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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.

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: "The scary thing is, there …" 5 comments
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it …
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it becomes a problem. Canada accepts a lot of immigrants more then the US but if the US had a less strict immigration policy it would probably look very similar. Canada is super under populate comparing it to other countries of the same exact size. Hey Canadians can we not be as racist as the flipping Americas. Saying that they're is an invasion of people who have proper documentation and are allowed to live in Canada is racist. To say you want people of a different race or culture is flipping racist no matter what way you spin it. It makes me so angry that fucking youtuber with no fucking degree gets to shit on others people lives and profit off of it. And the sad part is Tyler is not the only one doing this but many other youtubers are straight up doing bad journalism and taking random peoples word for it...with zero degrees in the matter they are speaking about. Yes sometime he gets people who actually know what they are talking about but most the time they are super bias or have something to gain from talking about it. Anyways, I just tired of "Scary" propaganda most the time it's not an actually issue. What we as Canadians should be focused on why you need 10+ years of experience to work a minimum wage job (And it isn't Indian immigrants fault but greedy corporations)
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.57787937
Profanity0.70384485
Threat0.03304107
Severe Toxicity0.3529199
Toxic 0.78711975 Constructive 0.734 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
That's how the natives felt when the whites invaded Canada. Do you see the hypocrisy & bigotry? The really scary part, racism and bigotry is going main stream and no one is bothered by it. …
That's how the natives felt when the whites invaded Canada. Do you see the hypocrisy & bigotry? The really scary part, racism and bigotry is going main stream and no one is bothered by it. That how things started in the 1930s and those of you aware of the history know what happened next. It started with the Jews, but totally about 550 million people dies as a result of such evil actions. So, you are starting with the Indians, then the Muslims and Africans, but you'll be the next...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.05393682
Threat0.025616571
Severe Toxicity0.023076924
Moderate 0.46186632 Constructive 0.518 Identity Attack Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
3:55 I expect Indians to be all the workers in Brampton that’s not a bad thing… what’s scary is when you go to Huntsville and it’s STILL all Indians
3:55 I expect Indians to be all the workers in Brampton that’s not a bad thing… what’s scary is when you go to Huntsville and it’s STILL all Indians
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.20201176
Profanity0.108590275
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.40336934 Moderate Con 0.419 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Many very hardworking Indian immigrants willing to do difficult work. That is a virtue. I don't see why people are so resentful. Just because things changed too fast and it's scary for them. Very childish …
Many very hardworking Indian immigrants willing to do difficult work. That is a virtue. I don't see why people are so resentful. Just because things changed too fast and it's scary for them. Very childish response with limited understanding. This kind of ignorance leads to prejudice.
Inside Canada's Indian Metropolis (Brampton) · 58: Cluster #57
Close reading → Video sentiment →
Identity Attack0.24970764
Insult0.39297962
Profanity0.04867618
Threat0.0071847234
Severe Toxicity0.007171631
Moderate 0.3722269 Constructive 0.725
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
The scary thing is, there are still 1.4 billion Indians in India, and they all would love to live in the west
The scary thing is, there are still 1.4 billion Indians in India, and they all would love to live in the west
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.22859548
Insult0.04032305
Profanity0.040409464
Threat0.009825659
Severe Toxicity0.006752014
Low Tox 0.20032968 Low Con 0.185 Fear_Threat
Nov 10, 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.