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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

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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

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Active: "Many Punjabis are from Pakistan …" 3 comments
SO MANY PUNJABIS, IT BECAME MINI PAKISTAN
SO MANY PUNJABIS, IT BECAME MINI PAKISTAN
Identity Attack0.38318536
Insult0.3388922
Profanity0.16636424
Threat0.06432246
Severe Toxicity0.104393706
Moderate 0.3389984 Low Con 0.21 Identity_Assertion
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Many Punjabis are from Pakistan n people who migrated before independence n those who not willing to connect themselves with Indians that's why they make a strong community abroad...this applies to srilankan refugees as well.... …
Many Punjabis are from Pakistan n people who migrated before independence n those who not willing to connect themselves with Indians that's why they make a strong community abroad...this applies to srilankan refugees as well.... India pakistan division is the major reason for such migration Indians from other states move only if they get job n bring only their wife n move back to India later....
Identity Attack0.18235919
Insult0.06250052
Profanity0.025087673
Threat0.008867673
Severe Toxicity0.0062561035
Low Tox 0.15656179 Constructive 0.672 Comparative_Framing
Feb 6, 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.