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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: "About to happen in Japan" 6 comments
It seems this is happening all over the world, USA, Canada, Australia, Japan, when will it end? Erecting a giant blue demon would have made me move immediately.
It seems this is happening all over the world, USA, Canada, Australia, Japan, when will it end? Erecting a giant blue demon would have made me move immediately.
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.023997234
Insult0.0836065
Profanity0.27005023
Threat0.04167421
Severe Toxicity0.022064678
Moderate 0.36456755 Moderate Con 0.349 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I wonder why they would like to live in the US so much? I've been there and I've met a lot of people from there, I am a tour guide from spain. I would say …
I wonder why they would like to live in the US so much? I've been there and I've met a lot of people from there, I am a tour guide from spain. I would say the US its an ok country, with good job opportunities, nice infraestructure but with a lot of problems of drug abuse, homelessness and crime Specially for a so called "developed nation". I was shocked when I heard that there are what you call school shootings there! Why don't you tackle that problem and alow it to happen? I have never seen that, in such a scale in more developed countries like switzerland, japan or south korea.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.06267534
Profanity0.04592061
Threat0.025271246
Severe Toxicity0.0059127808
Low Tox 0.17285149 Constructive 0.807 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The population comment by the Pakistani isn't 100% accurate. Sure immigration plays a big role, but undeniably the South Asians still care about having kids and forming a strong family. In my school, most students …
The population comment by the Pakistani isn't 100% accurate. Sure immigration plays a big role, but undeniably the South Asians still care about having kids and forming a strong family. In my school, most students just want to enjoy life, have kids in the far future, and they don't really care about family ties like these cultures do. They'll be tight with their parents but barely know their cousins or uncles. They'll be in their late 30s finally looking to get married and have kids, which is just not realistic biologically. 45 is the average age for menopause, and you see symptoms of menopause happen before then. Not rare to see a woman get perimenopausal symptoms at age 40. Meanwhile these Asians get married "young" (normal age back in the day), and they plan their future around their family's growth. Can't really blame it on immigration when other nations like Japan and Korea don't see a huge immigrant population from South Asia and still show insanely low birth rates for the locals, because they follow the secular societal standard of having one kid so you can enjoy life. South Asians could be living in a shack and still have 5 kids. We make fun of that in the west, and now our population is on a nosedive.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.15945168
Insult0.06442356
Profanity0.03915693
Threat0.008492245
Severe Toxicity0.005645752
Low Tox 0.165053 Constructive 0.796
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It's your own fault, you could have looked at the UK, Singapore, USA, Malaysia to see that this was going to happen. It's already happening in mass to Australia, Japan, New Zealand, Ireland.
It's your own fault, you could have looked at the UK, Singapore, USA, Malaysia to see that this was going to happen. It's already happening in mass to Australia, Japan, New Zealand, Ireland.
Inside Canada's Indian Metropolis (Brampton) · 31: Cluster #30
Close reading → Video sentiment →
Identity Attack0.014249804
Insult0.01890341
Profanity0.01620627
Threat0.010239923
Severe Toxicity0.0020313263
Low Tox 0.06896287 Low Con 0.249
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
About to happen in Japan
About to happen in Japan
Inside Canada's Indian Invasion... · 288: Cluster #287
Close reading → Discourse → Video sentiment →
Identity Attack0.018872296
Insult0.0105148945
Profanity0.024404489
Threat0.018537397
Severe Toxicity0.0033950806
Low Tox 0.050078966 Moderate Con 0.348 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
People work and spend and bring up economy. All this will eventually catch up and shrink the economy. Seen it happen one example is UK , Japan and USA. In a few years it will …
People work and spend and bring up economy. All this will eventually catch up and shrink the economy. Seen it happen one example is UK , Japan and USA. In a few years it will show
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006363631
Insult0.010020891
Profanity0.011902207
Threat0.008466354
Severe Toxicity0.0011491776
Low Tox 0.02449606 Moderate Con 0.324 Economic_Argument
Nov 21, 2025 Quebec Ends Economic Immigration Program …

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.