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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: "Why not!…. Isn’t that a …" 318 comments · Page 12 of 13
A drop in the bucket. Canada needs to increase deportations by a factor of 100. So instead of deporting 18,000, they need to deport 1.8 million. And even that isn't enough.
A drop in the bucket. Canada needs to increase deportations by a factor of 100. So instead of deporting 18,000, they need to deport 1.8 million. And even that isn't enough.
Identity Attack0.016159095
Insult0.014086916
Profanity0.010535837
Threat0.008789998
Severe Toxicity0.0013160706
Low Tox 0.045625936 Moderate Con 0.385
Dec 26, 2025 Deportations From Canada at Their …
At least deodorant isn't flying off the shelves there!!
At least deodorant isn't flying off the shelves there!!
Identity Attack0.0023493639
Insult0.016936934
Profanity0.0157622
Threat0.0076507707
Severe Toxicity0.0015354156
Low Tox 0.044388983 Low Con 0.247
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
My neighbour is a high skilled import for a Canadian job. Now he still lives in Canada but works remote for a US organization and he still isn’t a citizen. Something smells fishy, huh. I’m …
My neighbour is a high skilled import for a Canadian job. Now he still lives in Canada but works remote for a US organization and he still isn’t a citizen. Something smells fishy, huh. I’m a high skilled Canadian but couldn’t find permanent work after a layoff in 2015. Funny how in my contract roles I constantly work alongside so many new arrivals that find work 2 months after they get here. I’m sure $$ in wages and subsidies were involved.
Identity Attack0.014350293
Insult0.020063626
Profanity0.011509376
Threat0.0059516393
Severe Toxicity0.0011491776
Low Tox 0.0438942 Constructive 0.647 Personal_Narrative
Jun 20, 2025 2 likes How Canada broke its immigration …
THANK YOOOOOU! Finally a light on this that isn't dimmed or whispered
THANK YOOOOOU! Finally a light on this that isn't dimmed or whispered
Identity Attack0.0027008436
Insult0.0198058
Profanity0.018392462
Threat0.006977591
Severe Toxicity0.0013542175
Low Tox 0.043646812 Moderate Con 0.444 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
5:30 I love this guy😂 He isn’t wrong I just love his way of speech.
5:30 I love this guy😂 He isn’t wrong I just love his way of speech.
Identity Attack0.00984143
Insult0.0140109155
Profanity0.030389199
Threat0.010188141
Severe Toxicity0.003376007
Low Tox 0.04290464 Moderate Con 0.414 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
This is all of the west... Even the U.S with ice isn't safe
This is all of the west... Even the U.S with ice isn't safe
Identity Attack0.011617327
Insult0.015036922
Profanity0.012312118
Threat0.00713294
Severe Toxicity0.0013446808
Low Tox 0.038519915 Low Con 0.277 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
😮isn't this a just a new form of getting conquered?
😮isn't this a just a new form of getting conquered?
Identity Attack0.0056236745
Insult0.012452906
Profanity0.02208166
Threat0.00951496
Severe Toxicity0.00207901
Low Tox 0.03828422 Low Con 0.232 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It’s not just Canada, Australia too and it just isn’t working ☹️☹️
It’s not just Canada, Australia too and it just isn’t working ☹️☹️
Identity Attack0.014149316
Insult0.013668913
Profanity0.011970525
Threat0.0061749537
Severe Toxicity0.0010824203
Low Tox 0.034277402 Moderate Con 0.439 Comparative_Framing
Feb 8, 2026 Inside Canada's Indian Invasion...
The problem is these corporations wants huge profits by hiring cheap labor. Its not that there isn't domestic labour ready to work at a tire shop its what they are offering for it.
The problem is these corporations wants huge profits by hiring cheap labor. Its not that there isn't domestic labour ready to work at a tire shop its what they are offering for it.
Identity Attack0.0043102503
Insult0.01890341
Profanity0.011714331
Threat0.006051969
Severe Toxicity0.00084877014
Low Tox 0.034277402 Moderate Con 0.345 Economic_Argument
Feb 11, 2026 6 likes Canada's tighter immigration policy divides …
Guys, this isn't going to end well for us if you haven't realized it yet.
Guys, this isn't going to end well for us if you haven't realized it yet.
Identity Attack0.0035517942
Insult0.012186904
Profanity0.015249812
Threat0.009126588
Severe Toxicity0.0012397766
Low Tox 0.03357032 Low Con 0.204
Jan 27, 2026 Inside Canada's Indian Invasion...
The thing is Brampton isn't the only Indian Metropolis in Canada Ontario.
The thing is Brampton isn't the only Indian Metropolis in Canada Ontario.
Identity Attack0.026007013
Insult0.01302291
Profanity0.012277958
Threat0.006440342
Severe Toxicity0.001335144
Low Tox 0.03357032 Moderate Con 0.385
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and …
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and get side swiped by a City Bus. Can you guess where both at-fault Drivers came from? (This isn't even in Brampton, that's just how quick they spread)
Identity Attack0.0025343532
Insult0.013288911
Profanity0.011782649
Threat0.010654188
Severe Toxicity0.0015258789
Low Tox 0.033334624 Constructive 0.58 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
having an immigration lawyer talk about high immigration numbers is like a real estate agent arguing housing prices should keep rising — it directly benefits their business, so their opinion isn’t neutral expertise, it’s aligned …
having an immigration lawyer talk about high immigration numbers is like a real estate agent arguing housing prices should keep rising — it directly benefits their business, so their opinion isn’t neutral expertise, it’s aligned with self-interest
Identity Attack0.013144426
Insult0.014504919
Profanity0.0103992
Threat0.006016368
Severe Toxicity0.0008058548
Low Tox 0.032863233 Moderate Con 0.347 Policy_Critique
Jan 19, 2026 316 likes Why Canada’s immigration system 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 …
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 …
Let's just say.. When I was younger I was questioned about things being smuggled over the border from Canada by snowmobiles... It isn't hard to cross that border
Let's just say.. When I was younger I was questioned about things being smuggled over the border from Canada by snowmobiles... It isn't hard to cross that border
Identity Attack0.008509507
Insult0.011920903
Profanity0.011167783
Threat0.007301235
Severe Toxicity0.0011014938
Low Tox 0.027442247 Constructive 0.531 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Untill it's millions,the government isn't doing it's job
Untill it's millions,the government isn't doing it's job
Identity Attack0.005956655
Insult0.011730902
Profanity0.011082385
Threat0.00713294
Severe Toxicity0.0008201599
Low Tox 0.027206551 Low Con 0.195
Dec 23, 2025 7 likes Deportations From Canada at Their …
Generalization isn’t fair.
Generalization isn’t fair.
Identity Attack0.003884775
Insult0.012300906
Profanity0.01173141
Threat0.0062396824
Severe Toxicity0.0006914139
Low Tox 0.027206551 Low Con 0.284 Moral_Argument
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
This isn’t government failure — it’s corporate influence. Companies demand cheap labor. Government delivers people. Media sells morality. Citizens fight each other online.
This isn’t government failure — it’s corporate influence. Companies demand cheap labor. Government delivers people. Media sells morality. Citizens fight each other online.
Identity Attack0.002830336
Insult0.0140109155
Profanity0.01128734
Threat0.0066733654
Severe Toxicity0.0007247925
Low Tox 0.026970858 Low Con 0.203 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
My english isn't good enough to understand clearly what she said about the 50 000 dollars. Can someone explain to me please? Did she say refugees get 50 000 Dollars as a gift to settle …
My english isn't good enough to understand clearly what she said about the 50 000 dollars. Can someone explain to me please? Did she say refugees get 50 000 Dollars as a gift to settle in Canada? Or I understood it wrong?
Identity Attack0.010951365
Insult0.011882903
Profanity0.00993805
Threat0.005964585
Severe Toxicity0.0006532669
Low Tox 0.026028076 Constructive 0.52
Nov 2, 2018 1 likes How much do refugees and …
Canada isn’t cheap
Canada isn’t cheap
Identity Attack0.008731495
Insult0.012338906
Profanity0.013473531
Threat0.0062267366
Severe Toxicity0.001001358
Low Tox 0.026028076 Low Con 0.254 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Isn't it fault of system? If you keep ur front door open and people break in your house, will you blame the people or yourself for keeping front gate open?
Isn't it fault of system? If you keep ur front door open and people break in your house, will you blame the people or yourself for keeping front gate open?
Identity Attack0.0024233595
Insult0.010628895
Profanity0.011543535
Threat0.008349842
Severe Toxicity0.0010490417
Low Tox 0.025910228 Moderate Con 0.333 Policy_Critique
Dec 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Tim Horton's isn't Tim Horton's anymore, it's Taj Mahorton now.
Tim Horton's isn't Tim Horton's anymore, it's Taj Mahorton now.
Identity Attack0.0030523231
Insult0.014238917
Profanity0.013029462
Threat0.006699257
Severe Toxicity0.00089645386
Low Tox 0.024731753 Low Con 0.208
Jun 19, 2025 124 likes How Canada broke its immigration …
Tim Horton's isn't Tim Horton's anymore, it's Taj Mahorton now.
Tim Horton's isn't Tim Horton's anymore, it's Taj Mahorton now.
Identity Attack0.0030523231
Insult0.014238917
Profanity0.013029462
Threat0.006699257
Severe Toxicity0.00089645386
Low Tox 0.024731753 Low Con 0.208 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Tim Horton's isn't Tim Horton's anymore, it's Taj Mahorton now.
Tim Horton's isn't Tim Horton's anymore, it's Taj Mahorton now.
Identity Attack0.0030523231
Insult0.0142009165
Profanity0.012995303
Threat0.0066927844
Severe Toxicity0.00089645386
Low Tox 0.024613906 Low Con 0.208 Humor_Satire
Jan 27, 2026 6,740 likes Inside Canada's Indian Invasion...
I used to watch Tyler for on-the-ground curiosity, but the tone has clearly shifted post-2024. Earlier videos observed problems; recent ones assign blame by implication. Extreme claims go unchallenged, anecdotes replace data, and editing clusters …
I used to watch Tyler for on-the-ground curiosity, but the tone has clearly shifted post-2024. Earlier videos observed problems; recent ones assign blame by implication. Extreme claims go unchallenged, anecdotes replace data, and editing clusters the most inflammatory voices to suggest consensus. That’s not neutral documentation that’s narrative framing. Silence isn’t objectivity, it’s an editorial choice.
Identity Attack0.0022198714
Insult0.013174911
Profanity0.010501678
Threat0.006712203
Severe Toxicity0.00069618225
Low Tox 0.022846194 Constructive 0.537 Meta_Commentary
Jan 28, 2026 4 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.