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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: "Vote liberal" 326 comments · Page 12 of 14
All for Liberal Votes At Any Cost!
All for Liberal Votes At Any Cost!
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.01374736
Insult0.018452216
Profanity0.01261955
Threat0.008919456
Severe Toxicity0.0020217896
Low Tox 0.046368107 Low Con 0.138
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The Liberals are spending billions to win votes. They don’t seem to prioritize Canadians’ long-term interests. Instead, it feels like they are focused on gaining power and using taxpayer money for their own benefit.
The Liberals are spending billions to win votes. They don’t seem to prioritize Canadians’ long-term interests. Instead, it feels like they are focused on gaining power and using taxpayer money for their own benefit.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.012441003
Insult0.02373764
Profanity0.010228404
Threat0.0060778605
Severe Toxicity0.0009870529
Low Tox 0.046120718 Moderate Con 0.341 Policy_Critique
Feb 24, 2026 7 likes 'We do know that there's …
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.016762028
Insult0.017743196
Profanity0.0113385795
Threat0.009722093
Severe Toxicity0.0017642975
Low Tox 0.045378547 Moderate Con 0.339 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Carney liberals have already voted against a conservative bill that would ban extortion convicts from claiming refugee status to avoid deportation. These guys ain't going anywhere. In fact, they're getting better health care coverage than …
Carney liberals have already voted against a conservative bill that would ban extortion convicts from claiming refugee status to avoid deportation. These guys ain't going anywhere. In fact, they're getting better health care coverage than the average Canadian tax payer
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.017264472
Insult0.02051482
Profanity0.01084327
Threat0.0064468146
Severe Toxicity0.0011110306
Low Tox 0.045131154 Moderate Con 0.356 Policy_Critique
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
5:51 - and who will provide the disability? Democrat / liberal policy, which is what this is about. Votes
5:51 - and who will provide the disability? Democrat / liberal policy, which is what this is about. Votes
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.017163984
Insult0.017420914
Profanity0.011441057
Threat0.006576272
Severe Toxicity0.0011873245
Low Tox 0.044883765 Low Con 0.292
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
By voting for a liberal party for the last 10 years.By the way I didn’t vote for the Liberals.
By voting for a liberal party for the last 10 years.By the way I didn’t vote for the Liberals.
How Canada broke its immigration system · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.019073274
Insult0.017485369
Profanity0.011355659
Threat0.0066798385
Severe Toxicity0.0011062622
Low Tox 0.044388983 Moderate Con 0.462
Dec 14, 2025 How Canada broke its immigration …
Keep voting Liberal, eh!
Keep voting Liberal, eh!
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.013345404
Insult0.018516673
Profanity0.012107162
Threat0.0068028234
Severe Toxicity0.001449585
Low Tox 0.04290464 Low Con 0.279 Humor_Satire
Jan 20, 2026 5 likes Why Canada’s immigration system has …
keep voting liberal,,,,
keep voting liberal,,,,
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.01465176
Insult0.018516673
Profanity0.012004685
Threat0.007094103
Severe Toxicity0.0015830994
Low Tox 0.04240986 Low Con 0.233 Call_To_Action
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Canadians love voting for Liberals.
Canadians love voting for Liberals.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.025002124
Insult0.016556932
Profanity0.012722028
Threat0.006356194
Severe Toxicity0.0013160706
Low Tox 0.04166769 Low Con 0.251 Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
Last week the block and the liberal party voted down in the House of Commons Immediate deportation for non residents of Canada
Last week the block and the liberal party voted down in the House of Commons Immediate deportation for non residents of Canada
Canadian immigration officers investigating hundreds identified by extortion … · 92: Cluster #91
Close reading → Discourse → Video sentiment →
Identity Attack0.020279141
Insult0.013402912
Profanity0.010826191
Threat0.008155655
Severe Toxicity0.0012397766
Low Tox 0.04067813 Moderate Con 0.323 Unverified_Claim
Feb 20, 2026 Canadian immigration officers investigating hundreds …
They Keep voting Liberal
They Keep voting Liberal
Quebec Ends Economic Immigration Program | Your Morning · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.017364962
Insult0.015568925
Profanity0.014464149
Threat0.0071588317
Severe Toxicity0.0015830994
Low Tox 0.039935954 Low Con 0.232
Nov 22, 2025 Quebec Ends Economic Immigration Program …
keep voting carney or whoever comes up as the new liberal leader y'all
keep voting carney or whoever comes up as the new liberal leader y'all
Canada’s new rules in 2026 · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.0047172266
Insult0.018967867
Profanity0.012995303
Threat0.007741391
Severe Toxicity0.0012207031
Low Tox 0.03969839 Low Con 0.177
Jan 13, 2026 Canada’s new rules in 2026
Liberal want them for votes where do you think they get their seats
Liberal want them for votes where do you think they get their seats
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.012842959
Insult0.01625293
Profanity0.012414595
Threat0.007145886
Severe Toxicity0.0010442734
Low Tox 0.03781283 Low Con 0.252 Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Most of Canadians support Healthcare benefits for everybody. Otherwise they wouldn't vote Liberals.
Most of Canadians support Healthcare benefits for everybody. Otherwise they wouldn't vote Liberals.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.019173764
Insult0.016860934
Profanity0.010467518
Threat0.006479179
Severe Toxicity0.0011825562
Low Tox 0.037105743 Moderate Con 0.414 Comparative_Framing
Feb 24, 2026 2 likes 'We do know that there's …
Simple, vote in the liberal government. The assurance that they were always put others first before any Canadian citizens.
Simple, vote in the liberal government. The assurance that they were always put others first before any Canadian citizens.
How Canada broke its immigration system · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.016159095
Insult0.016100928
Profanity0.009716015
Threat0.0062914654
Severe Toxicity0.00096797943
Low Tox 0.036162965 Moderate Con 0.382
Jun 18, 2025 10 likes How Canada broke its immigration …
Dont worry Canadians just vote in the Liberals for another term im sure they will fix it.
Dont worry Canadians just vote in the Liberals for another term im sure they will fix it.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.018369852
Insult0.014428918
Profanity0.011492296
Threat0.007974415
Severe Toxicity0.0013542175
Low Tox 0.035691574 Low Con 0.268 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
By voting liberal over and over
By voting liberal over and over
How Canada broke its immigration system · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.011839314
Insult0.015036922
Profanity0.014088398
Threat0.0072882893
Severe Toxicity0.0014305115
Low Tox 0.035220183 Low Con 0.268 Policy_Critique
Jun 19, 2025 3 likes How Canada broke its immigration …
This is what the same people complaining but voted the liberal party back in power.
This is what the same people complaining but voted the liberal party back in power.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.006955597
Insult0.017872108
Profanity0.011133623
Threat0.006686311
Severe Toxicity0.00084877014
Low Tox 0.034984488 Low Con 0.292
Aug 24, 2025 259 likes Why Canadians Are Turning Against …
Keep paying your taxes so the liberal government can keep their voting base up
Keep paying your taxes so the liberal government can keep their voting base up
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.008250522
Insult0.017163089
Profanity0.011543535
Threat0.006763986
Severe Toxicity0.0011253357
Low Tox 0.034984488 Low Con 0.217
Nov 14, 2019 How much do refugees and …
Liberal votes explained !
Liberal votes explained !
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.011099357
Insult0.015948927
Profanity0.011355659
Threat0.0067963502
Severe Toxicity0.0012493134
Low Tox 0.034748793 Low Con 0.28
Jan 27, 2026 Inside Canada's Indian Invasion...
She’s was told to let whoever into Canada as long as they vote liberal
She’s was told to let whoever into Canada as long as they vote liberal
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.017264472
Insult0.012794908
Profanity0.011475217
Threat0.0067316215
Severe Toxicity0.0010728836
Low Tox 0.034513097 Low Con 0.233 Unverified_Claim
Feb 26, 2026 292 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
they're all liberal votes
they're all liberal votes
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.016058605
Insult0.0154929245
Profanity0.01764096
Threat0.0071847234
Severe Toxicity0.0015735626
Low Tox 0.034513097 Low Con 0.189 Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Keep voting liberal and you'll keep getting the same results.
Keep voting liberal and you'll keep getting the same results.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.012061302
Insult0.014504919
Profanity0.010945748
Threat0.007068211
Severe Toxicity0.0012207031
Low Tox 0.034277402 Low Con 0.195 Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
as long as you vote liberal you're accepted
as long as you vote liberal you're accepted
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.013948337
Insult0.012414906
Profanity0.015318131
Threat0.0072882893
Severe Toxicity0.001449585
Low Tox 0.03357032 Low Con 0.222 Identity_Assertion
Nov 20, 2025 23 likes Thousands of refugees allowed into …
This is a direct result of Liberal policies, but there's a very simple solution. Vote conservative!
This is a direct result of Liberal policies, but there's a very simple solution. Vote conservative!
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.011099357
Insult0.014580919
Profanity0.011526455
Threat0.007081157
Severe Toxicity0.0011968613
Low Tox 0.032391842 Moderate Con 0.379
Aug 25, 2025 3 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.