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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: "What a joke!!! What happened …" 8 comments
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked …
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked paramilitary to gun down unrelated soccer moms and icu nurses dead in the streets to stop the smuggling, we don't do that in Canada. we don't do the fascist thing particularly well here.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40255263
Insult0.3486032
Profanity0.16217725
Threat0.42133212
Severe Toxicity0.02514347
Moderate 0.4274071 Moderate Con 0.398 Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I hope Trump was joking when saying India will be the 51 state, i mean canada. WTF happened?
I hope Trump was joking when saying India will be the 51 state, i mean canada. WTF happened?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.053854458
Insult0.23237456
Profanity0.44431314
Threat0.00951496
Severe Toxicity0.019611536
Moderate 0.42129645 Low Con 0.278 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
If a Canadian speaks facts about whats happening in Canada we are called racist and held accountable. Theres no freedom of speech anymore. I get banned for 24 hrs for speaking the truth on social …
If a Canadian speaks facts about whats happening in Canada we are called racist and held accountable. Theres no freedom of speech anymore. I get banned for 24 hrs for speaking the truth on social media. Canada has become a joke. Canadians are moving away and migrants keep coming in. Because we can't get the support from our government and costs r sky high and jobs r no longer givin to Canadians only immigrants. Migrants come in with smiles but have a plan to destroy us and take over. Same as greedy liberals
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.30326313
Profanity0.039407436
Threat0.016638106
Severe Toxicity0.016964722
Moderate 0.36095104 Constructive 0.559
Sep 11, 2025 2 likes Why Canadians Are Turning Against …
So what happened to the native people they arent white what a joke
So what happened to the native people they arent white what a joke
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.11797678
Profanity0.09389619
Threat0.010291707
Severe Toxicity0.015544481
Moderate 0.34328604 Low Con 0.241
Jan 27, 2026 Inside Canada's Indian Invasion...
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just …
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just racism .. go to Markham filled with Chinese’s who’s stores names are written in their language they even had police station setup , go to Mississauga area filled with Arabs, go to parkdale filled with Philippines and Tibetan … every city in this country has sub section of communities and if people have issue with immigration go and complain to the government that’s allowing it to happen by selling false dreams … immigration is open to anyone as long as you have the money to support your stay here along with the necessary paperwork… plus half of the people complaining about jobs go and ask manager why they hire international kids .. cause they actually show up to work since they gotta work had to pay for high cost of living.. unlike most of the Canadian born kids that will call in sick cause they stayed up until 3 playing video games , it has nothing to do with skin color but work ethics
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.26325142
Insult0.16989174
Profanity0.03715288
Threat0.008841781
Severe Toxicity0.009727478
Low Tox 0.28547668 Constructive 0.686
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
There’s also a lot of gun violence in Brampton and home invasions. That place is the biggest joke in Ontario. Sad to see this happen
There’s also a lot of gun violence in Brampton and home invasions. That place is the biggest joke in Ontario. Sad to see this happen
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.03636306
Insult0.03885912
Profanity0.01354185
Threat0.029587816
Severe Toxicity0.0041389465
Low Tox 0.14256015 Moderate Con 0.388 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Nothing will happen. We're a joke.
Nothing will happen. We're a joke.
Canadian immigration officers investigating hundreds identified by extortion … · 79: Cluster #78
Close reading → Discourse → Video sentiment →
Identity Attack0.0028118372
Insult0.028942931
Profanity0.021876704
Threat0.00756015
Severe Toxicity0.0016975403
Low Tox 0.091913216 Low Con 0.177 Meta_Commentary
Feb 18, 2026 31 likes Canadian immigration officers investigating hundreds …
It's literally a joke and the reality here in Canada, we all know it but nothing happens
It's literally a joke and the reality here in Canada, we all know it but nothing happens
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.018872296
Insult0.02122384
Profanity0.013849284
Threat0.006330303
Severe Toxicity0.0014209747
Low Tox 0.05230548 Low Con 0.264 Humor_Satire
Jan 27, 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.