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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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30,738 comments · Page 1053 of 1230
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 …
Agenda 2030 folks the "Great Reset"
Agenda 2030 folks the "Great Reset"
Identity Attack0.0050687063
Insult0.0118069025
Profanity0.01442999
Threat0.0072365063
Severe Toxicity0.0013065338
Low Tox 0.027560094 Low Con 0.116 Unverified_Claim
Feb 19, 2026 2 likes LILLEY UNLEASHED: The fall of …
You guys all right?
You guys all right?
Identity Attack0.0057346676
Insult0.0115029
Profanity0.016616182
Threat0.00789674
Severe Toxicity0.0015830994
Low Tox 0.027560094 Moderate Con 0.426 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Is this in Canada???i thought canada follow driving rules.
Is this in Canada???i thought canada follow driving rules.
Identity Attack0.015455672
Insult0.0113509
Profanity0.01041628
Threat0.0063108844
Severe Toxicity0.0009393692
Low Tox 0.027560094 Low Con 0.287 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
#caninda 😷
#caninda 😷
Identity Attack0.0027748393
Insult0.013326911
Profanity0.018255826
Threat0.0069516995
Severe Toxicity0.0017738342
Low Tox 0.027560094 Moderate Con 0.479
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
thats a total iie, you didnt mention the ones that get 225.00 a day.or the ones that get no interest mortgages i could go on but the truth dont exist with the cbc
thats a total iie, you didnt mention the ones that get 225.00 a day.or the ones that get no interest mortgages i could go on but the truth dont exist with the cbc
Identity Attack0.0024048607
Insult0.016556932
Profanity0.011680172
Threat0.0060066585
Severe Toxicity0.00076293945
Low Tox 0.027560094 Moderate Con 0.397
Oct 19, 2024 1 likes How much do refugees and …
If any employer sees the candidate has a diploma from one of these smaller or fly by night colleges they should scrap that resume. The students never earned that diploma.
If any employer sees the candidate has a diploma from one of these smaller or fly by night colleges they should scrap that resume. The students never earned that diploma.
Identity Attack0.0027193425
Insult0.012984909
Profanity0.011423977
Threat0.0068028234
Severe Toxicity0.0006246567
Low Tox 0.027560094 Low Con 0.244 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
I got introduced to Brampton as “browntown” when I was 5. Nothing new.
I got introduced to Brampton as “browntown” when I was 5. Nothing new.
Identity Attack0.0071775843
Insult0.013820915
Profanity0.012107162
Threat0.0070164283
Severe Toxicity0.0010681152
Low Tox 0.027560094 Moderate Con 0.446 Personal_Narrative
Jan 1, 2026 13 likes Inside Canada's Indian Metropolis (Brampton)
Judge me on ur grocery prices
Judge me on ur grocery prices
Identity Attack0.0019886347
Insult0.010590895
Profanity0.013780965
Threat0.0070164283
Severe Toxicity0.0012588501
Low Tox 0.027560094 Moderate Con 0.336
Jan 17, 2026 Canada’s new rules in 2026
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...
why there is a need for international student program it is no benefit for the host countries
why there is a need for international student program it is no benefit for the host countries
Identity Attack0.009249465
Insult0.010134893
Profanity0.013405213
Threat0.00636914
Severe Toxicity0.0009918213
Low Tox 0.027560094 Low Con 0.216
Sep 28, 2025 10 likes IRCC Names India in Study …
And 385k is still almost 1% of the country's population, effectively continuing unnatural annual-exponential “growth” that has crushed the home market for young Canadians.
And 385k is still almost 1% of the country's population, effectively continuing unnatural annual-exponential “growth” that has crushed the home market for young Canadians.
Identity Attack0.0064006294
Insult0.015264924
Profanity0.010330882
Threat0.006084333
Severe Toxicity0.0007343292
Low Tox 0.027560094 Moderate Con 0.319 Economic_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …
Ooh, a whopping $420 tax cut.
Ooh, a whopping $420 tax cut.
Identity Attack0.001674153
Insult0.015188923
Profanity0.012926984
Threat0.006427396
Severe Toxicity0.0010299683
Low Tox 0.027560094 Low Con 0.194 Humor_Satire
Jan 17, 2026 1 likes Canada’s new rules in 2026
Integrate do not separate
Integrate do not separate
Identity Attack0.010137413
Insult0.010096892
Profanity0.015488927
Threat0.0074436385
Severe Toxicity0.0012969971
Low Tox 0.027560094 Low Con 0.185
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
BOOMING ECONOMY.. Definitely BOOM!
BOOMING ECONOMY.. Definitely BOOM!
Identity Attack0.0026638457
Insult0.013706914
Profanity0.015557245
Threat0.0065115434
Severe Toxicity0.0015449524
Low Tox 0.027560094 Moderate Con 0.304 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
should have done this about Surrey
should have done this about Surrey
Identity Attack0.007214582
Insult0.010400894
Profanity0.017777596
Threat0.009385503
Severe Toxicity0.0017261505
Low Tox 0.027560094 Low Con 0.263
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Bike guy is the KING OF BASED! Hero!
Bike guy is the KING OF BASED! Hero!
Identity Attack0.0032373124
Insult0.015948927
Profanity0.013371054
Threat0.0072235605
Severe Toxicity0.0013256073
Low Tox 0.027560094 Moderate Con 0.314 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Women...
Women...
Identity Attack0.016460562
Insult0.011160898
Profanity0.014190876
Threat0.006641001
Severe Toxicity0.0011730194
Low Tox 0.027560094 Moderate Con 0.442
Sep 30, 2025 IRCC Names India in Study …
an expensive lesson
an expensive lesson
Identity Attack0.0024788564
Insult0.011540901
Profanity0.013849284
Threat0.007301235
Severe Toxicity0.0010585785
Low Tox 0.027560094 Moderate Con 0.381
Dec 26, 2025 Deportations From Canada at Their …
student VISA is BROKEN
student VISA is BROKEN
Identity Attack0.0034038029
Insult0.013440913
Profanity0.016889455
Threat0.0058998563
Severe Toxicity0.0027275085
Low Tox 0.027560094 Low Con 0.267 Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
Cover our secret CCP police next!!
Cover our secret CCP police next!!
Identity Attack0.003348306
Insult0.012642908
Profanity0.0118338885
Threat0.008026198
Severe Toxicity0.0013065338
Low Tox 0.027560094 Low Con 0.27 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Good video, but the use of the term managed integration is problematic. It was managed admission, integration is not part of Canadian immigration.
Good video, but the use of the term managed integration is problematic. It was managed admission, integration is not part of Canadian immigration.
Identity Attack0.012842959
Insult0.012490907
Profanity0.00998929
Threat0.006039023
Severe Toxicity0.00088214874
Low Tox 0.027560094 Constructive 0.578
Jun 24, 2025 1 likes How Canada broke its immigration …
You voted for it guys.
You voted for it guys.
Identity Attack0.0044767405
Insult0.013174911
Profanity0.014839902
Threat0.0069646453
Severe Toxicity0.0012016296
Low Tox 0.027560094 Moderate Con 0.301
Aug 25, 2025 Why Canadians Are Turning Against …
Bramptingh
Bramptingh
Identity Attack0.0051797
Insult0.014162917
Profanity0.027820412
Threat0.009100696
Severe Toxicity0.002412796
Low Tox 0.027560094 Low Con 0.267
Dec 30, 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.