEDIATELY BACK TO THEIR COUNTRY NEVER TO RETURN. From Canada 🇨🇦 ❤❤❤❤
Identity Attack0.1508922
Insult0.070799805
Profanity0.023174755
Threat0.0072106146
Severe Toxicity0.0063705444
Low Tox 0.19986437 Constructive 0.615 Policy_Critique
Aug 29, 2025 Why Canadians Are Turning Against …
Follow the so called government "generational investments" and policies like EVs, modular homes, solar panels and small nuclear reactors as some salient examples, and Brookfield assets pops up all the time, and Carney making his …
Follow the so called government "generational investments" and policies like EVs, modular homes, solar panels and small nuclear reactors as some salient examples, and Brookfield assets pops up all the time, and Carney making his 3% profit sharing as former director. Totally compromised PM profiting off the backs of Canadians. This woke WEF globalist is continuing to destroy Canada with each annoucement.
Identity Attack0.026207991
Insult0.0838533
Profanity0.017436003
Threat0.011689849
Severe Toxicity0.0034332275
Low Tox 0.17111848 Moderate Con 0.418 Unverified_Claim
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …

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.