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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: "but she knew the visa …" 7 comments
Fuck me, So you visiting for 6 months lol on 1 month visa, wow, I mean I knew it was bad but the fuckery here seems to be state sponsored level fuckery
Fuck me, So you visiting for 6 months lol on 1 month visa, wow, I mean I knew it was bad but the fuckery here seems to be state sponsored level fuckery
Identity Attack0.10221587
Insult0.48627716
Profanity0.90150756
Threat0.03373172
Severe Toxicity0.46947223
Toxic 0.9288007 Moderate Con 0.36 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian students arrived in Canada as Internationals student study permit are the number one fraud scammers cheaters and enter the country. They are misusing the study permit from 2011 to up now. Majority of Indian …
Indian students arrived in Canada as Internationals student study permit are the number one fraud scammers cheaters and enter the country. They are misusing the study permit from 2011 to up now. Majority of Indian students came in Canada for study but they never reported to those colleges and disappear and there are over hundred thousand indian students are staying in Canada illegally after there study permit visa expired it means they knew what they were up to 99.9 indian students after they complete there study they never go back to india they were more interested to get Canada PR than study.
Identity Attack0.46028158
Insult0.42167732
Profanity0.087430455
Threat0.01187109
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.42
Nov 27, 2025 1 likes IRCC Names India in Study …
Answers canadians knew even not working for Immigration department......students from India are the largest visa fraudsters.....no wonder our kids can't find even a minimum wage summer job....if they say 40+k non compliant you know that …
Answers canadians knew even not working for Immigration department......students from India are the largest visa fraudsters.....no wonder our kids can't find even a minimum wage summer job....if they say 40+k non compliant you know that the real number is 3 times that over 100K.....as a matter how to find them.....start with Brampton, Ontario.
Identity Attack0.36702603
Insult0.25007802
Profanity0.020783609
Threat0.007948523
Severe Toxicity0.010375977
Moderate 0.32919475 Constructive 0.543 Unverified_Claim
Oct 3, 2025 IRCC Names India in Study …
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)
WOW, I WHOLEHEARTEDLY AGREED WITH MOST OF THE COMMENTS HERE. My parents immigrated here nearly 40 years ago and married to a Canadian. HONESTLY, this IS NOT THE CANADIAN LIFE that I ONCE knew. To …
WOW, I WHOLEHEARTEDLY AGREED WITH MOST OF THE COMMENTS HERE. My parents immigrated here nearly 40 years ago and married to a Canadian. HONESTLY, this IS NOT THE CANADIAN LIFE that I ONCE knew. To those whose visas are expiring, PLEASE either go home to your home country; or, if you CHOOSE to REMAIN here in Canada, PLEASE RESPECT CANADIAN CULTURE!!! I am an immigrant myself, I have integrated myself to the Canadian culture whilst at the same time, I still practice my own culture at home and at my home country!!!
Identity Attack0.13591312
Insult0.06634661
Profanity0.021535112
Threat0.007909686
Severe Toxicity0.0077438354
Low Tox 0.19939905 Constructive 0.769 Personal_Narrative
Aug 30, 2025 3 likes Why Canadians Are Turning Against …
5:30 minutes in guy on the bike is right in some aspects as I’ve worked with a few and they’re slow and take longer to pick things up they do eventually get the hang of …
5:30 minutes in guy on the bike is right in some aspects as I’ve worked with a few and they’re slow and take longer to pick things up they do eventually get the hang of things but their work ethic is very low. However with the IQ he is SPOT ON. I’ve literally tested this in and shown immigrants in Canada a picture of Adolf Hitler swastika armband in sight and all and asked them if they knew who he was and I’ve only had ONE immigrant answer correctly, and most of the people I asked were here in Canada on student visas!
Identity Attack0.07425626
Insult0.07396803
Profanity0.03715288
Threat0.00967031
Severe Toxicity0.0051116943
Low Tox 0.1641865 Constructive 0.711 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
but she knew the visa was temporary ?
but she knew the visa was temporary ?
Identity Attack0.00207188
Insult0.007170874
Profanity0.011116544
Threat0.0062849927
Severe Toxicity0.0005674362
Low Tox 0.01005285 Moderate Con 0.318 Question
Feb 13, 2026 Canada's tighter immigration policy divides …

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.