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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# 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.

Search & Filter

Search comment text, filter by category or toxicity level
30,738 comments · Page 231 of 1230
Yes, it’s country of immigrants. Some 200 years ago, many white immigrants came , killed the natives and become the people of the land. Yes then they built the country with their hardworkband brain but …
Yes, it’s country of immigrants. Some 200 years ago, many white immigrants came , killed the natives and become the people of the land. Yes then they built the country with their hardworkband brain but that don’t take away the logic that they were too „not the people of the land“ and to add to it the “hineous” act if indigenous ethnic cleansing. Horrendous 😢
Identity Attack0.5075293
Insult0.40243408
Profanity0.09551262
Threat0.12689553
Severe Toxicity0.023246882
Moderate 0.4574824 Moderate Con 0.486 Identity Attack
Dec 29, 2025 Inside Canada's Indian Metropolis (Brampton)
The Trudeau and the NEW Carney LIBERAL GOVERNMENT give themselves Raises every year cause they know prices keep increasing. The Liberals know that the last 10 years of inflation and immigration Shitt are Stephen Harper's …
The Trudeau and the NEW Carney LIBERAL GOVERNMENT give themselves Raises every year cause they know prices keep increasing. The Liberals know that the last 10 years of inflation and immigration Shitt are Stephen Harper's Fault.
Identity Attack0.10221587
Insult0.4125297
Profanity0.44431314
Threat0.00967031
Severe Toxicity0.023076924
Moderate 0.4574824 Low Con 0.275
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Even the Indians are tired of Indians 💀
Even the Indians are tired of Indians 💀
Identity Attack0.50125694
Insult0.27763805
Profanity0.26583168
Threat0.03787563
Severe Toxicity0.044870634
Moderate 0.4574824 Low Con 0.209 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
It's great idea to get views 😊 Just make videos on India and disrespect them
It's great idea to get views 😊 Just make videos on India and disrespect them
Identity Attack0.4887047
Insult0.2435641
Profanity0.19155724
Threat0.091630474
Severe Toxicity0.02458496
Moderate 0.4574824 Low Con 0.272 Meta_Commentary
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG …
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG inferiority complex thinking that Canada is some sort of heaven 3. To make some money and improve their quality of life(because if u don't study well here the quality of ur life decreases) As an Indian I just pity the people who must've lived there wherever indians go they treat it like sh*t I live in delhi it is not THAT bad as u might think for a matter of fact india is improving every day but still people like these are such douchebags And not being racist 99% of them are either Punjabis or gujaratis
Identity Attack0.44690517
Insult0.42167732
Profanity0.42102736
Threat0.015429466
Severe Toxicity0.049354076
Moderate 0.4574824 Constructive 0.617 Personal_Narrative
Feb 1, 2026 Inside Canada's Indian Metropolis (Brampton)
SHAME ON OUR GOV . SHAME .SHAME SHAME . CANADIANS ARE GETTING FED UP
SHAME ON OUR GOV . SHAME .SHAME SHAME . CANADIANS ARE GETTING FED UP
Identity Attack0.38223284
Insult0.4339631
Profanity0.10611444
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.4574824 Low Con 0.244 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Too bad the real Canadians, First Nation people were killed, raped, push out of their land.
Too bad the real Canadians, First Nation people were killed, raped, push out of their land.
Identity Attack0.40158966
Insult0.3388922
Profanity0.22663295
Threat0.34804323
Severe Toxicity0.02491361
Moderate 0.4574824 Moderate Con 0.375 Moral_Argument
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Lol illegal White Europeans Settler's Are Angry At legal Indian Immigrants .?
Lol illegal White Europeans Settler's Are Angry At legal Indian Immigrants .?
Identity Attack0.5135796
Insult0.3388922
Profanity0.17101645
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.4574824 Low Con 0.159 Identity Attack Humor_Satire
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
It me so sick. People that have never paid taxes getting our benefits. It’s all nuts. I will never vote liberal
It me so sick. People that have never paid taxes getting our benefits. It’s all nuts. I will never vote liberal
Identity Attack0.11744241
Insult0.48627716
Profanity0.14490221
Threat0.00967031
Severe Toxicity0.014705247
Moderate 0.4574824 Moderate Con 0.378 Economic_Argument
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Most of Punjabi people destroy Canada education sector
Most of Punjabi people destroy Canada education sector
Identity Attack0.55044734
Insult0.3388922
Profanity0.14490221
Threat0.06561559
Severe Toxicity0.023076924
Moderate 0.4574824 Low Con 0.214 Identity Attack Unverified_Claim
Oct 3, 2025 IRCC Names India in Study …
You ever see a shark swimming around and he's got a little buddy swimming or suctioned on him? Tyler you are the small bottom feeder ON the bottom feeder, Picking the lowest hanging fruit, following …
You ever see a shark swimming around and he's got a little buddy swimming or suctioned on him? Tyler you are the small bottom feeder ON the bottom feeder, Picking the lowest hanging fruit, following whatever works, however low class it is....You are half a Sociopath, I see you have humanity left.....It's slowly leaving. This content is a net negative for humanity.
Identity Attack0.024198212
Insult0.5130944
Profanity0.09486605
Threat0.010214032
Severe Toxicity0.019095084
Moderate 0.4574824 Moderate Con 0.321 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
the government has done this bs put rag on ur head n u get the job
the government has done this bs put rag on ur head n u get the job
Identity Attack0.022590388
Insult0.34782293
Profanity0.27274927
Threat0.44942492
Severe Toxicity0.02449106
Moderate 0.4574824 Low Con 0.206 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Somebody track down that gringo on the bike
Somebody track down that gringo on the bike
Identity Attack0.50515765
Insult0.36798462
Profanity0.26937544
Threat0.34804323
Severe Toxicity0.08332442
Moderate 0.4574824 Low Con 0.238 Identity Attack Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
Not like it has to be said but basically, diversity in white countries = worse
Not like it has to be said but basically, diversity in white countries = worse
Identity Attack0.54151535
Insult0.28586254
Profanity0.19155724
Threat0.0104988385
Severe Toxicity0.023076924
Moderate 0.4574824 Low Con 0.215 Identity Attack Identity_Assertion
Feb 7, 2026 Inside Canada's Indian Invasion...
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who …
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who both were very dirty but overall it was a decent place but past forward to 2025 the building got a lot more dirty because of other new Indian Neighbors u can’t even use the lifter because of the smell one of them brought his family from India and I think the dad peeid in the lifter and they brought bugs with them imagine how bad the situation was 🤮… also one them was literally walking barefoot with a weird disgusting towel he scared the shit out of me for a moment I felt so unsafe as a girl thank god I wasn’t alone otherwise I know he would’ve done something bad to me … I would never go back to that place ever again.. I spoke to Canadians who lived there they all had plans to move out to other areas they couldn’t stand them anymore like I went to asian and arabs / North Africans and sub Saharan Africans Jewish Mexican neighborhoods yeah they weren’t 100% clean but it’s clean nice smell and people aren’t loud like u see decent looking civilized people even tho some are very poor so it’s not about poverty
Identity Attack0.4911651
Insult0.47384647
Profanity0.18049006
Threat0.012906751
Severe Toxicity0.024350211
Moderate 0.4574824 Constructive 0.737 Fear_Threat
Mar 2, 2026 2 likes Inside Canada's Indian Invasion...
As an indian and punjabi, i feel bad canada has to deal with all this nonsense. Please dont send them back to india. Keep these kh@listani there.
As an indian and punjabi, i feel bad canada has to deal with all this nonsense. Please dont send them back to india. Keep these kh@listani there.
Identity Attack0.4911651
Insult0.4596616
Profanity0.17987521
Threat0.017674083
Severe Toxicity0.023076924
Moderate 0.4574824 Constructive 0.56
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Identity Attack0.5502601
Insult0.34203702
Profanity0.17241211
Threat0.035458352
Severe Toxicity0.023692908
Moderate 0.4574824 Moderate Con 0.422 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Lena was so obvious from day one that her wheels are spinning, but the mouse is MAiD. Almost the entire liberal party is a large fry short of a Happy Meal, so you just try …
Lena was so obvious from day one that her wheels are spinning, but the mouse is MAiD. Almost the entire liberal party is a large fry short of a Happy Meal, so you just try and ignore these things. I sold everything when Carney was elected. Whether I move to Alberta or stay here in Ontario, house prices have tanked. No matter what, because of this clown show, I won.
Identity Attack0.022188433
Insult0.5130944
Profanity0.06345607
Threat0.0070034824
Severe Toxicity0.007133484
Moderate 0.4574824 Moderate Con 0.388 Insult Economic_Argument
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Hanuman god? Half ape god??😂
Hanuman god? Half ape god??😂
Identity Attack0.48915586
Insult0.4196762
Profanity0.36230123
Threat0.05753354
Severe Toxicity0.34935045
Moderate 0.4574824 Low Con 0.197 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
the guy on the bike is racist
the guy on the bike is racist
Identity Attack0.37730414
Insult0.4125297
Profanity0.21673056
Threat0.011508608
Severe Toxicity0.023076924
Moderate 0.45703048 Low Con 0.296 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Why are the descendants of European colonizing thieves crying "white" tears? When the problem is white supremacy? No one told them to give up their nationalities to become white.
Why are the descendants of European colonizing thieves crying "white" tears? When the problem is white supremacy? No one told them to give up their nationalities to become white.
Identity Attack0.5135796
Insult0.37960073
Profanity0.15019037
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.45703048 Low Con 0.278 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Canada is in danger of being overtaken by islam and other freeloaders! WAKE UP!
Canada is in danger of being overtaken by islam and other freeloaders! WAKE UP!
Identity Attack0.5135796
Insult0.3486032
Profanity0.06044999
Threat0.03407705
Severe Toxicity0.023076924
Moderate 0.45703048 Low Con 0.196 Identity Attack Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
A minimum of 95% of the Indians in Canada MUST be sent home. Revoked visas, revoked citizenship, whatever is necessary. They do not contribute, they do not assimilate, they do not belong here. Remigration is …
A minimum of 95% of the Indians in Canada MUST be sent home. Revoked visas, revoked citizenship, whatever is necessary. They do not contribute, they do not assimilate, they do not belong here. Remigration is inevitable.
Identity Attack0.53446084
Insult0.3388922
Profanity0.046171114
Threat0.060443077
Severe Toxicity0.02430326
Moderate 0.45703048 Low Con 0.278 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
"sub sahara intelligence level below 70", people with that level of intelligence cannot take care of themselves much less reason or use a computer... am i dead? lol, okay seriously, anyone with an IQ above …
"sub sahara intelligence level below 70", people with that level of intelligence cannot take care of themselves much less reason or use a computer... am i dead? lol, okay seriously, anyone with an IQ above 110 - i am saying this knowing the IQ system is flawed but is the most common metric everyone can understand - who seriously believes a region of people exists with below 70 IQ as an average is clearly dumb. Believing online graphs without investigating the sources to prove your biast is dumb, the guy on the bike is dumb. I's not racism or anti racism, it's just reality, people with that level of IQ grouped together would not be able to take care of themselves, they would die out, it would not be possible, i would not even exist as a software developer before AI became mainstream.
Identity Attack0.23239216
Insult0.5129801
Profanity0.18909787
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.45703048 Constructive 0.519 Insult Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
don’t recommend coming to canada anymore it’s basically indian
don’t recommend coming to canada anymore it’s basically indian
Identity Attack0.55044734
Insult0.24630153
Profanity0.10549548
Threat0.010421164
Severe Toxicity0.02402156
Moderate 0.45703048 Low Con 0.219 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.