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: "They will make a Khalistan …" 9 comments
F√¢£ khalistan if they wanna make that here!! ;)
F√¢£ khalistan if they wanna make that here!! ;)
Identity Attack0.4830652
Insult0.40243408
Profanity0.5013569
Threat0.12689553
Severe Toxicity0.3532795
Moderate 0.5885171 Low Con 0.142
Jan 27, 2026 Inside Canada's Indian Invasion...
0:36 "Khalistan" 😂. You make life so shxt to the point people don't wanna have kids only to outsource em. Modern day call centre💁🏽‍♂️
0:36 "Khalistan" 😂. You make life so shxt to the point people don't wanna have kids only to outsource em. Modern day call centre💁🏽‍♂️
Identity Attack0.2774022
Insult0.26957804
Profanity0.33141375
Threat0.015602129
Severe Toxicity0.023458159
Moderate 0.4014846 Low Con 0.282 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to …
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to just make things worse India is better without them
Identity Attack0.46028158
Insult0.34135336
Profanity0.17864552
Threat0.091630474
Severe Toxicity0.02604016
Moderate 0.39669925 Moderate Con 0.409 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Khalistan 🤡 make outside india 🗿
Khalistan 🤡 make outside india 🗿
Identity Attack0.41975367
Insult0.34314156
Profanity0.25093055
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.36095104 Low Con 0.114 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
They need to make Brampton as Khalistan not India, Punjabi never liked india.
They need to make Brampton as Khalistan not India, Punjabi never liked india.
Identity Attack0.31015682
Insult0.082619295
Profanity0.0569429
Threat0.013528148
Severe Toxicity0.011444092
Low Tox 0.26293078 Low Con 0.195 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
This makes me question all of his videos. Its a lovely place to raise a family. Things got worse in covid with mass immigration. But this is selective journalism. Canada needs immigration, it's its refugee …
This makes me question all of his videos. Its a lovely place to raise a family. Things got worse in covid with mass immigration. But this is selective journalism. Canada needs immigration, it's its refugee and asylum seekers who are a liability. Also as a sikh Indo Canadian. I couldnt care less about Khalistan.
Identity Attack0.23163283
Insult0.06984934
Profanity0.020032106
Threat0.007197669
Severe Toxicity0.0050735474
Low Tox 0.21374844 Constructive 0.782 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
They will make a Khalistan out of Canada
They will make a Khalistan out of Canada
Identity Attack0.17226285
Insult0.033239998
Profanity0.022423252
Threat0.03718498
Severe Toxicity0.007019043
Low Tox 0.18554166 Low Con 0.154 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I fully expect the next step is them making their own Khalistan nation in what is currently Canada, I expect the same from the various parts of the US like this
I fully expect the next step is them making their own Khalistan nation in what is currently Canada, I expect the same from the various parts of the US like this
Identity Attack0.08831879
Insult0.023479814
Profanity0.015864678
Threat0.010602405
Severe Toxicity0.004005432
Low Tox 0.10956833 Low Con 0.257 Fear_Threat
Feb 25, 2026 2 likes 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.