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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: "I try to understand the …" 39 comments · Page 2 of 2
It's not about race or culture. It's just too much is too much. Too much for our health care system. Too much for our economy to handle. Too many jobs are now scarce. Too much …
It's not about race or culture. It's just too much is too much. Too much for our health care system. Too much for our economy to handle. Too many jobs are now scarce. Too much is bad for the people who have paid their taxes here forever, just so one particular immigrant group can use up resources that long time generations have built. I'm not saying any particular culture, but there are too many of them. This particular culture should also be reduced because they are exploiting every mistake the government makes (from their good hearts) or loopholes to stay. Not just stay but trying to transform a country into their own. That is wrong. Most immigrants from past generations didn't come here to conquer the country. They came here to be part of a great country. Contribute to it. Make it better, not make it worse. And now here we are. How are we going to fix this? Put a very long pause on immigeation. Get rid of international students from this particular country. They have no right to stay. Stop giving licenses to unqualified people that can't read, write, speak or even understand English. It's becoming a safety issue everywhere. Again, it's not about race. It's the "too many" factor that the country can not sustain.
Identity Attack0.11512129
Insult0.061626412
Profanity0.026454043
Threat0.010913103
Severe Toxicity0.005722046
Low Tox 0.16245349 Constructive 0.677
Aug 25, 2025 Why Canadians Are Turning Against …
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die …
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die industry for decades and many of my associates work for or manage tool and die businesses in Brampton. Everyone in Brampton knows what is changing there. When I try to explain to my friends that what is happening in Brampton is not balanced, they do not understand, they think I am a racist. I told them that my Indian friends in Brampton feel the same way I do. They look at me like a deer in the headlights. Nothing has turned me against a politician so vehemently as Justin Trudeau's management of immigration. The man had no idea how to effectively manage immigration in a way which would integrate people into a culture and society such as Canada. That certainly is not creating a microcosm of one nation in a city.
Identity Attack0.07012023
Insult0.06512285
Profanity0.022013342
Threat0.0089712385
Severe Toxicity0.003566742
Low Tox 0.14429577 Constructive 0.874
Sep 26, 2025 59 likes Inside Canada's Indian Metropolis (Brampton)
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and …
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and applications, so we are not just bringing in people, we are bringing in a sustainable number of people that will embrace being Canadian. We need to continue that. What we don't need is an influx of people who have not gone through the process, who do not understand they are being giving an opportunity to join us, and who are willing to be Canadian. No one wants to strip people of their history, but if you are leaving your country, you are doing it because you want something better, something different... the only way you get that is if you embrace where you are, not try and change it to what you left.
Identity Attack0.053854458
Insult0.03511308
Profanity0.014088398
Threat0.0079873605
Severe Toxicity0.0030517578
Low Tox 0.10739898 Constructive 0.669
Aug 26, 2025 Why Canadians Are Turning Against …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor. I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Identity Attack0.08749158
Insult0.024640027
Profanity0.029596692
Threat0.00948907
Severe Toxicity0.0037956238
Low Tox 0.103060275 Constructive 0.852 Policy_Critique
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different land, these same people become more attached to their original culture and religion, even more orthodox in their beliefs. They try to recreate what is familar. Why are we surprised most are not assimilating? It takes, for most, many generations. And even then. Immigrants will always, in one way or another affect change in the general culture. Think of different cuisine, the arts, influences on our beliefs, etc. What is a Canadian anyways? One who lives here? Who pays taxes here? How long of roots do you need to have before you are no longer called an immigrant? We have a very large country and from one community to another there is a difference in the culture. Perhaps we need to be clearer on what is in fact our highest Canadian values and communicate them more effectively. I would also like to add that there is suffering in not being able to pass on your culture. Watching your children and grandchildren speaking a different language, not having them understand yours enough for you to enjoy signing traditional songs to, not being able to guide them in your religious beliefs, etc., in the name of them becoming assimilated. I am experiencing these and my roots go back over 400 years on this land.
Identity Attack0.07673789
Insult0.027730936
Profanity0.018734055
Threat0.006861079
Severe Toxicity0.0023174286
Low Tox 0.102626406 Constructive 0.861
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had enough with trying to find a job, he stopped counting at over 450 resumes that were ignored, so he decided that we should start our own company, a small delivery company that 2 years later, we added a safe ride service to (driving drunk people home in their own vehicle). I was the manager of a little pizza place, which was run by immigrants, but good ones. I was hired because my husband approached them about doing deliveries, and they wanted to meet me. I had no idea I was going for an interview but they begged me to work for them, their reason; although they could speak English, they weren't fluent in it, so they wanted an English speaking employee who could easily understand the customer's. Within days, I was promoted to manager, and I loved my job and all of them. They treated everyone with such kindness and generosity. I found out just how much support they got from our government, when I broke down one day because I couldn't afford my prescription. My boss was so confused because he and his family got free prescriptions, dental, eye care, etc and they thought everyone got that. My boss paid for my prescription and actually apologized to me for how our own government treated us. He also showed me that they get $2,500 every 2 weeks, funding to start or buy businesses, but if they don't hire other fw's or immigrants, that funding changes to a grant and they have to pay it back. They are given money for housing, and vehicles. He was pushed out of that business by his 2 partners, and the partner's promised him I would keep my job. That was a complete lie. They stopped putting me on the schedule, claiming financial problems (bs), but hired not one but two new full time immigrant employees. I lost it and quit. Our town isn't that big, and word spread fast, especially when everyone found out that I was still owed over $2,000, which I will never see because no government agency will help me. Their business is actually struggling now and I love that for them. As for my husband and I's business, it's going strong but I came unglued when we recieved a letter from the government "suggesting" that we hire immigrants. I wrote back, telling them in no uncertain terms would that ever happen, and it will be a cold day in hell when one of us steps back so one of the government's favored people can take that money from us because we are the only 2 employees and we're not sacrificing a damn thing for someone who already gets everything.
Identity Attack0.015355183
Insult0.034341812
Profanity0.01893901
Threat0.007353018
Severe Toxicity0.002193451
Low Tox 0.07687678 Constructive 0.825
Sep 2, 2025 Why Canadians Are Turning Against …
As a brit living in Calgary, who is currently trying to jump through several hoops to try and gain PR, it's super tough and disheartening to see so many people here who don't speak english, …
As a brit living in Calgary, who is currently trying to jump through several hoops to try and gain PR, it's super tough and disheartening to see so many people here who don't speak english, don't work in a skilled profession, and don't engage with the Canadian community or culture. To expand on that, I have a great job in construction estimating on $85k a year, I speak fluent english (of course), I rent my own condo, my partner is Canadian and I have multiple Canadian friends. Yet, still I'm not convinced my PR visa will ever be granted. Then I walk into Tim Hortons or Subway and the foreign workers there can't understand a word I'm saying... how is that right??
Identity Attack0.027815815
Insult0.030595649
Profanity0.016103793
Threat0.0066668927
Severe Toxicity0.001964569
Low Tox 0.075294 Constructive 0.831
Sep 23, 2025 140 likes Inside Canada's Indian Metropolis (Brampton)
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...
THANK YOU people need to see this. Trying to get people around the world to understand this has been so exhausting.
THANK YOU people need to see this. Trying to get people around the world to understand this has been so exhausting.
Identity Attack0.0036997858
Insult0.017743196
Profanity0.01354185
Threat0.0068999166
Severe Toxicity0.0010728836
Low Tox 0.03875561 Constructive 0.538
Jan 27, 2026 52 likes 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)
But we gotta understand who doing it trying to play 1 people off against another
But we gotta understand who doing it trying to play 1 people off against another
Identity Attack0.004920715
Insult0.011046898
Profanity0.017299367
Threat0.010887212
Severe Toxicity0.0014400482
Low Tox 0.032863233 Low Con 0.252
Jan 27, 2026 Inside Canada's Indian Invasion...
What is Canadian culture anyway? I moved to Canada (from Italy) in 2008, got my citizenship in 2021, and I am still trying to understand what Canadian culture is. 😮 Is it like American? Please …
What is Canadian culture anyway? I moved to Canada (from Italy) in 2008, got my citizenship in 2021, and I am still trying to understand what Canadian culture is. 😮 Is it like American? Please explain. Thank you.
Identity Attack0.02048012
Insult0.011654901
Profanity0.012038844
Threat0.0062137907
Severe Toxicity0.0011348724
Low Tox 0.03109552 Constructive 0.562 Question
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
I am being singled out in my family circle whenever the talk of being assimilated into the CANADIAN community, everyone understands the talking points of the rights of equality, no one trying to understand that …
I am being singled out in my family circle whenever the talk of being assimilated into the CANADIAN community, everyone understands the talking points of the rights of equality, no one trying to understand that rights come with larger responsibilities of fairness/sharing/respecting fellow citizens are the core values of Canadian society.
Identity Attack0.006622616
Insult0.008652883
Profanity0.00906699
Threat0.005919275
Severe Toxicity0.00061035156
Low Tox 0.013571346 Constructive 0.773 Personal_Narrative
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for making this so easy to understand. Don’t give up trying to have others see it for what it’s really doing.
Thank you for making this so easy to understand. Don’t give up trying to have others see it for what it’s really doing.
Identity Attack0.0018313939
Insult0.008842885
Profanity0.0113727385
Threat0.006427396
Severe Toxicity0.0005865097
Low Tox 0.013382856 Constructive 0.549 Solidarity
Feb 24, 2026 LILLEY UNLEASHED: The fall of …

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.