Skip to content
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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "These students should be sent …" 8 comments
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS WILL BE PORTECTED. 100% THEY MADE LOTS OF MONEY FROM THESE STUDENTS AND LET THEM DISAPPEAR. SHAME THEY SHOULD BE REMOVED FROM IRCC. THEY ARE INCOMPETENT AND GENETICALLY FRAUD. REMOVE,REMOVE,THEY BELONG IN THE PRISON,IF THEY ARE NOT HONEST AND DONT TRY TO TRACK THOSE DISAPPEARED STUDENT. THEY SHOULD BE SENT TO PRISON.THEY KNEW IT,THEY HAVE THEIR PHONE AND THEIR ADDRESS. WHAT A SHAME. WE CANADIANS DONT WANT FRAUD,CROOKED PEOPLE WORKING IN IRCC. SHAME,DISGUSTING,WHAT AN EMBARRASSMENT.
Identity Attack0.27991617
Insult0.54471385
Profanity0.10425757
Threat0.18597278
Severe Toxicity0.043077253
Moderate 0.5140397 Moderate Con 0.373 Insult
Oct 10, 2025 1 likes IRCC Names India in Study …
Biggest misake ever , linking any form of student visa, work visa, tfw work or whatever to a citizen path. Mutiple unaccounted for criss crossing paths. They were ridiculous paths to create, Libs, again incompetent. …
Biggest misake ever , linking any form of student visa, work visa, tfw work or whatever to a citizen path. Mutiple unaccounted for criss crossing paths. They were ridiculous paths to create, Libs, again incompetent. Then its the parent family sponsorhip crap that is even worse.They cant afford to be here, but money sent home, or better yet they apply to bring aging parents, entering the most costly health times of their lives to here, where everything is understress and they cant pay for it. But expect it.
Identity Attack0.055673428
Insult0.48627716
Profanity0.36230123
Threat0.009592636
Severe Toxicity0.023076924
Moderate 0.46716887 Moderate Con 0.402
Nov 22, 2025 Quebec Ends Economic Immigration Program …
All Extortion cases in Canada originated from INDIA. INDIA sent all its criminals as students into Canada using diploma Mills.
All Extortion cases in Canada originated from INDIA. INDIA sent all its criminals as students into Canada using diploma Mills.
Identity Attack0.41975367
Insult0.24928534
Profanity0.023789622
Threat0.011249693
Severe Toxicity0.012833111
Moderate 0.36095104 Low Con 0.232
Sep 27, 2025 15 likes IRCC Names India in Study …
Being punjabi born in canada. No hate towards no one but come on canada is not canada no more. I remeber back to 2005-2010 compared to now. We lost our home, we grew up with …
Being punjabi born in canada. No hate towards no one but come on canada is not canada no more. I remeber back to 2005-2010 compared to now. We lost our home, we grew up with canadian values even though my parents are immigrants, my parents also did there best to adapt when they came here in the 1960s. I love both cultures but it does feel like we LOST our home. Canada is all i know but its turning into something else. STOP IMMIGRATION WE ARE FULL IN CANADA. All the immigrants coming as "students" should be SENT HOME after they study as they swore to do when they were granted that visa.
Identity Attack0.28622448
Insult0.1469393
Profanity0.032142747
Threat0.008531082
Severe Toxicity0.012574885
Low Tox 0.2854733 Constructive 0.78
Aug 26, 2025 Why Canadians Are Turning Against …
I am Indian origin. In all probability they are sent by Modi govt in disguise of students to create anarchy in Canada to defame Liberal Govt. Israel did bomb blasts in India during 2004 to …
I am Indian origin. In all probability they are sent by Modi govt in disguise of students to create anarchy in Canada to defame Liberal Govt. Israel did bomb blasts in India during 2004 to 2014 to defame Congress govt so that its friendly Modi comes to power. Now Modi is doing same in Canada to help Conservatives.
Identity Attack0.10221587
Insult0.06023245
Profanity0.016103793
Threat0.019055385
Severe Toxicity0.0041389465
Low Tox 0.16158698 Moderate Con 0.474 Unverified_Claim
Feb 18, 2026 Canadian immigration officers investigating hundreds …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something that dates back to the British era, when Britain sent a group of Indians, specifically Sikhs, for security or labor work in Canada. This started the trend of Sikhs (turban-wearing ones) moving there. In modern times, the West was richer in terms of education and infra compared to Asia, which attracted many normal students and families immigrants also. Canada and America were built by immigrants, but now things are saturated, which I understand, and that’s where the resentment comes from. The majority Sikh state ( punjab) in India is still behind in development and job wise cooperation, and the historical pattern from the British era of moving to Canada for a better life has become a norm for many young people there. The close, collaborative nature of Sikhs—like a cousin in Canada inviting another cousin from India to come over, open a shop, work together, or share housing—is another reason many don’t hesitate to immigrate. These are some of the reasons behind mass immigration from India. Now, with saturation, the resentment toward immigration has grown. India itself faces issues with immigrants who live off our taxes, take rights meant for native children, and abuse policies, laws, or the environment. At least Canada has better-off immigrants—educated and contributing to the economy. While some may depend on taxes, most are hardworking and self-sufficient; otherwise, Canada’s economy would have collapsed by now. In end i can understand the hatred but you guys should stop this yourselves - not hunting them but prevent more.
Identity Attack0.11280017
Insult0.047935467
Profanity0.017504321
Threat0.0074048014
Severe Toxicity0.0031280518
Low Tox 0.13041082 Constructive 0.817 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As a city worker, I personally saw signs on grass and intersections in colleges and universities to contact them to circumvent the immigration system. And Allow students to stay when they should have been sent …
As a city worker, I personally saw signs on grass and intersections in colleges and universities to contact them to circumvent the immigration system. And Allow students to stay when they should have been sent home. Our government is so complacent.This was out in plain sight.
Identity Attack0.011025362
Insult0.039151907
Profanity0.012858666
Threat0.006330303
Severe Toxicity0.0012397766
Low Tox 0.09655223 Constructive 0.621 Personal_Narrative
Feb 18, 2026 3 likes LILLEY UNLEASHED: The fall of …
These students should be sent asap. They will be burdened on taxpayers. I know some students they worked very hard. They recieved degrees & diplomas and are working and contributing to the Canadian economy.
These students should be sent asap. They will be burdened on taxpayers. I know some students they worked very hard. They recieved degrees & diplomas and are working and contributing to the Canadian economy.
Identity Attack0.009545447
Insult0.024124376
Profanity0.012722028
Threat0.0101363575
Severe Toxicity0.0017929077
Low Tox 0.061444655 Constructive 0.721 Economic_Argument
Oct 20, 2025 1 likes IRCC Names India in Study …

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.