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 how you speak …" 594 comments · Page 23 of 24
I like that dude riding the bike, he’s speaking some truth.
I like that dude riding the bike, he’s speaking some truth.
Identity Attack0.0040512653
Insult0.01617693
Profanity0.014771583
Threat0.007961469
Severe Toxicity0.0015449524
Low Tox 0.034984488 Moderate Con 0.43 Solidarity
Jan 27, 2026 36 likes Inside Canada's Indian Invasion...
I was born in Canada, But Our Family migrated to the USA when I was 2 years old in 1976 we adapted to the USA culture. I grew up on US values. US laws, US …
I was born in Canada, But Our Family migrated to the USA when I was 2 years old in 1976 we adapted to the USA culture. I grew up on US values. US laws, US living. Our Family moved back in Canada in 1997 to Nova Scotia. We then adapted back to the Canadian culture. Mother and Father taught us to always support the country you live in. Adapt to it's culture and rules. I live in Quebec now in Montreal been here since 2018. I'm always learning french here and there but speak mostly english. But I support the french language. Some days on the weekend though downtown when I see all the immigrants praying in the streets I am starting to miss the USA though. But I do not process an Green Card anymore.
Identity Attack0.016460562
Insult0.018001022
Profanity0.015386449
Threat0.006641001
Severe Toxicity0.0015830994
Low Tox 0.034984488 Constructive 0.778
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
For everyone not in Canada, the guy on the bike is how 90 percent of Canadians feel. Some are to nice to say it and others speak freely like bike guy.
For everyone not in Canada, the guy on the bike is how 90 percent of Canadians feel. Some are to nice to say it and others speak freely like bike guy.
Identity Attack0.013546381
Insult0.016632931
Profanity0.011082385
Threat0.0062396824
Severe Toxicity0.0009822845
Low Tox 0.034277402 Constructive 0.59 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I'll tell you how it happened. Because we're too nice. We've let this happen because we didn't want to speak up against it. But now our back is against the wall in our own country. …
I'll tell you how it happened. Because we're too nice. We've let this happen because we didn't want to speak up against it. But now our back is against the wall in our own country. We need to stand up eventually.
Identity Attack0.009434453
Insult0.012680908
Profanity0.011902207
Threat0.0078449575
Severe Toxicity0.0011539459
Low Tox 0.034041706 Moderate Con 0.472
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Respect to bike brother for speaking the truth
Respect to bike brother for speaking the truth
Identity Attack0.0059936526
Insult0.014276917
Profanity0.016957775
Threat0.007624879
Severe Toxicity0.0014019012
Low Tox 0.033334624 Moderate Con 0.403 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike guy was just speaking facts
The bike guy was just speaking facts
Identity Attack0.003921773
Insult0.01767874
Profanity0.01490822
Threat0.0064985976
Severe Toxicity0.0010442734
Low Tox 0.033334624 Low Con 0.266 Meta_Commentary
Feb 28, 2026 Inside Canada's Indian Invasion...
We need more of the guy on the bicycle. He is speaking facts.
We need more of the guy on the bicycle. He is speaking facts.
Identity Attack0.0021366263
Insult0.018065477
Profanity0.010928668
Threat0.007094103
Severe Toxicity0.0010347366
Low Tox 0.032627538 Moderate Con 0.406 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
One look at the person who is speaking on behalf of immigration tells why she wouldn't answer any questions.
One look at the person who is speaking on behalf of immigration tells why she wouldn't answer any questions.
Identity Attack0.012061302
Insult0.012984909
Profanity0.010194245
Threat0.006194372
Severe Toxicity0.0008201599
Low Tox 0.032391842 Low Con 0.238 Meta_Commentary
Oct 1, 2025 IRCC Names India in Study …
He is not punjabi He is haryanvi, he is speaking haryanvi not punjabi
He is not punjabi He is haryanvi, he is speaking haryanvi not punjabi
Identity Attack0.021585498
Insult0.021868404
Profanity0.022354934
Threat0.007547205
Severe Toxicity0.0023651123
Low Tox 0.032156147 Low Con 0.295 Meta_Commentary
Feb 26, 2026 Inside Canada's Indian Invasion...
Guy on the bike speaks the truth!
Guy on the bike speaks the truth!
Identity Attack0.0025343532
Insult0.01632893
Profanity0.012141321
Threat0.007365964
Severe Toxicity0.001206398
Low Tox 0.031684756 Moderate Con 0.39 Meta_Commentary
Jan 27, 2026 45 likes Inside Canada's Indian Invasion...
So I had to spend tens of thousands 💵, prove that I could speak BOTH languages and assimilate before arriving, then pray to have enough points. Now everyone and their grandparents can just skip the …
So I had to spend tens of thousands 💵, prove that I could speak BOTH languages and assimilate before arriving, then pray to have enough points. Now everyone and their grandparents can just skip the line.
Identity Attack0.0038292783
Insult0.013820915
Profanity0.011714331
Threat0.0065115434
Severe Toxicity0.00082969666
Low Tox 0.031684756 Moderate Con 0.345
Jun 18, 2025 13 likes How Canada broke its immigration …
The bike guy speaking true
The bike guy speaking true
Identity Attack0.0050317086
Insult0.017485369
Profanity0.017367685
Threat0.0072753434
Severe Toxicity0.001411438
Low Tox 0.031449065 Moderate Con 0.363 Meta_Commentary
Feb 28, 2026 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...
Search Assist In Canada, the Official Languages Act ensures that both English and French are recognized as official languages, but it DOES NOT REQUIRE immigrants to speak either language to enter the country. However, for …
Search Assist In Canada, the Official Languages Act ensures that both English and French are recognized as official languages, but it DOES NOT REQUIRE immigrants to speak either language to enter the country. However, for certain processes like applying for citizenship, proof of language proficiency in English or French may be required for applicants aged 18 to 54. Wikipedia Department of Justice Canada
Identity Attack0.017063495
Insult0.011882903
Profanity0.016137952
Threat0.0073789097
Severe Toxicity0.0010871887
Low Tox 0.031331215 Moderate Con 0.377 Meta_Commentary
Sep 5, 2025 Why Canadians Are Turning Against …
In walmart they are speaking hindi and punjabi over the PA systems now.
In walmart they are speaking hindi and punjabi over the PA systems now.
Identity Attack0.019575719
Insult0.013706914
Profanity0.01261955
Threat0.006763986
Severe Toxicity0.0012207031
Low Tox 0.031213367 Moderate Con 0.338 Identity_Assertion
Dec 23, 2025 Inside Canada's Indian Metropolis (Brampton)
11:00 speaking of bad driving, that grey SUV did a left turn when the sign clearly says no left turns.
11:00 speaking of bad driving, that grey SUV did a left turn when the sign clearly says no left turns.
Identity Attack0.0032373124
Insult0.015796926
Profanity0.0108774295
Threat0.0066215824
Severe Toxicity0.0009965897
Low Tox 0.031213367 Moderate Con 0.366 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike guy speaking true
The bike guy speaking true
Identity Attack0.0050317086
Insult0.017227544
Profanity0.017299367
Threat0.007314181
Severe Toxicity0.0014209747
Low Tox 0.030859824 Moderate Con 0.363 Meta_Commentary
Feb 28, 2026 Inside Canada's Indian Invasion...
Thank you for speaking what we cannot say or denounce! Truth shall prevail!
Thank you for speaking what we cannot say or denounce! Truth shall prevail!
Identity Attack0.0019146391
Insult0.014504919
Profanity0.010211324
Threat0.0071588317
Severe Toxicity0.00094890594
Low Tox 0.03015274 Moderate Con 0.436 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike man 💯 speaks truthfully 👌
Bike man 💯 speaks truthfully 👌
Identity Attack0.005512681
Insult0.014580919
Profanity0.021535112
Threat0.008349842
Severe Toxicity0.0022602081
Low Tox 0.029917045 Moderate Con 0.357 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
but when they go to spain they do not speak spanish but english.
but when they go to spain they do not speak spanish but english.
Identity Attack0.021083053
Insult0.011008898
Profanity0.014976538
Threat0.0066798385
Severe Toxicity0.0012397766
Low Tox 0.029563503 Low Con 0.201
Aug 25, 2025 Why Canadians Are Turning Against …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years apply for Citizenship, which makes it easier to bring their parents into Canada. Those parents apply for PR, then wait 3 years, after which they can also apply for Citizenship. If they are 55+ years old, they don't need to take the test or prove they can speak the English. They just apply and get become Citizens. All of this while enjoying the benefits of a Socialized Healthcare, Old Age Pension after 65+, Canada Child Benefit paid to parents with kids under 18, and more. This is not a sustainable economic model, we WILL run out of money. Technically we already have 😂
Identity Attack0.00984143
Insult0.014124917
Profanity0.01265371
Threat0.0065115434
Severe Toxicity0.0011348724
Low Tox 0.028149333 Constructive 0.612 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 IRCC Names India in Study …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that …
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that needs addressed ASAP, immediately, yesterday.
Identity Attack0.0037367835
Insult0.01617693
Profanity0.0094256615
Threat0.0061231707
Severe Toxicity0.0007247925
Low Tox 0.026499467 Moderate Con 0.484 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
If you move to another country you need to be part of their culture and their way of life, speak their language and become one of them..but people love to move to Canada to take …
If you move to another country you need to be part of their culture and their way of life, speak their language and become one of them..but people love to move to Canada to take advantage of all the freedoms and continue doing what they are doing.
Identity Attack0.014048826
Insult0.0114649
Profanity0.010023449
Threat0.0059807673
Severe Toxicity0.0009059906
Low Tox 0.025320992 Moderate Con 0.481 Identity_Assertion
Jan 29, 2026 2 likes 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.