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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

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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: "Over the years I have …" 1,624 comments · Page 58 of 65
This, after years of inaction. Lots more came through in the night.
This, after years of inaction. Lots more came through in the night.
Identity Attack0.0023216156
Insult0.01313691
Profanity0.012892825
Threat0.007586042
Severe Toxicity0.001001358
Low Tox 0.028385026 Moderate Con 0.366 Unverified_Claim
Jan 5, 2026 2 likes Migrants cross into Canada near …
Look what happened to Surrey BC especially Newton same thing years ago now they have the whole thing
Look what happened to Surrey BC especially Newton same thing years ago now they have the whole thing
Identity Attack0.0032928092
Insult0.013934915
Profanity0.013371054
Threat0.0070164283
Severe Toxicity0.0010585785
Low Tox 0.028385026 Moderate Con 0.34 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I’ve lived in Brampton my whole life basically, if I were to show you my old class photos you can literally see the demographics changing year over year
I’ve lived in Brampton my whole life basically, if I were to show you my old class photos you can literally see the demographics changing year over year
Identity Attack0.008250522
Insult0.012034904
Profanity0.017572641
Threat0.007573096
Severe Toxicity0.0014591217
Low Tox 0.02826718 Moderate Con 0.462 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Love the buddy on the bike, true Canadian I’d say. But he should’ve also mentioned the mistakes our governments made in the past few years.
Love the buddy on the bike, true Canadian I’d say. But he should’ve also mentioned the mistakes our governments made in the past few years.
Identity Attack0.0076215584
Insult0.016024929
Profanity0.009237786
Threat0.0063885585
Severe Toxicity0.00071048737
Low Tox 0.02826718 Constructive 0.611 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Ain't it something how not even 100 years ago when people had problems with certain people they knew how to make them leave.
Ain't it something how not even 100 years ago when people had problems with certain people they knew how to make them leave.
Identity Attack0.0035702933
Insult0.01306091
Profanity0.012073003
Threat0.0082074385
Severe Toxicity0.00096797943
Low Tox 0.028149333 Moderate Con 0.373
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
There you have it Trudeau Carney and the WEF decided years ago that canada needs 100million people so without a care that is there only goal.
There you have it Trudeau Carney and the WEF decided years ago that canada needs 100million people so without a care that is there only goal.
Identity Attack0.0051797
Insult0.01617693
Profanity0.009903891
Threat0.006194372
Severe Toxicity0.0008678436
Low Tox 0.028149333 Low Con 0.184
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
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
Bro is about 20 years late
Bro is about 20 years late
Identity Attack0.005660672
Insult0.012946909
Profanity0.01846078
Threat0.008945347
Severe Toxicity0.0015068054
Low Tox 0.027913637 Low Con 0.205 Humor_Satire
Feb 6, 2026 Inside Canada's Indian Invasion...
I have many Indian friends who came to Canada over the years. My friends’ families came here for a better life, to integrate into Canadian society, to adopt our values and have started successful businesses …
I have many Indian friends who came to Canada over the years. My friends’ families came here for a better life, to integrate into Canadian society, to adopt our values and have started successful businesses based on those shared values. Sadly things seem to have shifted in the past 10 years…
Identity Attack0.017766917
Insult0.0116169015
Profanity0.010621235
Threat0.0059775305
Severe Toxicity0.0008010864
Low Tox 0.027560094 Constructive 0.701 Personal_Narrative
Feb 6, 2026 3 likes Inside Canada's Indian Invasion...
what international talent canada wants ? its just want international money. I am skilled multi device technician (NOC 22311) and have 3 years on canadian experience. repaired over 3000 devices for air canada, canada post, …
what international talent canada wants ? its just want international money. I am skilled multi device technician (NOC 22311) and have 3 years on canadian experience. repaired over 3000 devices for air canada, canada post, bank of montreal, various schools, hospital and colleges. I see no chance to get PR and extend my expiring visa. Government just keep inviting the French speakers.
Identity Attack0.013244915
Insult0.01306091
Profanity0.009869732
Threat0.006149062
Severe Toxicity0.000872612
Low Tox 0.027560094 Constructive 0.583 Personal_Narrative
Jan 20, 2026 1 likes Why Canada’s immigration system 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 …
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 …
Global is propaganda why air this now? When its been happening for years?
Global is propaganda why air this now? When its been happening for years?
Identity Attack0.0037922803
Insult0.012110904
Profanity0.012243799
Threat0.0067769317
Severe Toxicity0.0010061264
Low Tox 0.027442247 Low Con 0.163 Meta_Commentary
Feb 18, 2026 8 likes Canadian immigration officers investigating hundreds …
Funny how the government is finally realizing what the common Canadian has known for years.
Funny how the government is finally realizing what the common Canadian has known for years.
Identity Attack0.009693438
Insult0.014276917
Profanity0.009647697
Threat0.006058442
Severe Toxicity0.00078201294
Low Tox 0.027324399 Low Con 0.255 Identity_Assertion
Feb 22, 2026 Canadian immigration officers investigating hundreds …
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 have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
Identity Attack0.00569767
Insult0.014504919
Profanity0.010347961
Threat0.0062332097
Severe Toxicity0.00081062317
Low Tox 0.027206551 Constructive 0.656 Fear_Threat
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
this is a 180 from the past 5 years, however, it is a false promise. once the immigration cuts are out of recent memory of the voter base, restaurants begin to need customers (11,000 shuttered …
this is a 180 from the past 5 years, however, it is a false promise. once the immigration cuts are out of recent memory of the voter base, restaurants begin to need customers (11,000 shuttered in 2 years), colleges get surplus nostalgia, and landlords demand their inflated rental income (see economic rent), the government will ramp the numbers up again.
Identity Attack0.0062526376
Insult0.01309891
Profanity0.010604155
Threat0.0065827454
Severe Toxicity0.00081062317
Low Tox 0.026970858 Constructive 0.518 Policy_Critique
Jan 19, 2026 1 likes Why Canada’s immigration system has …
“ i will go next year” visa expired
“ i will go next year” visa expired
Identity Attack0.004162259
Insult0.0103248935
Profanity0.013473531
Threat0.007624879
Severe Toxicity0.001206398
Low Tox 0.026617315 Moderate Con 0.371
Jan 27, 2026 2,203 likes Inside Canada's Indian Invasion...
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds …
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds of job applications to date and I only got a response. I have no choice but to take that job in fastfood restaurant just to make a living. Don't worry, if I still don't get a job aligned to my profession in few months, I will leave. I'm tired..
Identity Attack0.009027477
Insult0.0113509
Profanity0.01174849
Threat0.006861079
Severe Toxicity0.00094890594
Low Tox 0.026499467 Constructive 0.758 Personal_Narrative
Jul 1, 2025 3 likes How Canada broke its immigration …
When came as a 5 year old 50+ yars ago my family and I were accused of not assimilating so not much has changed. I've got kids half my age telling me to assimilate
When came as a 5 year old 50+ yars ago my family and I were accused of not assimilating so not much has changed. I've got kids half my age telling me to assimilate
Identity Attack0.008435511
Insult0.010666896
Profanity0.01627459
Threat0.0069516995
Severe Toxicity0.0012207031
Low Tox 0.026499467 Constructive 0.586 Personal_Narrative
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Not even close to enough. Im telling you since 2019 more than 2 million a year came here. Theres nearly a million refugee claims a year from India alone.
Not even close to enough. Im telling you since 2019 more than 2 million a year came here. Theres nearly a million refugee claims a year from India alone.
Identity Attack0.015154205
Insult0.00971689
Profanity0.011646013
Threat0.006530962
Severe Toxicity0.00084400177
Low Tox 0.026145924 Moderate Con 0.435
Dec 28, 2025 Deportations From Canada at Their …
Ive noticed the standard of driving drop in australia in the last few years , people just dont bother indicating anymore .
Ive noticed the standard of driving drop in australia in the last few years , people just dont bother indicating anymore .
Identity Attack0.008879486
Insult0.012756908
Profanity0.012414595
Threat0.0068416605
Severe Toxicity0.0009870529
Low Tox 0.026028076 Moderate Con 0.493 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
So what I’m hearing is they squeezed what they need to do over a 50-year period into 5 years. Of course it’s gonna shock the system.
So what I’m hearing is they squeezed what they need to do over a 50-year period into 5 years. Of course it’s gonna shock the system.
Identity Attack0.0024233595
Insult0.011046898
Profanity0.013336895
Threat0.008556974
Severe Toxicity0.0010108948
Low Tox 0.025674535 Low Con 0.222
Jul 7, 2025 1 likes How Canada broke its immigration …
Canada and it's citizens are AMAZING for all the programs that help facilitate this. Canada's food banks are the most generous in the entire world. Come one, come all - Canada will give you free …
Canada and it's citizens are AMAZING for all the programs that help facilitate this. Canada's food banks are the most generous in the entire world. Come one, come all - Canada will give you free health insurance and better than basic income, just claim refugee. It'll take years to progress. Canada will also give interest free loans while you're here. Most just pool up their funds and buy businesses outright. There is simply no reason why not to leave America and go to Canada.
Identity Attack0.010433395
Insult0.011692902
Profanity0.010245483
Threat0.006110225
Severe Toxicity0.0010347366
Low Tox 0.025556687 Constructive 0.753 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Thank who ever was in power for the past 10 years
Thank who ever was in power for the past 10 years
Identity Attack0.0038107792
Insult0.011160898
Profanity0.013473531
Threat0.007081157
Severe Toxicity0.0010871887
Low Tox 0.02543884 Moderate Con 0.329
Oct 2, 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.