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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 170 of 1230
Over a million punjab came to Canada in the last 20 years no doubt no one is able to find work or buy a home. Our country is f.cked
Over a million punjab came to Canada in the last 20 years no doubt no one is able to find work or buy a home. Our country is f.cked
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.29951343
Insult0.4339631
Profanity0.49576873
Threat0.009048914
Severe Toxicity0.034110364
Moderate 0.51980776 Constructive 0.501 Economic_Argument
Jan 27, 2026 924 likes Inside Canada's Indian Invasion...
Who tf wants to go to canada in 2026. Its worse than india lol
Who tf wants to go to canada in 2026. Its worse than india lol
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.40783462
Threat0.011741633
Severe Toxicity0.05742428
Moderate 0.51980776 Low Con 0.16 Identity Attack Comparative_Framing
Jan 27, 2026 9 likes Inside Canada's Indian Invasion...
This guy is a liar
This guy is a liar
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.031980325
Insult0.5935568
Profanity0.2376073
Threat0.009048914
Severe Toxicity0.016900165
Moderate 0.51980776 Low Con 0.209 Insult
Jan 22, 2026 Why Canada’s immigration system has …
ONCE THEY BUILD A TEMPLE ITS OVER !!! FROM SURREY BC !!!!!!!!!! 🥵🤡🥵🤡 👳🏾‍♂️ 👳🏾‍♂️ extortionists / scam artists
ONCE THEY BUILD A TEMPLE ITS OVER !!! FROM SURREY BC !!!!!!!!!! 🥵🤡🥵🤡 👳🏾‍♂️ 👳🏾‍♂️ extortionists / scam artists
Inside Canada's Indian Invasion... · 141: Cluster #140
Close reading → Discourse → Video sentiment →
Identity Attack0.27759558
Insult0.48675314
Profanity0.18786818
Threat0.051067904
Severe Toxicity0.042180564
Moderate 0.51980776 Low Con 0.135 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
can we get a fcking break from india? for at least 5 years? i feel the country would heal in that time
can we get a fcking break from india? for at least 5 years? i feel the country would heal in that time
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.26957804
Profanity0.5722072
Threat0.04029291
Severe Toxicity0.08859174
Moderate 0.51980776 Moderate Con 0.322 Fear_Threat
Sep 30, 2025 IRCC Names India in Study …
I hate them
I hate them
Inside Canada's Indian Invasion... · 369: Cluster #368
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.26957804
Profanity0.29209393
Threat0.04029291
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.4 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😂😂😂😂😂manipulator, cheat, loophole, twisted tongue, liars. That’s the main ways of life. They do. Once they’re more they will start to discriminate and create status consciousness.
😂😂😂😂😂manipulator, cheat, loophole, twisted tongue, liars. That’s the main ways of life. They do. Once they’re more they will start to discriminate and create status consciousness.
Inside Canada's Indian Metropolis (Brampton) · 285: Cluster #284
Close reading → Discourse → Video sentiment →
Identity Attack0.019877186
Insult0.5678696
Profanity0.15812257
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.51980776 Low Con 0.201 Insult Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Deport all Indians that came after 2010
Deport all Indians that came after 2010
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.26395
Profanity0.18171974
Threat0.28890648
Severe Toxicity0.13863131
Moderate 0.51980776 Low Con 0.198 Identity Attack Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They establish trafficking networks and money laundering networks like crazy. There is literally no benefit to having indians in your country.
They establish trafficking networks and money laundering networks like crazy. There is literally no benefit to having indians in your country.
Inside Canada's Indian Invasion... · 58: Cluster #57
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.4794537
Profanity0.2453505
Threat0.015774792
Severe Toxicity0.024819711
Moderate 0.51980776 Low Con 0.127 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Im sick of these people coming into OUR country and straight up ignoring our laws!!!! They literally make the older kids like 6 years old watch and babysit the 2+ year old while they run …
Im sick of these people coming into OUR country and straight up ignoring our laws!!!! They literally make the older kids like 6 years old watch and babysit the 2+ year old while they run the roads in the city by themselves all hours and when you see these people getting in their cars they DONT buckle their children in their seats. The immigrants who come here and disrespect everything need to go💯 i know some of them are actually coming here for help and a better life and they do try but the majority of these immigrants need to follow our laws or leave 💯
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.4810288
Profanity0.20483992
Threat0.0287245
Severe Toxicity0.16960317
Moderate 0.51980776 Constructive 0.537 Identity Attack
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Крысы 😂 напали на Канаду.
Крысы 😂 напали на Канаду.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.36273825
Insult0.5678696
Profanity0.33023968
Threat0.010576514
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.163 Insult Humor_Satire
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
Save world from Indians
Save world from Indians
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.34314156
Profanity0.18417911
Threat0.05268431
Severe Toxicity0.053837523
Moderate 0.51980776 Low Con 0.265 Identity Attack Fear_Threat
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
monroe township is crazy with indians
monroe township is crazy with indians
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.44464502
Profanity0.2801717
Threat0.012906751
Severe Toxicity0.023974609
Moderate 0.51980776 Low Con 0.261 Identity Attack Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
The liberal terror show has got to go. They are absolutely terrorists. Our government is run by a bunch of quacks... If you are a come as a refugee, you get $83000 net, take home. …
The liberal terror show has got to go. They are absolutely terrorists. Our government is run by a bunch of quacks... If you are a come as a refugee, you get $83000 net, take home. How many people in one family can milk that? Did you know if you're a working person? You would have to gross Almost $160,000 per year. In order to net 83000 Which is what they get to come here. It's an absolute disgrace, absolute insanity and a disgrace to every hard-working Canadian.!.😢😮
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37953663
Insult0.54471385
Profanity0.10023434
Threat0.017674083
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.42 Insult Unverified_Claim
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Chinadians are cooked. i would never live in chinada
Chinadians are cooked. i would never live in chinada
Inside Canada's Indian Invasion... · 91: Cluster #90
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.38406035
Profanity0.24147889
Threat0.05559385
Severe Toxicity0.13073033
Moderate 0.51980776 Low Con 0.241 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Absolutely disgusting! The liberals have no idea where they are?? What type of government is this ???
Absolutely disgusting! The liberals have no idea where they are?? What type of government is this ???
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.19100772
Insult0.54525656
Profanity0.09486605
Threat0.008362788
Severe Toxicity0.01644827
Moderate 0.51980776 Low Con 0.221 Insult
Sep 29, 2025 1 likes IRCC Names India in Study …
I get just under $1,800. A month pension & these lowlife imigrants get that in a week, ALL COMMUNIST LIBERALS FAULT, KICK OUT LOWLIFE LIBERALS & MIGRANTS
I get just under $1,800. A month pension & these lowlife imigrants get that in a week, ALL COMMUNIST LIBERALS FAULT, KICK OUT LOWLIFE LIBERALS & MIGRANTS
Why Canadians Are Turning Against Immigrants. · 32: Cluster #31
Close reading → Video sentiment →
Identity Attack0.50588524
Insult0.46774593
Profanity0.12639372
Threat0.44185185
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.298 Identity Attack
Sep 9, 2025 Why Canadians Are Turning Against …
4:51 "im as racist as the next guy.." hahah 😂😂😂
4:51 "im as racist as the next guy.." hahah 😂😂😂
Inside Canada's Indian Invasion... · 213: Cluster #212
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.29855028
Profanity0.20700185
Threat0.053654157
Severe Toxicity0.026936848
Moderate 0.51980776 Low Con 0.277 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.019918699
Severe Toxicity0.0912254
Moderate 0.51980776 Constructive 0.569 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Isn't this the same clown who took away your rights and hsd pastures arrested during covid,?
Isn't this the same clown who took away your rights and hsd pastures arrested during covid,?
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.010581387
Insult0.58196646
Profanity0.098377466
Threat0.0082074385
Severe Toxicity0.010604858
Moderate 0.51980776 Low Con 0.264 Insult Identity_Assertion
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
The muslim invader, saying islam will take over Canada, is exactly why we need a mass deportation.
The muslim invader, saying islam will take over Canada, is exactly why we need a mass deportation.
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.35161978
Profanity0.10425757
Threat0.13211988
Severe Toxicity0.02439716
Moderate 0.51980776 Low Con 0.189 Identity Attack Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
11:00 why they had to bring in these ugly dolls to decorate the church 🤣🤣🤣
11:00 why they had to bring in these ugly dolls to decorate the church 🤣🤣🤣
Inside Canada's Indian Metropolis (Brampton) · 156: Cluster #155
Close reading → Video sentiment →
Identity Attack0.22783615
Insult0.40189892
Profanity0.2661081
Threat0.015774792
Severe Toxicity0.02373986
Moderate 0.51980776 Low Con 0.295
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. …
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. They have shut down 66 illegal driving schools in Brampton in 2025 most were Indian that’s why they are such bad drivers. It’s so hard to get a job as a teen it’s fine if they want to learn our culture that’s fine but this is not India .
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.48484445
Profanity0.42990944
Threat0.017156094
Severe Toxicity0.13073033
Moderate 0.51980776 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
They're literally the lowest of the low. Even Indian people hate Indian people. They call them TPs - Typical Pakis
They're literally the lowest of the low. Even Indian people hate Indian people. They call them TPs - Typical Pakis
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.4339631
Profanity0.2761231
Threat0.014566151
Severe Toxicity0.051147457
Moderate 0.51980776 Low Con 0.255 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
WHITE WOKE LIBERAL BOOMERS are no longer needed on this EARTH 🌎
WHITE WOKE LIBERAL BOOMERS are no longer needed on this EARTH 🌎
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4196762
Profanity0.20916378
Threat0.06863153
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.219 Identity Attack Identity_Assertion
Jan 27, 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.