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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: "it's too late they are …" 210 comments · Page 8 of 9
Too late to stop. You already see them everywhere you go in Canada
Too late to stop. You already see them everywhere you go in Canada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010729378
Insult0.012642908
Profanity0.010621235
Threat0.008220384
Severe Toxicity0.0012493134
Low Tox 0.031684756 Low Con 0.264 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Nice to see Michelle finally being somewhat conservative lately; not sure it'll last.
Nice to see Michelle finally being somewhat conservative lately; not sure it'll last.
IRCC Names India in Study Permit Fraud | … · 92: Cluster #91
Close reading → Video sentiment →
Identity Attack0.005253696
Insult0.015568925
Profanity0.011475217
Threat0.006641001
Severe Toxicity0.00088214874
Low Tox 0.03109552 Moderate Con 0.319
Oct 1, 2025 IRCC Names India in Study …
This is actually supposed to fix since Covid😒 now it’s too late
This is actually supposed to fix since Covid😒 now it’s too late
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.012072904
Profanity0.016479544
Threat0.0070034824
Severe Toxicity0.0015068054
Low Tox 0.03062413 Low Con 0.27 Policy_Critique
Jan 20, 2026 1 likes Why Canada’s immigration system has …
It's too late, guys. They're not taking over. They've already done it. It's a finished process.
It's too late, guys. They're not taking over. They've already done it. It's a finished process.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0034592997
Insult0.012262905
Profanity0.015728042
Threat0.008841781
Severe Toxicity0.0012397766
Low Tox 0.029917045 Low Con 0.173
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Too little too late
Too little too late
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.012072904
Profanity0.016547862
Threat0.008427517
Severe Toxicity0.0015354156
Low Tox 0.029445656 Moderate Con 0.332 Policy_Critique
Jan 20, 2026 Why Canada’s immigration system has …
Going back to the late 70s my dad used to call it Bramladesh
Going back to the late 70s my dad used to call it Bramladesh
Inside Canada's Indian Metropolis (Brampton) · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.010063417
Insult0.011312899
Profanity0.019280603
Threat0.008181547
Severe Toxicity0.0016880035
Low Tox 0.02873857 Moderate Con 0.362 Personal_Narrative
Jan 26, 2026 13 likes Inside Canada's Indian Metropolis (Brampton)
Canada was sold back in 2015; it's already too late. Not just tim hortins anymore, they are higher positions of power and steer policy to better themselves
Canada was sold back in 2015; it's already too late. Not just tim hortins anymore, they are higher positions of power and steer policy to better themselves
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0075845607
Insult0.015644927
Profanity0.010365041
Threat0.006686311
Severe Toxicity0.0009059906
Low Tox 0.028620722 Low Con 0.267 Unverified_Claim
Oct 3, 2025 2 likes IRCC Names India in Study …
Bro is about 20 years late
Bro is about 20 years late
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005660672
Insult0.012946909
Profanity0.01846078
Threat0.008945347
Severe Toxicity0.0015068054
Low Tox 0.027913637 Low Con 0.205 Humor_Satire
Feb 6, 2026 Inside Canada's Indian Invasion...
You're about a decade late on this one.
You're about a decade late on this one.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0027748393
Insult0.014048916
Profanity0.013507691
Threat0.00780612
Severe Toxicity0.0010490417
Low Tox 0.027677942 Low Con 0.266 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Decisions made by politicians and consequences. Irreversible and already too late.
Decisions made by politicians and consequences. Irreversible and already too late.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0019886347
Insult0.014086916
Profanity0.009596458
Threat0.0069905366
Severe Toxicity0.0007247925
Low Tox 0.026499467 Moderate Con 0.304 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds …
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds of job applications to date and I only got a response. I have no choice but to take that job in fastfood restaurant just to make a living. Don't worry, if I still don't get a job aligned to my profession in few months, I will leave. I'm tired..
How Canada broke its immigration system · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.009027477
Insult0.0113509
Profanity0.01174849
Threat0.006861079
Severe Toxicity0.00094890594
Low Tox 0.026499467 Constructive 0.758 Personal_Narrative
Jul 1, 2025 3 likes How Canada broke its immigration …
Its too late now
Its too late now
Inside Canada's Indian Metropolis (Brampton) · 381: Cluster #380
Close reading → Discourse → Video sentiment →
Identity Attack0.0038292783
Insult0.010590895
Profanity0.017436003
Threat0.008919456
Severe Toxicity0.0015735626
Low Tox 0.02638162 Moderate Con 0.348 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Christ Jesus is coming back soon folks. May we all repent and live for him before its to late ✝️🕊
Christ Jesus is coming back soon folks. May we all repent and live for him before its to late ✝️🕊
Canadian immigration officers investigating hundreds identified by extortion … · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.008546505
Insult0.009260887
Profanity0.014566627
Threat0.008401625
Severe Toxicity0.0016403198
Low Tox 0.026145924 Moderate Con 0.374 Meta_Commentary
Feb 19, 2026 1 likes Canadian immigration officers investigating hundreds …
actually we LOVE it ...way too late
actually we LOVE it ...way too late
Canada's tighter immigration policy divides the country • … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0041067624
Insult0.010742896
Profanity0.017094411
Threat0.008026198
Severe Toxicity0.0017261505
Low Tox 0.025556687 Moderate Con 0.47 Solidarity
Feb 11, 2026 Canada's tighter immigration policy divides …
To all my viewers and subscribers, I really appreciate your comments. Although I'm late to respond to some due to the overwhelming amount, I'll do my best to touch base. Once again, I want to …
To all my viewers and subscribers, I really appreciate your comments. Although I'm late to respond to some due to the overwhelming amount, I'll do my best to touch base. Once again, I want to thank you all for your engagement. Stay tuned for more. 😊😊😊
Why Canadians Are Turning Against Immigrants. · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.007991537
Insult0.009906891
Profanity0.018255826
Threat0.0100069
Severe Toxicity0.0019168854
Low Tox 0.025085296 Constructive 0.679 Meta_Commentary
Aug 30, 2025 3 likes Why Canadians Are Turning Against …
Excellent, late decision but will be helpful to regain some sort of stability for people born here and have no job or future.
Excellent, late decision but will be helpful to regain some sort of stability for people born here and have no job or future.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006474625
Insult0.011920903
Profanity0.010108846
Threat0.006479179
Severe Toxicity0.00079631805
Low Tox 0.02449606 Constructive 0.545 Economic_Argument
Nov 20, 2025 20 likes Quebec Ends Economic Immigration Program …
Too late
Too late
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0025343532
Insult0.010590895
Profanity0.014669105
Threat0.008090926
Severe Toxicity0.0012874603
Low Tox 0.02402467 Moderate Con 0.434
Dec 23, 2025 1 likes Deportations From Canada at Their …
Same thing is happening to the whole of Australia, something needs to change before it’s too late
Same thing is happening to the whole of Australia, something needs to change before it’s too late
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.00847251
Insult0.0096028885
Profanity0.012346277
Threat0.008789998
Severe Toxicity0.0012493134
Low Tox 0.023906821 Moderate Con 0.38 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Like dropping bricks in the Grand Canyon, this is over a decade too late.
Like dropping bricks in the Grand Canyon, this is over a decade too late.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0022846176
Insult0.011008898
Profanity0.011594773
Threat0.008738215
Severe Toxicity0.0011396408
Low Tox 0.023553278 Low Con 0.099
Dec 26, 2025 Deportations From Canada at Their …
Let's be honest.... Its probably too late for Canada.
Let's be honest.... Its probably too late for Canada.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.008620501
Insult0.0105148945
Profanity0.00997221
Threat0.0072753434
Severe Toxicity0.00096321106
Low Tox 0.022256956 Low Con 0.198
Aug 25, 2025 18 likes Why Canadians Are Turning Against …
To little to late.
To little to late.
Canada’s new rules in 2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0017296498
Insult0.010666896
Profanity0.012448754
Threat0.007883795
Severe Toxicity0.001039505
Low Tox 0.021314176 Moderate Con 0.379
Jan 8, 2026 11 likes Canada’s new rules in 2026
It's too late!
It's too late!
Inside Canada's Indian Invasion... · 381: Cluster #380
Close reading → Discourse → Video sentiment →
Identity Attack0.0018961402
Insult0.010248893
Profanity0.012722028
Threat0.007793174
Severe Toxicity0.001168251
Low Tox 0.021314176 Low Con 0.284 Fear_Threat
Feb 10, 2026 Inside Canada's Indian Invasion...
Very late
Very late
Canadian immigration officers investigating hundreds identified by extortion … · 131: Cluster #130
Close reading → Video sentiment →
Identity Attack0.0030153254
Insult0.0092228865
Profanity0.015283971
Threat0.008220384
Severe Toxicity0.001373291
Low Tox 0.019100413 Moderate Con 0.413
Feb 18, 2026 Canadian immigration officers investigating hundreds …
This has been going for more than 15 years. Its too late.
This has been going for more than 15 years. Its too late.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0019608864
Insult0.009564889
Profanity0.011201942
Threat0.006977591
Severe Toxicity0.00071048737
Low Tox 0.017466826 Low Con 0.27 Policy_Critique
Feb 19, 2026 Canadian immigration officers investigating hundreds …
This action is in the right direction, yet, it's like 5 years late.
This action is in the right direction, yet, it's like 5 years late.
IRCC Names India in Study Permit Fraud | … · 117: Cluster #116
Close reading → Video sentiment →
Identity Attack0.0023216156
Insult0.009070885
Profanity0.011936366
Threat0.0077025536
Severe Toxicity0.00084877014
Low Tox 0.016964182 Moderate Con 0.363
Oct 4, 2025 1 likes IRCC Names India in Study …

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.