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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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Active: "Is this what it’s like …" 2,805 comments · Page 106 of 113
I disagree with one thing you said at the beginning of this well done video. You said have we become too passive or too conservative? No, Conservatives haven't had a voice in the past 10 …
I disagree with one thing you said at the beginning of this well done video. You said have we become too passive or too conservative? No, Conservatives haven't had a voice in the past 10 years. We've become too Liberal. It was JT with his government and advisors like MC, who did this.
Identity Attack0.0043657473
Insult0.01640493
Profanity0.011782649
Threat0.0063432488
Severe Toxicity0.00084400177
Low Tox 0.028974265 Constructive 0.759
Aug 29, 2025 Why Canadians Are Turning Against …
🇨🇦🇨🇦🇨🇦Looks awesome man prayer places jam packed , community making food for all giving them warm free meal , small business thriving , elder people look way better and looks like their children are taking …
🇨🇦🇨🇦🇨🇦Looks awesome man prayer places jam packed , community making food for all giving them warm free meal , small business thriving , elder people look way better and looks like their children are taking well care of them, divorce rate is lowest in the nation it really looks like a great city to move and raise your kids ❤❤❤❤
Identity Attack0.00776955
Insult0.011996903
Profanity0.01620627
Threat0.0071588317
Severe Toxicity0.0019741058
Low Tox 0.028856417 Constructive 0.7 Solidarity
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to …
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to fret.
Identity Attack0.007917541
Insult0.011274899
Profanity0.024131214
Threat0.010032792
Severe Toxicity0.002193451
Low Tox 0.028856417 Constructive 0.715 Meta_Commentary
Jul 18, 2025 13 likes Canadian Citizenship Test 2025 – …
looks like the uk
looks like the uk
Identity Attack0.012139536
Insult0.011882903
Profanity0.017436003
Threat0.0077284453
Severe Toxicity0.0018119812
Low Tox 0.028856417 Low Con 0.27 Comparative_Framing
Feb 12, 2026 Inside Canada's Indian Invasion...
Raise your hand 🙋‍♂️ if you like the honesty of the guy on the bike.
Raise your hand 🙋‍♂️ if you like the honesty of the guy on the bike.
Identity Attack0.0016279058
Insult0.013972916
Profanity0.0128245065
Threat0.0075083673
Severe Toxicity0.0009965897
Low Tox 0.02873857 Moderate Con 0.388 Meta_Commentary
Jan 28, 2026 149 likes Inside Canada's Indian Invasion...
I'd like the "Government Sponsored" asylum seeker program please and a Canadian passport. I'm not really interested in working. Can I collect my Canadian welfare benefits from Miami? I can still fly back to visit …
I'd like the "Government Sponsored" asylum seeker program please and a Canadian passport. I'm not really interested in working. Can I collect my Canadian welfare benefits from Miami? I can still fly back to visit your office a couple times a year if you want.
Identity Attack0.010803374
Insult0.012756908
Profanity0.009622077
Threat0.006265574
Severe Toxicity0.0009822845
Low Tox 0.028620722 Constructive 0.674
Dec 29, 2017 8 likes How much do refugees and …
Feels like are back in Great Depression and Government is living and admiring history?
Feels like are back in Great Depression and Government is living and admiring history?
Identity Attack0.004328749
Insult0.014390918
Profanity0.010723713
Threat0.0063950317
Severe Toxicity0.0008678436
Low Tox 0.028385026 Low Con 0.207
Jan 15, 2026 Canada’s new rules in 2026
“I will go next month” let’s be honest…. No you will not…. You’ll overstay like a lot of them 🙂
“I will go next month” let’s be honest…. No you will not…. You’ll overstay like a lot of them 🙂
Identity Attack0.0030708222
Insult0.012870909
Profanity0.013302735
Threat0.007534259
Severe Toxicity0.0011491776
Low Tox 0.02826718 Moderate Con 0.337 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes …
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes to the government for developing cities like Brampton ,Only problem is vetting that need to done properly,can't expect higher low wage worker to build silicon cities in Canada.High skill professionals are the need of the hour.
Identity Attack0.007214582
Insult0.015036922
Profanity0.010296722
Threat0.005906329
Severe Toxicity0.000834465
Low Tox 0.028149333 Constructive 0.598
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
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)
i liked when the GTA actually felt diverse
i liked when the GTA actually felt diverse
Identity Attack0.009989422
Insult0.011160898
Profanity0.018802373
Threat0.008285114
Severe Toxicity0.0019168854
Low Tox 0.02779579 Moderate Con 0.313 Identity_Assertion
Dec 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Decently based bike guy. More canadians need to be like him, but further in defence of the land.
Decently based bike guy. More canadians need to be like him, but further in defence of the land.
Identity Attack0.008324518
Insult0.01625293
Profanity0.010108846
Threat0.0066927844
Severe Toxicity0.0009393692
Low Tox 0.02779579 Constructive 0.53 Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
She is a great minister compared to some of the other liberal ministers like minister of safety, minister of finance or Skid Mark Miller or others
She is a great minister compared to some of the other liberal ministers like minister of safety, minister of finance or Skid Mark Miller or others
Identity Attack0.0045322375
Insult0.015720926
Profanity0.011065305
Threat0.0062332097
Severe Toxicity0.0006532669
Low Tox 0.02779579 Moderate Con 0.379 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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 …
Punjabi guy "It feels like home as it also snows in Punjab...
Punjabi guy "It feels like home as it also snows in Punjab...
Identity Attack0.016259583
Insult0.013288911
Profanity0.016547862
Threat0.0076766624
Severe Toxicity0.00166893
Low Tox 0.027324399 Constructive 0.522 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
Liking and commenting 4 seconds in as a Ontario citizen
Liking and commenting 4 seconds in as a Ontario citizen
Identity Attack0.004994711
Insult0.012832909
Profanity0.010604155
Threat0.0063367756
Severe Toxicity0.0009870529
Low Tox 0.027206551 Moderate Con 0.394 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
18k Sounds like the United States on a Sunday morning
18k Sounds like the United States on a Sunday morning
Identity Attack0.0075845607
Insult0.010818896
Profanity0.016889455
Threat0.008155655
Severe Toxicity0.001745224
Low Tox 0.027088705 Low Con 0.236 Comparative_Framing
Dec 24, 2025 93 likes Deportations From Canada at Their …
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...
When you get your residency, suddenly you start quitting your job and rely on government's social welfare . As a tax payer obviously I would like those benefits to go to Canadians first.
When you get your residency, suddenly you start quitting your job and rely on government's social welfare . As a tax payer obviously I would like those benefits to go to Canadians first.
Identity Attack0.012061302
Insult0.011996903
Profanity0.009442741
Threat0.0062008454
Severe Toxicity0.0009012222
Low Tox 0.026970858 Constructive 0.578
Nov 26, 2025 Quebec Ends Economic Immigration Program …
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...
Charge the colleges and universities that allow them to take courses and pass them like Conestoga College . They turned a blind eye ask students who were there. It's all about the money.
Charge the colleges and universities that allow them to take courses and pass them like Conestoga College . They turned a blind eye ask students who were there. It's all about the money.
Identity Attack0.0027563404
Insult0.014960921
Profanity0.010757872
Threat0.0062785195
Severe Toxicity0.0007009506
Low Tox 0.026735162 Moderate Con 0.322 Policy_Critique
Oct 12, 2025 IRCC Names India in Study …
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...

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.