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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: "punjabi are the best / …" 5 comments
Best way to destroy a country, bring in a tonne of Indians, Punjabis, Muslims.
Best way to destroy a country, bring in a tonne of Indians, Punjabis, Muslims.
Identity Attack0.7207808
Insult0.42881694
Profanity0.25824076
Threat0.5195707
Severe Toxicity0.35368225
Moderate 0.68408644 Low Con 0.159 Identity Attack Threat
Aug 31, 2025 2 likes Why Canadians Are Turning Against …
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 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown. Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan. Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Identity Attack0.2816105
Insult0.12521741
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.008621216
Low Tox 0.26859093 Constructive 0.685 Comparative_Framing
Feb 11, 2026 4 likes Inside Canada's Indian Invasion...
The punjabi old guy, just the best.
The punjabi old guy, just the best.
Identity Attack0.033527173
Insult0.023995465
Profanity0.024541125
Threat0.009437286
Severe Toxicity0.0029945374
Low Tox 0.055274166 Moderate Con 0.369
Oct 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
punjabi are the best / elite of india. punjabis are good people. sat sri akal my brothers and sisters
punjabi are the best / elite of india. punjabis are good people. sat sri akal my brothers and sisters
Identity Attack0.024801146
Insult0.013782915
Profanity0.02385794
Threat0.009981008
Severe Toxicity0.0032806396
Low Tox 0.03592727 Moderate Con 0.458 Identity_Assertion
Jan 27, 2026 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.