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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: "PLEASE come do this in …" 73 comments · Page 3 of 3
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of all these, an estimated 1.5 million people are either overstaying or have entered illegally. 3. Pakistanis and Bangladeshis are also involved in illegal activities (I’m not defending Indians—they are also involved, I’ll come to that). If you ask them, many will claim to be Indians. You can see the same trend in the UK as well. The reason I’m mentioning them is because they have a similar appearance to Indians. 4. Almost half of the Indians in Canada are living there illegally. Why do I say this? Because here in India I personally know many people from Punjab and Haryana who go there. In both states, you can easily find many agents who reassure people that they can send them to Canada or the USA without much difficulty. You can also see the trend among Punjabis—many aspire to drive trucks and cars in Canada. In India, people often see Punjabis as if their only purpose in life is to go to Canada. I love Punjabi people, but I don’t like this mindset. 5. So, the people you see doing disgusting things are most likely illegal immigrants. Why? Because genuine people go there to educate themselves and contribute something meaningful to the culture—not to behave like those individuals. 6. I really hope Canada can recover from this. I have a friend who went there in 2015, and he once told me to visit the country. Canadians are truly amazing, and the natural beauty (except the winter!) is so nice. Please, Canadian government, take some steps for the well-being of your people.❤
Identity Attack0.2308735
Insult0.05964688
Profanity0.035399333
Threat0.01238892
Severe Toxicity0.007095337
Low Tox 0.19504376 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
there's nothing racist about not wanting bad people coming into your country, its not about race it's about culture. please adopt Canadian values if you are going to stay here long term.
there's nothing racist about not wanting bad people coming into your country, its not about race it's about culture. please adopt Canadian values if you are going to stay here long term.
Identity Attack0.16373143
Insult0.06512285
Profanity0.015625564
Threat0.008155655
Severe Toxicity0.0042915344
Low Tox 0.19124292 Constructive 0.52 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Please remember you came here as IMMIGRANTS not MISSIONARIES . Come to CANADA and live by CANADIAN rules or find someplace else to go.
Please remember you came here as IMMIGRANTS not MISSIONARIES . Come to CANADA and live by CANADIAN rules or find someplace else to go.
Identity Attack0.12556632
Insult0.0638991
Profanity0.012107162
Threat0.0077672824
Severe Toxicity0.004501343
Low Tox 0.18744208 Moderate Con 0.363 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
If you comes here ❤❤❤please this is CANADA COUNTTRY please you must underrand this is CANADA NOT YOUR COUNTRY ., SO PLEASE YOU MYST FOLLOW ALL THE CANADAINS LAWS AT ALL 😮😮😮
If you comes here ❤❤❤please this is CANADA COUNTTRY please you must underrand this is CANADA NOT YOUR COUNTRY ., SO PLEASE YOU MYST FOLLOW ALL THE CANADAINS LAWS AT ALL 😮😮😮
Identity Attack0.10221587
Insult0.04969218
Profanity0.016479544
Threat0.0074565844
Severe Toxicity0.0064086914
Low Tox 0.18649188 Moderate Con 0.357
Oct 7, 2025 1 likes IRCC Names India in Study …
PLEASE 🙏🏻come to Surrey British Columbia my home town is the second biggest Sikh population in the world! I don't even recognize my neighborhood🤬
PLEASE 🙏🏻come to Surrey British Columbia my home town is the second biggest Sikh population in the world! I don't even recognize my neighborhood🤬
Identity Attack0.17459276
Insult0.030816011
Profanity0.04266402
Threat0.010472948
Severe Toxicity0.007858276
Low Tox 0.17545098 Constructive 0.611 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Please deport those involved. As a former landed immigrant turned Canadian citizen years ago, I urge the Canadian government to arrest and deport everyone involved in such behaviour. This country must remain peaceful and save …
Please deport those involved. As a former landed immigrant turned Canadian citizen years ago, I urge the Canadian government to arrest and deport everyone involved in such behaviour. This country must remain peaceful and save for everyone. When we come to Canada we must intend to help build and maintain a stable society not tear the country apart and put others at risk. It’s time to get rid of all criminal elements within the borders of Canada. Canada shouldn’t be a gangster paradise. No one has the right to come to Canada and disturbed the peace and stability we all enjoyed. Please deport all the trouble makers, drug dealers and gangs. Don’t even waste taxpayers dollars keeping those criminals in prison, when they’re caught and proven guilty, please deport immediately.
Identity Attack0.06385879
Insult0.06529768
Profanity0.015249812
Threat0.043955702
Severe Toxicity0.0043296814
Low Tox 0.15656179 Constructive 0.669 Call_To_Action
Feb 22, 2026 Canadian immigration officers investigating hundreds …
Friend please come to Pakistan we welcome you in Islamabad the capital of Pakistan
Friend please come to Pakistan we welcome you in Islamabad the capital of Pakistan
Identity Attack0.10221587
Insult0.028502205
Profanity0.03189224
Threat0.019573374
Severe Toxicity0.009994507
Low Tox 0.15213956 Moderate Con 0.353 Advertisement_Spam
Feb 13, 2026 Inside Canada's Indian Invasion...
Our families have been here from India since 1887 in Canada. Our parents came here 1965. We suffered racism and pathed the way for the newcomers. The difference is that our parents came the right …
Our families have been here from India since 1887 in Canada. Our parents came here 1965. We suffered racism and pathed the way for the newcomers. The difference is that our parents came the right way with a sponsorship. These newcomers think they are better than us. We couldn't afford a car for years. These newcomers are rolling in sports cars as soon as they land. They haven't suffered hardship like we did here. Please don't put us on the same level as them. I know some that have come here and really worked their way up to adapt here. The government needs to stop giving out free handouts to the ones that are abusing our country.
Identity Attack0.1007269
Insult0.0623257
Profanity0.017231047
Threat0.00789674
Severe Toxicity0.0036621094
Low Tox 0.14256015 Constructive 0.77
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post …
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post graduate degree, in IT - one of the first things I did was watch, listen and learn how things are done here. Quickly acquired accent neutrality. Please and thank you . Not litter every where. I came here on my own. Nobody requested me to come here. I considered it a privilege and I took it as my obligation to integrate, not import my values or culture here. I worked, paid my taxes and never expected a handout from anybody or from the government. I loved to be the brown dot in a sea of white. I loved my new country. After the pandemic years, things have changed. There has been a sudden browning of Canada. I didn't leave India 40 odd years ago for India to come to me. NO, I am not being racist and it is not just the visual browning either. The loud, non English speaking, profusely littering, rude, entitlement-minded, anti-social, riffraff that seem to have found their way here displacing the native, white Canadians. I so miss the "eh". I miss the polite society. Wherever I go, I see a sea of immigrants speaking their own tongue. Rude, misbehaved. Cutting you off in line. Discarding the shopping cart any where they please. I am getting older every year and I do not want to die in a country that is suddenly so foreign to me. I would love my old Canada back, please. I want my "eh"s back please. I did my part in the last elections, but lost out to "them". Are we at a point, where we can never get the old Canada back??????
Identity Attack0.062039822
Insult0.034341812
Profanity0.052934792
Threat0.009877442
Severe Toxicity0.0045776367
Low Tox 0.11202335 Constructive 0.754
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for a while. Not that I don’t want to help these people but we just dont have the resources for now to accommodate them. ‘m shocked to hear that 817,000 people landed in Canada. Add three zeros to it because these people pay at least a $1000 as administrative fee to government IRCC. So that is $817,000,000 Canadian Dollars. Close to a Billion. What is government doing with this money? No Government, we Canadians dont want that money in our GDP. He has enough natural resources that can sustain ourself. Stop selling cheap oil to US. And back to people who come here as immigrants. You are in a different country to have a new life. There is no point in protecting here in Canada about the things happening in your home country. Have some common sense. It’s just an other news for media. When you do such things, Canadian resource are wasted like cops have to make sure the protest goes peacefully and many more. People who are not part of it are getting affected. And to all immigrants please please please, speak in english. I know that you all are comfortable speaking in your native language. Speak that at your private place. Not in public place or work place. That is basic manners. Dont speak out loud in phone in public places. It’s not manners. Funny that people are asking to change the classes taught in French😂 This proves that they are not students but in disguise, as students. Here in Canada, to loot Canada and weaken the country. If you want class in english in a french speaking province better move out of Quebec.
Identity Attack0.06795148
Insult0.03768798
Profanity0.014634945
Threat0.007534259
Severe Toxicity0.00289917
Low Tox 0.11181668 Constructive 0.632 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Please come to Australia (Sydney or Melbourne) to shed light on the situation here. It may be even worse than Canada.
Please come to Australia (Sydney or Melbourne) to shed light on the situation here. It may be even worse than Canada.
Identity Attack0.068465814
Insult0.030154925
Profanity0.01174849
Threat0.008712323
Severe Toxicity0.0024414062
Low Tox 0.11057663 Constructive 0.536 Call_To_Action
Jan 27, 2026 34 likes Inside Canada's Indian Invasion...
please fix this they are wrecking CANADA But don,t worry when Canadian tax dollars run out they will stop coming
please fix this they are wrecking CANADA But don,t worry when Canadian tax dollars run out they will stop coming
Identity Attack0.019575719
Insult0.035333443
Profanity0.013507691
Threat0.010421164
Severe Toxicity0.002193451
Low Tox 0.1104733 Low Con 0.213 Call_To_Action
Oct 6, 2025 IRCC Names India in Study …
Please come to Australia we have the same problem
Please come to Australia we have the same problem
Identity Attack0.050216515
Insult0.022190686
Profanity0.020032106
Threat0.008556974
Severe Toxicity0.002784729
Low Tox 0.102626406 Moderate Con 0.415 Comparative_Framing
Feb 9, 2026 Inside Canada's Indian Invasion...
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 …
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 years ago when I came here. I learned true Canadian cultures from my host family and my Canadian friends. Honestly, there are some immigrants who are coming to Canada who are not trying to learn and even tried to integrate into the culture. You don't come to someone's home and destroy it. You want to make yourself welcomed in Canada. Canada is an amazing country please don't destroy it. I worked hard to stay in Canada and I love this country. I also pay my taxes for some people to get their free stuffs when they entered into Canada, what is going on? Love Canada and let's us united again. ❤❤❤❤❤
Identity Attack0.048737846
Insult0.032689095
Profanity0.022423252
Threat0.009230154
Severe Toxicity0.0027275085
Low Tox 0.09828771 Constructive 0.866
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
I am sorry to see this, but unfortunately, this is the right move. We can't keep the 4 million people that Justing Trudeu has let in. Please apply and come back later. Again, I know …
I am sorry to see this, but unfortunately, this is the right move. We can't keep the 4 million people that Justing Trudeu has let in. Please apply and come back later. Again, I know it's not your fault. It's all the Liberal Gov's fault.
Identity Attack0.015757138
Insult0.034451995
Profanity0.012004685
Threat0.007145886
Severe Toxicity0.0016498566
Low Tox 0.09112182 Constructive 0.631
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Please come to Winnipeg next. You'll be in for a shock.
Please come to Winnipeg next. You'll be in for a shock.
Identity Attack0.008361516
Insult0.021675033
Profanity0.014532468
Threat0.020091362
Severe Toxicity0.0026512146
Low Tox 0.08953904 Moderate Con 0.397 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Has there ever been a country that has said please “come take us over, make our country yours”
Has there ever been a country that has said please “come take us over, make our country yours”
Identity Attack0.018972786
Insult0.017227544
Profanity0.017162729
Threat0.00866054
Severe Toxicity0.0022602081
Low Tox 0.06817148 Low Con 0.22
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Thank you for coming, please stop at the gift shop in the airport on your way home.
Thank you for coming, please stop at the gift shop in the airport on your way home.
Identity Attack0.0031263188
Insult0.018129934
Profanity0.010723713
Threat0.0077154995
Severe Toxicity0.0012159348
Low Tox 0.043399423 Moderate Con 0.472 Humor_Satire
Jan 15, 2026 6 likes 2.9 million Canadian temporary visas …
Please come to texas
Please come to texas
Identity Attack0.0103594
Insult0.013934915
Profanity0.01887069
Threat0.009256045
Severe Toxicity0.002336502
Low Tox 0.038519915 Moderate Con 0.413 Call_To_Action
Feb 4, 2026 Inside Canada's Indian Invasion...
I also want to come canada from India please help
I also want to come canada from India please help
Identity Attack0.030949092
Insult0.011730902
Profanity0.015693882
Threat0.008103873
Severe Toxicity0.002040863
Low Tox 0.037577134 Moderate Con 0.467 Question
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
PLEASE come do this in Frisco Texas. I bet there are more here in just north Texas than the entirety of Canada…
PLEASE come do this in Frisco Texas. I bet there are more here in just north Texas than the entirety of Canada…
Identity Attack0.015455672
Insult0.010932897
Profanity0.012892825
Threat0.0077154995
Severe Toxicity0.0014591217
Low Tox 0.02968135 Moderate Con 0.44 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Browntown, Indatario. A great place to immigrate to. Please. Everyone come here. There is free beer at the LCBO. Welcome everyone. 🌷
Browntown, Indatario. A great place to immigrate to. Please. Everyone come here. There is free beer at the LCBO. Welcome everyone. 🌷
Identity Attack0.011247349
Insult0.010172892
Profanity0.012277958
Threat0.0068028234
Severe Toxicity0.0011396408
Low Tox 0.02543884 Constructive 0.592 Humor_Satire
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)

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.