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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "You are only a friend …" 262 comments · Page 10 of 11
Hello Friends. Pls guide - Do I just need to cram these 414 questions? Do questions come as it is from these 414 questions? Pls reply
Hello Friends. Pls guide - Do I just need to cram these 414 questions? Do questions come as it is from these 414 questions? Pls reply
Identity Attack0.008028535
Insult0.012718908
Profanity0.030389199
Threat0.01508414
Severe Toxicity0.002861023
Low Tox 0.046120718 Moderate Con 0.412
Aug 16, 2025 Canadian Citizenship Test 2025 – …
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have …
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have some good friends who are living in Canada(they're canadian) and are drastically searching for a job they're overqualified for which just breaks my heart
Identity Attack0.021585498
Insult0.018774498
Profanity0.01309778
Threat0.0074954215
Severe Toxicity0.0011825562
Low Tox 0.045873325 Constructive 0.741 Personal_Narrative
Feb 5, 2026 Inside Canada's Indian Invasion...
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they …
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they were bummed that they personally couldn't stay, but they also openly complained that the levels of immigration was unsustainable, competition for rent/jobs/healthcare too high and felt that some people would have to go back home and it happened to be them.
Identity Attack0.020580608
Insult0.017807651
Profanity0.020988565
Threat0.0066215824
Severe Toxicity0.0015068054
Low Tox 0.045873325 Constructive 0.787 Personal_Narrative
Feb 16, 2026 1 likes Canada's tighter immigration policy divides …
5:27 friendly and nice, those are the same thing.
5:27 friendly and nice, those are the same thing.
Identity Attack0.011247349
Insult0.013706914
Profanity0.025497584
Threat0.011042561
Severe Toxicity0.0036239624
Low Tox 0.044141594 Moderate Con 0.497 Meta_Commentary
Mar 2, 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 …
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 …
A least they are friendly 😂
A least they are friendly 😂
Identity Attack0.0071405866
Insult0.015568925
Profanity0.022764845
Threat0.0074565844
Severe Toxicity0.0017738342
Low Tox 0.039226998 Moderate Con 0.373 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Identity Attack0.011987305
Insult0.017292
Profanity0.018187506
Threat0.007029374
Severe Toxicity0.0017356873
Low Tox 0.037105743 Constructive 0.833 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Identity Attack0.021786476
Insult0.010894896
Profanity0.021125201
Threat0.008841781
Severe Toxicity0.0025177002
Low Tox 0.031331215 Constructive 0.697 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed …
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed asylum here. They knew they would be rejected, but they said it would take six months until then, and they were being taken care of by our government. For everything. They said several of their friends had done the same... It seemed well known as a way to travel free in Canada...
Identity Attack0.022791367
Insult0.011122898
Profanity0.011150704
Threat0.0061878995
Severe Toxicity0.0010633469
Low Tox 0.03062413 Constructive 0.748 Personal_Narrative
Feb 25, 2026 'We do know that there's …
Three years to become a Canadian citizen what are we turning into a USA? I have many friends that live in Windsor and their wife is a nurse in Detroit and they had all their …
Three years to become a Canadian citizen what are we turning into a USA? I have many friends that live in Windsor and their wife is a nurse in Detroit and they had all their kids in Detroit and have dual citizen. Can’t do that no more.
Identity Attack0.01756594
Insult0.0118069025
Profanity0.010262563
Threat0.006149062
Severe Toxicity0.0010490417
Low Tox 0.030034892 Constructive 0.658
Jan 21, 2026 Canada’s new rules in 2026
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...
You don’t need permit to work in Canada. They all are employed by their friends and family. So you get zero tax.
You don’t need permit to work in Canada. They all are employed by their friends and family. So you get zero tax.
Identity Attack0.012641981
Insult0.012376905
Profanity0.010194245
Threat0.0058739646
Severe Toxicity0.000872612
Low Tox 0.028385026 Low Con 0.268
Oct 1, 2025 10 likes IRCC Names India in Study …
tradução pt-br friend
tradução pt-br friend
Identity Attack0.011321344
Insult0.012110904
Profanity0.022696527
Threat0.00967031
Severe Toxicity0.0022411346
Low Tox 0.02826718 Low Con 0.279 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
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...
this is an amazing video my friend,, thank you
this is an amazing video my friend,, thank you
Identity Attack0.009286462
Insult0.0105148945
Profanity0.024267852
Threat0.011586283
Severe Toxicity0.0034332275
Low Tox 0.027324399 Constructive 0.503
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is allowing families to leave their country and immigrant around the world just like they should. Localization is only prompted by friendly circumstances. It is seen everywhere with cultural neighborhoods
Identity Attack0.014852738
Insult0.011730902
Profanity0.00952814
Threat0.005919275
Severe Toxicity0.0008583069
Low Tox 0.026617315 Constructive 0.573 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler, keep up the good work man. It's dangerous stuff man! But we do genuinely appreciate what you're doing for our nation - A friendly Army Vet
Tyler, keep up the good work man. It's dangerous stuff man! But we do genuinely appreciate what you're doing for our nation - A friendly Army Vet
Identity Attack0.0025713511
Insult0.011882903
Profanity0.0118338885
Threat0.008401625
Severe Toxicity0.0011110306
Low Tox 0.025674535 Constructive 0.645 Solidarity
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
Pls come to Alberta. They working in fast foods and they using the bank account to receive the paycheck deposited to their friends or family which is permanent residence or Canadian. They change location almost …
Pls come to Alberta. They working in fast foods and they using the bank account to receive the paycheck deposited to their friends or family which is permanent residence or Canadian. They change location almost every year.
Identity Attack0.00984143
Insult0.012148905
Profanity0.009681856
Threat0.0059937127
Severe Toxicity0.00084877014
Low Tox 0.024378212 Constructive 0.505 Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
Canada is the most friendly country in the world, they should accept alll the refugees all around thr world! That's they responsibility, and they are glad to do so😊😊😊😊Make the world a better place
Canada is the most friendly country in the world, they should accept alll the refugees all around thr world! That's they responsibility, and they are glad to do so😊😊😊😊Make the world a better place
Identity Attack0.010211408
Insult0.009127886
Profanity0.011902207
Threat0.006589218
Severe Toxicity0.001115799
Low Tox 0.020960633 Constructive 0.627
Nov 26, 2025 1 likes Thousands of refugees allowed into …
My Canadian friend has been complaining about this for like... 3-4 years.
My Canadian friend has been complaining about this for like... 3-4 years.
Identity Attack0.008028535
Insult0.010210892
Profanity0.011116544
Threat0.0063367756
Severe Toxicity0.0006914139
Low Tox 0.02035702 Moderate Con 0.489 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
At least they seem to be friendly and open....
At least they seem to be friendly and open....
Identity Attack0.0035702933
Insult0.009868891
Profanity0.012277958
Threat0.0068869707
Severe Toxicity0.0008773804
Low Tox 0.019980038 Moderate Con 0.447 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
How did you choose the individuals to interview? Alot of this is 'I heard from a friend'
How did you choose the individuals to interview? Alot of this is 'I heard from a friend'
Identity Attack0.0026453468
Insult0.009317887
Profanity0.012243799
Threat0.006246155
Severe Toxicity0.000667572
Low Tox 0.016964182 Moderate Con 0.4
Sep 29, 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.