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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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Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "canada is being taken with …" 86 comments · Page 4 of 4
Allowing parents and grandparents in, who contributed and will not contribute but only take is a major problem. Canadas bleeding heart caused this and was taken advantage of
Allowing parents and grandparents in, who contributed and will not contribute but only take is a major problem. Canadas bleeding heart caused this and was taken advantage of
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.014350293
Insult0.023221988
Profanity0.010552917
Threat0.0066215824
Severe Toxicity0.0013160706
Low Tox 0.05255287 Moderate Con 0.348 Policy_Critique
Jan 20, 2026 1 likes Why Canada’s immigration system has …
Im not sorry but theve taken our jobs homes food low income services i want canada to become the 51st state and then ice will take them out
Im not sorry but theve taken our jobs homes food low income services i want canada to become the 51st state and then ice will take them out
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0074365693
Insult0.022577424
Profanity0.0113215
Threat0.008738215
Severe Toxicity0.0018310547
Low Tox 0.05255287 Moderate Con 0.463
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, full-time enrollment, and residency on a quarterly basis. It would drastically limit people becoming ghosts in the system. Refugees and asylum seekers should be allowed 1 appeal only and removed immediately if their claim has been denied. A 90-day grace period should be enacted to get their paperwork and affairs in order. If you're here for a better life, steps should be taken to ensure you're actively trying to accomplish that goal until citizenship is granted. Jmho.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.024198212
Insult0.018323302
Profanity0.012107162
Threat0.008712323
Severe Toxicity0.0018596649
Low Tox 0.045625936 Constructive 0.697 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
We have the power in numbers and have taken Canada
We have the power in numbers and have taken Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.019374741
Insult0.014884921
Profanity0.01309778
Threat0.010110466
Severe Toxicity0.0020313263
Low Tox 0.044141594 Low Con 0.274 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Tim Hortons is completely taken over even the ones out in the middle of nowhere are the same as you see in this video, same with any entry level job that has gone corporate in …
Tim Hortons is completely taken over even the ones out in the middle of nowhere are the same as you see in this video, same with any entry level job that has gone corporate in Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005401687
Insult0.021094928
Profanity0.01220964
Threat0.0061878995
Severe Toxicity0.00096321106
Low Tox 0.0414203 Moderate Con 0.44 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
This is perfect. Right before I move out, all the houses are going to be taken by people who don't have my country's best interests in mind. 😔 Hopefully young people can encourage some change …
This is perfect. Right before I move out, all the houses are going to be taken by people who don't have my country's best interests in mind. 😔 Hopefully young people can encourage some change to the country. I want Canada to be a good place to live.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009360458
Insult0.01625293
Profanity0.00950252
Threat0.0064532873
Severe Toxicity0.0009775162
Low Tox 0.035691574 Constructive 0.598 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Born in ontario in 97, a complete disaster has taken place pretty well across canada and it will never get better. Im hoping that you will be able to provide some evidence of this disaster …
Born in ontario in 97, a complete disaster has taken place pretty well across canada and it will never get better. Im hoping that you will be able to provide some evidence of this disaster this has impacted the majority of canadiens in a negative regard.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009693438
Insult0.014732921
Profanity0.009357343
Threat0.006576272
Severe Toxicity0.00084400177
Low Tox 0.030977672 Constructive 0.631 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed …
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed asylum here. They knew they would be rejected, but they said it would take six months until then, and they were being taken care of by our government. For everything. They said several of their friends had done the same... It seemed well known as a way to travel free in Canada...
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.022791367
Insult0.011122898
Profanity0.011150704
Threat0.0061878995
Severe Toxicity0.0010633469
Low Tox 0.03062413 Constructive 0.748 Personal_Narrative
Feb 25, 2026 'We do know that there's …
Unrealistic take on this matter…they are on both sides of the service centres of Canada …they have taken the jobs in gov…as most take HR certification and then hire their own kind…. Challenge for you….walk …
Unrealistic take on this matter…they are on both sides of the service centres of Canada …they have taken the jobs in gov…as most take HR certification and then hire their own kind…. Challenge for you….walk into Canaada Service centre….see for yourself….. it’s like a commune.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.0043657473
Insult0.015948927
Profanity0.009733095
Threat0.0059386934
Severe Toxicity0.0006914139
Low Tox 0.025674535 Constructive 0.504 Policy_Critique
Feb 22, 2026 3 likes LILLEY UNLEASHED: The fall of …
AI has taken over most of the jobs in Canada.
AI has taken over most of the jobs in Canada.
Inside Canada's Indian Invasion... · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.00725158
Insult0.012452906
Profanity0.010313802
Threat0.006317357
Severe Toxicity0.0008869171
Low Tox 0.02402467 Low Con 0.22 Economic_Argument
Feb 18, 2026 Inside Canada's Indian Invasion...
Canada has to stop funding all programs to foreign countries....we need to fund our country first...we are not bad unconcerned citizens...we just don't want to be taken advantage of....we are broke!
Canada has to stop funding all programs to foreign countries....we need to fund our country first...we are not bad unconcerned citizens...we just don't want to be taken advantage of....we are broke!
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00022114928
Insult0.0005871058
Profanity0.00003183165
Threat0.00005655146
Severe Toxicity0.0000020115463
Low Tox 0.0019068342 Economic_Argument
Apr 16, 2025

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.