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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: "There all INDIANS!" 4,309 comments · Page 171 of 173
Indian people are amazing.
Indian people are amazing.
Identity Attack0.029144434
Insult0.014732921
Profanity0.024541125
Threat0.008556974
Severe Toxicity0.002861023
Low Tox 0.04216247 Moderate Con 0.463
Sep 18, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Indian people we work for you❤
Indian people we work for you❤
Identity Attack0.029917859
Insult0.014808921
Profanity0.023243073
Threat0.008401625
Severe Toxicity0.0030326843
Low Tox 0.041915078 Moderate Con 0.443
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
As a real Canadian Native American I welcome Indian people
As a real Canadian Native American I welcome Indian people
Identity Attack0.029660052
Insult0.0129089095
Profanity0.019143965
Threat0.0073918556
Severe Toxicity0.0023555756
Low Tox 0.041172907 Constructive 0.513 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
video started with hate vibes & ends with good vibes, loved the video, you covered both the aspects . we indian spread love whenever we go. we are not hurting anyone, please respect us & …
video started with hate vibes & ends with good vibes, loved the video, you covered both the aspects . we indian spread love whenever we go. we are not hurting anyone, please respect us & please don’t jealous from us, we learn from everyone. we respect every canadian.
Identity Attack0.013847848
Insult0.014048916
Profanity0.01627459
Threat0.0070034824
Severe Toxicity0.0014209747
Low Tox 0.039935954 Constructive 0.675
Jan 13, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Thank you Tyler. People need to talk about this, you should ask about the 36 bucks an hour the government subsidizes them. I lost my job to an Indian business who open 6 day cares …
Thank you Tyler. People need to talk about this, you should ask about the 36 bucks an hour the government subsidizes them. I lost my job to an Indian business who open 6 day cares on grants.
Identity Attack0.026007013
Insult0.015796926
Profanity0.011680172
Threat0.0061425893
Severe Toxicity0.0009393692
Low Tox 0.039226998 Constructive 0.815 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Check Tim Hortons and every job Indian students are working and heavily fine the employers.
Check Tim Hortons and every job Indian students are working and heavily fine the employers.
Identity Attack0.025605056
Insult0.014504919
Profanity0.011628932
Threat0.006686311
Severe Toxicity0.0011730194
Low Tox 0.03828422 Moderate Con 0.464
Oct 24, 2025 IRCC Names India in Study …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
1.7 millions of those are Indians.
1.7 millions of those are Indians.
Identity Attack0.03636306
Insult0.012870909
Profanity0.018324144
Threat0.0084793
Severe Toxicity0.0020122528
Low Tox 0.038048524 Low Con 0.243
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
indians are very friendly people and welcoming
indians are very friendly people and welcoming
Identity Attack0.028418748
Insult0.012870909
Profanity0.023106437
Threat0.008764107
Severe Toxicity0.0027275085
Low Tox 0.03734144 Moderate Con 0.427
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Ancient connection of AMERICAN & INDIAN continent is again Restablishing.
Ancient connection of AMERICAN & INDIAN continent is again Restablishing.
Identity Attack0.022188433
Insult0.0114649
Profanity0.017367685
Threat0.008815889
Severe Toxicity0.0021076202
Low Tox 0.03734144 Low Con 0.265
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am Indian and Canadian people what ever you say thing and say 1.4 billion are waiting to hear
I am Indian and Canadian people what ever you say thing and say 1.4 billion are waiting to hear
Identity Attack0.013948337
Insult0.012946909
Profanity0.012073003
Threat0.0076119336
Severe Toxicity0.0016593933
Low Tox 0.036870047 Constructive 0.514 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
i’m a farm worker in rural bc who works with indian ladies, i ❤️ them so much. just lovely. my mechanic is a sihk, one of my favorite people ever. indian people helped build bc …
i’m a farm worker in rural bc who works with indian ladies, i ❤️ them so much. just lovely. my mechanic is a sihk, one of my favorite people ever. indian people helped build bc in the last century and continue to do so, their culture is equal to western culture, i don’t worry that they are here one bit, but immigration from anywhere has to be balanced and fair.
Identity Attack0.029917859
Insult0.012148905
Profanity0.019348921
Threat0.007922632
Severe Toxicity0.0019741058
Low Tox 0.036634352 Constructive 0.722
Sep 29, 2025 43 likes Inside Canada's Indian Metropolis (Brampton)
I see nothing wrong with indians in this country, i work with them. They are good people.
I see nothing wrong with indians in this country, i work with them. They are good people.
Identity Attack0.026408968
Insult0.012490907
Profanity0.022833163
Threat0.009230154
Severe Toxicity0.002784729
Low Tox 0.036634352 Constructive 0.558 Solidarity
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Proud Indian ❤ Without fighting we are conquering wer ever v go. Thanks almighty we are fittest of all...so we shall prevail over others.
Proud Indian ❤ Without fighting we are conquering wer ever v go. Thanks almighty we are fittest of all...so we shall prevail over others.
Identity Attack0.017364962
Insult0.013440913
Profanity0.018529098
Threat0.011482717
Severe Toxicity0.0023460388
Low Tox 0.036162965 Moderate Con 0.461 Identity_Assertion
Oct 15, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I’m Indian and I approve this message
I’m Indian and I approve this message
Identity Attack0.023796257
Insult0.012300906
Profanity0.022218296
Threat0.00967031
Severe Toxicity0.002708435
Low Tox 0.035691574 Moderate Con 0.471 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian majority
Indian majority
Identity Attack0.02721288
Insult0.013440913
Profanity0.018802373
Threat0.0077025536
Severe Toxicity0.0020885468
Low Tox 0.03545588 Moderate Con 0.393 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Make Indian great again 👍
Make Indian great again 👍
Identity Attack0.022992345
Insult0.012224905
Profanity0.019553876
Threat0.008789998
Severe Toxicity0.0026893616
Low Tox 0.03545588 Moderate Con 0.309
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Yes, the numbers suggest we had a lot of indian students here 2023-2024. Those numbers have declined massively in 2025-26. Things don't change overnight, but things are getting fixed slowly.
Yes, the numbers suggest we had a lot of indian students here 2023-2024. Those numbers have declined massively in 2025-26. Things don't change overnight, but things are getting fixed slowly.
Identity Attack0.028418748
Insult0.012186904
Profanity0.014054239
Threat0.007262398
Severe Toxicity0.0014019012
Low Tox 0.035220183 Constructive 0.641 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Pay no Taxes, bro I have paid more tax in Indian rupees equivalent to the number of hairs on my scalp that too just working as a student. We were paying NO TAXES on income …
Pay no Taxes, bro I have paid more tax in Indian rupees equivalent to the number of hairs on my scalp that too just working as a student. We were paying NO TAXES on income taxes of basic income categories. Here it is 20--25% even if u are just earning minimum wage.
Identity Attack0.010655383
Insult0.015644927
Profanity0.013166099
Threat0.0059257476
Severe Toxicity0.0010061264
Low Tox 0.034984488 Constructive 0.59 Economic_Argument
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I honestly really like Indian people. Very hardworking
I honestly really like Indian people. Very hardworking
Identity Attack0.023997234
Insult0.011958904
Profanity0.02249157
Threat0.009204263
Severe Toxicity0.00289917
Low Tox 0.034748793 Constructive 0.517 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I see this video as an Indian living happily in India. My neighbourhood is as clean as any Western nation's, if not better. The civic sense is improving (still a way to go). I hope …
I see this video as an Indian living happily in India. My neighbourhood is as clean as any Western nation's, if not better. The civic sense is improving (still a way to go). I hope Canadians get to live the way they want.
Identity Attack0.024198212
Insult0.012452906
Profanity0.012141321
Threat0.0066215824
Severe Toxicity0.0014209747
Low Tox 0.034748793 Constructive 0.744 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I would be so happy to have that much Indian food available
I would be so happy to have that much Indian food available
Identity Attack0.021585498
Insult0.011084898
Profanity0.021398475
Threat0.009048914
Severe Toxicity0.002670288
Low Tox 0.034513097 Moderate Con 0.367
Jan 27, 2026 Inside Canada's Indian Invasion...
Absolutely beautiful, i hope canadians will asimilate into Great Indian culture without causing much trouble.
Absolutely beautiful, i hope canadians will asimilate into Great Indian culture without causing much trouble.
Identity Attack0.025002124
Insult0.011654901
Profanity0.013131939
Threat0.0070164283
Severe Toxicity0.0013446808
Low Tox 0.034513097 Moderate Con 0.447
Oct 10, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Welcome to CHINDIA a new Indian state.
Welcome to CHINDIA a new Indian state.
Identity Attack0.021786476
Insult0.013174911
Profanity0.016889455
Threat0.008764107
Severe Toxicity0.0032615662
Low Tox 0.034277402 Low Con 0.235
Sep 19, 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.