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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: "When I was just starting …" 577 comments · Page 21 of 24
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and …
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and had experience that was substantially less rigorous than the domestic students. I'm glad the government is starting to address this but their scope is too narrow - it is not just "diploma mills", institutions we once thought were reputable are also being diluted and the quality of education is decreasing precipitously across the board as a result.
Identity Attack0.015857628
Insult0.019870255
Profanity0.013029462
Threat0.00666042
Severe Toxicity0.0012397766
Low Tox 0.040430736 Constructive 0.76 Personal_Narrative
Oct 1, 2025 69 likes IRCC Names India in Study …
we issued 1 million temp visa to ukranians starting right around when things fell apart ...
we issued 1 million temp visa to ukranians starting right around when things fell apart ...
Identity Attack0.018168874
Insult0.0140109155
Profanity0.01265371
Threat0.008531082
Severe Toxicity0.0013065338
Low Tox 0.040183347 Moderate Con 0.421 Unverified_Claim
Jun 20, 2025 How Canada broke its immigration …
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)
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public …
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public school. Only my friend and I were paying CAD 1,000 per month to study, while everyone (refugees) paid nothing to study and received CAD 500 per person, plus rent.
Identity Attack0.024801146
Insult0.015644927
Profanity0.010296722
Threat0.0058707283
Severe Toxicity0.0010061264
Low Tox 0.039935954 Constructive 0.684
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone …
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone equal. Now I am back living in India with a global perspective and renewed respect for world cultures. Yes, Canada has had a lot on unchecked unskilled immigration which is bound to cause issues- but I'd like to believe, and my Hindu faith teaches me, that people are inherently good.
Identity Attack0.035074018
Insult0.014580919
Profanity0.012585391
Threat0.0064079775
Severe Toxicity0.0012493134
Low Tox 0.03969839 Constructive 0.872 Personal_Narrative
Sep 19, 2025 79 likes Inside Canada's Indian Metropolis (Brampton)
Carney's Carnival has now started
Carney's Carnival has now started
Identity Attack0.00569767
Insult0.013326911
Profanity0.019075647
Threat0.009696201
Severe Toxicity0.00207901
Low Tox 0.039226998 Low Con 0.267
Jun 23, 2025 1 likes How Canada broke its immigration …
Look up literally any video of the roads in india and then really consider how dangerous it is. Parents with their teens just starting out driving must be seriously considering moving
Look up literally any video of the roads in india and then really consider how dangerous it is. Parents with their teens just starting out driving must be seriously considering moving
Identity Attack0.020279141
Insult0.013858915
Profanity0.017777596
Threat0.008427517
Severe Toxicity0.001745224
Low Tox 0.038991302 Low Con 0.259 Comparative_Framing
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Governments need to start thinking what to do when AI replaces most workers. Hundreds of thousands of people will be unemployed and this will happen sooner than we can imagine. Québec may need immigrants in …
Governments need to start thinking what to do when AI replaces most workers. Hundreds of thousands of people will be unemployed and this will happen sooner than we can imagine. Québec may need immigrants in the very short term, but it will need to deal with mass unemployment in 3 years from now, being very optimistic. Immigration in the AI era needs to be rethought. Being an immigrant myself, I advocate for skilled immigration, but we are on the brink of a social disruption. It's time to take it slow.
Identity Attack0.013546381
Insult0.017872108
Profanity0.011253181
Threat0.0076507707
Severe Toxicity0.0012207031
Low Tox 0.038991302 Constructive 0.75
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a low birth rate, so without immigrants, the population would shrink. Immigration helps keep the workforce young and growing. Economic Growth Newcomers fill jobs, start businesses, and pay taxes. Skilled immigrants help in industries facing shortages (healthcare, tech, trucking, etc.). Diversity & Innovation Different backgrounds bring new ideas, cultural exchange, and global connections. Many successful Canadian companies were started by immigrants. Support for Aging Population Canada has many retirees. Immigrants contribute to pension plans and healthcare systems, supporting older generations. Global Reputation Canada is seen as a welcoming, multicultural country, which boosts tourism, trade, and international partnerships. ⚠️ Challenges (but still manageable) Housing demand increases
Identity Attack0.019877186
Insult0.017012933
Profanity0.012277958
Threat0.0068999166
Severe Toxicity0.0015926361
Low Tox 0.03875561 Constructive 0.672
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Minneapolis.. have the samolis move to this area.. then you can get the ice to start leaving 😮
Minneapolis.. have the samolis move to this area.. then you can get the ice to start leaving 😮
Identity Attack0.006437627
Insult0.014162917
Profanity0.012517073
Threat0.008686432
Severe Toxicity0.00166893
Low Tox 0.03734144 Low Con 0.269 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
start training canadians, pay and living wage, and make the cost of living so actual canadians can have children. THERE IS NO LABOUR SHORTAGE, THERE IS A LIVING WAGE SHORTAGE
start training canadians, pay and living wage, and make the cost of living so actual canadians can have children. THERE IS NO LABOUR SHORTAGE, THERE IS A LIVING WAGE SHORTAGE
Identity Attack0.017163984
Insult0.013858915
Profanity0.009630617
Threat0.0064532873
Severe Toxicity0.0011491776
Low Tox 0.03639866 Low Con 0.27 Economic_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …
Haven’t started the video. Is it about Brampton?
Haven’t started the video. Is it about Brampton?
Identity Attack0.007806548
Insult0.011996903
Profanity0.02119352
Threat0.011146127
Severe Toxicity0.002336502
Low Tox 0.036162965 Moderate Con 0.313
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
They are starting to take a lot of union jobs as well as undercutting contractors and working for cash. I’m a contractor and it’s been getting a lot worse. People are quoting under material costs. …
They are starting to take a lot of union jobs as well as undercutting contractors and working for cash. I’m a contractor and it’s been getting a lot worse. People are quoting under material costs. Taking the money and running out of Canada with it.
Identity Attack0.0068446035
Insult0.018581128
Profanity0.010962827
Threat0.0065050707
Severe Toxicity0.0009584427
Low Tox 0.036162965 Constructive 0.539 Economic_Argument
Oct 11, 2025 IRCC Names India in Study …
Good start, must continue or we'll be the UK really quick
Good start, must continue or we'll be the UK really quick
Identity Attack0.010581387
Insult0.012680908
Profanity0.018324144
Threat0.010447056
Severe Toxicity0.0023078918
Low Tox 0.035220183 Low Con 0.26 Comparative_Framing
Dec 24, 2025 14 likes Deportations From Canada at Their …
I just finished my test January 28 2026 19/20. , I got multiple True/False questions as many people. One was about Olympic gold medal winner in 2010 Vancouver was Men's team. True. I remember a …
I just finished my test January 28 2026 19/20. , I got multiple True/False questions as many people. One was about Olympic gold medal winner in 2010 Vancouver was Men's team. True. I remember a question about start of the modern energy industry, it had given timefram and what was the energy . I chose the Oil Alberta 1947 , which was correct. It has I think hydroelectricity Quebec 1980 as another answer closest for choice. Another question I remember True false , it has 3 names Question was are these one of the great inventors of Canada. So I would suggest you take note of Greatest inventors of Canada. There are multiple. Many answers of questions are too easy to eliminate because they don't make sense at all. You are mostly between 2 answers easily. If you just study this video I think you'll surely pass 😅. Another question was ; Who are appointed by on the advice of Prime minister? Answers; Memebers of parliement Mayors Senators Citizens Obviously Senators was the answer but answers might differ, so just study the other applicable answers for the questions.
Identity Attack0.0055866763
Insult0.016936934
Profanity0.015215653
Threat0.007353018
Severe Toxicity0.0014209747
Low Tox 0.034984488 Constructive 0.721 Meta_Commentary
Jan 28, 2026 8 likes Canadian Citizenship Test 2025 – …
I was born in Canada, But Our Family migrated to the USA when I was 2 years old in 1976 we adapted to the USA culture. I grew up on US values. US laws, US …
I was born in Canada, But Our Family migrated to the USA when I was 2 years old in 1976 we adapted to the USA culture. I grew up on US values. US laws, US living. Our Family moved back in Canada in 1997 to Nova Scotia. We then adapted back to the Canadian culture. Mother and Father taught us to always support the country you live in. Adapt to it's culture and rules. I live in Quebec now in Montreal been here since 2018. I'm always learning french here and there but speak mostly english. But I support the french language. Some days on the weekend though downtown when I see all the immigrants praying in the streets I am starting to miss the USA though. But I do not process an Green Card anymore.
Identity Attack0.016460562
Insult0.018001022
Profanity0.015386449
Threat0.006641001
Severe Toxicity0.0015830994
Low Tox 0.034984488 Constructive 0.778
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Maybe Canadians should spend their hard earned money in their own country instead of Trumps, also start to restrict Americans coming North
Maybe Canadians should spend their hard earned money in their own country instead of Trumps, also start to restrict Americans coming North
Identity Attack0.015445016
Insult0.0062027355
Profanity0.000085307685
Threat0.0006335917
Severe Toxicity0.0000047105987
Low Tox 0.034775984
Dec 9, 2025
I noticed the A&W drive-thru (fast food) started using a pre-recorded English greeting. I thought it was a great way to welcome you before you struggle with communicating your order.
I noticed the A&W drive-thru (fast food) started using a pre-recorded English greeting. I thought it was a great way to welcome you before you struggle with communicating your order.
Identity Attack0.006178642
Insult0.016100928
Profanity0.012722028
Threat0.0073918556
Severe Toxicity0.0011253357
Low Tox 0.034748793 Constructive 0.636 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
It’s about time the conservatives start getting serious about the state of this country.
It’s about time the conservatives start getting serious about the state of this country.
Identity Attack0.007917541
Insult0.015416925
Profanity0.011782649
Threat0.0073918556
Severe Toxicity0.00096797943
Low Tox 0.032863233 Low Con 0.21 Policy_Critique
Feb 24, 2026 'We do know that there's …
Suspended with pay. Dont worry the bad news will disappear i spring when comsumer season starts
Suspended with pay. Dont worry the bad news will disappear i spring when comsumer season starts
Identity Attack0.0027748393
Insult0.012794908
Profanity0.011936366
Threat0.008815889
Severe Toxicity0.0011014938
Low Tox 0.032627538 Moderate Con 0.346 Unverified_Claim
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Nature abhors emptiness! If you don’t take care of the trees in your garden, other plants will take over! As you say, it was a small farming town, so others saw an opportunity. Faced with …
Nature abhors emptiness! If you don’t take care of the trees in your garden, other plants will take over! As you say, it was a small farming town, so others saw an opportunity. Faced with a need, they have started to respond to it, and this is how we progress. Today, the fastest and most motivated move forward, regardless of their background. It is essential that life goes on, animated by the belief in prosperity and, above all, by generosity, so that we can share the true essence of life. I follow you from Paris and I wish you all the best.
Identity Attack0.0032003147
Insult0.017872108
Profanity0.01442999
Threat0.006653947
Severe Toxicity0.0010156631
Low Tox 0.032156147 Constructive 0.819 Solidarity
Dec 21, 2025 Inside Canada's Indian Metropolis (Brampton)
They vote Justin out to put carney in which was their own mistake because it's like when u vote carney in you still vote Justin in , so to tell u the truth Justin is …
They vote Justin out to put carney in which was their own mistake because it's like when u vote carney in you still vote Justin in , so to tell u the truth Justin is still running the show behind close doors the Canadians shud of vote Pierre pollieve as pm and all things wud of start changing
Identity Attack0.0058826595
Insult0.017485369
Profanity0.010774951
Threat0.006265574
Severe Toxicity0.0008010864
Low Tox 0.031684756 Moderate Con 0.409
Aug 29, 2025 Why Canadians Are Turning Against …
THIS IS A GREAT START
THIS IS A GREAT START
Identity Attack0.005771666
Insult0.011008898
Profanity0.021535112
Threat0.009592636
Severe Toxicity0.0027275085
Low Tox 0.031684756 Moderate Con 0.361 Solidarity
Jan 11, 2026 Canada’s new rules in 2026
i believe they play with the numbers, they should start ramp up security on borders but yea, its not quick enough anyways
i believe they play with the numbers, they should start ramp up security on borders but yea, its not quick enough anyways
Identity Attack0.009064475
Insult0.010590895
Profanity0.014464149
Threat0.00951496
Severe Toxicity0.0016021729
Low Tox 0.031331215 Low Con 0.243 Unverified_Claim
Dec 25, 2025 Deportations From Canada at Their …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of the story. My brother is a journalist in NYC and he also amplifies voices that are so often drowned out by louder, flashier ones. As a Canadian, who was born in South Africa, but have grown up in BC since elementary school, I feel incredibly grateful for the opportunity this country has given my family. We all work hard to build on the values shared in this nation. I love learning about aspects of Canada that I am unfamiliar with, but ultimately help shape its identity. 🙏
Identity Attack0.0076585566
Insult0.01819439
Profanity0.014771583
Threat0.006686311
Severe Toxicity0.0011396408
Low Tox 0.03109552 Constructive 0.882 Solidarity
Oct 8, 2025 21 likes 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.