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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "Indians do this everywhere all …" 108 comments · Page 5 of 5
It's not just Brampton, Indians have taken every job at gas stations, Tim Hortons, fast food, retail stores, you name it... They're everywhere.
It's not just Brampton, Indians have taken every job at gas stations, Tim Hortons, fast food, retail stores, you name it... They're everywhere.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.17070955
Insult0.033790905
Profanity0.017914234
Threat0.007314181
Severe Toxicity0.0037384033
Low Tox 0.15213956 Constructive 0.53
Oct 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I live in Toronto and it is full of Indian students. They are everywhere, every business, gas stations, grocery stores, dollar stores, all basic jobs you find indians. They can get visas for their spouses, …
I live in Toronto and it is full of Indian students. They are everywhere, every business, gas stations, grocery stores, dollar stores, all basic jobs you find indians. They can get visas for their spouses, their parents so easily. How is it so easy for them to get into Canada. Some can hardly speak English. Its hard to even get a basic job.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.14233272
Insult0.03423163
Profanity0.014498309
Threat0.0065827454
Severe Toxicity0.0030517578
Low Tox 0.15048122 Constructive 0.631 Personal_Narrative
Nov 20, 2025 92 likes Quebec Ends Economic Immigration Program …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting a job is almost no chance because they will only hire their own people. Kinda messed up, and definitely think something needs to be done.... Still winter, wouldnt mind seeing some more ice... if you know what i mean eh.
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Video sentiment →
Identity Attack0.11047905
Insult0.04090862
Profanity0.02522431
Threat0.0074436385
Severe Toxicity0.0041770935
Low Tox 0.14950264 Constructive 0.648
Jan 27, 2026 Inside Canada's Indian Invasion...
I spent 9 years in brampton, honestly indian people were always super nice... yes there were some outliers but there's outliers in every race.... people are people there are good and bad people everywhere.
I spent 9 years in brampton, honestly indian people were always super nice... yes there were some outliers but there's outliers in every race.... people are people there are good and bad people everywhere.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.026831545
Profanity0.044668075
Threat0.008220384
Severe Toxicity0.00459671
Low Tox 0.11336674 Constructive 0.726
Sep 27, 2025 45 likes Inside Canada's Indian Metropolis (Brampton)
Excellent video. As a white Canadian of European background, I love Indian people. They do their best to find a place in this world and to contribute to Canada in any way they can. With …
Excellent video. As a white Canadian of European background, I love Indian people. They do their best to find a place in this world and to contribute to Canada in any way they can. With that being said, there are bad apples everywhere; let's not judge all by the actions of a few.
Inside Canada's Indian Metropolis (Brampton) · 60: Cluster #59
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.026058068
Profanity0.019758832
Threat0.0076119336
Severe Toxicity0.0025749207
Low Tox 0.11202335 Constructive 0.794
Oct 3, 2025 12 likes Inside Canada's Indian Metropolis (Brampton)
Yes, My Husband and I are shocked. We noticed that there are so many Indian Nationals when we visited Vancouver BC (2023) and Toronto (2024). There everywhere, even at the airport. Most of the TSAs …
Yes, My Husband and I are shocked. We noticed that there are so many Indian Nationals when we visited Vancouver BC (2023) and Toronto (2024). There everywhere, even at the airport. Most of the TSAs are Indian nationals too.
Inside Canada's Indian Invasion... · 66: Cluster #65
Close reading → Discourse → Video sentiment →
Identity Attack0.10815793
Insult0.023479814
Profanity0.014498309
Threat0.006686311
Severe Toxicity0.0025177002
Low Tox 0.10956833 Constructive 0.737 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro I am a true Canadian and the Indian people are everywhere
Bro I am a true Canadian and the Indian people are everywhere
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.023479814
Profanity0.02522431
Threat0.007754337
Severe Toxicity0.004119873
Low Tox 0.10609736 Constructive 0.52 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I visited Brampton over New Year's 2018. I couldn't believe how huge the Indian community was at the time. The weather was extremely brutal, so we didn't go out much. Everywhere we did go was …
I visited Brampton over New Year's 2018. I couldn't believe how huge the Indian community was at the time. The weather was extremely brutal, so we didn't go out much. Everywhere we did go was ALL Indian! I was visiting a friend's family. I remember asking him if there were any cultural conflicts between the immigrants and the Canadians. At the time, it didn't seem to be a problem. Evidently, a lot has changed since then!
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.023995465
Profanity0.014600786
Threat0.0073918556
Severe Toxicity0.002708435
Low Tox 0.09958932 Constructive 0.776
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)

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.