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
Active: "This is about indians, not …" 4,309 comments · Page 123 of 173
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country …
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country has been flooded with Indians. I no longer want to live in what feels like Mumbai and am considering moving to Portugal.
Identity Attack0.3043136
Insult0.081508696
Profanity0.020851927
Threat0.00823333
Severe Toxicity0.009155273
Low Tox 0.25462922 Constructive 0.694
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in just few years , unbelievable !! why no inquiry about replacing all other hard working Canadians and legal immigrants by new arrivals from only one country ,India and who are those workers , most of them are students , many came with fake documents and many many of them have absolutely no intention to finish their education in Canada but to use these loopholes to get into Canada and never leave , India is one of the most corrupt countries in the world ( look at the origin of most of the scam calls ! ), you can get a PHD degree there with money, ( the most scary part is hiring nurses or doctors with maybe fake degrees ) now corruption and loopholes in our immigration system allowed this influx of cheaters while hundred of thousands of Canadians cant find jobs and honest people from everywhere who try to immigrate through the front door face all the difficulties, this is not racism, it is the truth ...
Identity Attack0.26833034
Insult0.11978693
Profanity0.025360947
Threat0.00866054
Severe Toxicity0.0077438354
Low Tox 0.25462922 Constructive 0.566
Oct 1, 2025 IRCC Names India in Study …
all Indian should watch this and think about how panjabi are
all Indian should watch this and think about how panjabi are
Identity Attack0.2831485
Insult0.07745308
Profanity0.08710717
Threat0.023371955
Severe Toxicity0.0125103295
Low Tox 0.25462922 Moderate Con 0.322
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler speaking Indian Accent😂😂 I CAN NOT☠️
Tyler speaking Indian Accent😂😂 I CAN NOT☠️
Identity Attack0.17847598
Insult0.06407392
Profanity0.09775851
Threat0.010602405
Severe Toxicity0.016319158
Low Tox 0.25462922 Moderate Con 0.338
Jan 27, 2026 Inside Canada's Indian Invasion...
🏡Indian real estate agents - 🚩please explain why almost all listings on RealtorD0Tca for Toronto, Canada are under Indian Real estate agents? They try to take over all real estate. They get a lot of …
🏡Indian real estate agents - 🚩please explain why almost all listings on RealtorD0Tca for Toronto, Canada are under Indian Real estate agents? They try to take over all real estate. They get a lot of homes through mortgage fraud (watch the CDC report), to rent out as rooming houses, and they are a big reason for the housing shortage. Please do not buy from them if they are the selling agent. They are known to put harmful hidden clauses in the documents to get more money out of you than the list price, then you find out after the sale closes. They did this to one lady who bought her first home, and when the details were revealed AFTER closing, she had to file for BANKRUPTCY to clear her name and start her financial life again. DO NOT do the deal if they are the selling agent, and NEVER sign any paperwork they give you. We call it P----i paperwork. Do not sign it. Period. If they are the selling agent, walk away. Please spread the word. Their behavior is an ORGANIZED assault on the Canadian real estate and financial system, and it demands Canadians to deliver an organized response in rejection of this behavior. Boycott.
Identity Attack0.20680901
Insult0.1669316
Profanity0.07320584
Threat0.01187109
Severe Toxicity0.008354187
Low Tox 0.25462922 Constructive 0.661 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Most North Indians go to countries to work illegally.
Most North Indians go to countries to work illegally.
Identity Attack0.3043136
Insult0.0720671
Profanity0.036401358
Threat0.0078449575
Severe Toxicity0.007171631
Low Tox 0.25462922 Low Con 0.253
Sep 28, 2025 12 likes IRCC Names India in Study …
the whole of canada is an indian metropolis at this point
the whole of canada is an indian metropolis at this point
Identity Attack0.2831485
Insult0.08484049
Profanity0.051431753
Threat0.0071847234
Severe Toxicity0.008506775
Low Tox 0.25462922 Low Con 0.197
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
Short answer: East Indians
Short answer: East Indians
Identity Attack0.28883415
Insult0.0670459
Profanity0.040910475
Threat0.009592636
Severe Toxicity0.010147095
Low Tox 0.25462922 Low Con 0.18
Sep 21, 2025 1 likes How Canada broke its immigration …
send everyone with an indian passport home, then lets revisit the issue to see if it's fixed.
send everyone with an indian passport home, then lets revisit the issue to see if it's fixed.
Identity Attack0.2869935
Insult0.06617179
Profanity0.029596692
Threat0.042662576
Severe Toxicity0.012207031
Low Tox 0.25462922 Moderate Con 0.316 Call_To_Action
Feb 18, 2026 6 likes Canadian immigration officers investigating hundreds …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers (a terrorist group who wanted Punjab to become a separate homeland for Sikhs) are based here. The Khalistanis committed numerous terrorist attacks and atrocities throughout the 70s and 80s, before finally being put down for good in Operation Blue Star in 1984. Their remnants have wound up in Canada, still pushing for a terrorist ideology and independence movement in a country they've not lived in for years. Even the leader of the NDP is a Khalistan sympathiser. Diplomatic relations between India and Canada have been frosty recently for this reason.
Identity Attack0.2803029
Insult0.12702756
Profanity0.023584666
Threat0.02440793
Severe Toxicity0.008010864
Low Tox 0.25462922 Constructive 0.679 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
I work for northern health, they only hire East indians
I work for northern health, they only hire East indians
Identity Attack0.30103904
Insult0.06739554
Profanity0.04642162
Threat0.0084793
Severe Toxicity0.0077438354
Low Tox 0.25462922 Moderate Con 0.389 Unverified_Claim
Aug 25, 2025 5 likes Why Canadians Are Turning Against …
Thank god I declined my invite. I'm an Indian and was recently hired for my expertise but I respectfully declined and told my clients I would be able to remotely help them. I dont like …
Thank god I declined my invite. I'm an Indian and was recently hired for my expertise but I respectfully declined and told my clients I would be able to remotely help them. I dont like Indians going to other Countries without valid visa or an invite from the other Country. It destroys genuine people like me.
Identity Attack0.28034934
Insult0.071116626
Profanity0.072882555
Threat0.012751401
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.754
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
He's forcing people to say something nasty about Indians but for most part the localities seemed fine
He's forcing people to say something nasty about Indians but for most part the localities seemed fine
Identity Attack0.24462871
Insult0.11978693
Profanity0.117874645
Threat0.013217449
Severe Toxicity0.008621216
Low Tox 0.25462922 Moderate Con 0.412 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Save Canada from falling into Indian hand before it's too late forget about eating steak and speaking your english
Save Canada from falling into Indian hand before it's too late forget about eating steak and speaking your english
Identity Attack0.27759558
Insult0.08582769
Profanity0.01627459
Threat0.007974415
Severe Toxicity0.0062561035
Low Tox 0.25462922 Low Con 0.194
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
That Indian lady spoke the truth in green shirt nuff respect Aunty.
That Indian lady spoke the truth in green shirt nuff respect Aunty.
Identity Attack0.22859548
Insult0.12159709
Profanity0.08581402
Threat0.00948907
Severe Toxicity0.010147095
Low Tox 0.25462922 Constructive 0.548 Solidarity
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
Identity Attack0.27340925
Insult0.06023245
Profanity0.08064143
Threat0.010214032
Severe Toxicity0.009422302
Low Tox 0.25462922 Constructive 0.632
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian educational institution created this problem cheating Indian student by taking their money and bring them in Canada. I say refund these Indian students with interest and return them bank to India. Problem solved.
Canadian educational institution created this problem cheating Indian student by taking their money and bring them in Canada. I say refund these Indian students with interest and return them bank to India. Problem solved.
Identity Attack0.2839175
Insult0.0813853
Profanity0.018529098
Threat0.00948907
Severe Toxicity0.0063323975
Low Tox 0.25462922 Moderate Con 0.403
Sep 28, 2025 10 likes IRCC Names India in Study …
While at Conestoga College (Indian central for schools), I chatted with an Indian about Punjab. He told me they have the worst work ethic among all Indian provinces.
While at Conestoga College (Indian central for schools), I chatted with an Indian about Punjab. He told me they have the worst work ethic among all Indian provinces.
Identity Attack0.2823795
Insult0.09416737
Profanity0.042413518
Threat0.008738215
Severe Toxicity0.0065612793
Low Tox 0.25462922 Constructive 0.59 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
as an indian i definitely like my culture but the opportunities are just way better outside of india and honestly transforming a foreign place into your culture is just so wrong i understand if someone …
as an indian i definitely like my culture but the opportunities are just way better outside of india and honestly transforming a foreign place into your culture is just so wrong i understand if someone feels alienated so small communities exist but making the quality of life go down on this level is just crazy
Identity Attack0.19495805
Insult0.12521741
Profanity0.12727508
Threat0.009023022
Severe Toxicity0.007286072
Low Tox 0.25462922 Constructive 0.594 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
I'm an Indian and canada has set itself up for failure 😂😂 and they will see it very soon.
I'm an Indian and canada has set itself up for failure 😂😂 and they will see it very soon.
Identity Attack0.22063516
Insult0.083112895
Profanity0.034146797
Threat0.012699619
Severe Toxicity0.0073242188
Low Tox 0.25462922 Low Con 0.274 Personal_Narrative
Feb 10, 2026 Inside Canada's Indian Invasion...
Despite all that trump did not banned Indian
Despite all that trump did not banned Indian
Identity Attack0.3072352
Insult0.05262003
Profanity0.052183274
Threat0.022335978
Severe Toxicity0.008468628
Low Tox 0.25462922 Low Con 0.233 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
2:04 That's a canadian!!! That indian man understands what it means to enter a hosting country.
2:04 That's a canadian!!! That indian man understands what it means to enter a hosting country.
Identity Attack0.27991617
Insult0.06889887
Profanity0.029460056
Threat0.007598988
Severe Toxicity0.008354187
Low Tox 0.25462922 Moderate Con 0.471 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
"In India, life is easier for us. In India, if one person works and earns, the whole family can eat. Here, everyone has to work". Well said, Indian guy. But, if you don't like Canada, …
"In India, life is easier for us. In India, if one person works and earns, the whole family can eat. Here, everyone has to work". Well said, Indian guy. But, if you don't like Canada, because they force you to work, why don't you go back to India?
Identity Attack0.29798782
Insult0.06826523
Profanity0.016479544
Threat0.0078449575
Severe Toxicity0.0065231323
Low Tox 0.25462922 Constructive 0.66
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Identity Attack0.27662867
Insult0.08582769
Profanity0.019075647
Threat0.03649433
Severe Toxicity0.008163452
Low Tox 0.25462922 Moderate Con 0.33
Sep 29, 2025 IRCC Names India in Study …
Too many Indians
Too many Indians
Identity Attack0.3043136
Insult0.06529768
Profanity0.052183274
Threat0.010291707
Severe Toxicity0.010528564
Low Tox 0.25462922 Moderate Con 0.386 Identity_Assertion
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)

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.