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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 #}

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Active: "I don’t like Canada. I …" 884 comments · Page 34 of 36
What is Canadian culture anyway? I moved to Canada (from Italy) in 2008, got my citizenship in 2021, and I am still trying to understand what Canadian culture is. 😮 Is it like American? Please …
What is Canadian culture anyway? I moved to Canada (from Italy) in 2008, got my citizenship in 2021, and I am still trying to understand what Canadian culture is. 😮 Is it like American? Please explain. Thank you.
Identity Attack0.02048012
Insult0.011654901
Profanity0.012038844
Threat0.0062137907
Severe Toxicity0.0011348724
Low Tox 0.03109552 Constructive 0.562 Question
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
The one thing I can’t understand is how an international student from India can work without a social insurance number in Canada.They don’t have social insurance numbers in India.So places like Tim Hortons,Circle K and …
The one thing I can’t understand is how an international student from India can work without a social insurance number in Canada.They don’t have social insurance numbers in India.So places like Tim Hortons,Circle K and almost every fast food restaurant lets them work there without having Canadian taxes taking off their checks.Plus what happen to that box on most applications where it says are you legally allowed to work in Canada.
Identity Attack0.02238941
Insult0.0116169015
Profanity0.010074687
Threat0.005809236
Severe Toxicity0.0009393692
Low Tox 0.030388435 Constructive 0.616
Dec 14, 2025 How Canada broke its immigration …
It’s not Just Brampton, all of Canada looks like this now…
It’s not Just Brampton, all of Canada looks like this now…
Identity Attack0.011099357
Insult0.015188923
Profanity0.010501678
Threat0.0062008454
Severe Toxicity0.0010824203
Low Tox 0.03015274 Moderate Con 0.33 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
In Canada we have two colloquial names for Bramption 1.) Bramladesh and 2.) Browntown (which if you say it fast sounds like you're just saying Brampton anyway)
In Canada we have two colloquial names for Bramption 1.) Bramladesh and 2.) Browntown (which if you say it fast sounds like you're just saying Brampton anyway)
Identity Attack0.009693438
Insult0.015340924
Profanity0.011594773
Threat0.006485652
Severe Toxicity0.0010824203
Low Tox 0.030034892 Moderate Con 0.439 Humor_Satire
Jan 29, 2026 59 likes Inside Canada's Indian Invasion...
They redeemed Canada like all the gift cards ❤
They redeemed Canada like all the gift cards ❤
Identity Attack0.010433395
Insult0.014390918
Profanity0.010501678
Threat0.00636914
Severe Toxicity0.0011014938
Low Tox 0.029092113 Moderate Con 0.424 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
0:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. …
0:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. Income earned from Canadian sources is generally taxable for both residents and non-residents.
Identity Attack0.01766643
Insult0.010096892
Profanity0.011133623
Threat0.0057606893
Severe Toxicity0.00088214874
Low Tox 0.028031485 Moderate Con 0.451 Meta_Commentary
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
Please don't believe this report. I am from Canada, This issue is not dividing us at all . In fact the overwhelming majority agrees immigration numbers of recent years are unsustainable .These policies to cut …
Please don't believe this report. I am from Canada, This issue is not dividing us at all . In fact the overwhelming majority agrees immigration numbers of recent years are unsustainable .These policies to cut immigration are driven by public pressure on the government..Fr24 is cherry picking and make it sound like there is huge backlash to these cuts.
Identity Attack0.009545447
Insult0.011996903
Profanity0.010006369
Threat0.006589218
Severe Toxicity0.0007581711
Low Tox 0.027324399 Constructive 0.799 Policy_Critique
Feb 11, 2026 467 likes Canada's tighter immigration policy divides …
They successfully pushed me out of southern Ontario. At least I feel like I live in Canada again, for now.
They successfully pushed me out of southern Ontario. At least I feel like I live in Canada again, for now.
Identity Attack0.01374736
Insult0.0107048955
Profanity0.011406898
Threat0.007365964
Severe Toxicity0.001168251
Low Tox 0.026970858 Moderate Con 0.459 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
To anyone wondering, yes Canada is like this.
To anyone wondering, yes Canada is like this.
Identity Attack0.014450782
Insult0.012794908
Profanity0.010057608
Threat0.006039023
Severe Toxicity0.0011634827
Low Tox 0.026735162 Moderate Con 0.393
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Thank you for doing a video on this!! I’m Canadian and I I love everyone, but this is really what Canada is like now…. It’s changed a lot.
Thank you for doing a video on this!! I’m Canadian and I I love everyone, but this is really what Canada is like now…. It’s changed a lot.
Identity Attack0.014752249
Insult0.0113889
Profanity0.014874061
Threat0.007883795
Severe Toxicity0.0017356873
Low Tox 0.026617315 Constructive 0.603 Fear_Threat
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is allowing families to leave their country and immigrant around the world just like they should. Localization is only prompted by friendly circumstances. It is seen everywhere with cultural neighborhoods
Identity Attack0.014852738
Insult0.011730902
Profanity0.00952814
Threat0.005919275
Severe Toxicity0.0008583069
Low Tox 0.026617315 Constructive 0.573 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Seems like " ICE " has already found yall in Canada
Seems like " ICE " has already found yall in Canada
Identity Attack0.0073995716
Insult0.013440913
Profanity0.011150704
Threat0.0069387536
Severe Toxicity0.0012493134
Low Tox 0.026499467 Low Con 0.185 Humor_Satire
Feb 13, 2026 Inside Canada's Indian Invasion...
Look at Surrey and Brampton Do they look like Canada
Look at Surrey and Brampton Do they look like Canada
Identity Attack0.014852738
Insult0.012034904
Profanity0.010621235
Threat0.006550381
Severe Toxicity0.0011968613
Low Tox 0.02638162 Low Con 0.213 Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
Unrealistic take on this matter…they are on both sides of the service centres of Canada …they have taken the jobs in gov…as most take HR certification and then hire their own kind…. Challenge for you….walk …
Unrealistic take on this matter…they are on both sides of the service centres of Canada …they have taken the jobs in gov…as most take HR certification and then hire their own kind…. Challenge for you….walk into Canaada Service centre….see for yourself….. it’s like a commune.
Identity Attack0.0043657473
Insult0.015948927
Profanity0.009733095
Threat0.0059386934
Severe Toxicity0.0006914139
Low Tox 0.025674535 Constructive 0.504 Policy_Critique
Feb 22, 2026 3 likes LILLEY UNLEASHED: The fall of …
Unbelievable! Not a single question on the exam came from the 411 questions—I wasted two full days watching the videos three times! Luckily, I studied the Discover Canada book and managed to get 17 questions …
Unbelievable! Not a single question on the exam came from the 411 questions—I wasted two full days watching the videos three times! Luckily, I studied the Discover Canada book and managed to get 17 questions right, just barely passing. Don’t fall for it like I did!
Identity Attack0.0016279058
Insult0.013174911
Profanity0.011423977
Threat0.006136116
Severe Toxicity0.00074863434
Low Tox 0.024849601 Constructive 0.593
Sep 20, 2025 2 likes Canadian Citizenship Test 2025 – …
1:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. …
1:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. Income earned from Canadian sources is generally taxable for both residents and non-residents.
Identity Attack0.015355183
Insult0.009507888
Profanity0.010501678
Threat0.0057412707
Severe Toxicity0.00078201294
Low Tox 0.024378212 Moderate Con 0.487 Meta_Commentary
Oct 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
man its like that all over Canada at this point
man its like that all over Canada at this point
Identity Attack0.008398513
Insult0.010552894
Profanity0.015010698
Threat0.0068416605
Severe Toxicity0.0013446808
Low Tox 0.024142517 Moderate Con 0.305 Fear_Threat
Jan 27, 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)
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, …
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, funding gaps, and challenges implementing legislation like the Indigenous Languages Act effectively, despite strong community efforts for revitalization. The core issue is moving beyond mere documentation to ensuring effective support for daily use, education, and government services, a goal hindered by historical trauma and systemic neglect.  Key Struggles & Challenges: Colonial Legacy: Policies like the Indian Act and residential schools suppressed languages, causing massive loss, with trauma still affecting intergenerational transmission. Constitutional Gap: Unlike English and French, Indigenous languages lack explicit, strong constitutional rights (e.g., in the Charter) for government services, as noted in this article from indigenouswatchdog.org. Urgency & Scarcity: Most of Canada's 70+ Indigenous languages are endangered, with many facing imminent extinction, requiring immediate action from the last fluent elders. Implementation of Legislation: The Indigenous Languages Act (2019) aims to support revitalization, but it's criticized for being non-binding and not creating effective rights, meaning legal recognition doesn't always translate to real-world resources or services. Funding & Resource Gaps: While funding exists, it's often insufficient, limited in scope, or not reaching grassroots efforts effectively, making comprehensive revitalization difficult. Integration Challenges: Integrating Indigenous languages into education (K-12, higher ed) and public services (health, justice) remains a significant hurdle, even where there's political will, as seen in territories with official Indigenous languages.
Identity Attack0.009471451
Insult0.013668913
Profanity0.010621235
Threat0.006550381
Severe Toxicity0.00091552734
Low Tox 0.023906821 Constructive 0.629 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
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...
Canada (Trudeau) Let too many in at the same time... We cant take more for now... we need to prepare schools, more hospitals, ect. Its now time for other provinces to take more .... like …
Canada (Trudeau) Let too many in at the same time... We cant take more for now... we need to prepare schools, more hospitals, ect. Its now time for other provinces to take more .... like quebec, Ontario and BC are overloaded....
Identity Attack0.0044582416
Insult0.012566907
Profanity0.010006369
Threat0.007081157
Severe Toxicity0.0010538101
Low Tox 0.023199737 Constructive 0.595
Nov 23, 2025 Quebec Ends Economic Immigration Program …
This explains why the country doesn't feel like Canada anymore and why you can't find a job/home to save your life. Great video, very informative.
This explains why the country doesn't feel like Canada anymore and why you can't find a job/home to save your life. Great video, very informative.
Identity Attack0.008509507
Insult0.011882903
Profanity0.009493981
Threat0.006207318
Severe Toxicity0.00092983246
Low Tox 0.023199737 Constructive 0.621 Identity_Assertion
Jun 20, 2025 5 likes How Canada broke its immigration …
Sounds like Canada needs to take notes from the US.
Sounds like Canada needs to take notes from the US.
Identity Attack0.0103594
Insult0.010932897
Profanity0.010108846
Threat0.0070164283
Severe Toxicity0.0009727478
Low Tox 0.022728346 Low Con 0.198 Comparative_Framing
Feb 19, 2026 Canadian immigration officers investigating hundreds …

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.