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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 #}

Comment Explorer

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Active: "There all INDIANS!" 4,309 comments · Page 172 of 173
Why is the average age of indian students is 53
Why is the average age of indian students is 53
Identity Attack0.022590388
Insult0.011882903
Profanity0.016752819
Threat0.006977591
Severe Toxicity0.0015163422
Low Tox 0.033806015 Low Con 0.256
Sep 30, 2025 8 likes IRCC Names India in Study …
The thing is Brampton isn't the only Indian Metropolis in Canada Ontario.
The thing is Brampton isn't the only Indian Metropolis in Canada Ontario.
Identity Attack0.026007013
Insult0.01302291
Profanity0.012277958
Threat0.006440342
Severe Toxicity0.001335144
Low Tox 0.03357032 Moderate Con 0.385
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of living, under paying jobs, and astronomical Post secondary prices to get basic diplomas I know for a fact that 90's babies will be the last generation to have more then one child. Another issue is the recruitment centers in India, funded by Canadian corporations looking for cheap labor, promising the world to struggling Indians only to back out of every promise they made, and put the burden on the government and Canadians. This plus a lack of population control in India, is set that to have Indians to be over 25% of the global population in the next 50 years.
Identity Attack0.012061302
Insult0.016784932
Profanity0.0128245065
Threat0.0067186756
Severe Toxicity0.0013065338
Low Tox 0.03357032 Constructive 0.641 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Hard-working, no crime, kind, keeps to themselves, smart, driven, and great food. Love Indian people
Hard-working, no crime, kind, keeps to themselves, smart, driven, and great food. Love Indian people
Identity Attack0.019776696
Insult0.011768902
Profanity0.019963788
Threat0.008945347
Severe Toxicity0.0023937225
Low Tox 0.032391842 Constructive 0.559 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
78,999 are Indians.
78,999 are Indians.
Identity Attack0.026408968
Insult0.012414906
Profanity0.018734055
Threat0.008401625
Severe Toxicity0.002040863
Low Tox 0.032156147 Low Con 0.286
Oct 2, 2025 IRCC Names India in Study …
Tried to have a conversation with my Indian Uber driver. He only responded with "I am here 2 years" and "No English". And that's not an uncommon occurrence anymore.
Tried to have a conversation with my Indian Uber driver. He only responded with "I am here 2 years" and "No English". And that's not an uncommon occurrence anymore.
Identity Attack0.021585498
Insult0.012186904
Profanity0.0128245065
Threat0.0063950317
Severe Toxicity0.001001358
Low Tox 0.03192045 Constructive 0.585 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English …
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English or French (The official languages of Canada). You may or may not notice a pattern. At the time of writing this, out of 6 stations, 5 of them are indian or punjabi.
Identity Attack0.023193322
Insult0.012452906
Profanity0.011697251
Threat0.006537435
Severe Toxicity0.001115799
Low Tox 0.031449065 Moderate Con 0.466
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
I like sneek peek into Indian culture in Canada. I´m always interested in difrent cultures, so this one is up my alley.
I like sneek peek into Indian culture in Canada. I´m always interested in difrent cultures, so this one is up my alley.
Identity Attack0.023595277
Insult0.0114649
Profanity0.016411226
Threat0.007262398
Severe Toxicity0.0015830994
Low Tox 0.031213367 Constructive 0.516
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The government needs to do an audit on all the Indian fast food joints
The government needs to do an audit on all the Indian fast food joints
Identity Attack0.019073274
Insult0.012034904
Profanity0.014942379
Threat0.007883795
Severe Toxicity0.0013542175
Low Tox 0.03109552 Low Con 0.166
Oct 6, 2025 IRCC Names India in Study …
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India …
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India 🇮🇳😁😁👍🏽
Identity Attack0.021585498
Insult0.010476895
Profanity0.013849284
Threat0.008531082
Severe Toxicity0.0022602081
Low Tox 0.030859824 Constructive 0.626
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
2:35 *Indian 500
2:35 *Indian 500
Identity Attack0.01756594
Insult0.012680908
Profanity0.020920247
Threat0.010680079
Severe Toxicity0.002822876
Low Tox 0.030506283 Low Con 0.229 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Go to NJ the second biggest Indian Temple in the world is in Robbinsville.
Go to NJ the second biggest Indian Temple in the world is in Robbinsville.
Identity Attack0.02138452
Insult0.0107048955
Profanity0.01354185
Threat0.007081157
Severe Toxicity0.0014591217
Low Tox 0.029799197 Moderate Con 0.302 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada will become india. Inshallah 🙏🏻 Proud to be Indian 💪🏻
Canada will become india. Inshallah 🙏🏻 Proud to be Indian 💪🏻
Identity Attack0.019575719
Insult0.011578901
Profanity0.014634945
Threat0.007741391
Severe Toxicity0.0022411346
Low Tox 0.029445656 Moderate Con 0.398 Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
Canadian gov has opened much of the international students for Indians, if only they did a fair ratio between other nationalities that issues now would have been controlled, if I am not mistaken, they let …
Canadian gov has opened much of the international students for Indians, if only they did a fair ratio between other nationalities that issues now would have been controlled, if I am not mistaken, they let 250k per yr for India, rest of the international students are just 25k per yr each coming from different countries.
Identity Attack0.024600167
Insult0.011084898
Profanity0.010587076
Threat0.006246155
Severe Toxicity0.0009775162
Low Tox 0.029327808 Constructive 0.586 Unverified_Claim
Oct 12, 2025 IRCC Names India in Study …
My very small town of 3-4k has a handful of Indian owned businesses. They're fine, friendly folk in my experience.
My very small town of 3-4k has a handful of Indian owned businesses. They're fine, friendly folk in my experience.
Identity Attack0.021585498
Insult0.010780896
Profanity0.020100424
Threat0.0076507707
Severe Toxicity0.00166893
Low Tox 0.028856417 Constructive 0.703 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indian accent. “Thank you for calling Microsoft tech support, how may I be of assistance today?”
Indian accent. “Thank you for calling Microsoft tech support, how may I be of assistance today?”
Identity Attack0.017264472
Insult0.011768902
Profanity0.01805087
Threat0.008259222
Severe Toxicity0.0014781952
Low Tox 0.028502874 Moderate Con 0.412 Humor_Satire
Feb 26, 2026 Inside Canada's Indian Invasion...
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 …
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...
I LOVE Indians. They're great and amazing people. The concerns are influences and ideology, as what's currently ongoing in the west - but doesn't have to do with them, necessarily much at all. God bless …
I LOVE Indians. They're great and amazing people. The concerns are influences and ideology, as what's currently ongoing in the west - but doesn't have to do with them, necessarily much at all. God bless Indians. They push themselves hard in order to improve their lives and the lives of others around them.
Identity Attack0.018972786
Insult0.010894896
Profanity0.019690514
Threat0.00866054
Severe Toxicity0.002040863
Low Tox 0.027206551 Constructive 0.813 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Proud to be an Indian
Proud to be an Indian
Identity Attack0.016159095
Insult0.0105148945
Profanity0.018255826
Threat0.007922632
Severe Toxicity0.0020694733
Low Tox 0.024731753 Moderate Con 0.453
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian here, I love Indians, hard working people, respectful with a low crime rate, good food, good music, I love my Indian neighbours here in Canada, very peaceful and trustworthy and very educated.
Canadian here, I love Indians, hard working people, respectful with a low crime rate, good food, good music, I love my Indian neighbours here in Canada, very peaceful and trustworthy and very educated.
Identity Attack0.015757138
Insult0.010248893
Profanity0.015318131
Threat0.007948523
Severe Toxicity0.0017547607
Low Tox 0.02449606 Constructive 0.665 Solidarity
Feb 24, 2026 Inside Canada's Indian Invasion...
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food …
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food shops. That's not including grocery stores or food trucks.
Identity Attack0.014551271
Insult0.010932897
Profanity0.011526455
Threat0.006530962
Severe Toxicity0.0010156631
Low Tox 0.024260364 Constructive 0.741 Comparative_Framing
Feb 20, 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 …
As an Indian. I agree our govt shud focus on teaching mannerism , civic sense and discipline
As an Indian. I agree our govt shud focus on teaching mannerism , civic sense and discipline
Identity Attack0.013546381
Insult0.011578901
Profanity0.014532468
Threat0.007249452
Severe Toxicity0.0012397766
Low Tox 0.023671126 Moderate Con 0.493 Personal_Narrative
Feb 9, 2026 5 likes 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.