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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: "its been a long time …" 110 comments · Page 4 of 5
i was watching this thing long time and it was my clear understanding that it is a some sort of government political bribe to Indian government every single student and teacher was watching this thing …
i was watching this thing long time and it was my clear understanding that it is a some sort of government political bribe to Indian government every single student and teacher was watching this thing my son and lot of canadian citizen student in george brown college could not get CO-OP so they could not carry on education while overseas student specially Indian student got CO-OP either in my company . when i call my MMP they didn't reply so far now these student are working in Tim Horton
Identity Attack0.052035484
Insult0.025413504
Profanity0.014259194
Threat0.006848133
Severe Toxicity0.0020980835
Low Tox 0.08083374 Constructive 0.662 Personal_Narrative
Oct 6, 2025 IRCC Names India in Study …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
10 years for only 86% of people to start contributing and/or speak the language... That is not a good thing. You had to go back to the 70's to find a success story too? What …
10 years for only 86% of people to start contributing and/or speak the language... That is not a good thing. You had to go back to the 70's to find a success story too? What does that say about the current situation? Asian Canadians tend to assimilate much better than other groups and it took a group of them a long time to do partially do so. How are the tens of thousands of people doing that hate us and our culture?
Identity Attack0.04693319
Insult0.023995465
Profanity0.012448754
Threat0.006576272
Severe Toxicity0.001449585
Low Tox 0.07608539 Constructive 0.648
Oct 23, 2018 2 likes How much do refugees and …
This video is long overdue time for change
This video is long overdue time for change
Identity Attack0.009101473
Insult0.018323302
Profanity0.026863953
Threat0.0103175985
Severe Toxicity0.0033569336
Low Tox 0.075294 Moderate Con 0.311 Call_To_Action
Sep 12, 2025 2 likes Why Canadians Are Turning Against …
Liberals don't see migrants as a problem because they fall back on the reality that Canada was built with the help of immigrants. But that was a long time ago. It was a different situation …
Liberals don't see migrants as a problem because they fall back on the reality that Canada was built with the help of immigrants. But that was a long time ago. It was a different situation completely. There needed to be people brought in to build, plant and develop the country at that time. We are no longer in need of mass migration as we already have a developed country. I wonder how many of the liberals would change their positions if the policy was, if you want a new migrant to come into Canada you have to pay for them out of your own paycheques and if you don't want a new migrant you don't have to pay. Pretty sure, very few people would want to pay when it is put that way but we are ALL forced to pay to cover that tab.
Identity Attack0.036105253
Insult0.028171662
Profanity0.013166099
Threat0.006763986
Severe Toxicity0.0016498566
Low Tox 0.07054565 Constructive 0.734 Policy_Critique
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
Was sick a long time ago
Was sick a long time ago
Identity Attack0.005919657
Insult0.023221988
Profanity0.023721304
Threat0.008116818
Severe Toxicity0.0018882751
Low Tox 0.0665887 Moderate Con 0.402
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Those are the consequences for opening the gates for immigration too wide for far too long. It's high time they start being more selective on who gets to immigrate and lower the number for at …
Those are the consequences for opening the gates for immigration too wide for far too long. It's high time they start being more selective on who gets to immigrate and lower the number for at least a few years to get things back under control as this is Canada, either you assimilate or go back from where you come from.
Identity Attack0.035074018
Insult0.019741343
Profanity0.010945748
Threat0.0076119336
Severe Toxicity0.001745224
Low Tox 0.0665887 Constructive 0.512
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I am fully prepared for my children to be living at home for a long time before they’re ready to go out on their own. It’s rough out there. They can help out with some …
I am fully prepared for my children to be living at home for a long time before they’re ready to go out on their own. It’s rough out there. They can help out with some groceries and around the house and then put their money aside and keep saving. I would hate for them to struggle and penny pinch. They’re still very young but who knows what things will look like in years from now, probably much worse.
Identity Attack0.004180758
Insult0.021803947
Profanity0.022696527
Threat0.0103175985
Severe Toxicity0.0018882751
Low Tox 0.06579731 Constructive 0.674 Personal_Narrative
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study visa permits. I 100% agree with immigration officers that they need to carefully review the applications, because I also think things like this shouldn’t happen in any countries. But, I’m getting frustrated because this is delaying innocent international students’ visa process as well. I’ve finished my undergraduate studies and I decided to pursue master’s under a professor i met in my current university. I was very excited to study the field, and i applied for study extension visa months ago, and still haven’t gotten any updates from IRCC. So I couldn’t get enrolled in Fall semester. I’m still waiting, and i really hope that i can continue studying.. luckily my professor understood this situation and he said he can hold a position for me, but i’m still very anxious about all the situation. I hope all people who come to Canada are honest and don’t do illegal things. I really want them to realize that they are affecting students who just want to study. They are taking away the opportunity for others to learn.
Identity Attack0.023595277
Insult0.022512967
Profanity0.016957775
Threat0.0077802283
Severe Toxicity0.001783371
Low Tox 0.055274166 Constructive 0.858 Personal_Narrative
Sep 29, 2025 3 likes IRCC Names India in Study …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
Hi, My question is not about financial assistance, but still asking maybe you know about it. I am a refugee, who's referred for resettlement in Canada by UNHCR. I have already been through biometrics and …
Hi, My question is not about financial assistance, but still asking maybe you know about it. I am a refugee, who's referred for resettlement in Canada by UNHCR. I have already been through biometrics and medical examination by IOM. Received a letter by IRCC regarding Pre-Arrival Services. When I checked today at IRCC website for estimated time period for Government Assisted Refugees Program, it shows 31 months in the country where I am currently hiding. My question, does it really take so long?
Identity Attack0.020681098
Insult0.017807651
Profanity0.025634222
Threat0.009178371
Severe Toxicity0.0019359589
Low Tox 0.04735767 Constructive 0.727
Feb 27, 2023 How much do refugees and …
This is what I was saying years ago what is going to happen with these foreign students. I knew they were going to be an issue for Canada a long time ago. No one believed …
This is what I was saying years ago what is going to happen with these foreign students. I knew they were going to be an issue for Canada a long time ago. No one believed me. Now it's happening. Here we go.
Identity Attack0.025806036
Insult0.016632931
Profanity0.010621235
Threat0.0074824756
Severe Toxicity0.0014972687
Low Tox 0.045131154 Constructive 0.512
Sep 30, 2025 IRCC Names India in Study …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Identity Attack0.004846719
Insult0.018774498
Profanity0.01309778
Threat0.006738094
Severe Toxicity0.0010108948
Low Tox 0.0414203 Constructive 0.7 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration and Customs Enforcement should be done a long time ago
Immigration and Customs Enforcement should be done a long time ago
Identity Attack0.017766917
Insult0.0113889
Profanity0.013200258
Threat0.007832011
Severe Toxicity0.0016117096
Low Tox 0.04067813 Low Con 0.192 Call_To_Action
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public …
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public school. Only my friend and I were paying CAD 1,000 per month to study, while everyone (refugees) paid nothing to study and received CAD 500 per person, plus rent.
Identity Attack0.024801146
Insult0.015644927
Profanity0.010296722
Threat0.0058707283
Severe Toxicity0.0010061264
Low Tox 0.039935954 Constructive 0.684
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
I been saying this for a long time they bringing these pay to other countries to take there place
I been saying this for a long time they bringing these pay to other countries to take there place
Identity Attack0.013244915
Insult0.014048916
Profanity0.014839902
Threat0.00704232
Severe Toxicity0.0012874603
Low Tox 0.038519915 Moderate Con 0.336 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Identity Attack0.011987305
Insult0.017292
Profanity0.018187506
Threat0.007029374
Severe Toxicity0.0017356873
Low Tox 0.037105743 Constructive 0.833 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The shift from being a majority to a minority is largely about timing—some people’s ancestors arrived earlier than others, usually in search of better opportunities they couldn’t find at home. Most people don’t want to leave their motherland, but they move out of necessity, not preference. Throughout history, Western and Middle Eastern powers destroyed economies, accumulated global wealth for themselves, and caused immense suffering through violence, forced conversions, and plundering. This exploitation is a major reason why some countries today struggle to reach the living standards seen in the West. The long-term effects of colonialism, conflict, and migration continue to shape societies and opportunities for many people.
Identity Attack0.014048826
Insult0.016784932
Profanity0.013917602
Threat0.0068287146
Severe Toxicity0.0011873245
Low Tox 0.03639866 Constructive 0.702 Moral_Argument
Oct 15, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration …
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration of time these individuals are waiting for a job?
Identity Attack0.0054756827
Insult0.012756908
Profanity0.016069634
Threat0.0066280556
Severe Toxicity0.0014972687
Low Tox 0.03592727 Moderate Con 0.396 Economic_Argument
Jan 20, 2026 Why Canada’s immigration system has …
With the price of homes it was expected a long time ago that crime would explode. Even people with jobs are having a hard time to get a home. And the really good jobs like …
With the price of homes it was expected a long time ago that crime would explode. Even people with jobs are having a hard time to get a home. And the really good jobs like pilot, surgeon, long shoreman. Are really hard to get. Its no wonder crime is up. If the government doesnt address the price of homes or help make it easier to become a Surgeon so that we can be able to own a home. Crime will continue to tick upwards pretty sure. 70s home in Vancouver 4 bedroom is 1.9 million unrenovated old carpet old fixtures etc on a tight lot can easily see into neighbors house since its so close.
Identity Attack0.0034962974
Insult0.017227544
Profanity0.012038844
Threat0.0071588317
Severe Toxicity0.0009965897
Low Tox 0.030506283 Constructive 0.654 Economic_Argument
Feb 25, 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 …
Should have a long time ago
Should have a long time ago
Identity Attack0.0047727237
Insult0.010476895
Profanity0.017572641
Threat0.008945347
Severe Toxicity0.0015449524
Low Tox 0.02402467 Low Con 0.264 Call_To_Action
Aug 30, 2025 1 likes Why Canadians Are Turning Against …

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.