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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: "This is how you speak …" 594 comments · Page 22 of 24
I've seen many videos like this on Youtube . After Indian Canadian , The most common ethnic groups I saw in Canada were Arabs and Africans . There are especially many Arabs in the French-speaking …
I've seen many videos like this on Youtube . After Indian Canadian , The most common ethnic groups I saw in Canada were Arabs and Africans . There are especially many Arabs in the French-speaking provinces of Canada , such as Montreal , Quebec , Ontario and New Brunswick. And some of the Arabs there even speak Amazigh , a North African language , among themselves.
Identity Attack0.060220852
Insult0.014162917
Profanity0.016752819
Threat0.0073918556
Severe Toxicity0.0020503998
Low Tox 0.050821137 Constructive 0.609 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
@TylerOliveira Each State in INDIA🇮🇳 has its Own Culture, Language, Heritage, Cuisine, Traditional Dances and Festivals. Don't Flex the Words in your Video. They are from Punjab and in Punjab they Speak Punjabi. Note: 85% …
@TylerOliveira  Each State in INDIA🇮🇳 has its Own Culture, Language, Heritage, Cuisine, Traditional Dances and Festivals. Don't Flex the Words in your Video. They are from Punjab and in Punjab they Speak Punjabi. Note: 85% of Indian Born and Canadian Indian Born are Punjabis Rest are Haryanvi, Gujarati, Tamilan, Teluguits, Malyalis, Bengalis are remaining 14% in Canada 🇨🇦. -------- My Language is Kannada and we are not even 1% of Canadian Indian Population.
Identity Attack0.041003603
Insult0.017485369
Profanity0.012243799
Threat0.0059257476
Severe Toxicity0.0016498566
Low Tox 0.050573748 Constructive 0.628 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Start speaking up when you hear people peak in their own languages in work spaces. ENGLISH first , Canada first!
Start speaking up when you hear people peak in their own languages in work spaces. ENGLISH first , Canada first!
Identity Attack0.023997234
Insult0.01890341
Profanity0.010689554
Threat0.0073789097
Severe Toxicity0.0017356873
Low Tox 0.050326355 Moderate Con 0.417
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
At least they speak English 😂
At least they speak English 😂
Identity Attack0.017264472
Insult0.016784932
Profanity0.020988565
Threat0.0073918556
Severe Toxicity0.0018882751
Low Tox 0.049089402 Low Con 0.275 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The gentleman with the helmet and vest on the bike speaks the truth 💯
The gentleman with the helmet and vest on the bike speaks the truth 💯
Identity Attack0.006881601
Insult0.021159383
Profanity0.014259194
Threat0.008181547
Severe Toxicity0.0019359589
Low Tox 0.048842013 Moderate Con 0.4 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Ps. .how do they afford 700 000 homes in my neighborhood???? And not work or speak English when I needed a Masters bc I couldn't speak French!
Ps. .how do they afford 700 000 homes in my neighborhood???? And not work or speak English when I needed a Masters bc I couldn't speak French!
Identity Attack0.017867407
Insult0.017227544
Profanity0.012277958
Threat0.0062332097
Severe Toxicity0.0015926361
Low Tox 0.048842013 Moderate Con 0.465
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I came to Canada legally as refugee in early 90's. At 16, speaking almost no English, I was enrolled in High School and got a job in McDonald's. But even then my clear understanding was …
I came to Canada legally as refugee in early 90's. At 16, speaking almost no English, I was enrolled in High School and got a job in McDonald's. But even then my clear understanding was that the job was temporary. My managers told me the same thing. I went to university and immediately switched up. It is infuriating to see that fast food jobs are careers for middle aged people, gaming the system and my kids won't have the opportunity to experience the very natural and normal experience of getting into the job market
Identity Attack0.01274247
Insult0.023608726
Profanity0.01627459
Threat0.0064727063
Severe Toxicity0.0014781952
Low Tox 0.04760506 Constructive 0.725 Personal_Narrative
Dec 27, 2025 IRCC Names India in Study …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial policies aimed at cultural assimilation and the suppression of Indigenous identities.  Key Impacts of Colonization Forced Assimilation via Residential Schools: The most significant factor in language loss was the government-funded, church-run residential school system, which operated from the 19th century to the late 20th century. Indigenous children were forcibly removed from their families and communities and sent to these schools. Punishment for Speaking Native Tongues: In the schools, children were forbidden to speak their Indigenous languages and were often subjected to severe physical, emotional, and sexual abuse if they did. Intergenerational Trauma and Knowledge Loss: The experience in residential schools caused profound trauma. Survivors often did not teach their children their traditional languages, partly out of fear of punishment and partly because their own fluency had been impacted, which inhibited the languages from being passed to the next generation. Discriminatory Legislation: The Indian Act: This legislation, along with other colonial policies, was used to suppress Indigenous cultural expression, including language. Official Languages Act: Canada's official language policies recognize only English and French as dominant languages, effectively marginalizing the over 60 distinct Indigenous languages that existed on the land long before European settlement. Dispossession of Land: Forcible removal of Indigenous communities from their traditional lands and onto reserves disrupted the deep connection between language, culture, and the natural environment. Indigenous languages often encode unique knowledge about local ecosystems, which was lost when communities were displaced. Social Stigmatization: Colonial ideologies viewed Indigenous cultures and languages as "inferior" or "savage," promoting English and French as the languages of "modernity" and "progress". This created a social hierarchy where speaking an Indigenous language could be a barrier to education and employment opportunities in the dominant society.  Current Situation and Revitalization Efforts The legacy of these policies has resulted in low numbers of fluent Indigenous language speakers today, with many languages considered endangered or critically endangered. However, there are significant ongoing efforts toward language revitalization.  The Canadian federal government passed the Indigenous Languages Act in 2019, which aims to support the efforts of Indigenous peoples to reclaim, revitalize, maintain, and strengthen their languages. Indigenous communities, educational institutions, and organizations are actively working to preserve languages through immersion programs, community initiatives, and documentation. UNESCO has declared 2022 to 2032 the International Decade of Indigenous Languages to draw global attention to the urgent need for preservation and promotion.
Identity Attack0.026408968
Insult0.019934712
Profanity0.014122557
Threat0.008738215
Severe Toxicity0.0016593933
Low Tox 0.04735767 Constructive 0.612 Moral_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. …
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. Just look at the Eastern Europeans in Canada, they and their Canadian born children and grandchildren have learned and speak English language fluently. In Canada, people speak English and French. The British and the French values must be upheld. God save the King.
Identity Attack0.031722516
Insult0.014580919
Profanity0.010365041
Threat0.007534259
Severe Toxicity0.0018882751
Low Tox 0.04711028 Constructive 0.54 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike guy speaking facts!
The bike guy speaking facts!
Identity Attack0.0028118372
Insult0.026960457
Profanity0.013268576
Threat0.0061749537
Severe Toxicity0.0010919571
Low Tox 0.04686289 Moderate Con 0.359 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Go to any grocery store in gta, no customers speak english
Go to any grocery store in gta, no customers speak english
Identity Attack0.011987305
Insult0.01632893
Profanity0.012926984
Threat0.0066280556
Severe Toxicity0.0012588501
Low Tox 0.0466155 Low Con 0.203 Unverified_Claim
Dec 24, 2025 Deportations From Canada at Their …
My neighbours daughter was denied a employment from an establishment which is frequented by all and was told if she doesn't speak Hindi she cannot be hired. I told her to report them to the …
My neighbours daughter was denied a employment from an establishment which is frequented by all and was told if she doesn't speak Hindi she cannot be hired. I told her to report them to the government and the HO of the company. I will not say which company but I'm sure someone can guess the establishment in less than 3 guesses
Identity Attack0.031464707
Insult0.015644927
Profanity0.014532468
Threat0.008039144
Severe Toxicity0.0016117096
Low Tox 0.046120718 Constructive 0.739
Aug 25, 2025 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 …
This gentleman told the truth. You're not to change the culture, you're to become part of it. All cultures have things that are good, wven great. To learn those great things from other cultures is …
This gentleman told the truth. You're not to change the culture, you're to become part of it. All cultures have things that are good, wven great. To learn those great things from other cultures is ok. But this lady speaks the truth.
Identity Attack0.013244915
Insult0.020256994
Profanity0.012585391
Threat0.006272047
Severe Toxicity0.0011110306
Low Tox 0.0438942 Constructive 0.738 Moral_Argument
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …
Canada has been turned upside down. How thankful I am for voices still trying to speak sanity and Truth.🙏
Canada has been turned upside down. How thankful I am for voices still trying to speak sanity and Truth.🙏
Identity Attack0.013144426
Insult0.019547975
Profanity0.010143006
Threat0.006576272
Severe Toxicity0.0012159348
Low Tox 0.040925518 Constructive 0.533 Fear_Threat
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
The driver guy is speaking Telugu. Same language as googles CEO
The driver guy is speaking Telugu. Same language as googles CEO
Identity Attack0.020078164
Insult0.019354604
Profanity0.0166845
Threat0.00675104
Severe Toxicity0.0014686584
Low Tox 0.040430736 Low Con 0.293 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love …
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love being here and become citizens.. The ultimate perfect example of what it means to be an immigrant in the US.
Identity Attack0.037136484
Insult0.012946909
Profanity0.017777596
Threat0.006699257
Severe Toxicity0.0019168854
Low Tox 0.039935954 Constructive 0.654 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone …
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone equal. Now I am back living in India with a global perspective and renewed respect for world cultures. Yes, Canada has had a lot on unchecked unskilled immigration which is bound to cause issues- but I'd like to believe, and my Hindu faith teaches me, that people are inherently good.
Identity Attack0.035074018
Insult0.014580919
Profanity0.012585391
Threat0.0064079775
Severe Toxicity0.0012493134
Low Tox 0.03969839 Constructive 0.872 Personal_Narrative
Sep 19, 2025 79 likes Inside Canada's Indian Metropolis (Brampton)
Paid for by the taxpayers, you mean, Vassey. Thank you Michelle for speaking out for born- and taxpaying Canadians❤ Enough is enough.
Paid for by the taxpayers, you mean, Vassey. Thank you Michelle for speaking out for born- and taxpaying Canadians❤ Enough is enough.
Identity Attack0.010507392
Insult0.018516673
Profanity0.010108846
Threat0.0063950317
Severe Toxicity0.0012683868
Low Tox 0.039462693 Constructive 0.537 Moral_Argument
Feb 25, 2026 'We do know that there's …
Keep speaking the truth no matter who it offends.
Keep speaking the truth no matter who it offends.
Identity Attack0.00258985
Insult0.015416925
Profanity0.012551232
Threat0.008065036
Severe Toxicity0.0010681152
Low Tox 0.03828422 Moderate Con 0.365 Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
The guy with the bike is actually right and is a legend because he speaks his mind
The guy with the bike is actually right and is a legend because he speaks his mind
Identity Attack0.006881601
Insult0.017012933
Profanity0.01846078
Threat0.008323951
Severe Toxicity0.0020694733
Low Tox 0.037105743 Moderate Con 0.371
Jan 27, 2026 Inside Canada's Indian Invasion...
I love Punjabis. They are the most humble and kind people to be around. Chardi Kala high spirits all around. I feel very good around them and don't feel judged. Being myself feels ok around …
I love Punjabis. They are the most humble and kind people to be around. Chardi Kala high spirits all around. I feel very good around them and don't feel judged. Being myself feels ok around them. They like to to take care of others. They will commonly ask you if you are OK and need water, food, anything. Langar/ community kichen is inbedded in culture and makes sure everyone eats in the same humble setting. They think communally and make sure to ask all parties how they feel about a particular topic, especially before making a decision. They appreciate when you try to understand them. They love when you speak their language. These people are blessed and I love them. I really hope that people bridge the gap between each other and love thy neighbour. God Bless Chardi Kala rahin.
Identity Attack0.020279141
Insult0.017614283
Profanity0.027547138
Threat0.00933372
Severe Toxicity0.0030708313
Low Tox 0.036870047 Constructive 0.817
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
This guy on the bike speaks 100% how we feel.... and just think the insurance will now raise everyones insurance rate to make up for these losses laugh all you want but we are paying …
This guy on the bike speaks 100% how we feel.... and just think the insurance will now raise everyones insurance rate to make up for these losses laugh all you want but we are paying for this.....
Identity Attack0.0012579272
Insult0.020256994
Profanity0.012073003
Threat0.006420923
Severe Toxicity0.0011110306
Low Tox 0.036870047 Constructive 0.58 Economic_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Bike man is speaking facts.
Bike man is speaking facts.
Identity Attack0.0058456613
Insult0.020321451
Profanity0.01261955
Threat0.0060908063
Severe Toxicity0.0010442734
Low Tox 0.036162965 Low Con 0.3 Meta_Commentary
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.