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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: "i strongly believe that the …" 6 comments
i strongly believe that the Punjab state in India will not be able to accommodate if all the Punjabis around the world return to live there in Punjab, India
i strongly believe that the Punjab state in India will not be able to accommodate if all the Punjabis around the world return to live there in Punjab, India
Identity Attack0.3817989
Insult0.0811385
Profanity0.062454045
Threat0.030623792
Severe Toxicity0.016190045
Moderate 0.30136615 Moderate Con 0.301 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The gentleman’s comment about the IQ levels of Sub-Saharan Africans was completely below the belt. Regardless, I believe such generalizations are harmful and unacceptable. Even though the statement was broad and generalized, I strongly object …
The gentleman’s comment about the IQ levels of Sub-Saharan Africans was completely below the belt. Regardless, I believe such generalizations are harmful and unacceptable. Even though the statement was broad and generalized, I strongly object to it. In my view, it amounts to discrimination. I do not consider it intelligent or appropriate for anyone to make such remarks.
Identity Attack0.23391083
Insult0.16846494
Profanity0.027820412
Threat0.007327127
Severe Toxicity0.005531311
Low Tox 0.2648175 Constructive 0.68 Moral_Argument
Feb 27, 2026 2 likes Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
good times make weak men, the prosperous 80's and 90's and early 2000's had made many canadians become weak and accustomed to the good times, so they voted for weak men like trudeau and carney. …
good times make weak men, the prosperous 80's and 90's and early 2000's had made many canadians become weak and accustomed to the good times, so they voted for weak men like trudeau and carney. Wait till hard times comes to see how strong canadians will become, though i believe the TDS will make hard times continue for a long time.
Identity Attack0.057492398
Insult0.16053712
Profanity0.015079016
Threat0.0072753434
Severe Toxicity0.0028419495
Low Tox 0.20126031 Moderate Con 0.463 Identity_Assertion
Feb 22, 2026 LILLEY UNLEASHED: The fall of …
As an immigrant, I strongly believe that one should keep their religion at home. If your god needs such public demonstration something is wrong. Keep it personal, keep it indoors.
As an immigrant, I strongly believe that one should keep their religion at home. If your god needs such public demonstration something is wrong. Keep it personal, keep it indoors.
Identity Attack0.1444726
Insult0.031146556
Profanity0.020783609
Threat0.0084793
Severe Toxicity0.0037002563
Low Tox 0.16591948 Constructive 0.572
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Excellent video my friend! I am first Nations. Aboriginal. My family has been in Canada for approximately 500 to 700 generations give or take. Which is about 5000 or 10,000 years. I am Inuit. I …
Excellent video my friend! I am first Nations. Aboriginal. My family has been in Canada for approximately 500 to 700 generations give or take. Which is about 5000 or 10,000 years. I am Inuit. I believe that it will get to a point where Canadians will not be passive anymore. There is going to be a breaking point and I don't know when that will be. But I do believe Canadians are strong enough and they will not allow it to get to a certain point after that breaking point. I can already see the tensions happening. I can already see the uneasiness of Canadians and it's bound to hit a boiling point. Just in the past 10 years I have watched my country morph into something that's almost unrecognizable.
Identity Attack0.026207991
Insult0.02212623
Profanity0.017777596
Threat0.008582866
Severe Toxicity0.0021839142
Low Tox 0.056263726 Constructive 0.838
Sep 6, 2025 9 likes Why Canadians Are Turning Against …

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.