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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
30,738 comments · Page 128 of 1230
We have to nuke India!
We have to nuke India!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.31740165
Profanity0.28593817
Threat0.5940531
Severe Toxicity0.35368225
Moderate 0.5885171 Low Con 0.226 Identity Attack Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Most of the comment are racist but let's take those white supremacist to muslim ghettos
Most of the comment are racist but let's take those white supremacist to muslim ghettos
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.45135358
Profanity0.26735115
Threat0.05753354
Severe Toxicity0.09385906
Moderate 0.5885171 Low Con 0.204 Identity Attack Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada MP’s are Hindu Indians, UK MP’s are Pakistan and Bangladesh are distroying Christian countries, kick out Hindu people from Christian countries only solution.✍🏻😎🇮🇱🇺🇸🇬🇧
Canada MP’s are Hindu Indians, UK MP’s are Pakistan and Bangladesh are distroying Christian countries, kick out Hindu people from Christian countries only solution.✍🏻😎🇮🇱🇺🇸🇬🇧
Inside Canada's Indian Invasion... · 336: Cluster #335
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5130944
Profanity0.2661081
Threat0.5195707
Severe Toxicity0.45895407
Moderate 0.5885171 Moderate Con 0.339 Identity Attack Insult Threat Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why are you platforming a bunch of ignorance and hatred and not even fact checking the ridiculous things they say? Doesn't smell good.
Why are you platforming a bunch of ignorance and hatred and not even fact checking the ridiculous things they say? Doesn't smell good.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.013144426
Insult0.6308392
Profanity0.1589207
Threat0.008129764
Severe Toxicity0.014640691
Moderate 0.5885171 Low Con 0.194 Insult
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Disgusting creatures.
Disgusting creatures.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.06749674
Insult0.57787937
Profanity0.2882351
Threat0.013113883
Severe Toxicity0.02449106
Moderate 0.5885171 Low Con 0.262 Insult
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Disgusting Liberal Government.
Disgusting Liberal Government.
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.2854555
Insult0.61794597
Profanity0.16496858
Threat0.008285114
Severe Toxicity0.020644438
Moderate 0.5885171 Low Con 0.23 Insult Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
We have this garbage from India😅
We have this garbage from India😅
IRCC Names India in Study Permit Fraud | … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.3283819
Threat0.0138755
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.25 Identity Attack Insult Identity_Assertion
Sep 29, 2025 1 likes IRCC Names India in Study …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way life . where are these scam artists liberals need to find them and deport them now . I am so very angry with this government for what they have done to country of ours .the biggest problem is that has been going since the 70s . there are more violent crime in since the liberals brought these east indians here . the catch and release program with them is not working they get bail leave jail head right to an international and leave the country with no punishment what so ever . more than likely returning under a different name .
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5739874
Profanity0.4044591
Threat0.045895394
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.443 Insult
Oct 13, 2025 IRCC Names India in Study …
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing …
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing in Wendy’s while ordering and waiting for his food. When a white lady and her 8-10 year old son he noticed kept getting really close to him. He said excuse me in trying to keep distsnce as I have a cold and the lady turned to him told him to fuck off and go back to India ☝️ he’s Bahamian 🇧🇸 ☝️ and here is the kicker her SON is also mixed but is darker skinned than my friend and he said in that moment he saw her sons reaction was embarassed and that of being ashamed. We don’t know this woman’s life story but this is a partial snapshot of how frustrated and tired ppl are on top of toxicity ignorance and hatefulness.
Why Canadians Are Turning Against Immigrants. · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4339631
Profanity0.57236236
Threat0.100830056
Severe Toxicity0.34981552
Moderate 0.5885171 Constructive 0.74 Identity Attack Personal_Narrative
Aug 28, 2025 4 likes Why Canadians Are Turning Against …
ahh white lady no your ancestors did not help build this country that woman has lost her dam mind no this is not your homeland and again white people did not build canada get it …
ahh white lady no your ancestors did not help build this country that woman has lost her dam mind no this is not your homeland and again white people did not build canada get it right
Why Canadians Are Turning Against Immigrants. · 26: Cluster #25
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.5130944
Profanity0.3827387
Threat0.021300001
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.294 Identity Attack Insult
Sep 10, 2025 Why Canadians Are Turning Against …
Everyone is glazing the bike guy even though he is openly a racist. This guy literally said "I hate all Africans. Terrible, terrible people." If you are agreeing with these statements then you should reflect …
Everyone is glazing the bike guy even though he is openly a racist. This guy literally said "I hate all Africans. Terrible, terrible people." If you are agreeing with these statements then you should reflect on yourself and your morals.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.489133
Profanity0.2188925
Threat0.02682521
Severe Toxicity0.14916596
Moderate 0.5885171 Moderate Con 0.425 Identity Attack Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I swear canadians are more racists than americans
I swear canadians are more racists than americans
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.48228607
Profanity0.17055123
Threat0.009126588
Severe Toxicity0.029626917
Moderate 0.5885171 Low Con 0.289 Identity Attack Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
The immagrants all need to be deported.They are destroying this country.Anybody who likes immagrants should be deported with them to their country
The immagrants all need to be deported.They are destroying this country.Anybody who likes immagrants should be deported with them to their country
Why Canadians Are Turning Against Immigrants. · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.6413409
Insult0.4125297
Profanity0.16915557
Threat0.2566701
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.212 Identity Attack
Nov 16, 2025 1 likes Why Canadians Are Turning Against …
lets see if Mark Carney has the balls to kick them out of the country when their time is up
lets see if Mark Carney has the balls to kick them out of the country when their time is up
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.40243408
Profanity0.44366163
Threat0.49483058
Severe Toxicity0.05025077
Moderate 0.5885171 Low Con 0.178
Jan 15, 2026 44 likes 2.9 million Canadian temporary visas …
I hate canada now
I hate canada now
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.3126888
Profanity0.2661772
Threat0.03649433
Severe Toxicity0.026936848
Moderate 0.5885171 Moderate Con 0.381 Identity Attack Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
All the garbage is from India Vancouver BC😅
All the garbage is from India Vancouver BC😅
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.21673056
Threat0.007547205
Severe Toxicity0.038593806
Moderate 0.5885171 Low Con 0.294 Identity Attack Insult Identity_Assertion
Sep 29, 2025 1 likes IRCC Names India in Study …
I'm Canadian. Get out! Trudeau dumped a massive amount of useless people on us
I'm Canadian. Get out! Trudeau dumped a massive amount of useless people on us
Canada's tighter immigration policy divides the country • … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.2463217
Insult0.6308392
Profanity0.114160895
Threat0.009799767
Severe Toxicity0.017093835
Moderate 0.5885171 Moderate Con 0.355 Insult Identity_Assertion
Feb 12, 2026 3 likes Canada's tighter immigration policy divides …
This guy is a Racist!! On every level
This guy is a Racist!! On every level
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.54471385
Profanity0.2327678
Threat0.012699619
Severe Toxicity0.027833538
Moderate 0.5885171 Low Con 0.259 Insult Identity_Assertion
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
I’m all for DEI..DEPORT EVERY INDIAN
I’m all for DEI..DEPORT EVERY INDIAN
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.34782293
Profanity0.20592089
Threat0.32665333
Severe Toxicity0.33047765
Moderate 0.5885171 Moderate Con 0.366 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude on the bike was too fucking funny!
Dude on the bike was too fucking funny!
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.022791367
Insult0.24767025
Profanity0.73341435
Threat0.011068452
Severe Toxicity0.044870634
Moderate 0.5885171 Moderate Con 0.336 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5678696
Profanity0.357228
Threat0.17964768
Severe Toxicity0.20067264
Moderate 0.5885171 Constructive 0.511 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
My sister got scammed from one of those diploma mills. These people need to go I have no sympathy for these dirty nasty people
My sister got scammed from one of those diploma mills. These people need to go I have no sympathy for these dirty nasty people
Inside Canada's Indian Invasion... · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.6109131
Profanity0.35094926
Threat0.026479885
Severe Toxicity0.02453801
Moderate 0.5885171 Moderate Con 0.41 Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
It's time to get rid of these clowns. They use every thing but don't contribute any thing.
It's time to get rid of these clowns. They use every thing but don't contribute any thing.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.018269362
Insult0.6336687
Profanity0.11911256
Threat0.2836219
Severe Toxicity0.021031776
Moderate 0.5885171 Low Con 0.211 Insult Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
So bad. Middle East street shitters are literally taking over. Scary to see what the US and Canada will look like 10 years from now.
So bad. Middle East street shitters are literally taking over. Scary to see what the US and Canada will look like 10 years from now.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2846865
Insult0.5130944
Profanity0.5381406
Threat0.011767523
Severe Toxicity0.05473421
Moderate 0.5885171 Low Con 0.172 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
80% are khalist*ni terrors*ts.
80% are khalist*ni terrors*ts.
Inside Canada's Indian Invasion... · 191: Cluster #190
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.6099415
Profanity0.43272525
Threat0.34804323
Severe Toxicity0.49295026
Moderate 0.5885171 Low Con 0.128 Identity Attack Insult Unverified_Claim
Feb 28, 2026 1 likes 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.