Skip to content
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: "At this rate all of …" 189 comments · Page 8 of 8
$420 / 12 months = $35 ( NO HWLP WITH COST OF LIVING) food alone is going up at MUCH higher rate
$420 / 12 months = $35 ( NO HWLP WITH COST OF LIVING) food alone is going up at MUCH higher rate
Canada’s new rules in 2026 · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.0019053896
Insult0.008956885
Profanity0.0118680475
Threat0.0062914654
Severe Toxicity0.001168251
Low Tox 0.020231359 Low Con 0.292 Economic_Argument
Jan 20, 2026 2 likes Canada’s new rules in 2026
We have a serious unemployment crisis in this country that is particularly affecting young Canadians. The unemployment rate has been continuously going up over the last three years. It has now hit 7.1%, but the …
We have a serious unemployment crisis in this country that is particularly affecting young Canadians. The unemployment rate has been continuously going up over the last three years. It has now hit 7.1%, but the youth unemployment rate is really at catastrophic levels, at 14.5%. Many young people are desperately looking for jobs and are unable to find them.
IRCC Names India in Study Permit Fraud | … · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.0052906936
Insult0.010818896
Profanity0.009784333
Threat0.0062008454
Severe Toxicity0.0006341934
Low Tox 0.019854378 Constructive 0.581 Economic_Argument
Sep 30, 2025 25 likes IRCC Names India in Study …
Let's implement measures to increase the Canadian birth rate.
Let's implement measures to increase the Canadian birth rate.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0076585566
Insult0.0075508766
Profanity0.010262563
Threat0.008246276
Severe Toxicity0.0010681152
Low Tox 0.01847211 Low Con 0.197
Dec 28, 2025 Deportations From Canada at Their …
Canadians wanted this. Be ready for 80% tax rates.
Canadians wanted this. Be ready for 80% tax rates.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.007214582
Insult0.009374888
Profanity0.009903891
Threat0.0067251488
Severe Toxicity0.00089645386
Low Tox 0.017718147 Low Con 0.232
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
Surrey is like Brampton Jr. Our insurance rates keep going up. I wonder why.
Surrey is like Brampton Jr. Our insurance rates keep going up. I wonder why.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0014429165
Insult0.011920903
Profanity0.009903891
Threat0.006136116
Severe Toxicity0.00064849854
Low Tox 0.017592486 Moderate Con 0.458
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m 25 and if I had a child right now I’d need to work a second job just to keep from going into debt. That’s why birth rates are low. It’s an economic problem, not …
I’m 25 and if I had a child right now I’d need to work a second job just to keep from going into debt. That’s why birth rates are low. It’s an economic problem, not a fertility problem.
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.00310782
Insult0.008500882
Profanity0.010979908
Threat0.0065050707
Severe Toxicity0.000667572
Low Tox 0.017089844 Moderate Con 0.464 Economic_Argument
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Canada’s fertility rate collapsed to ~1.25 (historic low). Instead of supporting families, housing, and wages, government chose population replacement via mass immigration. That’s not demographic policy — that’s demographic outsourcing.
Canada’s fertility rate collapsed to ~1.25 (historic low). Instead of supporting families, housing, and wages, government chose population replacement via mass immigration. That’s not demographic policy — that’s demographic outsourcing.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005956655
Insult0.008291881
Profanity0.008887654
Threat0.006039023
Severe Toxicity0.0006008148
Low Tox 0.014639461 Moderate Con 0.427 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The first problem is that no country has a long range plan: where do they want to be on 20/50/100 years. The basic economic plan is for growth but this is not sustainable. Reduced birth …
The first problem is that no country has a long range plan: where do they want to be on 20/50/100 years. The basic economic plan is for growth but this is not sustainable. Reduced birth rates mean that immigration is needed, if only to reduce the impact of an aging population and to reduce the demands on the young adult population. This should be aimed at getting to a sustainable state but no government is planning for it. They only plan for the current electoral cycle.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0041067624
Insult0.00806388
Profanity0.00951106
Threat0.0062008454
Severe Toxicity0.00059366226
Low Tox 0.012880214 Moderate Con 0.379 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
decrease unemployment rate?
decrease unemployment rate?
Canada’s new rules in 2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.002885833
Insult0.006847872
Profanity0.009903891
Threat0.0066151097
Severe Toxicity0.00071525574
Low Tox 0.011120965 Low Con 0.252
Jan 12, 2026 Canada’s new rules in 2026
Few years ago, Brampton overtook Mississauga in terms of population growth, also highest auto insurance rates in the country, my uncle pays 5k a year for Lexus insurance
Few years ago, Brampton overtook Mississauga in terms of population growth, also highest auto insurance rates in the country, my uncle pays 5k a year for Lexus insurance
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.001933138
Insult0.0062778685
Profanity0.009681856
Threat0.0060649146
Severe Toxicity0.00045776367
Low Tox 0.0060317097 Constructive 0.567 Economic_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I hope it's good for the country and reduce the crime rate. Too many immigrants very few doctors and housing.
I hope it's good for the country and reduce the crime rate. Too many immigrants very few doctors and housing.
· 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0056256675
Insult0.00061209034
Profanity0.00001916668
Threat0.00015330622
Severe Toxicity0.0000030212557
Low Tox 0.0055442383 Fear_Threat
Apr 13, 2025 88 likes
Youth unemployment in Quebec has been elevated, with the rate for 15- to 24-year-olds reaching 14.7% in September 2025, its highest level for that month since 2010 (excluding 2020)
Youth unemployment in Quebec has been elevated, with the rate for 15- to 24-year-olds reaching 14.7% in September 2025, its highest level for that month since 2010 (excluding 2020)
Quebec Ends Economic Immigration Program | Your Morning · 52: Cluster #51
Close reading → Video sentiment →
Identity Attack0.0014706649
Insult0.005570114
Profanity0.008622919
Threat0.0057250885
Severe Toxicity0.00032901764
Low Tox 0.003926894 Moderate Con 0.375
Nov 19, 2025 115 likes Quebec Ends Economic Immigration Program …
Do it,and if will happen show the proof before blahh blahh.so we can believe .canada is sinking the economy.crime rate increase every day.poor getting more poorer even canadian citizens .stop always planning if can’t do …
Do it,and if will happen show the proof before blahh blahh.so we can believe .canada is sinking the economy.crime rate increase every day.poor getting more poorer even canadian citizens .stop always planning if can’t do it.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0005643715
Insult0.00059326214
Profanity0.000052429514
Threat0.000051472347
Severe Toxicity0.0000025432173
Low Tox 0.0021074854
Apr 20, 2025
What about the unemployment rate Canadian citizens face as international students are working for cash and 2 or 3 jobs,
What about the unemployment rate Canadian citizens face as international students are working for cash and 2 or 3 jobs,
· 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.00009613917
Insult0.00015556141
Profanity0.000015179934
Threat0.000023953597
Severe Toxicity0.0000022308889
Low Tox 0.0004076524 Economic_Argument
Apr 15, 2025 10 likes

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.