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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: "You'd have to be an …" 263 comments · Page 10 of 11
I never thought I’d see the day that Brampton is being featured as an epidemic 😭 as someone who grew up in the city next to brampton…this is a problem.
I never thought I’d see the day that Brampton is being featured as an epidemic 😭 as someone who grew up in the city next to brampton…this is a problem.
Identity Attack0.008361516
Insult0.020450363
Profanity0.011697251
Threat0.007301235
Severe Toxicity0.001335144
Low Tox 0.04686289 Constructive 0.534 Personal_Narrative
Feb 10, 2026 Inside Canada's Indian Invasion...
It's Trudeau's fault. He took 2 million per year instead of 200k. A lot have degrees from their country that's easy to obtain due to low standard & are here in government owned companies where …
It's Trudeau's fault. He took 2 million per year instead of 200k. A lot have degrees from their country that's easy to obtain due to low standard & are here in government owned companies where it's hard to fire d@mb workers because of Unions, getting high wages - so many have afforded expensive houses & luxury cars after living here in a year or two - this rarely happened in the past.
Identity Attack0.00449524
Insult0.02425329
Profanity0.010655395
Threat0.006550381
Severe Toxicity0.0010919571
Low Tox 0.046120718 Constructive 0.502 Unverified_Claim
Aug 24, 2025 172 likes Why Canadians Are Turning Against …
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those …
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those are the native americans.
Identity Attack0.034816213
Insult0.016100928
Profanity0.010638315
Threat0.0058157085
Severe Toxicity0.0011110306
Low Tox 0.044141594 Moderate Con 0.441 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
men with bike is 100 procent right !!! we love u :D
men with bike is 100 procent right !!! we love u :D
Identity Attack0.011543332
Insult0.014086916
Profanity0.018529098
Threat0.008789998
Severe Toxicity0.002861023
Low Tox 0.04240986 Moderate Con 0.467 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things …
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things get volatile for real...
Identity Attack0.0026823445
Insult0.015644927
Profanity0.029888187
Threat0.00713294
Severe Toxicity0.001373291
Low Tox 0.04216247 Constructive 0.567 Question
Dec 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
T J D J D
T J D J D
Identity Attack0.004680229
Insult0.016024929
Profanity0.07514556
Threat0.0074306927
Severe Toxicity0.005340576
Low Tox 0.041172907 Moderate Con 0.427
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond Library, studied the map and etc. Some I remember are: 1. What is the common term for someone elected in Federal elections? A. Riding Winner B. Member of Parliament C. Senate D. Federal Executive. 2. Which of the following represents being Canadian and expresses national identity? A. Symbols like Maple leaf B. Equality C. Unity D. Human Right Commission 3. Jury duty consists of partial jurors and past jurors (in similar meaning) True or False. 4. French and English are: A. Fighting rebellion in 1800s B. French joined hands with Americans to fight against English C. Lived together for 300 years D. All of the above 5. Got a basic question about suffrage movement 6. What are prairie provinces? Saskatchewan, Alberta, Manitoba (SAM) 7. I got a question about provinces from west to east on Canada map. Please look and memorize the provinces locations. 8. Got a question about Peace Arch in Blaine 9. Question about Peace Tower like what was built after first world War. 10. Question about Aboriginals. Ans: First Nations, Metis and Inuits 11. Branches of Parliament Ans: Sovereign, House of commons and Senate 12. Courts do: Ans: Settle disputes These all what I remember. I am not sure which ones I got wrong. Might be in the first 5 I posted here. Test is not difficult but it is better to go through this video multiple times and do some other mock tests as well, in my opinion. Thank you and All the Best 😊
Identity Attack0.010729378
Insult0.017227544
Profanity0.015010698
Threat0.006647474
Severe Toxicity0.0014209747
Low Tox 0.032863233 Constructive 0.818 Personal_Narrative
Feb 10, 2026 21 likes Canadian Citizenship Test 2025 – …
4:55 what'd he mean by that?
4:55 what'd he mean by that?
Identity Attack0.0054756827
Insult0.010476895
Profanity0.020783609
Threat0.009307829
Severe Toxicity0.002040863
Low Tox 0.029799197 Moderate Con 0.347 Question
Feb 8, 2026 6 likes Inside Canada's Indian Invasion...
I'd like to see a video explaining how refugees give back more than they gain in the beginning, as you claimed at the end?
I'd like to see a video explaining how refugees give back more than they gain in the beginning, as you claimed at the end?
Identity Attack0.01465176
Insult0.010666896
Profanity0.011406898
Threat0.0067963502
Severe Toxicity0.0009441376
Low Tox 0.029445656 Moderate Con 0.48
Dec 24, 2018 63 likes How much do refugees and …
Wish you would have talked to me, i'd have quite a few choice words to say about the new 'residents'
Wish you would have talked to me, i'd have quite a few choice words to say about the new 'residents'
Identity Attack0.0055496786
Insult0.012338906
Profanity0.01354185
Threat0.0074048014
Severe Toxicity0.0010538101
Low Tox 0.02873857 Moderate Con 0.495 Identity_Assertion
Dec 29, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I'd like the "Government Sponsored" asylum seeker program please and a Canadian passport. I'm not really interested in working. Can I collect my Canadian welfare benefits from Miami? I can still fly back to visit …
I'd like the "Government Sponsored" asylum seeker program please and a Canadian passport. I'm not really interested in working. Can I collect my Canadian welfare benefits from Miami? I can still fly back to visit your office a couple times a year if you want.
Identity Attack0.010803374
Insult0.012756908
Profanity0.009622077
Threat0.006265574
Severe Toxicity0.0009822845
Low Tox 0.028620722 Constructive 0.674
Dec 29, 2017 8 likes How much do refugees and …
Love the buddy on the bike, true Canadian I’d say. But he should’ve also mentioned the mistakes our governments made in the past few years.
Love the buddy on the bike, true Canadian I’d say. But he should’ve also mentioned the mistakes our governments made in the past few years.
Identity Attack0.0076215584
Insult0.016024929
Profanity0.009237786
Threat0.0063885585
Severe Toxicity0.00071048737
Low Tox 0.02826718 Constructive 0.611 Policy_Critique
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 …
CANADA❤IS D 2ND LARGEST COUNTRY LAND WISE. POPULATION SHOULD BE AT LEAST 😮400 MILLIONS
CANADA❤IS D 2ND LARGEST COUNTRY LAND WISE. POPULATION SHOULD BE AT LEAST 😮400 MILLIONS
Identity Attack0.01274247
Insult0.010438894
Profanity0.011577694
Threat0.0068028234
Severe Toxicity0.0015449524
Low Tox 0.025910228 Low Con 0.248
Sep 15, 2025 Why Canadians Are Turning Against …
Carney won't stop the Temporary Foreign Worker program - because then he'd have to leave Canada.
Carney won't stop the Temporary Foreign Worker program - because then he'd have to leave Canada.
Identity Attack0.007917541
Insult0.011008898
Profanity0.00952814
Threat0.007145886
Severe Toxicity0.0008249283
Low Tox 0.023671126 Low Con 0.204 Humor_Satire
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
Tim Horton sont les premiers employeurs d'émigrer
Tim Horton sont les premiers employeurs d'émigrer
Identity Attack0.00569767
Insult0.018838953
Profanity0.009306105
Threat0.005508247
Severe Toxicity0.0011491776
Low Tox 0.022256956 Low Con 0.259 Economic_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
I'd love you to come to Sarnia, Ontario and see the takeover here. Nobody talks about it much. Woke city council tries to make sure of that.
I'd love you to come to Sarnia, Ontario and see the takeover here. Nobody talks about it much. Woke city council tries to make sure of that.
Identity Attack0.0029413297
Insult0.012718908
Profanity0.011902207
Threat0.0065180166
Severe Toxicity0.0008010864
Low Tox 0.022139108 Moderate Con 0.475 Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
They’ve been flowing into CA for years. Last time I went to Canada was before Covid and there were a lot then,and in not major cities like you’d think 😭
They’ve been flowing into CA for years. Last time I went to Canada was before Covid and there were a lot then,and in not major cities like you’d think 😭
Identity Attack0.006770608
Insult0.012452906
Profanity0.010091767
Threat0.0061296434
Severe Toxicity0.0007534027
Low Tox 0.021903414 Constructive 0.56 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for both part & full time. I apply for at least 10-20 a day. I’m not getting calls for interviews. I’ve even applied twice to one job because I was not chosen but 2 weeks later the same position was back. I’m fortunate enough to not have to work. I have a husband that makes a very good salary that pays for all of the bills , groceries & vacations. Up until Covid collapsed my 2 franchises & I was sinking more money in than making it I had to sell one for 1/3 of what I paid for it & give the other away. I started a small business at home doing lash extensions. I have my regular clients. But if I want to save my own money it’s not sustainable or steady. I want to work because I enjoy leaving my home not to just go grocery shopping or visit family. That’s even if they are home from work. I like having a purpose. I’m skilled in accounting, cleaning, sales, marketing, customer service you name it. Many might say that I’m very lucky. I am very blessed but it’s also very lonely. Plus I have always worked & had independence. I hate asking my husband to send me money so I can pay my cell, credit card bills. I don’t even go shopping without him for new clothes because I rely on him to pay for those too. Hypothetically we broke up tomorrow I’d be screwed. I worry about if he dies. There’s life insurance but we still have a mortgage to pay & monthly bills. Plus of course I’d make sure his kids got some too. Not to mention I’ve had mental health struggles with social anxiety & agoraphobia years ago. The more I stay home the more I get anxious about going out. Days can get boring & then I find myself napping all afternoon. I need a job. I just want my own money. I don’t want to go to my husband every 3 months & ask him to send me 2000.00 to clear up my overdraft for one business day. I don’t even want to have to use it. Sorry for the rant but I feel that even when filing out applications many times I’m asked if I’m racialized. In other words is my skin brown.
Identity Attack0.005771666
Insult0.012946909
Profanity0.013576009
Threat0.006382086
Severe Toxicity0.0010490417
Low Tox 0.021549871 Constructive 0.835 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
I cannot do business with them…i tried, but my price is never low enough, constantly trying for freebies while doing a job for them and the renegotiation process when the work is complete is not …
I cannot do business with them…i tried, but my price is never low enough, constantly trying for freebies while doing a job for them and the renegotiation process when the work is complete is not enjoyable…my answer…sorry, too busy. I’d rather have a day off.
Identity Attack0.0017388993
Insult0.0115029
Profanity0.011526455
Threat0.006058442
Severe Toxicity0.0005912781
Low Tox 0.020960633 Constructive 0.544 Personal_Narrative
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I knew you'd be here at some point.
I knew you'd be here at some point.
Identity Attack0.0034962974
Insult0.009564889
Profanity0.015420608
Threat0.008285114
Severe Toxicity0.0011873245
Low Tox 0.019603057 Moderate Con 0.437 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at the Regina Research Station in 1963. Over his remarkable 40-year career, he contributed significantly to the evolution of herbicide research during a transformative era for Canadian agriculture. In the 1960s, as herbicide use surged across the prairies—building on early selective compounds like 2,4-D introduced post-World War II—his work focused on environmental residues and applicator safety, helping refine application methods amid a boom that saw the number of available herbicides in Canada and the U.S. rise from about 25 in 1950 to over 100 by the end of the decade. This period marked the widespread adoption of chemicals for weed control, enabling reduced tillage and boosting crop yields in grain production. By the 1970s, Agriculture Canada's efforts intensified with the introduction of groundbreaking non-selective herbicides like glyphosate, which revolutionized prairie farming by facilitating no-till practices and minimizing soil erosion while controlling persistent weeds. My father's studies on herbicide drift, persistence in air and soil, and human exposure played a key role in ensuring safer, more effective use, aligning with broader innovations that transformed western Canada's grain sector into a global powerhouse. Into the 1980s, as resistance issues emerged and manufacturing processes improved to reduce contaminants like dioxins in phenoxy herbicides, his research supported sustainable advancements, including better monitoring and guidelines that influenced international standards. Through these decades, his pioneering contributions helped develop and optimize herbicides now employed worldwide, fundamentally changing farming practices and enhancing productivity across the vast Canadian prairies.
Identity Attack0.0053276913
Insult0.011920903
Profanity0.011936366
Threat0.006809296
Severe Toxicity0.0009441376
Low Tox 0.019226074 Constructive 0.633 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I’m 25 and if I had a child right now I’d need to work a second job just to keep from going into debt. That’s why birth rates are low. It’s an economic problem, not …
I’m 25 and if I had a child right now I’d need to work a second job just to keep from going into debt. That’s why birth rates are low. It’s an economic problem, not a fertility problem.
Identity Attack0.00310782
Insult0.008500882
Profanity0.010979908
Threat0.0065050707
Severe Toxicity0.000667572
Low Tox 0.017089844 Moderate Con 0.464 Economic_Argument
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Hey! I’ve been a long-time follower of your YouTube channel—about four years now. If you’re ever in Toronto, it’d be great to connect in person
Hey! I’ve been a long-time follower of your YouTube channel—about four years now. If you’re ever in Toronto, it’d be great to connect in person
Identity Attack0.0047357255
Insult0.008937885
Profanity0.015113175
Threat0.0074565844
Severe Toxicity0.0011348724
Low Tox 0.016964182 Constructive 0.575
Jan 27, 2026 1 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.