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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: "Where do we go from …" 2,613 comments · Page 95 of 105
Remove the child tax benefit. Family’s with 6 kids receive almost $60k a year completely tax free. I can’t even believe this is where our hard earned money is going.
Remove the child tax benefit. Family’s with 6 kids receive almost $60k a year completely tax free. I can’t even believe this is where our hard earned money is going.
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.0017019014
Insult0.010286893
Profanity0.010672474
Threat0.006155535
Severe Toxicity0.00064373016
Low Tox 0.01834645 Moderate Con 0.479
Aug 28, 2025 3 likes Why Canadians Are Turning Against …
Justin Trudeau said he was going to change the makeup of Canada
Justin Trudeau said he was going to change the makeup of Canada
Inside Canada's Indian Metropolis (Brampton) · 142: Cluster #141
Close reading → Video sentiment →
Identity Attack0.0061046463
Insult0.009317887
Profanity0.011014067
Threat0.006912862
Severe Toxicity0.0009393692
Low Tox 0.01822079 Low Con 0.211
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Can anyone explain what was going to happen at the end?
Can anyone explain what was going to happen at the end?
Inside Canada's Indian Invasion... · 309: Cluster #308
Close reading → Discourse → Video sentiment →
Identity Attack0.0023216156
Insult0.007123374
Profanity0.013780965
Threat0.008919456
Severe Toxicity0.0011968613
Low Tox 0.01822079 Low Con 0.24 Question
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
Wow.... That's.... Underwhelming. We have quite a few issues going on and I have a hard time believing that's the best they could come up with.
Wow.... That's.... Underwhelming. We have quite a few issues going on and I have a hard time believing that's the best they could come up with.
Canada’s new rules in 2026 · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.0028673338
Insult0.009982891
Profanity0.014395831
Threat0.00704232
Severe Toxicity0.0010299683
Low Tox 0.018095128 Moderate Con 0.472 Policy_Critique
Jan 20, 2026 1 likes Canada’s new rules in 2026
Go to Arkansas, too.
Go to Arkansas, too.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006363631
Insult0.008690883
Profanity0.012346277
Threat0.0076637166
Severe Toxicity0.0011062622
Low Tox 0.017969469 Moderate Con 0.36 Call_To_Action
Feb 27, 2026 Inside Canada's Indian Invasion...
You know, I said I wasn't going to drink tonight. I need a beer.
You know, I said I wasn't going to drink tonight. I need a beer.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0027008436
Insult0.008690883
Profanity0.0137468055
Threat0.0074954215
Severe Toxicity0.0010490417
Low Tox 0.017969469 Moderate Con 0.424 Humor_Satire
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Thats my tim hortons I go to every day.
Thats my tim hortons I go to every day.
Inside Canada's Indian Invasion... · 75: Cluster #74
Close reading → Discourse → Video sentiment →
Identity Attack0.0034962974
Insult0.009165886
Profanity0.015249812
Threat0.007417747
Severe Toxicity0.0011444092
Low Tox 0.017843807 Moderate Con 0.444 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
If we practice these questions, Our test , will go well ,and we will get 2o out of 20 marks
If we practice these questions, Our test , will go well ,and we will get 2o out of 20 marks
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00466173
Insult0.00817788
Profanity0.015079016
Threat0.008556974
Severe Toxicity0.001373291
Low Tox 0.017718147 Moderate Con 0.402
Sep 24, 2025 3 likes Canadian Citizenship Test 2025 – …
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...
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 …
Endless gone Is there a panel that decides on the aslym claim or one person what is the actual process and does it need to go through the senate to become law
Endless gone Is there a panel that decides on the aslym claim or one person what is the actual process and does it need to go through the senate to become law
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0031633168
Insult0.008785884
Profanity0.01261955
Threat0.0069516995
Severe Toxicity0.0007534027
Low Tox 0.017466826 Low Con 0.237 Question
Feb 23, 2026 'We do know that there's …
STOP going to USA, unless you want to see their JAIL 😢 Lots of problems in states, zero safety 😮 At the moment Canada is the best country in the world for safety.
STOP going to USA, unless you want to see their JAIL 😢 Lots of problems in states, zero safety 😮 At the moment Canada is the best country in the world for safety.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0011994684
Insult0.002749452
Profanity0.000105210725
Threat0.0029555399
Severe Toxicity0.000006617666
Low Tox 0.017347202 Comparative_Framing
Dec 10, 2025
Go to the middle of nowhere northwest Ontario and they are there too
Go to the middle of nowhere northwest Ontario and they are there too
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.0058086636
Insult0.008880884
Profanity0.010501678
Threat0.0069387536
Severe Toxicity0.00096797943
Low Tox 0.017341165 Low Con 0.279 Fear_Threat
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
Hopefully the trades go back to normal. All those Dr's and lawyers seem to like the job sites.
Hopefully the trades go back to normal. All those Dr's and lawyers seem to like the job sites.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.003144818
Insult0.011046898
Profanity0.010518758
Threat0.0062979385
Severe Toxicity0.000667572
Low Tox 0.017215505 Moderate Con 0.403
Dec 28, 2025 Deportations From Canada at Their …
A sample of what Canada is going to be in the future.
A sample of what Canada is going to be in the future.
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.0068446035
Insult0.0094128875
Profanity0.009920971
Threat0.0067898775
Severe Toxicity0.0010728836
Low Tox 0.017215505 Low Con 0.282
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Same going on in Australia.
Same going on in Australia.
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.009064475
Insult0.00810188
Profanity0.012892825
Threat0.007353018
Severe Toxicity0.0011014938
Low Tox 0.017089844 Moderate Con 0.369 Comparative_Framing
Jan 27, 2026 1 likes 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 …
No only Canada, many countries in the world are going to hard times with everything so expensive.
No only Canada, many countries in the world are going to hard times with everything so expensive.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0044582416
Insult0.009564889
Profanity0.009639157
Threat0.006479179
Severe Toxicity0.00059843063
Low Tox 0.017089844 Moderate Con 0.469 Economic_Argument
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
People who arrived to the land 150 years ago having issue with the people arriving 50 years ago. Growup we need new minds to keep city going thats what happened 150, 50yrs ago and now …
People who arrived to the land 150 years ago having issue with the people arriving 50 years ago. Growup we need new minds to keep city going thats what happened 150, 50yrs ago and now today.
Inside Canada's Indian Metropolis (Brampton) · 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.0034777985
Insult0.009906891
Profanity0.009716015
Threat0.0063432488
Severe Toxicity0.000705719
Low Tox 0.016838523 Constructive 0.518
Jan 8, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
These are not disappeared, go check Surrey, Brampton and Scarborough
These are not disappeared, go check Surrey, Brampton and Scarborough
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0030708222
Insult0.008576883
Profanity0.01174849
Threat0.007741391
Severe Toxicity0.0008010864
Low Tox 0.016838523 Moderate Con 0.322
Sep 30, 2025 IRCC Names India in Study …
I lived near the border of Brampton. Their behavior and demographics have spread into the neighboring cities, going as far as Milton.
I lived near the border of Brampton. Their behavior and demographics have spread into the neighboring cities, going as far as Milton.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.004606233
Insult0.010134893
Profanity0.010347961
Threat0.006466233
Severe Toxicity0.0007724762
Low Tox 0.016712861 Constructive 0.54 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Man Brampton used to be so beautiful, all of the farm fields and people, I loved visiting my Nonna and Nonno in the middle of Brampton. You would not pay me to go back right …
Man Brampton used to be so beautiful, all of the farm fields and people, I loved visiting my Nonna and Nonno in the middle of Brampton. You would not pay me to go back right now.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00362579
Insult0.009298887
Profanity0.01220964
Threat0.006712203
Severe Toxicity0.00082969666
Low Tox 0.016587202 Constructive 0.642 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Tyler is on a generational run and will go down in history as one of the only real journalist in this generation.
Tyler is on a generational run and will go down in history as one of the only real journalist in this generation.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002090379
Insult0.010742896
Profanity0.011150704
Threat0.0070552654
Severe Toxicity0.0007009506
Low Tox 0.01646154 Moderate Con 0.362 Meta_Commentary
Jan 27, 2026 12 likes Inside Canada's Indian Invasion...
Keep going !!!
Keep going !!!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0028673338
Insult0.008975885
Profanity0.013576009
Threat0.007819066
Severe Toxicity0.0013637543
Low Tox 0.016210219 Moderate Con 0.425 Solidarity
Dec 30, 2025 Deportations From Canada at Their …
If only discussion will take place, nothing in this matter is going to change. We need action from the government.
If only discussion will take place, nothing in this matter is going to change. We need action from the government.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0030708222
Insult0.00817788
Profanity0.011355659
Threat0.007935578
Severe Toxicity0.00081062317
Low Tox 0.01608456 Low Con 0.26 Call_To_Action
Aug 26, 2025 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.