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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 #}

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Active: "This is why our government …" 1,794 comments · Page 67 of 72
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...
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes …
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes to the government for developing cities like Brampton ,Only problem is vetting that need to done properly,can't expect higher low wage worker to build silicon cities in Canada.High skill professionals are the need of the hour.
Identity Attack0.007214582
Insult0.015036922
Profanity0.010296722
Threat0.005906329
Severe Toxicity0.000834465
Low Tox 0.028149333 Constructive 0.598
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
We are no kap it gets hard for us n the government keeps telling them to come for jobs and stuff but we barley hav for us thats already here
We are no kap it gets hard for us n the government keeps telling them to come for jobs and stuff but we barley hav for us thats already here
Identity Attack0.00621564
Insult0.013364912
Profanity0.01627459
Threat0.0071070488
Severe Toxicity0.0012397766
Low Tox 0.028031485 Moderate Con 0.454
Aug 26, 2025 Why Canadians Are Turning Against …
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 …
This is why managing immigration is very important. Rapid demographic change is very disruptive. it's the government's job to manage the flow of immigration better. Of course the Canadian government under Trudeau did the exact …
This is why managing immigration is very important. Rapid demographic change is very disruptive. it's the government's job to manage the flow of immigration better. Of course the Canadian government under Trudeau did the exact opposite of that.
Identity Attack0.00880549
Insult0.013516913
Profanity0.009442741
Threat0.0061749537
Severe Toxicity0.00071048737
Low Tox 0.02779579 Constructive 0.584
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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 …
what international talent canada wants ? its just want international money. I am skilled multi device technician (NOC 22311) and have 3 years on canadian experience. repaired over 3000 devices for air canada, canada post, …
what international talent canada wants ? its just want international money. I am skilled multi device technician (NOC 22311) and have 3 years on canadian experience. repaired over 3000 devices for air canada, canada post, bank of montreal, various schools, hospital and colleges. I see no chance to get PR and extend my expiring visa. Government just keep inviting the French speakers.
Identity Attack0.013244915
Insult0.01306091
Profanity0.009869732
Threat0.006149062
Severe Toxicity0.000872612
Low Tox 0.027560094 Constructive 0.583 Personal_Narrative
Jan 20, 2026 1 likes Why Canada’s immigration system has …
It’s time to stop all these creative wars that’s going on.Canadian are suffering financially and our monies are supporting war when Canadians are struggling to buy food. Th3 government needs to do something about this …
It’s time to stop all these creative wars that’s going on.Canadian are suffering financially and our monies are supporting war when Canadians are struggling to buy food. Th3 government needs to do something about this problem now.
Identity Attack0.011469335
Insult0.011692902
Profanity0.00995513
Threat0.007935578
Severe Toxicity0.001039505
Low Tox 0.027442247 Constructive 0.511 Economic_Argument
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Kids are losing their job opportunities due to the government subsidized programs that businesses benefit from to save money. Remove those programs, then your children will get job application replies
Kids are losing their job opportunities due to the government subsidized programs that businesses benefit from to save money. Remove those programs, then your children will get job application replies
Identity Attack0.0037922803
Insult0.012072904
Profanity0.0113385795
Threat0.0077025536
Severe Toxicity0.0009441376
Low Tox 0.027442247 Moderate Con 0.324 Economic_Argument
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Please don't believe this report. I am from Canada, This issue is not dividing us at all . In fact the overwhelming majority agrees immigration numbers of recent years are unsustainable .These policies to cut …
Please don't believe this report. I am from Canada, This issue is not dividing us at all . In fact the overwhelming majority agrees immigration numbers of recent years are unsustainable .These policies to cut immigration are driven by public pressure on the government..Fr24 is cherry picking and make it sound like there is huge backlash to these cuts.
Identity Attack0.009545447
Insult0.011996903
Profanity0.010006369
Threat0.006589218
Severe Toxicity0.0007581711
Low Tox 0.027324399 Constructive 0.799 Policy_Critique
Feb 11, 2026 467 likes Canada's tighter immigration policy divides …
Funny how the government is finally realizing what the common Canadian has known for years.
Funny how the government is finally realizing what the common Canadian has known for years.
Identity Attack0.009693438
Insult0.014276917
Profanity0.009647697
Threat0.006058442
Severe Toxicity0.00078201294
Low Tox 0.027324399 Low Con 0.255 Identity_Assertion
Feb 22, 2026 Canadian immigration officers investigating hundreds …
Folk may think this reduction in immigration is far from any "slash" in numbers. Consider (search the web for "Is Canada's aging population an issue ?"): "Canada's aging population is a significant issue, creating major …
Folk may think this reduction in immigration is far from any "slash" in numbers. Consider (search the web for "Is Canada's aging population an issue ?"): "Canada's aging population is a significant issue, creating major challenges for the economy, healthcare, and social services, as more seniors require care while fewer younger workers support them, leading to potential labor shortages, strained budgets, and increased demand for healthcare and long-term support. The trend of more seniors than children under 15 puts pressure on economic growth and government finances, requiring substantial funding increases for health and care services. " For every positive to reduced immigration numbers, Canadians are going to discover that there will be negatives. The negatives might very well justify using the word "slash". Time will tell.
Identity Attack0.008879486
Insult0.014808921
Profanity0.010757872
Threat0.006440342
Severe Toxicity0.00094890594
Low Tox 0.027206551 Constructive 0.648 Policy_Critique
Jan 3, 2026 New rules, regulations take effect …
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 …
Its not the government that “allows” it, its the bankers
Its not the government that “allows” it, its the bankers
Identity Attack0.009101473
Insult0.012452906
Profanity0.01265371
Threat0.0064532873
Severe Toxicity0.00089645386
Low Tox 0.027088705 Low Con 0.125 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
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...
When you get your residency, suddenly you start quitting your job and rely on government's social welfare . As a tax payer obviously I would like those benefits to go to Canadians first.
When you get your residency, suddenly you start quitting your job and rely on government's social welfare . As a tax payer obviously I would like those benefits to go to Canadians first.
Identity Attack0.012061302
Insult0.011996903
Profanity0.009442741
Threat0.0062008454
Severe Toxicity0.0009012222
Low Tox 0.026970858 Constructive 0.578
Nov 26, 2025 Quebec Ends Economic Immigration Program …
this is a 180 from the past 5 years, however, it is a false promise. once the immigration cuts are out of recent memory of the voter base, restaurants begin to need customers (11,000 shuttered …
this is a 180 from the past 5 years, however, it is a false promise. once the immigration cuts are out of recent memory of the voter base, restaurants begin to need customers (11,000 shuttered in 2 years), colleges get surplus nostalgia, and landlords demand their inflated rental income (see economic rent), the government will ramp the numbers up again.
Identity Attack0.0062526376
Insult0.01309891
Profanity0.010604155
Threat0.0065827454
Severe Toxicity0.00081062317
Low Tox 0.026970858 Constructive 0.518 Policy_Critique
Jan 19, 2026 1 likes Why Canada’s immigration system has …
The government can easily verify this by carrying out a secret operation and sending undercover agents to live with them for soemtime
The government can easily verify this by carrying out a secret operation and sending undercover agents to live with them for soemtime
Identity Attack0.0032928092
Insult0.010780896
Profanity0.012995303
Threat0.009281937
Severe Toxicity0.0009822845
Low Tox 0.02638162 Low Con 0.183 Policy_Critique
Feb 24, 2026 2 likes 'We do know that there's …
The 'well-managed' immigration system didn't start to be poorly managed during the pandemic, but before that: roughly coinciding with the beginning of the Trudeau government. It's there on the graph.
The 'well-managed' immigration system didn't start to be poorly managed during the pandemic, but before that: roughly coinciding with the beginning of the Trudeau government. It's there on the graph.
Identity Attack0.006511623
Insult0.014504919
Profanity0.0094256615
Threat0.005877201
Severe Toxicity0.0006914139
Low Tox 0.026145924 Moderate Con 0.435
Jun 18, 2025 89 likes How Canada broke its immigration …
Did Warren say that the control was lost at the tail end of the Trudeau government? Being honest, it was lost BEFORE that??
Did Warren say that the control was lost at the tail end of the Trudeau government? Being honest, it was lost BEFORE that??
Identity Attack0.0022291208
Insult0.015720926
Profanity0.010587076
Threat0.0059775305
Severe Toxicity0.00062942505
Low Tox 0.026145924 Moderate Con 0.378 Question
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
Identity Attack0.0030708222
Insult0.013478912
Profanity0.009750174
Threat0.0070164283
Severe Toxicity0.0009012222
Low Tox 0.025910228 Low Con 0.244 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
The government allows this to happen because government employees here, at all levels, are fueled by risk aversion above all else.
The government allows this to happen because government employees here, at all levels, are fueled by risk aversion above all else.
Identity Attack0.003884775
Insult0.013402912
Profanity0.010757872
Threat0.006738094
Severe Toxicity0.0007390976
Low Tox 0.025556687 Low Con 0.238 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
She'll be promoted soon. It's the Liberal way of governing.
She'll be promoted soon. It's the Liberal way of governing.
Identity Attack0.006474625
Insult0.01302291
Profanity0.01174849
Threat0.00713294
Severe Toxicity0.0009202957
Low Tox 0.025320992 Low Con 0.229 Policy_Critique
Feb 26, 2026 20 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is expected (not guaranteed in any way) is a post-graduation work permit to give them a chance to acquire Canadian work experience and have enough points to apply for permanent residency if they choose to. The government should only be responsible for those who were already selected and approved for residency before changes to the regulations. All future applicants should be evaluated based on the latest changes. That is not new, and all current immigrant citizens had to adapt to the changes to requirements back in their time as well.
Identity Attack0.008250522
Insult0.013820915
Profanity0.011184863
Threat0.0063626673
Severe Toxicity0.0008869171
Low Tox 0.025085296 Constructive 0.622 Policy_Critique
Jan 22, 2026 Why Canada’s immigration system has …
I was born in Canada and am a citizen who has paid all taxes on time and followed all the laws. I have been threatened by the government several times for no reason and when …
I was born in Canada and am a citizen who has paid all taxes on time and followed all the laws. I have been threatened by the government several times for no reason and when I suffered job loss, and EI ran out, was just told I was out of luck. I found work after going through my savings, but would have otherwise been homeless. THANKS CANADA.
Identity Attack0.0068446035
Insult0.012756908
Profanity0.009818493
Threat0.007081157
Severe Toxicity0.0011253357
Low Tox 0.025085296 Constructive 0.757
Feb 20, 2018 170 likes How much do refugees and …

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.