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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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: Tox: 0.5 – 1 4,704 comments · Page 120 of 189
Indian culture is terrible, arrogant, discriminated against Caste.
Indian culture is terrible, arrogant, discriminated against Caste.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.61901736
Insult0.50440645
Profanity0.27882218
Threat0.04201601
Severe Toxicity0.19455661
Moderate 0.6020386 Low Con 0.272 Identity Attack Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Cope bitches 😂😂😂
Cope bitches 😂😂😂
Inside Canada's Indian Invasion... · 230: Cluster #229
Close reading → Discourse → Video sentiment →
Identity Attack0.13163337
Insult0.54471385
Profanity0.759977
Threat0.013010317
Severe Toxicity0.2733782
Moderate 0.6020386 Low Con 0.237 Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
No one in my community likes Indians.
No one in my community likes Indians.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.35333878
Profanity0.22429734
Threat0.02371728
Severe Toxicity0.16960317
Moderate 0.6020386 Moderate Con 0.349 Identity Attack Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
You guys need to become racist. Those that have been for a while are just waiting for you to wake the F UP. BECOME RACIST OR DISAPPEAR.
You guys need to become racist. Those that have been for a while are just waiting for you to wake the F UP. BECOME RACIST OR DISAPPEAR.
Why Canadians Are Turning Against Immigrants. · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.34649673
Insult0.5130944
Profanity0.29209393
Threat0.24878941
Severe Toxicity0.14916596
Moderate 0.6020386 Low Con 0.191 Insult Call_To_Action
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
The guy with the bike who is self proclaimed white trash is so low iq that he's more happy with Indians than Muslims who are clean successful and peaceful in both US and Canada.
The guy with the bike who is self proclaimed white trash is so low iq that he's more happy with Indians than Muslims who are clean successful and peaceful in both US and Canada.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5678696
Profanity0.22321637
Threat0.009100696
Severe Toxicity0.05025077
Moderate 0.6020386 Moderate Con 0.304 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Give indigenous people back to their land, and all whites and black African Asian will go back to their original country 😂😂😂
Give indigenous people back to their land, and all whites and black African Asian will go back to their original country 😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.39743927
Profanity0.2317999
Threat0.13228847
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.118 Identity Attack Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Please interview in the muslim areas if you have b****. 😆
Please interview in the muslim areas if you have b****. 😆
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.4534306
Profanity0.5365423
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.192 Identity Attack Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
if you enter someone else's house, you take your damn shoes off at the door and be polite to the host
if you enter someone else's house, you take your damn shoes off at the door and be polite to the host
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.02138452
Insult0.34626248
Profanity0.6983885
Threat0.014393489
Severe Toxicity0.026936848
Moderate 0.6020386 Moderate Con 0.382 Moral_Argument
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
Im european, and i really hope that canadians will do somethings about this. If not, it will become a shithole like europe
Im european, and i really hope that canadians will do somethings about this. If not, it will become a shithole like europe
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.46050715
Insult0.47384647
Profanity0.6001929
Threat0.029587816
Severe Toxicity0.10702737
Moderate 0.6020386 Moderate Con 0.319 Fear_Threat
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Shame on indian people
Shame on indian people
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.4339631
Profanity0.26631543
Threat0.050744623
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.275 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Trudeau is a criminal!
Trudeau is a criminal!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06704199
Insult0.66500133
Profanity0.15938593
Threat0.013217449
Severe Toxicity0.023076924
Moderate 0.6020386 Low Con 0.144 Insult Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
Pierre Poilievre will get rid of all these criminal scumbags and send them back to where they came from!
Pierre Poilievre will get rid of all these criminal scumbags and send them back to where they came from!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.36942887
Insult0.6308392
Profanity0.2963245
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.202 Insult
Aug 27, 2025 Why Canadians Are Turning Against …
Absolutley disgusting. These invaders all need to be put in camps
Absolutley disgusting. These invaders all need to be put in camps
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4006267
Insult0.5678696
Profanity0.25184435
Threat0.34804323
Severe Toxicity0.12019568
Moderate 0.6020386 Low Con 0.211 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Virtue signaling liberals will always co-sign being invaded and outbred into the minority, until their own country resembles the shit hole the invaders fled from, you can always bet on that.
Virtue signaling liberals will always co-sign being invaded and outbred into the minority, until their own country resembles the shit hole the invaders fled from, you can always bet on that.
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.39461556
Insult0.5130944
Profanity0.57488567
Threat0.03373172
Severe Toxicity0.12282934
Moderate 0.6020386 Low Con 0.184 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
promoting a malware/spyware while being racist peak white person activity LOL, good thing is his viewers are gonna download it and get the spyware , pathetic , get a job , the truck driving indian …
promoting a malware/spyware while being racist peak white person activity LOL, good thing is his viewers are gonna download it and get the spyware , pathetic , get a job , the truck driving indian at least earns an honest living
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.4931391
Insult0.5130944
Profanity0.30161268
Threat0.034422375
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.132 Insult Identity_Assertion
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
Tim Hortons is fairly new in the Uk. They seem to only employ Indians …… white folks wouldn’t get away with that. I’d rather Indians than dirty Muslims from pakiland though
Tim Hortons is fairly new in the Uk. They seem to only employ Indians …… white folks wouldn’t get away with that. I’d rather Indians than dirty Muslims from pakiland though
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.54471385
Profanity0.32479182
Threat0.013631714
Severe Toxicity0.16960317
Moderate 0.6020386 Constructive 0.517 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Racist White species again
Racist White species again
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6227552
Insult0.4596616
Profanity0.26603898
Threat0.030969119
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.26 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
thanks them that they are not niggs.
thanks them that they are not niggs.
Inside Canada's Indian Invasion... · 239: Cluster #238
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.48627716
Profanity0.4370703
Threat0.0103175985
Severe Toxicity0.16960317
Moderate 0.6020386 Moderate Con 0.371 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
ye chutiya kaisa canada puch gya jab isko english nhi aati😢
ye chutiya kaisa canada puch gya jab isko english nhi aati😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38238457
Insult0.6308392
Profanity0.68353343
Threat0.2836219
Severe Toxicity0.44787344
Moderate 0.6020386 Low Con 0.203 Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
2:30 wtf tyler i have been watching u since a long time, why do u have to show a dirty part of punjab. Show the golden temple, stop feeding hate towards our country. L man
2:30 wtf tyler i have been watching u since a long time, why do u have to show a dirty part of punjab. Show the golden temple, stop feeding hate towards our country. L man
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2795294
Insult0.43158367
Profanity0.46460027
Threat0.022335978
Severe Toxicity0.16960317
Moderate 0.6020386 Moderate Con 0.471 Identity_Assertion
Feb 23, 2026 Inside Canada's Indian Invasion...
At least one province has balls .
At least one province has balls .
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.029660052
Insult0.22303216
Profanity0.48510036
Threat0.010265815
Severe Toxicity0.023076924
Moderate 0.6020386 Low Con 0.171
Nov 29, 2025 Quebec Ends Economic Immigration Program …
Yeah mad frustrating with the increase at times, Im all for more people coming over but don't fucking try to change it into the place you're trying to escape from? The Disrespect seeing them ignore …
Yeah mad frustrating with the increase at times, Im all for more people coming over but don't fucking try to change it into the place you're trying to escape from? The Disrespect seeing them ignore the anthem and the rudeness towards woman and children can be downright disgusting
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.41530323
Profanity0.61633086
Threat0.012492486
Severe Toxicity0.12809667
Moderate 0.6020386 Constructive 0.667 Identity_Assertion
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
All the Good White people moved out 😂😂😂 and now we just have the poor white trash left over. That guy must be the litmus tester for the races 🤣 🤣 🤣
All the Good White people moved out 😂😂😂 and now we just have the poor white trash left over. That guy must be the litmus tester for the races 🤣 🤣 🤣
Inside Canada's Indian Invasion... · 397: Cluster #396
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.35094926
Threat0.04686524
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.216 Identity Attack Insult Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
That statue of that beast humanoid God standing there is disgusting. That shouldn't be allowed. Wtf is that thing. Praying and paying homage to some creature is weird. These people are not Canadian
That statue of that beast humanoid God standing there is disgusting. That shouldn't be allowed. Wtf is that thing. Praying and paying homage to some creature is weird. These people are not Canadian
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39207554
Insult0.54471385
Profanity0.45028755
Threat0.0138755
Severe Toxicity0.15179962
Moderate 0.6020386 Low Con 0.29 Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
So what this propaganda video is saying is refugees and immigrants get the same as Canadian citizens. Enough said. Its bad enough shelling out my money for Canadian citizens but I have to do it …
So what this propaganda video is saying is refugees and immigrants get the same as Canadian citizens. Enough said. Its bad enough shelling out my money for Canadian citizens but I have to do it for illegals and immigrants as well. I don't remember voting on such crap. The Canadian government are a bunch of crooks. You work for us. We pay you. Be accountable to us your employers and do your jobs.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.4139151
Insult0.61794597
Profanity0.37052724
Threat0.009178371
Severe Toxicity0.024819711
Moderate 0.6020386 Moderate Con 0.447 Insult
Feb 15, 2020 1 likes How much do refugees and …
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.