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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: "Unfortunately, Canada is changing for …" 7 comments
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians …
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians abroad show a lack of civic sense, break rules, or behave in ways that don’t respect the host country.  Personally, my family and I have always assimilated wherever we’ve lived, respecting local customs, following rules, and contributing positively to the community and I hate it when immigrants don't assimilate into the local culture and reside in their own enclaves, I mean what was the point of emigrating then?? I truly value the peace and order these countries offer, and I want to give that back. Every community has good and bad examples. The responsibility is on us as immigrants to lead by example, integrate genuinely, and show that we can be respectful, responsible citizens. That’s how perceptions change for the better. It sucks that a whole racial group can be disliked because of some bad apples — and in our case, unfortunately, there are quite a few.
Identity Attack0.26833034
Insult0.0817555
Profanity0.08064143
Threat0.0100069
Severe Toxicity0.0075912476
Low Tox 0.22980402 Constructive 0.876
Sep 19, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
At the beginning, immigrants DID NOT receive citizenship for 10 years. They could NOT be out of Canada for 5 years & were THOROUGHLY vetted, something that changed in 2015 when Trudeau was unfortunately elected!! …
At the beginning, immigrants DID NOT receive citizenship for 10 years. They could NOT be out of Canada for 5 years & were THOROUGHLY vetted, something that changed in 2015 when Trudeau was unfortunately elected!! Canadian citizenship is no longer precious & we have the LIBERALS & LIBERAL VOTERS to blame!!
Identity Attack0.13805299
Insult0.082619295
Profanity0.013302735
Threat0.0068869707
Severe Toxicity0.0041389465
Low Tox 0.20335422 Constructive 0.567 Policy_Critique
Feb 23, 2026 LILLEY UNLEASHED: The fall of …
Unfortunately, Canada is changing for the worse. Many people are unemployed. Migrants work for money that is below the subsistence level. Prices are rising. And wages are stagnant. Only migrants from third countries remain here. …
Unfortunately, Canada is changing for the worse. Many people are unemployed. Migrants work for money that is below the subsistence level. Prices are rising. And wages are stagnant. Only migrants from third countries remain here. Others return. Even young Canadians are leaving Canada for a better life.
Identity Attack0.10221587
Insult0.03235855
Profanity0.012141321
Threat0.0061037517
Severe Toxicity0.0022220612
Low Tox 0.11479026 Moderate Con 0.469 Economic_Argument
Feb 14, 2026 Inside Canada's Indian Invasion...
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of the Canadians accepted foreign work experience so they created thier own jobs . B4 asking why aren’t you integrating has Canada asked the tough questions to themselves why do they make it hard for ppl to find jobs in the first place ? In India community is a strong feature no matter where you are they will create an environment that replicates home to ensure their roots stay strong and it’s also for support, loneliness and many things . Now ppl from India don’t just come to Canada due to job crisis back home they come bcz they want to escape the 1.4 billion population and suffocation that comes with it . The negative thing about Indians is they don’t know what’s right n wrong . It’s a thin line bcz that common sense isn’t taught in India . In India your in a race if you snooze you loose so those bad habits of trying to beat the competition comes with a world of bad manners and bad civic sense . Which now unfortunately due to cities like these won’t go away . They’ll stay the same bcz Brampton is that home away from home comfort pillow tat screams LETS NOT CHANGE .
Identity Attack0.03223813
Insult0.026702631
Profanity0.015249812
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.06065326 Constructive 0.671 Policy_Critique
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for …
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for over 20 jobs, but unfortunately I haven’t received any responses. This has never happened to me before. When I first came to Canada, it felt very safe—you could even leave your door unlocked at night. Things have changed a lot since then. Nowadays, there are many new immigrants and refugees, which has also changed the job market. I’ve noticed that many companies prefer hiring workers with student visas, because the government subsidizes part of their wages. That makes it more cost-effective for companies compared to hiring Canadian workers. I heard this directly from my former manager. As a result, some of my old colleagues now only get one or two days of work per week, while companies continue bringing in new employees.
Identity Attack0.0233943
Insult0.021868404
Profanity0.016001316
Threat0.00704232
Severe Toxicity0.001745224
Low Tox 0.050573748 Constructive 0.796
Aug 25, 2025 26 likes Why Canadians Are Turning Against …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 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.