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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

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Active: "In India, there is no …" 2,270 comments · Page 86 of 91
Total population of Punjab is not even 1 % of india
Total population of Punjab is not even 1 % of india
Identity Attack0.036878675
Insult0.016860934
Profanity0.022833163
Threat0.0074954215
Severe Toxicity0.0025558472
Low Tox 0.049584184 Low Con 0.147 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
Why do some of them answer with Punjab instead of India when asked where they are from.... hmmm
Why do some of them answer with Punjab instead of India when asked where they are from.... hmmm
Identity Attack0.033784978
Insult0.017012933
Profanity0.0147374235
Threat0.0068999166
Severe Toxicity0.0015449524
Low Tox 0.048842013 Low Con 0.277
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these …
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these educators don't understand the policies and how to best support the children so its effecting quality and safety. There was supposed to be a limit on international students. That's not happening. Most of Conestoga colleges student ECE's are international
Identity Attack0.039972372
Insult0.017743196
Profanity0.010689554
Threat0.0059904763
Severe Toxicity0.0013065338
Low Tox 0.048594624 Constructive 0.798 Unverified_Claim
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
"its like visting india" 3:18
"its like visting india" 3:18
Identity Attack0.032753747
Insult0.013744914
Profanity0.024951037
Threat0.01187109
Severe Toxicity0.0041007996
Low Tox 0.04834723 Low Con 0.253
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
150 days, over 300 applications, I got extra licensing and background checks available, not even a call in 5 months. Our country is actually getting shafted by a 1.4b country sending people to a 33m …
150 days, over 300 applications, I got extra licensing and background checks available, not even a call in 5 months. Our country is actually getting shafted by a 1.4b country sending people to a 33m pop country. We will be India in 20 years.
Identity Attack0.02439919
Insult0.018065477
Profanity0.0128245065
Threat0.008349842
Severe Toxicity0.0015258789
Low Tox 0.04785245 Constructive 0.562
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
the same people who support left wing in canada support far right in india
the same people who support left wing in canada support far right in india
Identity Attack0.03223813
Insult0.017614283
Profanity0.012961143
Threat0.006576272
Severe Toxicity0.0014972687
Low Tox 0.04785245 Low Con 0.263 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian women are beautiful. Hinduism is a religion with spiritual depth as is Sikhism. Indian food is some of the best in the world. I see no problem. India and the West should coexist in …
Indian women are beautiful. Hinduism is a religion with spiritual depth as is Sikhism. Indian food is some of the best in the world. I see no problem. India and the West should coexist in peace.
Identity Attack0.043581683
Insult0.014086916
Profanity0.025497584
Threat0.008945347
Severe Toxicity0.0029754639
Low Tox 0.04785245 Constructive 0.678
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Wasn't aware India was that cold
Wasn't aware India was that cold
Identity Attack0.026207991
Insult0.017292
Profanity0.02167175
Threat0.0076766624
Severe Toxicity0.0023460388
Low Tox 0.04785245 Moderate Con 0.343 Humor_Satire
Mar 3, 2026 Inside Canada's Indian Invasion...
In India, there is no order on the roadway. It's literally real life bumper cars. Everyone is just constantly running into each other every 2 seconds. It's incredible. Totally different world.
In India, there is no order on the roadway. It's literally real life bumper cars. Everyone is just constantly running into each other every 2 seconds. It's incredible. Totally different world.
Identity Attack0.031980325
Insult0.016708933
Profanity0.017709278
Threat0.00713294
Severe Toxicity0.0022792816
Low Tox 0.04760506 Moderate Con 0.444 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm raised in this city and I believe the government is letting to many in and the Canadian culture is gone now because of this I am Canadian and my parents came from India 30 …
I'm raised in this city and I believe the government is letting to many in and the Canadian culture is gone now because of this I am Canadian and my parents came from India 30 years ago
Identity Attack0.034042787
Insult0.015264924
Profanity0.01261955
Threat0.006912862
Severe Toxicity0.0015926361
Low Tox 0.04686289 Constructive 0.63 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
This started LONG before Trudeau, as far back as 2004 and 2005. It was basically an open secret that RIM made agreements with India to hire a huge percentage of Indian immigrants so they could …
This started LONG before Trudeau, as far back as 2004 and 2005. It was basically an open secret that RIM made agreements with India to hire a huge percentage of Indian immigrants so they could penetrate the Indian market with BlackBerrys. And they were not the only company to do this sort of thing.
Identity Attack0.0376521
Insult0.016936934
Profanity0.012482914
Threat0.0067445673
Severe Toxicity0.001335144
Low Tox 0.046368107 Moderate Con 0.373
Jun 23, 2025 How Canada broke its immigration …
Was so hesitant to say India
Was so hesitant to say India
Identity Attack0.02238941
Insult0.015948927
Profanity0.021603432
Threat0.007974415
Severe Toxicity0.0018119812
Low Tox 0.045873325 Moderate Con 0.414
Sep 30, 2025 IRCC Names India in Study …
As an immigrant, I came to this country many years ago because I share the Canadian values. If I would like to live in India, Syria, Pakistan (no offense), I would immigrate there.
As an immigrant, I came to this country many years ago because I share the Canadian values. If I would like to live in India, Syria, Pakistan (no offense), I would immigrate there.
Identity Attack0.038425524
Insult0.013402912
Profanity0.013029462
Threat0.0071199946
Severe Toxicity0.0016307831
Low Tox 0.045873325 Constructive 0.651
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Once South Africa 🇿🇦 had the largest Indian population outside of India. Now it's Canada 🇨🇦
Once South Africa 🇿🇦 had the largest Indian population outside of India. Now it's Canada 🇨🇦
Identity Attack0.042292643
Insult0.014732921
Profanity0.012687869
Threat0.0064727063
Severe Toxicity0.001745224
Low Tox 0.045625936 Low Con 0.293 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
It’s literally like 90 percent Punjabi with the rest being gujuratis. It’s not really representative of India.
It’s literally like 90 percent Punjabi with the rest being gujuratis. It’s not really representative of India.
Identity Attack0.042550452
Insult0.016860934
Profanity0.01941724
Threat0.0069516995
Severe Toxicity0.0018119812
Low Tox 0.045131154 Low Con 0.175
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in a town in the UK called Gravesend aka Graves India. It has a huge sikh population and is home to the largest gurdwara in Europe
I live in a town in the UK called Gravesend aka Graves India. It has a huge sikh population and is home to the largest gurdwara in Europe
Identity Attack0.031206898
Insult0.013212911
Profanity0.027000591
Threat0.010576514
Severe Toxicity0.0032806396
Low Tox 0.044883765 Constructive 0.515 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Fun fact. Anglos occupied India for 200 years, taught everyone English and built 28,000 churches.
Fun fact. Anglos occupied India for 200 years, taught everyone English and built 28,000 churches.
Identity Attack0.03223813
Insult0.012756908
Profanity0.014874061
Threat0.007754337
Severe Toxicity0.0017547607
Low Tox 0.044388983 Low Con 0.255 Comparative_Framing
Feb 21, 2026 Inside Canada's Indian Invasion...
Mu friend move from ontario to here in alberta and he said he thought he was in India not Canada
Mu friend move from ontario to here in alberta and he said he thought he was in India not Canada
Identity Attack0.035331827
Insult0.015264924
Profanity0.014395831
Threat0.006647474
Severe Toxicity0.0015258789
Low Tox 0.0438942 Constructive 0.549
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I live in Calgary and the north east areas like Saddletowne and Martindale is also pretty much like India.
I live in Calgary and the north east areas like Saddletowne and Martindale is also pretty much like India.
Identity Attack0.03223813
Insult0.015568925
Profanity0.015864678
Threat0.0072753434
Severe Toxicity0.0019454956
Low Tox 0.043646812 Constructive 0.515 Personal_Narrative
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion …
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion Indians. Or stated another way, you could quadruple the populations of the Anglophone countries with Indians
Identity Attack0.038683333
Insult0.011882903
Profanity0.013678487
Threat0.0072882893
Severe Toxicity0.0016212463
Low Tox 0.04290464 Moderate Con 0.318 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
20 thousands students from India missing
20 thousands students from India missing
Identity Attack0.021987455
Insult0.016024929
Profanity0.015249812
Threat0.009100696
Severe Toxicity0.002002716
Low Tox 0.04290464 Moderate Con 0.374 Unverified_Claim
Oct 3, 2025 IRCC Names India in Study …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The British colonial enterprise of Canada and India has simply merged
The British colonial enterprise of Canada and India has simply merged
Identity Attack0.021183543
Insult0.016100928
Profanity0.015386449
Threat0.007301235
Severe Toxicity0.0015926361
Low Tox 0.04240986 Low Con 0.159 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Trudeau and Singh brought in millions from India.
Trudeau and Singh brought in millions from India.
Identity Attack0.023997234
Insult0.017936565
Profanity0.011492296
Threat0.00666042
Severe Toxicity0.0014400482
Low Tox 0.04240986 Low Con 0.17
Dec 26, 2025 Deportations From Canada at Their …

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.