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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 was in Niagra Falls …" 5 comments
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all …
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all over one of the most beautiful water falls Ive ever seen and the only people I actually saw throwing garbage on the ground while I was there were Indians. At least a dozen seperate times in the 3 days I was there, I saw only Indians throwing their trash on the ground. Im not sh1tting on Indian people because 99% of the ones Ive met in the US were way more polite and hard working than half the Americans Ive ever met, Im just pointing out my genuine observations🤷‍♂️
Identity Attack0.44690517
Insult0.36798462
Profanity0.4044591
Threat0.016638106
Severe Toxicity0.023552058
Moderate 0.4269174 Constructive 0.685 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Niagra falls is all India 🇮🇳 Pakistan 🇵🇰...thanks to LIBERAL PARTY
Niagra falls is all India 🇮🇳 Pakistan 🇵🇰...thanks to LIBERAL PARTY
Identity Attack0.3819294
Insult0.3388922
Profanity0.20916378
Threat0.09776353
Severe Toxicity0.06011435
Moderate 0.36095104 Low Con 0.298 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I was in Niagra Falls a year ago. I thought I was in Punjab. Not the friendliest people. Very clannish and shifty. Act suspicious of everyone. I was also nearly ran off the road by …
I was in Niagra Falls a year ago. I thought I was in Punjab. Not the friendliest people. Very clannish and shifty. Act suspicious of everyone. I was also nearly ran off the road by one who deliberately tried to sideswipe me in a tractor trailer. Very dangerous!
Identity Attack0.083355546
Insult0.06250052
Profanity0.03990845
Threat0.04167421
Severe Toxicity0.0065994263
Low Tox 0.16591948 Constructive 0.682 Personal_Narrative
Jan 27, 2026 72 likes Inside Canada's Indian Invasion...
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Never rent a motel room in Niagra Falls, Canada.
Never rent a motel room in Niagra Falls, Canada.
Identity Attack0.053399716
Insult0.028832749
Profanity0.016035475
Threat0.0076637166
Severe Toxicity0.0029945374
Low Tox 0.103060275 Low Con 0.161 Personal_Narrative
Jan 27, 2026 3 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.