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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.

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Active: "It’s not just Brampton, it’s …" 1,012 comments · Page 37 of 41
90 % of them are in Brampton !
90 % of them are in Brampton !
Identity Attack0.008139528
Insult0.011996903
Profanity0.013780965
Threat0.0068869707
Severe Toxicity0.001168251
Low Tox 0.024967449 Low Con 0.286 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
I first heard Brampton called Bramlidesh 20+ years ago.
I first heard Brampton called Bramlidesh 20+ years ago.
Identity Attack0.008324518
Insult0.011540901
Profanity0.016001316
Threat0.0075083673
Severe Toxicity0.001206398
Low Tox 0.024849601 Moderate Con 0.491 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Of all the bad reviews Brampton get, that's the most cost effective place to live in canada and has good range of jobs as well.
Of all the bad reviews Brampton get, that's the most cost effective place to live in canada and has good range of jobs as well.
Identity Attack0.0049577127
Insult0.014884921
Profanity0.010228404
Threat0.0058157085
Severe Toxicity0.0006532669
Low Tox 0.024731753 Constructive 0.626 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
This is even Brampton anymore it’s literally happened to all of Canada.
This is even Brampton anymore it’s literally happened to all of Canada.
Identity Attack0.0075845607
Insult0.010210892
Profanity0.011201942
Threat0.007301235
Severe Toxicity0.0011396408
Low Tox 0.02449606 Moderate Con 0.333 Fear_Threat
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
As a Canadian who used to live in Brampton, it is unrecognizable at this point.
As a Canadian who used to live in Brampton, it is unrecognizable at this point.
Identity Attack0.009915425
Insult0.011768902
Profanity0.010091767
Threat0.006382086
Severe Toxicity0.0007867813
Low Tox 0.024378212 Moderate Con 0.468
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food …
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food shops. That's not including grocery stores or food trucks.
Identity Attack0.014551271
Insult0.010932897
Profanity0.011526455
Threat0.006530962
Severe Toxicity0.0010156631
Low Tox 0.024260364 Constructive 0.741 Comparative_Framing
Feb 20, 2026 Inside Canada's Indian Invasion...
Soon they will make brampton to be independent country
Soon they will make brampton to be independent country
Identity Attack0.00880549
Insult0.010020891
Profanity0.014669105
Threat0.00789674
Severe Toxicity0.0012493134
Low Tox 0.024260364 Low Con 0.159 Fear_Threat
Feb 22, 2026 Inside Canada's Indian Invasion...
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started to see more and more Indians. Either way, we are all God's children. I know this won't sit well with my fellow Canadians, but I welcome anyone who wants to build a life in Canada and adopt our values.
Identity Attack0.015857628
Insult0.010400894
Profanity0.011423977
Threat0.006375613
Severe Toxicity0.0009822845
Low Tox 0.024142517 Constructive 0.805
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
That guy on the bike got fired from his job , he was a City of Brampton employée
That guy on the bike got fired from his job , he was a City of Brampton employée
Identity Attack0.00258985
Insult0.010932897
Profanity0.0113215
Threat0.007637825
Severe Toxicity0.0009202957
Low Tox 0.02402467 Moderate Con 0.401 Personal_Narrative
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Straight outta Brampton.
Straight outta Brampton.
Identity Attack0.0041067624
Insult0.011274899
Profanity0.01265371
Threat0.008000307
Severe Toxicity0.001206398
Low Tox 0.02402467 Low Con 0.293 Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton has amazing food tho
Brampton has amazing food tho
Identity Attack0.007029593
Insult0.010932897
Profanity0.018734055
Threat0.007741391
Severe Toxicity0.001745224
Low Tox 0.023906821 Moderate Con 0.343
Jan 27, 2026 Inside Canada's Indian Invasion...
There are way more than 800,000 people actually living in Brampton. Even local politicians acknowledge this. The censuses obviously don't count people here living illegally in lofts above their workplaces, nor do they count the …
There are way more than 800,000 people actually living in Brampton. Even local politicians acknowledge this. The censuses obviously don't count people here living illegally in lofts above their workplaces, nor do they count the thousands upon thousands of people living packed into illegal basement apartments and officially empty "investment properties." Why do you think covid lasted longer in Brampton than anywhere else in Canada and commuting in this city is impossible
Identity Attack0.008435511
Insult0.012414906
Profanity0.009681856
Threat0.006058442
Severe Toxicity0.0008392334
Low Tox 0.023906821 Constructive 0.715 Unverified_Claim
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
I grew up in Brampton in the 70's and 80's. Apparently we are not allowed to be nostalgic though.
I grew up in Brampton in the 70's and 80's. Apparently we are not allowed to be nostalgic though.
Identity Attack0.006881601
Insult0.011920903
Profanity0.012346277
Threat0.006543908
Severe Toxicity0.0008773804
Low Tox 0.023788974 Constructive 0.576 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton AKA Browntown 😂
Brampton AKA Browntown 😂
Identity Attack0.0037367835
Insult0.012832909
Profanity0.0166845
Threat0.0067834044
Severe Toxicity0.0014877319
Low Tox 0.023671126 Low Con 0.262 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Surrey BC, it is almost turning into Brampton here too.
I live in Surrey BC, it is almost turning into Brampton here too.
Identity Attack0.008176526
Insult0.011084898
Profanity0.013678487
Threat0.0071588317
Severe Toxicity0.0011205673
Low Tox 0.023553278 Moderate Con 0.443 Personal_Narrative
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Im from the Netherlands ive been trying 2 years to move to Canada and its been difficult for me and now i see this im like i think Brampton might be my best try to …
Im from the Netherlands ive been trying 2 years to move to Canada and its been difficult for me and now i see this im like i think Brampton might be my best try to get into Canada😂
Identity Attack0.011321344
Insult0.009944891
Profanity0.015249812
Threat0.0076507707
Severe Toxicity0.0014305115
Low Tox 0.023199737 Constructive 0.548 Personal_Narrative
Feb 6, 2026 Inside Canada's Indian Invasion...
I dont see anything wrong in Brampton. People going about their business. Most ppl were like they have been a net positive. Am I missing something here? is the crime that bad?
I dont see anything wrong in Brampton. People going about their business. Most ppl were like they have been a net positive. Am I missing something here? is the crime that bad?
Identity Attack0.0037552824
Insult0.011730902
Profanity0.011970525
Threat0.0066215824
Severe Toxicity0.00084400177
Low Tox 0.023199737 Constructive 0.586 Question
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Know where they are , Brampton 😅
Know where they are , Brampton 😅
Identity Attack0.0031633168
Insult0.011958904
Profanity0.014225035
Threat0.007314181
Severe Toxicity0.0011396408
Low Tox 0.02308189 Moderate Con 0.355 Identity_Assertion
Oct 5, 2025 IRCC Names India in Study …
Why do they call it Brampton? Needs a new name and change all street names please?
Why do they call it Brampton? Needs a new name and change all street names please?
Identity Attack0.005660672
Insult0.0105148945
Profanity0.011423977
Threat0.007249452
Severe Toxicity0.0010061264
Low Tox 0.02308189 Low Con 0.277 Identity_Assertion
Dec 15, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton, my home and native land, has made me a millionaire
Brampton, my home and native land, has made me a millionaire
Identity Attack0.0073625734
Insult0.0105148945
Profanity0.016001316
Threat0.008026198
Severe Toxicity0.0015640259
Low Tox 0.02308189 Moderate Con 0.425 Personal_Narrative
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I am a candian living in brampton ontario and thank you for posting this
I am a candian living in brampton ontario and thank you for posting this
Identity Attack0.010063417
Insult0.010362893
Profanity0.016821137
Threat0.007819066
Severe Toxicity0.0016117096
Low Tox 0.022846194 Constructive 0.56 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
You will find a lot of these Students living in Brampton ,Milton who are missing living in rented basements
You will find a lot of these Students living in Brampton ,Milton who are missing living in rented basements
Identity Attack0.0048097214
Insult0.011996903
Profanity0.00997221
Threat0.006485652
Severe Toxicity0.00071048737
Low Tox 0.022610499 Moderate Con 0.466 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
BRAMPTON WOOOOO
BRAMPTON WOOOOO
Identity Attack0.0032188136
Insult0.011730902
Profanity0.02071529
Threat0.0074306927
Severe Toxicity0.0025939941
Low Tox 0.02249265 Low Con 0.168 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
They start in Brampton then spread across the country even way way up North, good luck getting a job, these people took all of the jobs we used to get to get experience and our …
They start in Brampton then spread across the country even way way up North, good luck getting a job, these people took all of the jobs we used to get to get experience and our first cars and our deposits for our first homes. Thanks Liberal government.
Identity Attack0.005771666
Insult0.013288911
Profanity0.00995513
Threat0.0062137907
Severe Toxicity0.0008249283
Low Tox 0.022374803 Constructive 0.593
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
I live two hours away from Brampton and I’m so happy. He finally made a video about Canada.
I live two hours away from Brampton and I’m so happy. He finally made a video about Canada.
Identity Attack0.008583503
Insult0.009640889
Profanity0.015044857
Threat0.008349842
Severe Toxicity0.00166893
Low Tox 0.021903414 Constructive 0.517 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...

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.