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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: "But when was the last …" 395 comments · Page 15 of 16
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 got the same Moen faucet last week !
i got the same Moen faucet last week !
Identity Attack0.0040512653
Insult0.012946909
Profanity0.019075647
Threat0.006822242
Severe Toxicity0.0016880035
Low Tox 0.027088705 Moderate Con 0.394 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
Imported liberal party voters. US tried to do the same during the last administration
Imported liberal party voters. US tried to do the same during the last administration
Identity Attack0.008916483
Insult0.013744914
Profanity0.011167783
Threat0.0063626673
Severe Toxicity0.000872612
Low Tox 0.026735162 Low Con 0.24 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds …
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds of job applications to date and I only got a response. I have no choice but to take that job in fastfood restaurant just to make a living. Don't worry, if I still don't get a job aligned to my profession in few months, I will leave. I'm tired..
Identity Attack0.009027477
Insult0.0113509
Profanity0.01174849
Threat0.006861079
Severe Toxicity0.00094890594
Low Tox 0.026499467 Constructive 0.758 Personal_Narrative
Jul 1, 2025 3 likes How Canada broke its immigration …
Which massive projects you're talking about, I am a Canadian citizen and I have been unemployed for the last 8 months.
Which massive projects you're talking about, I am a Canadian citizen and I have been unemployed for the last 8 months.
Identity Attack0.006992595
Insult0.012110904
Profanity0.010621235
Threat0.0061231707
Severe Toxicity0.00072956085
Low Tox 0.026263772 Constructive 0.586 Personal_Narrative
Jan 20, 2026 21 likes Why Canada’s immigration system has …
Ive noticed the standard of driving drop in australia in the last few years , people just dont bother indicating anymore .
Ive noticed the standard of driving drop in australia in the last few years , people just dont bother indicating anymore .
Identity Attack0.008879486
Insult0.012756908
Profanity0.012414595
Threat0.0068416605
Severe Toxicity0.0009870529
Low Tox 0.026028076 Moderate Con 0.493 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
We didn’t keep up our infrastructure expansion at the same rate as our growth through immigration over the last few years. Jobs,hospital personal and bed space, schools, housing (affordable )etc are all overwhelmed and can’t …
We didn’t keep up our infrastructure expansion at the same rate as our growth through immigration over the last few years. Jobs,hospital personal and bed space, schools, housing (affordable )etc are all overwhelmed and can’t cope with the higher numbers. Because of that our children and seniors are high risk for lower education and health care provision etc.
Identity Attack0.009619443
Insult0.011236899
Profanity0.00950252
Threat0.006045496
Severe Toxicity0.0008869171
Low Tox 0.02543884 Constructive 0.633 Policy_Critique
Jun 17, 2025 5 likes How Canada broke its immigration …
Managed to interview the last canadian
Managed to interview the last canadian
Identity Attack0.009989422
Insult0.011730902
Profanity0.011594773
Threat0.007857903
Severe Toxicity0.0011777878
Low Tox 0.02543884 Moderate Con 0.336 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
countries can't survive this, never mind all the debt we have packed on the last ten years.
countries can't survive this, never mind all the debt we have packed on the last ten years.
Identity Attack0.003089321
Insult0.011312899
Profanity0.011219022
Threat0.0065244893
Severe Toxicity0.0007915497
Low Tox 0.024849601 Moderate Con 0.314 Economic_Argument
Jan 19, 2026 96 likes Why Canada’s immigration system has …
Its a 'Temporary' residence permit...... which by its very name means it will not be forever. Get used to it... I know that under Justin 'Jolson' Troo-Doo it was a free-for-all but that could never …
Its a 'Temporary' residence permit...... which by its very name means it will not be forever. Get used to it... I know that under Justin 'Jolson' Troo-Doo it was a free-for-all but that could never last even in Woke Canada.
Identity Attack0.0032373124
Insult0.014314918
Profanity0.011031146
Threat0.0063238298
Severe Toxicity0.0007915497
Low Tox 0.024378212 Moderate Con 0.394 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
To answer your last question, it is because they want this... look up harjeet sing. He was the top general of canada. And when the afganistan withdrawl happened, lets say canadian troops showed bias as …
To answer your last question, it is because they want this... look up harjeet sing. He was the top general of canada. And when the afganistan withdrawl happened, lets say canadian troops showed bias as to who was being pulled from the warzone...
Identity Attack0.006363631
Insult0.011920903
Profanity0.00993805
Threat0.0072365063
Severe Toxicity0.0007677078
Low Tox 0.024378212 Moderate Con 0.473 Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
thanks to last administration
thanks to last administration
Identity Attack0.00621564
Insult0.012148905
Profanity0.016547862
Threat0.008815889
Severe Toxicity0.0016975403
Low Tox 0.024260364 Low Con 0.29
Aug 26, 2025 Why Canadians Are Turning Against …
There are way more than 800,000 people actually living in Brampton. Even local politicians acknowledge this. The censuses obviously don't count people here living illegally in lofts above their workplaces, nor do they count the …
There are way more than 800,000 people actually living in Brampton. Even local politicians acknowledge this. The censuses obviously don't count people here living illegally in lofts above their workplaces, nor do they count the thousands upon thousands of people living packed into illegal basement apartments and officially empty "investment properties." Why do you think covid lasted longer in Brampton than anywhere else in Canada and commuting in this city is impossible
Identity Attack0.008435511
Insult0.012414906
Profanity0.009681856
Threat0.006058442
Severe Toxicity0.0008392334
Low Tox 0.023906821 Constructive 0.715 Unverified_Claim
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, …
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, funding gaps, and challenges implementing legislation like the Indigenous Languages Act effectively, despite strong community efforts for revitalization. The core issue is moving beyond mere documentation to ensuring effective support for daily use, education, and government services, a goal hindered by historical trauma and systemic neglect.  Key Struggles & Challenges: Colonial Legacy: Policies like the Indian Act and residential schools suppressed languages, causing massive loss, with trauma still affecting intergenerational transmission. Constitutional Gap: Unlike English and French, Indigenous languages lack explicit, strong constitutional rights (e.g., in the Charter) for government services, as noted in this article from indigenouswatchdog.org. Urgency & Scarcity: Most of Canada's 70+ Indigenous languages are endangered, with many facing imminent extinction, requiring immediate action from the last fluent elders. Implementation of Legislation: The Indigenous Languages Act (2019) aims to support revitalization, but it's criticized for being non-binding and not creating effective rights, meaning legal recognition doesn't always translate to real-world resources or services. Funding & Resource Gaps: While funding exists, it's often insufficient, limited in scope, or not reaching grassroots efforts effectively, making comprehensive revitalization difficult. Integration Challenges: Integrating Indigenous languages into education (K-12, higher ed) and public services (health, justice) remains a significant hurdle, even where there's political will, as seen in territories with official Indigenous languages.
Identity Attack0.009471451
Insult0.013668913
Profanity0.010621235
Threat0.006550381
Severe Toxicity0.00091552734
Low Tox 0.023906821 Constructive 0.629 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
I just saw that Tyler has 8.8 million subs...I subbed a long time ago, but was shocked to see how many he has now, so I looked it up -- as of Feb 15th, the …
I just saw that Tyler has 8.8 million subs...I subbed a long time ago, but was shocked to see how many he has now, so I looked it up -- as of Feb 15th, the total was 3.7 million. You mean to tell me that 5.1 MILLION people subbed in the last 6 days?!
Identity Attack0.0048097214
Insult0.00971689
Profanity0.016957775
Threat0.007741391
Severe Toxicity0.0014305115
Low Tox 0.02343543 Constructive 0.598 Meta_Commentary
Feb 22, 2026 Inside Canada's Indian Invasion...
Current migration minister is the tallest one in her family last 3 generations. Address 751 Toadstool Lane, Hobbitville, Cape Bretonn.
Current migration minister is the tallest one in her family last 3 generations. Address 751 Toadstool Lane, Hobbitville, Cape Bretonn.
Identity Attack0.0062526376
Insult0.011920903
Profanity0.010979908
Threat0.006653947
Severe Toxicity0.0009012222
Low Tox 0.02343543 Moderate Con 0.491 Unverified_Claim
Mar 1, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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...
The last year the conservatives were in power they brought in over 300k and TFWs this kept wages low and impacted services remember that
The last year the conservatives were in power they brought in over 300k and TFWs this kept wages low and impacted services remember that
Identity Attack0.0035332954
Insult0.012072904
Profanity0.010979908
Threat0.006265574
Severe Toxicity0.000705719
Low Tox 0.021314176 Constructive 0.613 Economic_Argument
Feb 24, 2026 'We do know that there's …
Canada had their chance last election to vote republican but were so focused on Trump that they chose to elect again more Liberals. Good job canada
Canada had their chance last election to vote republican but were so focused on Trump that they chose to elect again more Liberals. Good job canada
Identity Attack0.0068446035
Insult0.012300906
Profanity0.009519599
Threat0.0063626673
Severe Toxicity0.00074863434
Low Tox 0.02072494 Moderate Con 0.344
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Every. Last. One.
Every. Last. One.
Identity Attack0.0028673338
Insult0.008557882
Profanity0.015113175
Threat0.008129764
Severe Toxicity0.0014400482
Low Tox 0.020231359 Moderate Con 0.312 Call_To_Action
Dec 27, 2025 Deportations From Canada at Their …
We have a serious unemployment crisis in this country that is particularly affecting young Canadians. The unemployment rate has been continuously going up over the last three years. It has now hit 7.1%, but the …
We have a serious unemployment crisis in this country that is particularly affecting young Canadians. The unemployment rate has been continuously going up over the last three years. It has now hit 7.1%, but the youth unemployment rate is really at catastrophic levels, at 14.5%. Many young people are desperately looking for jobs and are unable to find them.
Identity Attack0.0052906936
Insult0.010818896
Profanity0.009784333
Threat0.0062008454
Severe Toxicity0.0006341934
Low Tox 0.019854378 Constructive 0.581 Economic_Argument
Sep 30, 2025 25 likes IRCC Names India in Study …
I have an issue to pick with the framing of policy change as “changing the rule in the middle of the match” because “the match” has a clear time stamp for beginning and end. So …
I have an issue to pick with the framing of policy change as “changing the rule in the middle of the match” because “the match” has a clear time stamp for beginning and end. So when would it be appropriate for the government to make changes? A soccer game last for about 90 minutes, how long should an immigration pathway last?
Identity Attack0.0071035884
Insult0.008823884
Profanity0.010296722
Threat0.006485652
Severe Toxicity0.00071525574
Low Tox 0.01859777 Moderate Con 0.472 Policy_Critique
Nov 23, 2025 1 likes Quebec Ends Economic Immigration Program …
So what happens to the people that get all of these services and they feel it is an entitlement until their last child turns 18. I thought government assistance is to get you on your …
So what happens to the people that get all of these services and they feel it is an entitlement until their last child turns 18. I thought government assistance is to get you on your feet, not support you until your last child is no longer eligible for services.
Identity Attack0.0022198714
Insult0.008937885
Profanity0.0103992
Threat0.0071717775
Severe Toxicity0.00064849854
Low Tox 0.017718147 Constructive 0.514
Jun 5, 2019 1 likes How much do refugees and …
2 Million imported in the last 5 years. keep calculating.
2 Million imported in the last 5 years. keep calculating.
Identity Attack0.0028673338
Insult0.009127886
Profanity0.00950252
Threat0.0067057298
Severe Toxicity0.00071048737
Low Tox 0.017592486 Moderate Con 0.304
Dec 24, 2025 32 likes Deportations From Canada at Their …
For the last decade, Canada has been aggresively trying to boost its population in order to avoid a population collapse among native born Canadians in the next 20 years. Demographics are destiny. Governments need people …
For the last decade, Canada has been aggresively trying to boost its population in order to avoid a population collapse among native born Canadians in the next 20 years. Demographics are destiny. Governments need people to support the economy and tax system. You can’t have economic growth without population growth.
Identity Attack0.006511623
Insult0.00971689
Profanity0.009587918
Threat0.006479179
Severe Toxicity0.00076293945
Low Tox 0.017592486 Moderate Con 0.357 Economic_Argument
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.