Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "THIS IS THE BEHAVIOR THE …" 37 comments · Page 2 of 2
India is multi-cultural, Punjab is only 1 part of India and their culture is different from the other Indian states represented in India. The behavior of Punjabi immigrants is not reflective of other Indian cultures …
India is multi-cultural, Punjab is only 1 part of India and their culture is different from the other Indian states represented in India. The behavior of Punjabi immigrants is not reflective of other Indian cultures in India. For whatever reason there seems to more Punjabi migrants in Canada than from any other state in India. Its the job of Canada to enforce assimilation and immigration rules, they deliberately don't. Littering and defecating in public spaces is illegal in Canada but the Canadian government refuses to enforce those rules.
Identity Attack0.17925262
Insult0.081261896
Profanity0.03339528
Threat0.007870848
Severe Toxicity0.005760193
Low Tox 0.1991664 Moderate Con 0.476 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
Identity Attack0.11047905
Insult0.082866095
Profanity0.012585391
Threat0.0068869707
Severe Toxicity0.003452301
Low Tox 0.19694418 Moderate Con 0.364 Policy_Critique
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Western countries are only successful in the absence of thirdworlders. Once you import them, you import their behavior, which creates thirdworld conditions. Firstworld becomes thirdworld.
Western countries are only successful in the absence of thirdworlders. Once you import them, you import their behavior, which creates thirdworld conditions. Firstworld becomes thirdworld.
Identity Attack0.16801116
Insult0.061451588
Profanity0.017299367
Threat0.007598988
Severe Toxicity0.005569458
Low Tox 0.18649188 Low Con 0.151
Jun 17, 2025 How Canada broke its immigration …
A reckoning is coming for the people who do not want to assimilate to our customs and norms Canadians tolerate a lot of abuse and just smile and look the other way hoping people will …
A reckoning is coming for the people who do not want to assimilate to our customs and norms Canadians tolerate a lot of abuse and just smile and look the other way hoping people will realize how they are acting eventually and change their behavior the people from the middle east your gonna start a civil war. I am Canadian my family been here for many generations don't think for one second this place is gonna turn into the middle east Canada was the first to invade and liberate the Netherlands from the nazis don't for a second think we won't act that way on our own soil to people who disrespect us at home during covid the government got lucky that we were peaceful what happens when you corner a wild animal people are gonna find out
Identity Attack0.08004672
Insult0.0670459
Profanity0.019553876
Threat0.016810767
Severe Toxicity0.0052261353
Low Tox 0.15822013 Constructive 0.639
Aug 25, 2025 Why Canadians Are Turning Against …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, and identity from a pattern of exploitation that is eroding our nation. 1. Failure to Assimilate and Community Insularity Indian immigrants are not integrating into Canadian culture. Instead, they form parallel societies: Sending children to private ethnic schools that prioritize Indian languages and customs over Canadian values. Erecting statues and cultural symbols that celebrate India, not Canada—this is Canada, not a satellite of New Delhi. Prioritizing their own communities in hiring and services, creating ethnic enclaves that exclude others. This insularity prevents true assimilation and fosters division. 2. Exploitation of Systems and Loopholes Many arrive through fraudulent means and demand instant benefits: Establishing "diploma mill" colleges solely to gain entry, then claiming permanent residency or citizenship after minimal study. Only Indians teachers are hired through this made up "Colleges". Sponsoring extended family chains (parents, siblings, cousins) who contribute nothing but drain resources. Elderly parents, who have never paid Canadian taxes, access healthcare and social services immediately, overburdening hospitals while their families use nursing homes as a last resort. Bribing for driver's licenses abroad, leading to reckless, entitled driving on Canadian roads. These tactics exploit loopholes, bypassing fair processes meant for genuine contributors. 3. Strain on Resources and Job Market The rapid population growth is unsustainable: High birth rates (far above Canada's replacement level) are used strategically to "populate" the country and secure more benefits. Taking jobs from Canadians in government, police, education, healthcare, and beyond—often through nepotism and "cutting in line" for their networks. For example IRCC Director - Harpreet Kochhar Deputy Minister - Pemi Gill and Aiesha Zafar who have no idea where the 79,000 illegal Indians are in Canada. Remove these Minister from their position. They are incompetent in the jobs. Fraud = Predominant country = India. Nepotism is rampant in their community and their class system mentality. Overwhelming housing, food banks, parks (littered with garbage), and public spaces (including reports of improper behavior on beaches). Many work in low-productivity roles, undercutting wages and relying on welfare despite employment. Canadians are being displaced in their own country. 4. Criminal and Cultural Importation A subset brings a "gangster mentality" from India: Rising involvement in organized crime, fraud, and violence in cities like Brampton and Surrey. Lazy or substandard work ethic in some cases, prioritizing quick gains over quality. Just look at Tim Horton! This is not the skilled, law-abiding immigration Canada needs. Call to Action: Policy Reforms Now Cap and pause Indian immigration until assimilation metrics improve. End chain migration and fake college scams—require proven contributions before PR/citizenship. Enforce assimilation: Mandate public schools, cultural integration tests, and community service. Protect Canadians first: Prioritize housing, jobs, and services for citizens. I don't care if this is labeled "racist"—the evidence is clear. Indians are not here to build Canada; many are here to overtake it. Canadians have to act before it's too late.
Identity Attack0.14661247
Insult0.047935467
Profanity0.014566627
Threat0.008634649
Severe Toxicity0.004196167
Low Tox 0.15324512 Constructive 0.674
Oct 29, 2025 IRCC Names India in Study …
Just impose harsh fines for lacking civic sense and breaking laws. Good source of revenue for all levels of government. And after some expensive fines, behavior will be corrected. Also STOP protecting criminals.
Just impose harsh fines for lacking civic sense and breaking laws. Good source of revenue for all levels of government. And after some expensive fines, behavior will be corrected. Also STOP protecting criminals.
Identity Attack0.0056236745
Insult0.077136256
Profanity0.012858666
Threat0.0130621
Severe Toxicity0.0023460388
Low Tox 0.14429577 Moderate Con 0.32 Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find …
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find myself cringing at the videos of people violating public norms of decency, and the job market is really bad now for services as companies are employing a lot of migrants for a cheaper price. Immigration control, regulation of companies so they cant go below a %age of Canadian citizen/residents along with effective government stimuli to boost the economy by targetting certain industries will tackle a lot of the problems. As for people discarding garbage anywhere and other unwanted behavior - name and shame. These videos are also going public at least in India as a source of great shame and the more eyes on it, the less people will repeat things of this nature.
Identity Attack0.06340405
Insult0.034451995
Profanity0.019007329
Threat0.007521313
Severe Toxicity0.0027656555
Low Tox 0.10696511 Constructive 0.865
Aug 26, 2025 Why Canadians Are Turning Against …
Guy speakings straigth facts about genetics, IQ, behavior.
Guy speakings straigth facts about genetics, IQ, behavior.
Identity Attack0.018168874
Insult0.027347196
Profanity0.023652986
Threat0.0071070488
Severe Toxicity0.0023174286
Low Tox 0.085582085 Low Con 0.266 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks. I learned something today. I just hope they call out bad behavior within their own communities for the betterment of all Canadians. That includes paying your taxes and hiring outsiders etc.
Thanks. I learned something today. I just hope they call out bad behavior within their own communities for the betterment of all Canadians. That includes paying your taxes and hiring outsiders etc.
Identity Attack0.023193322
Insult0.021675033
Profanity0.009750174
Threat0.0067834044
Severe Toxicity0.0012016296
Low Tox 0.051810697 Constructive 0.672
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Its almost as if there is a common trend here, a theme, a pattern of behavior if you will. Pattern recognition is NOT racism.
Its almost as if there is a common trend here, a theme, a pattern of behavior if you will. Pattern recognition is NOT racism.
Identity Attack0.023595277
Insult0.017292
Profanity0.0128245065
Threat0.0065180166
Severe Toxicity0.0014686584
Low Tox 0.04834723 Moderate Con 0.318 Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
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 …
I lived near the border of Brampton. Their behavior and demographics have spread into the neighboring cities, going as far as Milton.
I lived near the border of Brampton. Their behavior and demographics have spread into the neighboring cities, going as far as Milton.
Identity Attack0.004606233
Insult0.010134893
Profanity0.010347961
Threat0.006466233
Severe Toxicity0.0007724762
Low Tox 0.016712861 Constructive 0.54 Fear_Threat
Jan 29, 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.