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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: "liberals can change nothing, Only …" 10 comments
Canadians need Trump. Or else Canada will get 1000% worst in the next 10-20 years if nothing changes This year only 35% of Canadians voted. We need to vote out the Cancerous Liberal Party. Being …
Canadians need Trump. Or else Canada will get 1000% worst in the next 10-20 years if nothing changes This year only 35% of Canadians voted. We need to vote out the Cancerous Liberal Party. Being a liberal on Planet Earth should be illegal. They have done more damage then the Germans did
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.42367843
Profanity0.07047026
Threat0.024235269
Severe Toxicity0.017868511
Moderate 0.41168427 Low Con 0.29
Jan 5, 2026 3 likes Inside Canada's Indian Metropolis (Brampton)
Nothing's going to change as long as the Liberals are in power they're doing it to us on purpose to destroy our country and for you liberals you need to wake up you're selling out …
Nothing's going to change as long as the Liberals are in power they're doing it to us on purpose to destroy our country and for you liberals you need to wake up you're selling out your children and your grandchildren for the sake of some Olive Garden wef agenda
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.11163961
Insult0.22303216
Profanity0.030389199
Threat0.05397744
Severe Toxicity0.009994507
Moderate 0.31547862 Moderate Con 0.343 Unverified_Claim
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
You all can be sick of it yet nothing will ever change under the liberal government
You all can be sick of it yet nothing will ever change under the liberal government
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.02128403
Insult0.097093195
Profanity0.043165036
Threat0.009955117
Severe Toxicity0.003643036
Low Tox 0.20572066 Low Con 0.175
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
liberals can change nothing, Only one thing can change is liberals
liberals can change nothing, Only one thing can change is liberals
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.109318495
Insult0.0806213
Profanity0.023721304
Threat0.009100696
Severe Toxicity0.0044822693
Low Tox 0.20242359 Low Con 0.092 Humor_Satire
Feb 24, 2026 'We do know that there's …
Crazy to see tyler close to home but its a serious issue we have in Ontario we have to acknowledge this and shove it in the liberal governments face or nothing will change
Crazy to see tyler close to home but its a serious issue we have in Ontario we have to acknowledge this and shove it in the liberal governments face or nothing will change
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.009471451
Insult0.14512913
Profanity0.03489832
Threat0.03304107
Severe Toxicity0.0042915344
Low Tox 0.200795 Moderate Con 0.458 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
We have become too liberal not too conservative. Justin Trudeau has destroyed the once great country that Canada once was. Trudeau and Carney and the WEF globalists want to destroy the west so they can …
We have become too liberal not too conservative. Justin Trudeau has destroyed the once great country that Canada once was. Trudeau and Carney and the WEF globalists want to destroy the west so they can control us but as long as people keep,voting Liberal then nothing will change.
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.045901958
Insult0.07270074
Profanity0.014327513
Threat0.016465442
Severe Toxicity0.0037384033
Low Tox 0.17631748 Low Con 0.299
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
15:10, The liberal government is facilitating a social invasion to remain in power. They provide benefits to certain groups and say, "We, the liberals, did this for you. Vote for us, or you'll lose everything." …
15:10, The liberal government is facilitating a social invasion to remain in power. They provide benefits to certain groups and say, "We, the liberals, did this for you. Vote for us, or you'll lose everything." This initiative began in 2015 under the leadership of Justin Trudeau, who is often perceived as a puppet of the World Economic Forum (WEF). Your vote is overshadowed by the large cities that are controlled by liberals. If you want a glimpse of Canada, look at what's happening in England right now. If nothing changes, that could be the future of this country!💯
Why Canadians Are Turning Against Immigrants. · 105: Cluster #104
Close reading → Discourse → Video sentiment →
Identity Attack0.027815815
Insult0.07555214
Profanity0.019690514
Threat0.00789674
Severe Toxicity0.0025367737
Low Tox 0.14429577 Constructive 0.639 Unverified_Claim
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Just keep voting LIBERAL nothing will change with them in power.
Just keep voting LIBERAL nothing will change with them in power.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.025404079
Insult0.026315894
Profanity0.013029462
Threat0.008815889
Severe Toxicity0.0018787384
Low Tox 0.08083374 Low Con 0.166
Aug 25, 2025 Why Canadians Are Turning Against …
It does work… In the end, after 10 years, the liberals won again. I don’t see any reason for them to change their ways if it brings them success in our democracy. The new immigrants …
It does work… In the end, after 10 years, the liberals won again. I don’t see any reason for them to change their ways if it brings them success in our democracy. The new immigrants make a powerful voting block and as your numbers increase, their power will also increase… And I do think Canada is a very attractive destination, given all the government subsidies… Healthcare, dental care, child care, Pharma care… Subsidized, housing… To say nothing of the special refugee and immigrant programs…
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.030175667
Insult0.027841117
Profanity0.015557245
Threat0.0067316215
Severe Toxicity0.001964569
Low Tox 0.069754265 Constructive 0.68 Policy_Critique
Jun 20, 2025 How Canada broke its immigration …
Those voted for Liberals again, dont complain, you did to yourself again. Nothing will change.
Those voted for Liberals again, dont complain, you did to yourself again. Nothing will change.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.011469335
Insult0.02618698
Profanity0.012312118
Threat0.007870848
Severe Toxicity0.0015449524
Low Tox 0.0665887 Low Con 0.211
Aug 25, 2025 106 likes Why Canadians Are Turning Against …

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.