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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: "We have the same issue …" 441 comments · Page 16 of 18
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of living, under paying jobs, and astronomical Post secondary prices to get basic diplomas I know for a fact that 90's babies will be the last generation to have more then one child. Another issue is the recruitment centers in India, funded by Canadian corporations looking for cheap labor, promising the world to struggling Indians only to back out of every promise they made, and put the burden on the government and Canadians. This plus a lack of population control in India, is set that to have Indians to be over 25% of the global population in the next 50 years.
Identity Attack0.012061302
Insult0.016784932
Profanity0.0128245065
Threat0.0067186756
Severe Toxicity0.0013065338
Low Tox 0.03357032 Constructive 0.641 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
are there any other good youtubers or sources for coverage of this issue?
are there any other good youtubers or sources for coverage of this issue?
Identity Attack0.006770608
Insult0.0115029
Profanity0.020783609
Threat0.009359611
Severe Toxicity0.0018501282
Low Tox 0.03309893 Moderate Con 0.314 Question
Jan 23, 2026 Thousands of refugees allowed into …
Issue is. We are not hearing enough feedback from the average Canadian. The Canadians who dont face hardship and issues welcome all the new into Canada. I will bet that the average Canadian ( lower …
Issue is. We are not hearing enough feedback from the average Canadian. The Canadians who dont face hardship and issues welcome all the new into Canada. I will bet that the average Canadian ( lower to middle class ) would say things are fine and if we took a moment to get opinions in a couple cities or even towns in Canada ( Ontario specifically) and ask the lower to middle class we will see just how negative the impact is on us.
Identity Attack0.017967897
Insult0.0142009165
Profanity0.009920971
Threat0.006162008
Severe Toxicity0.00084400177
Low Tox 0.032863233 Constructive 0.75
Aug 31, 2025 8 likes Why Canadians Are Turning Against …
She is lighting it up, i would like to thank her for her pressing this issue. This liberal government is writing cheques that regular people have to cash
She is lighting it up, i would like to thank her for her pressing this issue. This liberal government is writing cheques that regular people have to cash
Identity Attack0.006474625
Insult0.01617693
Profanity0.014566627
Threat0.006874025
Severe Toxicity0.0009727478
Low Tox 0.032627538 Constructive 0.549
Sep 29, 2025 IRCC Names India in Study …
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not …
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not ignore students' bad behaviors and false credentials in order to obtain a student permit in Canada. Also, Canada Immigration also needs to scrutinize both students and colleagues
Identity Attack0.012061302
Insult0.01648093
Profanity0.009681856
Threat0.006246155
Severe Toxicity0.0008249283
Low Tox 0.032156147 Constructive 0.53
Sep 29, 2025 IRCC Names India in Study …
Why stop there? Until they fix inflation and every other housing issue CANADIAN citizens need a break. We do need immigration, controlled and properly maintained immigration.
Why stop there? Until they fix inflation and every other housing issue CANADIAN citizens need a break. We do need immigration, controlled and properly maintained immigration.
Identity Attack0.014551271
Insult0.012604907
Profanity0.009750174
Threat0.0066151097
Severe Toxicity0.0010633469
Low Tox 0.03192045 Constructive 0.501
Dec 24, 2025 1 likes Deportations From Canada at Their …
When she says ‘they’ promised a better life, she’s talking about her immigration agent. Canada only ever issued her and millions like her a ‘temporary’ visa. I’m empathetic, I came with a temporary visa originally …
When she says ‘they’ promised a better life, she’s talking about her immigration agent. Canada only ever issued her and millions like her a ‘temporary’ visa. I’m empathetic, I came with a temporary visa originally but I did not ‘invest’ anything into my life but the bare minimum until my status was permanent.
Identity Attack0.0071775843
Insult0.016632931
Profanity0.010826191
Threat0.006051969
Severe Toxicity0.0008535385
Low Tox 0.03192045 Constructive 0.668 Personal_Narrative
Feb 11, 2026 Canada's tighter immigration policy divides …
THIS is a massssiive issue! Good for Michelle for this!
THIS is a massssiive issue! Good for Michelle for this!
Identity Attack0.0020533812
Insult0.013630914
Profanity0.01173141
Threat0.007624879
Severe Toxicity0.0010490417
Low Tox 0.031331215 Moderate Con 0.447 Solidarity
Oct 3, 2025 IRCC Names India in Study …
Is this a travelogue video? I don't get the direction. maybe an editing issue?
Is this a travelogue video? I don't get the direction. maybe an editing issue?
Identity Attack0.005253696
Insult0.011692902
Profanity0.01887069
Threat0.008893564
Severe Toxicity0.0015068054
Low Tox 0.030741978 Low Con 0.278
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canadian gov has opened much of the international students for Indians, if only they did a fair ratio between other nationalities that issues now would have been controlled, if I am not mistaken, they let …
Canadian gov has opened much of the international students for Indians, if only they did a fair ratio between other nationalities that issues now would have been controlled, if I am not mistaken, they let 250k per yr for India, rest of the international students are just 25k per yr each coming from different countries.
Identity Attack0.024600167
Insult0.011084898
Profanity0.010587076
Threat0.006246155
Severe Toxicity0.0009775162
Low Tox 0.029327808 Constructive 0.586 Unverified_Claim
Oct 12, 2025 IRCC Names India in Study …
Canada also has a human trafficking issue and it just keeps getting worse. I think it would be so awesome if you could bring some light to this issue so that people start taking this …
Canada also has a human trafficking issue and it just keeps getting worse. I think it would be so awesome if you could bring some light to this issue so that people start taking this 15 times more seriously.
Identity Attack0.011321344
Insult0.013706914
Profanity0.010279642
Threat0.0065697995
Severe Toxicity0.0010490417
Low Tox 0.029327808 Constructive 0.658 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Wish you would come to Lodi California and do this, same issue
Wish you would come to Lodi California and do this, same issue
Identity Attack0.003884775
Insult0.012034904
Profanity0.014225035
Threat0.008582866
Severe Toxicity0.0013637543
Low Tox 0.02826718 Moderate Con 0.457 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
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 …
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 …
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 …
What’s the issue? It’s what NDP and Liberal voters voted for.
What’s the issue? It’s what NDP and Liberal voters voted for.
Identity Attack0.00673361
Insult0.014314918
Profanity0.010143006
Threat0.006058442
Severe Toxicity0.0008201599
Low Tox 0.027206551 Low Con 0.298 Identity_Assertion
Feb 18, 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 …
Where are all the liberal voters? Seems like a Majority of Canadians are on the same page about this issue.
Where are all the liberal voters? Seems like a Majority of Canadians are on the same page about this issue.
Identity Attack0.012641981
Insult0.012680908
Profanity0.009920971
Threat0.0063950317
Severe Toxicity0.00082969666
Low Tox 0.026499467 Moderate Con 0.354 Identity_Assertion
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that …
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that needs addressed ASAP, immediately, yesterday.
Identity Attack0.0037367835
Insult0.01617693
Profanity0.0094256615
Threat0.0061231707
Severe Toxicity0.0007247925
Low Tox 0.026499467 Moderate Con 0.484 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
WE HAVE A LOT OF ISSUES AND CONCERNS TO FIX AND ADDRESS IN OUR COUNTRY, INFLATION, LOTS OF PROTEST STRIKES, AND MORE, CANADIAN FIRST, CANADIAN ECONOMY, IMMIGRATION MUST CHANGE ASAP,
WE HAVE A LOT OF ISSUES AND CONCERNS TO FIX AND ADDRESS IN OUR COUNTRY, INFLATION, LOTS OF PROTEST STRIKES, AND MORE, CANADIAN FIRST, CANADIAN ECONOMY, IMMIGRATION MUST CHANGE ASAP,
Identity Attack0.012541492
Insult0.0103248935
Profanity0.009195087
Threat0.0067963502
Severe Toxicity0.0011587143
Low Tox 0.026263772 Moderate Con 0.401
Oct 17, 2025 IRCC Names India in Study …
Make canada part of usa. All issues solved
Make canada part of usa. All issues solved
Identity Attack0.013144426
Insult0.009640889
Profanity0.011219022
Threat0.007935578
Severe Toxicity0.001335144
Low Tox 0.025910228 Low Con 0.201
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
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 …
Even their parents got visa very easily , who is issuing visa for them?
Even their parents got visa very easily , who is issuing visa for them?
Identity Attack0.0071405866
Insult0.0103248935
Profanity0.010347961
Threat0.006304411
Severe Toxicity0.00078201294
Low Tox 0.023199737 Low Con 0.239 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
If housing, healthcare, and infrastructure can’t keep up, the issue is capacity and planning—not the nationality of newcomers.
If housing, healthcare, and infrastructure can’t keep up, the issue is capacity and planning—not the nationality of newcomers.
Identity Attack0.010211408
Insult0.00983089
Profanity0.00950252
Threat0.006492125
Severe Toxicity0.00084877014
Low Tox 0.022610499 Moderate Con 0.355 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks for covering a huge issue in my country ❤
Thanks for covering a huge issue in my country ❤
Identity Attack0.00673361
Insult0.009241886
Profanity0.012073003
Threat0.006427396
Severe Toxicity0.0011634827
Low Tox 0.021903414 Constructive 0.514 Solidarity
Jan 27, 2026 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.