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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 52 of 189
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country …
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country and people from zionist and its lobbyists groups. the prove is that you did not push back the ignorant racist, low iq homeless man who said fake and lie stereotypes about Indians and Africans. He is the one want who eats poop, low iq and violent homeless. Brown and black are the future
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.67254376
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.294 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
This was never a white country. It was brown natives first. Then the jews came and raped and murdered them and brought different cultures here to fight each other so they can keep control. Use …
This was never a white country. It was brown natives first. Then the jews came and raped and murdered them and brought different cultures here to fight each other so they can keep control. Use your brains dumbass goy.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.66500133
Profanity0.55356324
Threat0.34876925
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.175 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Disgusting hindu's ruined this country.
Disgusting hindu's ruined this country.
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.6675394
Profanity0.39498812
Threat0.13815513
Severe Toxicity0.35515398
Toxic 0.76197964 Low Con 0.232 Identity Attack Insult Identity_Assertion
Aug 31, 2025 Why Canadians Are Turning Against …
The ✡imported vermin to wipe out the white race scumbags
The ✡imported vermin to wipe out the white race scumbags
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.6675394
Profanity0.47435758
Threat0.2836219
Severe Toxicity0.45401973
Toxic 0.76197964 Low Con 0.112 Identity Attack Insult Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Matter of time before someone exposes his racist ass for who he really is.
Matter of time before someone exposes his racist ass for who he really is.
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.6120431
Profanity0.6321197
Threat0.0347677
Severe Toxicity0.16960317
Toxic 0.76197964 Low Con 0.157 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada and quebec has become a shithole thanks to the immigration hate canada so much
Canada and quebec has become a shithole thanks to the immigration hate canada so much
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.61794597
Profanity0.6001929
Threat0.012492486
Severe Toxicity0.23224458
Toxic 0.76197964 Low Con 0.204 Identity Attack Insult
Sep 8, 2025 Why Canadians Are Turning Against …
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.6798578
Profanity0.39409557
Threat0.013321015
Severe Toxicity0.09649272
Toxic 0.76197964 Low Con 0.276 Identity Attack Insult Fear_Threat
Feb 11, 2026 Inside Canada's Indian Invasion...
Vassy you are one ignorant and rude women. Quit cutting her off.
Vassy you are one ignorant and rude women. Quit cutting her off.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.2463217
Insult0.7804726
Profanity0.25367188
Threat0.06432246
Severe Toxicity0.052940834
Toxic 0.76197964 Low Con 0.214 Insult Meta_Commentary
Feb 25, 2026 'We do know that there's …
Hes right tho indians are dirty corrupt scammers but still better than muslims and africans
Hes right tho indians are dirty corrupt scammers but still better than muslims and africans
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.6675394
Profanity0.39409557
Threat0.03856628
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.197 Identity Attack Insult Identity_Assertion
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.6675394
Profanity0.62717754
Threat0.0824309
Severe Toxicity0.34977677
Toxic 0.76197964 Low Con 0.166 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Business owners need to FKN STOP SELLING THEIR BUSINESSES TO THESE PIECES OF 💩…. THEY NO NOTHING ABOUT CUSTOMER SERVICE & are RUDE AS HELL 🤯🤬‼️ YES I AM A CANADIAN BORN & RAISED & …
Business owners need to FKN STOP SELLING THEIR BUSINESSES TO THESE PIECES OF 💩…. THEY NO NOTHING ABOUT CUSTOMER SERVICE & are RUDE AS HELL 🤯🤬‼️ YES I AM A CANADIAN BORN & RAISED & I AM OUTRAGED ‼️‼️‼️‼️‼️
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.23998553
Insult0.6370372
Profanity0.541926
Threat0.048481647
Severe Toxicity0.35368225
Toxic 0.76197964 Moderate Con 0.419 Insult
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Yo! They are a disgrace to our society! Even in the UK! They’re worse in Canada bc we tolerate their shiit! Time to stop that!!
Yo! They are a disgrace to our society! Even in the UK! They’re worse in Canada bc we tolerate their shiit! Time to stop that!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.34649673
Insult0.65129566
Profanity0.62717754
Threat0.020091362
Severe Toxicity0.2281948
Toxic 0.76197964 Moderate Con 0.378 Insult Identity_Assertion
Feb 16, 2026 3 likes Inside Canada's Indian Invasion...
People like them who are idiots committing frauds make all other Indians look bad! (The ones who are born and raised in Canada and the ones who actually come to Canada to work their aşś …
People like them who are idiots committing frauds make all other Indians look bad! (The ones who are born and raised in Canada and the ones who actually come to Canada to work their aşś off to make ends meet) It’s a real piss off! The ones who help them commit fraud are a disgrace to ALL INDIANS! I’m glad this is coming to light
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.47178617
Insult0.7762574
Profanity0.41081807
Threat0.01698343
Severe Toxicity0.18538254
Toxic 0.76197964 Constructive 0.508 Insult Moral_Argument
Oct 2, 2025 IRCC Names India in Study …
OMG,like today, i was in the park, and this old white man told me my music is too loud .He was like really,really old.He was like between 35 and 40. He was like telling me …
OMG,like today, i was in the park, and this old white man told me my music is too loud .He was like really,really old.He was like between 35 and 40. He was like telling me my music is too loud.So i tell him to go "FUCK HIM HIMSELF." It's so rude to tell someone to turn their music down.OMG ,like raaalley!!!!
Why Canadians Are Turning Against Immigrants. · 53: Cluster #52
Close reading → Discourse → Video sentiment →
Identity Attack0.39677486
Insult0.47630358
Profanity0.70864636
Threat0.09929679
Severe Toxicity0.35368225
Toxic 0.76197964 Constructive 0.509 Humor_Satire
Aug 26, 2025 Why Canadians Are Turning Against …
what a sh*t-hole
what a sh*t-hole
Inside Canada's Indian Metropolis (Brampton) · 201: Cluster #200
Close reading → Video sentiment →
Identity Attack0.035589635
Insult0.5588244
Profanity0.73341435
Threat0.01086132
Severe Toxicity0.23226519
Toxic 0.76197964 Low Con 0.148 Insult
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
My advice isn't as a professional but it's common sense don't go to the States now not while the orange clown is in power
My advice isn't as a professional but it's common sense don't go to the States now not while the orange clown is in power
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00043318034
Insult0.729187
Profanity0.0009640704
Threat0.00014509214
Severe Toxicity0.0000103186985
Toxic 0.7587124 Insult
Dec 12, 2025 1 likes
shithole now
shithole now
Inside Canada's Indian Invasion... · 201: Cluster #200
Close reading → Discourse → Video sentiment →
Identity Attack0.053399716
Insult0.48484445
Profanity0.73341435
Threat0.030969119
Severe Toxicity0.23225316
Toxic 0.7570315 Moderate Con 0.358 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They even build their stupid god statue 😂
They even build their stupid god statue 😂
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.36942887
Insult0.6798578
Profanity0.4681068
Threat0.009877442
Severe Toxicity0.07805709
Toxic 0.7570315 Low Con 0.179 Insult Humor_Satire
Mar 3, 2026 Inside Canada's Indian Invasion...
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. …
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. Totally different religions. Learn ur shit!
Inside Canada's Indian Invasion... · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.5739874
Profanity0.7107322
Threat0.04524883
Severe Toxicity0.26195827
Toxic 0.7570315 Moderate Con 0.483 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Not all immigrants are the same. Canada just made the mistake of importing the worst kind the most, the damned Indians.
Not all immigrants are the same. Canada just made the mistake of importing the worst kind the most, the damned Indians.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.6500014
Profanity0.5711371
Threat0.018710058
Severe Toxicity0.2733782
Toxic 0.7570315 Low Con 0.19 Identity Attack Insult Fear_Threat
Feb 22, 2026 2 likes LILLEY UNLEASHED: The fall of …
Diab is a moron
Diab is a moron
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.09328204
Insult0.72756535
Profanity0.55356324
Threat0.010214032
Severe Toxicity0.055630904
Toxic 0.7570315 Low Con 0.159 Insult Meta_Commentary
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
A Scam which Canada was a stupid Victim!!!
A Scam which Canada was a stupid Victim!!!
Inside Canada's Indian Metropolis (Brampton) · 89: Cluster #88
Close reading → Video sentiment →
Identity Attack0.34324843
Insult0.7492263
Profanity0.3051381
Threat0.010731863
Severe Toxicity0.024350211
Toxic 0.7570315 Low Con 0.226 Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Yes! The kaffir culture is beyond fucked up…
Yes! The kaffir culture is beyond fucked up…
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5239335
Profanity0.7246992
Threat0.01254427
Severe Toxicity0.23226003
Toxic 0.7570315 Low Con 0.24 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are generally dirty people 😅
Indians are generally dirty people 😅
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.71678543
Insult0.6308392
Profanity0.38845423
Threat0.011689849
Severe Toxicity0.349583
Toxic 0.7570315 Low Con 0.246 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
CANADA NEEDS ICE TOO. END THE BULLSHIT!
CANADA NEEDS ICE TOO. END THE BULLSHIT!
Why Canadians Are Turning Against Immigrants. · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.052490227
Insult0.44802538
Profanity0.78491896
Threat0.015429466
Severe Toxicity0.16960317
Toxic 0.7570315 Low Con 0.163 Call_To_Action
Sep 23, 2025 2 likes Why Canadians Are Turning Against …
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.