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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: "With all the tax that …" 760 comments · Page 29 of 31
Doing taxes for 1 millions canadians, its just practise. Soon it will be for everyone
Doing taxes for 1 millions canadians, its just practise. Soon it will be for everyone
Canada’s new rules in 2026 · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.004643231
Insult0.008823884
Profanity0.009476901
Threat0.006265574
Severe Toxicity0.000667572
Low Tox 0.014639461 Low Con 0.193 Unverified_Claim
Jan 15, 2026 Canada’s new rules in 2026
Who is paying for this free food? Someone is fitting the bill, is it the tax payers?!
Who is paying for this free food? Someone is fitting the bill, is it the tax payers?!
Inside Canada's Indian Metropolis (Brampton) · 136: Cluster #135
Close reading → Discourse → Video sentiment →
Identity Attack0.0015169121
Insult0.009526889
Profanity0.010279642
Threat0.0058966195
Severe Toxicity0.0005865097
Low Tox 0.014576632 Low Con 0.198 Economic_Argument
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Do whatever you can to minimize your tax contributions.
Do whatever you can to minimize your tax contributions.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0012579272
Insult0.009241886
Profanity0.009784333
Threat0.006466233
Severe Toxicity0.0006914139
Low Tox 0.014513801 Low Con 0.231 Call_To_Action
Nov 20, 2025 16 likes Thousands of refugees allowed into …
Kegal and maintain discipline I don't see a problem Pay taxes ,elect a government that spends for the development of respective country
Kegal and maintain discipline I don't see a problem Pay taxes ,elect a government that spends for the development of respective country
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00258985
Insult0.009089886
Profanity0.010330882
Threat0.0062008454
Severe Toxicity0.0006008148
Low Tox 0.01438814 Moderate Con 0.435
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Hopefully the tax for middle class and lower income family will make grocery prices easier
Hopefully the tax for middle class and lower income family will make grocery prices easier
New rules, regulations take effect across Canada · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.0045507364
Insult0.008899884
Profanity0.00951106
Threat0.005974294
Severe Toxicity0.00059843063
Low Tox 0.01426248 Moderate Con 0.327
Jan 5, 2026 New rules, regulations take effect …
Absolutely they don't pay taxes .
Absolutely they don't pay taxes .
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.0022383702
Insult0.008918885
Profanity0.010996987
Threat0.0058448366
Severe Toxicity0.0005555153
Low Tox 0.014073989 Low Con 0.224 Unverified_Claim
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Except I’ve WORKED for the benefits I get. I paid taxes for over 60 years. What have they done? Can I have a $50,000 “set up” cheques, too??? And $10,000 for air fare?‽‽!?
Except I’ve WORKED for the benefits I get. I paid taxes for over 60 years. What have they done? Can I have a $50,000 “set up” cheques, too??? And $10,000 for air fare?‽‽!?
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0015631594
Insult0.008994885
Profanity0.0113215
Threat0.0059257476
Severe Toxicity0.0006532669
Low Tox 0.014011159 Moderate Con 0.438
May 3, 2025 How much do refugees and …
Pay no taxes? That guys is probably the one not paying taxes. Everything you purchase is taxed. If you have a business, it is taxed.
Pay no taxes? That guys is probably the one not paying taxes. Everything you purchase is taxed. If you have a business, it is taxed.
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.0014521659
Insult0.010134893
Profanity0.009835573
Threat0.0058221817
Severe Toxicity0.00048398972
Low Tox 0.014011159 Low Con 0.245 Policy_Critique
Dec 1, 2025 Inside Canada's Indian Metropolis (Brampton)
As an immigrant I thank canada for the help, I will work hard and pay taxes to repay the favor. I love this country and will do everything to pay back to the community.
As an immigrant I thank canada for the help, I will work hard and pay taxes to repay the favor. I love this country and will do everything to pay back to the community.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.006622616
Insult0.007493876
Profanity0.010467518
Threat0.006440342
Severe Toxicity0.00066280365
Low Tox 0.013822667 Constructive 0.651
Oct 11, 2020 6 likes How much do refugees and …
What Canadian tax paying family gets 50,000 a family to set up their household???? She didn't say this was a loan ...
What Canadian tax paying family gets 50,000 a family to set up their household???? She didn't say this was a loan ...
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.004439743
Insult0.009165886
Profanity0.009852652
Threat0.0058577824
Severe Toxicity0.00064849854
Low Tox 0.0137598375 Moderate Con 0.333 Policy_Critique
Jul 12, 2025 How much do refugees and …
How can you undo something systematically changed slowly over the years. The homeless said they dont pay taxes. Im not quite sure about what he said was true.
How can you undo something systematically changed slowly over the years. The homeless said they dont pay taxes. Im not quite sure about what he said was true.
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.0022753682
Insult0.009640889
Profanity0.009750174
Threat0.0058804373
Severe Toxicity0.0005173683
Low Tox 0.013697007 Constructive 0.528
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Oooooooooo. Big tax savings. 😅
Oooooooooo. Big tax savings. 😅
Canada’s new rules in 2026 · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.0015076627
Insult0.008956885
Profanity0.010996987
Threat0.0060196044
Severe Toxicity0.0007534027
Low Tox 0.013445686 Moderate Con 0.325 Humor_Satire
Jan 12, 2026 Canada’s new rules in 2026
wait they paid no taxes ? what??
wait they paid no taxes ? what??
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.0015261616
Insult0.008690883
Profanity0.011219022
Threat0.00598724
Severe Toxicity0.00067710876
Low Tox 0.013382856 Low Con 0.267
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
We can do our own taxes .It’s all about control
We can do our own taxes .It’s all about control
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0016371552
Insult0.008918885
Profanity0.010655395
Threat0.006051969
Severe Toxicity0.000603199
Low Tox 0.0131943645 Moderate Con 0.31 Unverified_Claim
Jan 6, 2026 4 likes New rules, regulations take effect …
How about no tax on overtime and no tax on tips😊😊😊😊
How about no tax on overtime and no tax on tips😊😊😊😊
Canada’s new rules in 2026 · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.0014984132
Insult0.009108886
Profanity0.00995513
Threat0.0058966195
Severe Toxicity0.00059604645
Low Tox 0.013131535 Moderate Con 0.408
Jan 15, 2026 Canada’s new rules in 2026
13:59 food bank. Who pays for that? If they don’t pay taxes, how is this sustainable on the long run
13:59 food bank. Who pays for that? If they don’t pay taxes, how is this sustainable on the long run
Inside Canada's Indian Metropolis (Brampton) · 136: Cluster #135
Close reading → Video sentiment →
Identity Attack0.0022198714
Insult0.008880884
Profanity0.009681856
Threat0.005890147
Severe Toxicity0.0005531311
Low Tox 0.013068704 Moderate Con 0.33
Oct 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
And Canada citizen is working hard to pay tax and house price is astronomical high..
And Canada citizen is working hard to pay tax and house price is astronomical high..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004236255
Insult0.009070885
Profanity0.009604998
Threat0.0058707283
Severe Toxicity0.0005841255
Low Tox 0.01237757 Moderate Con 0.395 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
there is no such thing as "government sponsored" but only "tax payer sponsered"
there is no such thing as "government sponsored" but only "tax payer sponsered"
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0021551251
Insult0.008633883
Profanity0.010125926
Threat0.0057477434
Severe Toxicity0.0005221367
Low Tox 0.01218908 Low Con 0.171
Feb 19, 2019 4 likes How much do refugees and …
I see every day not 100 dollar no we talk about 100 .of thousand of dollar no tax
I see every day not 100 dollar no we talk about 100 .of thousand of dollar no tax
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.0015169121
Insult0.008025879
Profanity0.01041628
Threat0.0060908063
Severe Toxicity0.00061511993
Low Tox 0.012000589 Moderate Con 0.367
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Well fYI any FEDERAL assistance is tax payer money...Whether it be healthcare or language assistance.
Well fYI any FEDERAL assistance is tax payer money...Whether it be healthcare or language assistance.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0020996283
Insult0.008519882
Profanity0.00950252
Threat0.005644177
Severe Toxicity0.00046730042
Low Tox 0.011812098 Low Con 0.3
Jun 28, 2019 How much do refugees and …
Amazing to see tax working
Amazing to see tax working
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0019886347
Insult0.008253881
Profanity0.010945748
Threat0.0061749537
Severe Toxicity0.0007915497
Low Tox 0.011812098 Moderate Con 0.348
Dec 28, 2025 Deportations From Canada at Their …
What how is it a middle class tax cut. I just did my hire on forms and taxes federal and provincial both went up over 1200 each
What how is it a middle class tax cut. I just did my hire on forms and taxes federal and provincial both went up over 1200 each
Canada’s new rules in 2026 · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.0027193425
Insult0.007949878
Profanity0.010689554
Threat0.005883674
Severe Toxicity0.00056028366
Low Tox 0.011749268 Constructive 0.552
Jan 14, 2026 1 likes Canada’s new rules in 2026
I also want to add that municipal taxes are going up 7 to 8% a year because municipalities are building homeless shelter and it costs 40,000 a month to house one person in a homeless …
I also want to add that municipal taxes are going up 7 to 8% a year because municipalities are building homeless shelter and it costs 40,000 a month to house one person in a homeless shelter!
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0022568693
Insult0.008443882
Profanity0.009348803
Threat0.005964585
Severe Toxicity0.0005674362
Low Tox 0.011560776 Constructive 0.652 Economic_Argument
Feb 16, 2026 Canada's tighter immigration policy divides …
I'm sure they pay taxes.
I'm sure they pay taxes.
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.002210622
Insult0.0081208795
Profanity0.010347961
Threat0.006440342
Severe Toxicity0.00064373016
Low Tox 0.011497946 Moderate Con 0.406
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
tax money well spent!
tax money well spent!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0014614153
Insult0.008405882
Profanity0.009750174
Threat0.0059128017
Severe Toxicity0.00061035156
Low Tox 0.011435116 Moderate Con 0.307 Solidarity
Dec 27, 2025 Deportations From Canada at Their …

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.