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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: "😂😂😂😂😂😂😂😂 welcome to 🇨🇦👈 where …" 262 comments · Page 10 of 11
Omg you’re in Ontario, Canada!!!!! I honestly never go to Brampton but welcome to Canada !!!! 🇨🇦
Omg you’re in Ontario, Canada!!!!! I honestly never go to Brampton but welcome to Canada !!!! 🇨🇦
Identity Attack0.013546381
Insult0.012186904
Profanity0.013678487
Threat0.0064015044
Severe Toxicity0.0013828278
Low Tox 0.032627538 Constructive 0.539 Solidarity
Jan 27, 2026 15 likes Inside Canada's Indian Invasion...
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Identity Attack0.021786476
Insult0.010894896
Profanity0.021125201
Threat0.008841781
Severe Toxicity0.0025177002
Low Tox 0.031331215 Constructive 0.697 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Welcome back, king
Welcome back, king
Identity Attack0.006622616
Insult0.013516913
Profanity0.021740068
Threat0.009747985
Severe Toxicity0.0021839142
Low Tox 0.031213367 Moderate Con 0.421 Solidarity
Feb 3, 2026 8 likes Inside Canada's Indian Invasion...
Welcome to the gta brother
Welcome to the gta brother
Identity Attack0.007917541
Insult0.011996903
Profanity0.02119352
Threat0.0100069
Severe Toxicity0.0022697449
Low Tox 0.03062413 Moderate Con 0.323 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has welcomed criminals and members of terr0r organizations in the last 10 years, even has paid millions of $$$ to them. So, any normal country that cares for the wellbeing of their citizens would …
Canada has welcomed criminals and members of terr0r organizations in the last 10 years, even has paid millions of $$$ to them. So, any normal country that cares for the wellbeing of their citizens would want to protect its borders from those “Canadians”
Identity Attack0.008588185
Insult0.007371856
Profanity0.000062916915
Threat0.00027536758
Severe Toxicity0.000004110165
Low Tox 0.027917115 Unverified_Claim
Dec 9, 2025
SAAR, WELCOME TO CANASTAN SAAR
SAAR, WELCOME TO CANASTAN SAAR
Identity Attack0.012641981
Insult0.013250912
Profanity0.023243073
Threat0.0083886795
Severe Toxicity0.0046157837
Low Tox 0.027913637 Low Con 0.22 Humor_Satire
Jan 27, 2026 70 likes Inside Canada's Indian Invasion...
Welcome to Malaysia
Welcome to Malaysia
Identity Attack0.014953227
Insult0.009944891
Profanity0.017914234
Threat0.008815889
Severe Toxicity0.0022697449
Low Tox 0.027324399 Moderate Con 0.422 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
Browntown, Indatario. A great place to immigrate to. Please. Everyone come here. There is free beer at the LCBO. Welcome everyone. 🌷
Browntown, Indatario. A great place to immigrate to. Please. Everyone come here. There is free beer at the LCBO. Welcome everyone. 🌷
Identity Attack0.011247349
Insult0.010172892
Profanity0.012277958
Threat0.0068028234
Severe Toxicity0.0011396408
Low Tox 0.02543884 Constructive 0.592 Humor_Satire
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
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)
Welcome to a Liberal government. It's all for votes.
Welcome to a Liberal government. It's all for votes.
Identity Attack0.008102531
Insult0.010932897
Profanity0.011782649
Threat0.006763986
Severe Toxicity0.0010490417
Low Tox 0.023199737 Low Con 0.175
Jan 27, 2026 Inside Canada's Indian Invasion...
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). Canada was also accepting too many professional immigrants (engineering, business, consulting, IT, accounting) when we desperately need trades, construction workers and mechanics. The reduction in immigration and foreign students to sustainable levels is long overdue.
Identity Attack0.012842959
Insult0.010096892
Profanity0.00904991
Threat0.0060778605
Severe Toxicity0.0007867813
Low Tox 0.022846194 Constructive 0.721 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
Welcome to Canadistan
Welcome to Canadistan
Identity Attack0.011543332
Insult0.008956885
Profanity0.013610168
Threat0.0071847234
Severe Toxicity0.0015354156
Low Tox 0.021196328 Moderate Con 0.326 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Put a limit per country ....problem fixed. You're welcome
Put a limit per country ....problem fixed. You're welcome
Identity Attack0.006622616
Insult0.008291881
Profanity0.010569996
Threat0.0071199946
Severe Toxicity0.0010061264
Low Tox 0.020231359 Low Con 0.209 Policy_Critique
Oct 22, 2025 IRCC Names India in Study …
Welcome
Welcome
Identity Attack0.004846719
Insult0.009089886
Profanity0.017026093
Threat0.00866054
Severe Toxicity0.0016975403
Low Tox 0.018974753
Jan 5, 2026 Migrants cross into Canada near …
Welcome to ( India Hortons)
Welcome to ( India Hortons)
Identity Attack0.0074365693
Insult0.010362893
Profanity0.017572641
Threat0.008272167
Severe Toxicity0.001707077
Low Tox 0.017969469 Moderate Con 0.32 Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Welcome to the new Mumbai in Canada
Welcome to the new Mumbai in Canada
Identity Attack0.0073625734
Insult0.009241886
Profanity0.0127561875
Threat0.0077154995
Severe Toxicity0.0014019012
Low Tox 0.017843807 Moderate Con 0.367 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Good...we welcome far too many people!!
Good...we welcome far too many people!!
Identity Attack0.0043657473
Insult0.0092228865
Profanity0.013234417
Threat0.006912862
Severe Toxicity0.0011110306
Low Tox 0.017089844 Moderate Con 0.421
Nov 20, 2025 208 likes Quebec Ends Economic Immigration Program …
I went to a Sikh Temple when i was homeless in Victoria for a short while and was welcomed with wholesome hearts and a plate of warm home cooked healthy vegetarian meal. No judgement, and …
I went to a Sikh Temple when i was homeless in Victoria for a short while and was welcomed with wholesome hearts and a plate of warm home cooked healthy vegetarian meal. No judgement, and no frowning upon for not being Sikh. Love is universal and i experienced that 1st hand. One time, i was inadvertently at a Engagement party in same Temple and sat near the bride and groom! What an honour i thought! What a Loving religion without any pressure to convert. Bless Them!
Identity Attack0.0103594
Insult0.007949878
Profanity0.0128245065
Threat0.0065827454
Severe Toxicity0.0011634827
Low Tox 0.016712861 Constructive 0.82 Personal_Narrative
Oct 26, 2025 286 likes Inside Canada's Indian Metropolis (Brampton)
Welcome to Nova Scotia Brian 🌊
Welcome to Nova Scotia Brian 🌊
Identity Attack0.004328749
Insult0.00971689
Profanity0.01620627
Threat0.007689608
Severe Toxicity0.0015354156
Low Tox 0.01633588 Moderate Con 0.431 Solidarity
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
ICE is welcome U-S-A ! America ! 😎
ICE is welcome U-S-A ! America ! 😎
Identity Attack0.004236255
Insult0.008386881
Profanity0.0117997285
Threat0.0069387536
Severe Toxicity0.0011348724
Low Tox 0.015833238 Moderate Con 0.318 Meta_Commentary
Nov 21, 2025 Quebec Ends Economic Immigration Program …
I wonder if I see Brampton tourism advertisement. "Welcome to Brampton, Canada. Our traditional foods are gol gappe and pani puri."
I wonder if I see Brampton tourism advertisement. "Welcome to Brampton, Canada. Our traditional foods are gol gappe and pani puri."
Identity Attack0.0050317086
Insult0.009640889
Profanity0.0103821205
Threat0.0059548756
Severe Toxicity0.0006914139
Low Tox 0.015644746 Moderate Con 0.415
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I subscribed. Thank you for caring about the Canadians. Anyone is welcome here. Assimilation is important though. And equal opportunity is a must have. So. Thank you
I subscribed. Thank you for caring about the Canadians. Anyone is welcome here. Assimilation is important though. And equal opportunity is a must have. So. Thank you
Identity Attack0.00828752
Insult0.008652883
Profanity0.012073003
Threat0.006770459
Severe Toxicity0.0009584427
Low Tox 0.015330595 Constructive 0.579 Solidarity
Aug 28, 2025 Why Canadians Are Turning Against …
That man and his wife are welcome. They're both working and paying taxes
That man and his wife are welcome. They're both working and paying taxes
Identity Attack0.0034777985
Insult0.008709883
Profanity0.011577694
Threat0.006265574
Severe Toxicity0.00074863434
Low Tox 0.015016444 Moderate Con 0.464
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
No it's not dividing anything. Trudeau welcomed far too many people! We do not have the housing, infrastructure, Health Care system to sustain this population growth!
No it's not dividing anything. Trudeau welcomed far too many people! We do not have the housing, infrastructure, Health Care system to sustain this population growth!
Identity Attack0.0024233595
Insult0.009336887
Profanity0.009365883
Threat0.005835127
Severe Toxicity0.00054597855
Low Tox 0.013885498 Moderate Con 0.481 Policy_Critique
Feb 13, 2026 2 likes Canada's tighter immigration policy divides …
Welcome to Canada
Welcome to Canada
Identity Attack0.0061416444
Insult0.0072468747
Profanity0.012243799
Threat0.0071199946
Severe Toxicity0.0011396408
Low Tox 0.011937759 Moderate Con 0.423 Solidarity
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.