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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: "♥️ India is a country …" 551 comments · Page 22 of 23
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be …
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be diluted with multiple ethnic groups. Nearly a million Indians in one small area will make the area just like India. Conestoga college has done the same thing to Kitchener.
Identity Attack0.04925346
Insult0.015948927
Profanity0.011133623
Threat0.0069905366
Severe Toxicity0.0015258789
Low Tox 0.05725329 Constructive 0.539 Policy_Critique
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids thro Univ who are employed now. Trudeau, to be in power, joined hands with Jagmeet Singh. I know of a 2 shutter shop in Brampton East, registered as a college, which issued 4000 student visas. I wonder whether the Immigration dept checked on the college before issuing the visas. Now, we have students, whose visas have expired, whose families in India have mortgaged everything (primarily from Punjab, Haryana & Gujarat) who are here working for cash. I think we must revisit the files, track them out, see their educational background and give them opportunites. Indian origin folks must also educate their families back home on reality. With a growth rate of 7% + India is the country to be in, for these youngsters, to grow in life
Identity Attack0.01656105
Insult0.02618698
Profanity0.015249812
Threat0.0070034824
Severe Toxicity0.0017642975
Low Tox 0.056758508 Constructive 0.839 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
there's enough people in India to make all western countries majority Indian simultaneously if they migrated. 800M in Europe and 400M in US+CAN (high estimates) vs 1500M in India
there's enough people in India to make all western countries majority Indian simultaneously if they migrated. 800M in Europe and 400M in US+CAN (high estimates) vs 1500M in India
Identity Attack0.053399716
Insult0.01465692
Profanity0.01982715
Threat0.008181547
Severe Toxicity0.002412796
Low Tox 0.056263726 Low Con 0.279 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Using a thumbnail and title that exaggerates hardship or selectively shows problems just to attract Indian audiences doesn’t feel honest. Every country — India, Canada, or anywhere else — has positives and negatives. Respect the …
Using a thumbnail and title that exaggerates hardship or selectively shows problems just to attract Indian audiences doesn’t feel honest. Every country — India, Canada, or anywhere else — has positives and negatives. Respect the viewers enough to show reality, not just negativity for clicks.
Identity Attack0.040745795
Insult0.019934712
Profanity0.011902207
Threat0.0064144502
Severe Toxicity0.0011634827
Low Tox 0.056263726 Constructive 0.548 Meta_Commentary
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
The smashing of Canada has to stop. This open border BS has to come to an end .DEPORTATIONS From 10 years back to now , must , must , take place .Trump is healing his …
The smashing of Canada has to stop. This open border BS has to come to an end .DEPORTATIONS From 10 years back to now , must , must , take place .Trump is healing his land , Canada is destroying its lands with its own hands . India as example is not a poor country ,yet their shipping people over flooding canada to no end . Can Canadaians do the same flooding India , hardly.
Identity Attack0.015817782
Insult0.004627596
Profanity0.0002377164
Threat0.004450154
Severe Toxicity0.0000114144605
Low Tox 0.05491646
Apr 14, 2025
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
I've read India has the biggest number of unemployed men under 50ty. No wonder why they're moving to different countries despite the fact the life is easier in India, like he said.
I've read India has the biggest number of unemployed men under 50ty. No wonder why they're moving to different countries despite the fact the life is easier in India, like he said.
Identity Attack0.04667538
Insult0.016556932
Profanity0.011936366
Threat0.006763986
Severe Toxicity0.0015830994
Low Tox 0.051563308 Constructive 0.636 Comparative_Framing
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. …
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. Here, it's different groups causing trouble and slowly but surely gaining majorities in cities. The EU is also now starting to make agreements with India, which will most likely lead to further migration to Europe. For me, Canada will always be the proud country I was fortunate enough to visit 20 years ago.
Identity Attack0.02821777
Insult0.020966014
Profanity0.013473531
Threat0.007327127
Severe Toxicity0.00166893
Low Tox 0.050573748 Constructive 0.795 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 months there were 21 family members - parents, aunts, uncles, cousins, etc - packed in there and the government cheques were pouring in; surprise, surprise; suddenly they were able to start buying businesses and investment properties. Don’t get me wrong, they were nice and only took advantage of everything the government was offering but they certainly flaunted rules and what I’d call Canadian conventions. Their house and property was turning into a complete shithole and we did the “white flight” shortly afterwards. Make no mistake, whether it’s India or Pakistan, we are slowly, or maybe not so slowly, be colonized by those countries…and those are not nice countries.
Identity Attack0.018972786
Insult0.023221988
Profanity0.01982715
Threat0.0071717775
Severe Toxicity0.0020885468
Low Tox 0.049831573 Constructive 0.676 Personal_Narrative
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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 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 …
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 …
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...
Every country has visa's for students-workers-tourists..Many from India going to China-Russia..No debt traps, education subsidized..CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World..Alex Reporterfy Media
Every country has visa's for students-workers-tourists..Many from India going to China-Russia..No debt traps, education subsidized..CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World..Alex Reporterfy Media
Identity Attack0.018872296
Insult0.014960921
Profanity0.012585391
Threat0.0067963502
Severe Toxicity0.001411438
Low Tox 0.036634352 Moderate Con 0.44
Sep 29, 2025 IRCC Names India in Study …
Fun Fact - Punjab exists in both India and Pakistan, so People saying that they're from Punjab is a good cover to not say which country they're from.
Fun Fact - Punjab exists in both India and Pakistan, so People saying that they're from Punjab is a good cover to not say which country they're from.
Identity Attack0.026408968
Insult0.013592913
Profanity0.016137952
Threat0.00704232
Severe Toxicity0.0012588501
Low Tox 0.03592727 Moderate Con 0.436 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
Identity Attack0.025806036
Insult0.010476895
Profanity0.014600786
Threat0.0070164283
Severe Toxicity0.0014591217
Low Tox 0.034748793 Moderate Con 0.495 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. …
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. Its just changing your location, and continuing to live in a mini India inside a different geography. If I want to experience my country's culture again and if I miss it I simply do a visit to my family back home.
Identity Attack0.025002124
Insult0.012414906
Profanity0.011816809
Threat0.0062008454
Severe Toxicity0.0011301041
Low Tox 0.034513097 Constructive 0.717
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
India i think spread in many countries!
India i think spread in many countries!
Identity Attack0.021183543
Insult0.0113889
Profanity0.019690514
Threat0.00866054
Severe Toxicity0.0020122528
Low Tox 0.032863233 Moderate Con 0.339 Comparative_Framing
Feb 9, 2026 Inside Canada's Indian Invasion...
The fact we allowed over 3 million temporary work visa all from India should be looked into! What there are no other countries?
The fact we allowed over 3 million temporary work visa all from India should be looked into! What there are no other countries?
Identity Attack0.019776696
Insult0.011312899
Profanity0.011594773
Threat0.0063950317
Severe Toxicity0.0010108948
Low Tox 0.032156147 Moderate Con 0.338 Policy_Critique
Sep 29, 2025 449 likes 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)
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 …
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 …
From 18000 to 750,000. That’s a solid vote bank for the politicians (this is a common political practice in countries like India).
From 18000 to 750,000. That’s a solid vote bank for the politicians (this is a common political practice in countries like India).
Identity Attack0.012061302
Insult0.009906891
Profanity0.011133623
Threat0.0068028234
Severe Toxicity0.00084400177
Low Tox 0.020607091 Moderate Con 0.31
Sep 19, 2025 171 likes Inside Canada's Indian Metropolis (Brampton)
Many Indians moved to Western countries seeking a fresh start away from India, yet over time they recreated small versions of India there — and now some of them feel dissatisfied with that very outcome.
Many Indians moved to Western countries seeking a fresh start away from India, yet over time they recreated small versions of India there — and now some of them feel dissatisfied with that very outcome.
Identity Attack0.014852738
Insult0.010134893
Profanity0.012380436
Threat0.0076119336
Severe Toxicity0.0008392334
Low Tox 0.01633588 Low Con 0.299 Identity_Assertion
Feb 14, 2026 4 likes Inside Canada's Indian Invasion...
📊 Québec Immigration – Top Countries (Recent %) ┌───────────────┬──────────────┐ │ Country │ Ratio (%) │ ├───────────────┼──────────────┤ │ France │ 14.7% │ │ Cameroon │ 8.3% │ │ China │ 8.6% │ │ Algeria │ 5.6% …
📊 Québec Immigration – Top Countries (Recent %) ┌───────────────┬──────────────┐ │ Country │ Ratio (%) │ ├───────────────┼──────────────┤ │ France │ 14.7% │ │ Cameroon │ 8.3% │ │ China │ 8.6% │ │ Algeria │ 5.6% │ │ Tunisia │ 5.0% │ │ Morocco │ 4.9% │ │ Haiti │ 4.4% │ │ India │ 2.6% │ │ Others │ 45.9% │ └───────────────┴──────────────┘
Identity Attack0.007547563
Insult0.007968879
Profanity0.012346277
Threat0.0062267366
Severe Toxicity0.0011730194
Low Tox 0.01225191 Moderate Con 0.365 Meta_Commentary
Nov 21, 2025 Quebec Ends Economic Immigration Program …

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.