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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 1005 of 1230
I think it is important to give some scrutiny and take a thorough look at things. Some give free food but it does not mean they are contributing net to our society. In the past …
I think it is important to give some scrutiny and take a thorough look at things. Some give free food but it does not mean they are contributing net to our society. In the past many local Canadians volunteered extensively in our community. That has gone away in present day. Dont let someone giving a free lunch fool you into thinking they do nothing wrong
Inside Canada's Indian Metropolis (Brampton) · 136: Cluster #135
Close reading → Video sentiment →
Identity Attack0.0046987277
Insult0.018774498
Profanity0.015830519
Threat0.006925808
Severe Toxicity0.0008773804
Low Tox 0.035220183 Constructive 0.791
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their …
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their small towns and hold on to small dreams… Here in Vancouver, the new immigrants wish to stay in and invest in large urban areas. They have extended family support to buy the real estate. Small-town Canadians don’t have a chance in this competition.
How Canada broke its immigration system · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.017465452
Insult0.01632893
Profanity0.009365883
Threat0.0058804373
Severe Toxicity0.00086307526
Low Tox 0.035220183 Constructive 0.605 Economic_Argument
Jun 20, 2025 24 likes How Canada broke its immigration …
Soon to be Auckland NZ 😢
Soon to be Auckland NZ 😢
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.01087737
Insult0.011768902
Profanity0.017777596
Threat0.0100069
Severe Toxicity0.002670288
Low Tox 0.035220183 Moderate Con 0.397 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
If they come to work why they need socials assistance ? If they really want to live in the west why they need integration programes ?
If they come to work why they need socials assistance ? If they really want to live in the west why they need integration programes ?
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.01766643
Insult0.011844902
Profanity0.013336895
Threat0.006420923
Severe Toxicity0.0011777878
Low Tox 0.035220183 Low Con 0.245
Aug 6, 2019 1 likes How much do refugees and …
My s22ultra came from Canada. Im in alabama. Ordered it off amazon sent me the wrong country. Everything has worked by why do yall not have wifi calling or 5g?
My s22ultra came from Canada. Im in alabama. Ordered it off amazon sent me the wrong country. Everything has worked by why do yall not have wifi calling or 5g?
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.01274247
Insult0.013972916
Profanity0.013712646
Threat0.006356194
Severe Toxicity0.0012874603
Low Tox 0.035220183 Constructive 0.581 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Carney doesn't care Gary Anandasangaree is still a minister, explain that one.
Carney doesn't care Gary Anandasangaree is still a minister, explain that one.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.0023401144
Insult0.019225692
Profanity0.012961143
Threat0.0066280556
Severe Toxicity0.0008535385
Low Tox 0.035220183 Low Con 0.225 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
he is saying if someone in AI wants to come, would be discouraged to come here, however most of the people coming here seems to be minimum wage workers
he is saying if someone in AI wants to come, would be discouraged to come here, however most of the people coming here seems to be minimum wage workers
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.010729378
Insult0.015036922
Profanity0.012995303
Threat0.0065697995
Severe Toxicity0.0010824203
Low Tox 0.035220183 Moderate Con 0.416
Nov 22, 2025 2 likes Quebec Ends Economic Immigration Program …
Has anyone here googled the annual revenue IRCC generates? Govt won’t shut down immigration 😅
Has anyone here googled the annual revenue IRCC generates? Govt won’t shut down immigration 😅
IRCC Names India in Study Permit Fraud | … · 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.014350293
Insult0.012414906
Profanity0.011236101
Threat0.0064532873
Severe Toxicity0.0011110306
Low Tox 0.035220183 Low Con 0.231
Oct 1, 2025 IRCC Names India in Study …
As a canadian, I was waiting for this video to come
As a canadian, I was waiting for this video to come
Inside Canada's Indian Invasion... · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.014852738
Insult0.011274899
Profanity0.020988565
Threat0.009359611
Severe Toxicity0.0025939941
Low Tox 0.035220183 Moderate Con 0.408 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Good news. They're there for Citizenship only
Good news. They're there for Citizenship only
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.009767435
Insult0.014086916
Profanity0.011577694
Threat0.0069646453
Severe Toxicity0.0012159348
Low Tox 0.035220183 Moderate Con 0.334
Dec 25, 2025 1 likes Deportations From Canada at Their …
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, …
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, no fun activities. I can’t go out, eat out, if you really think about it, it's really depressing that you're working full-time still you're not able to live your life. Canada is going down and will lose good people because of affordability issues.
Why Canadians Are Turning Against Immigrants. · 85: Cluster #84
Close reading → Video sentiment →
Identity Attack0.010803374
Insult0.015188923
Profanity0.010945748
Threat0.0064015044
Severe Toxicity0.0010442734
Low Tox 0.035220183 Constructive 0.633
Aug 29, 2025 6 likes Why Canadians Are Turning Against …
By voting liberal over and over
By voting liberal over and over
How Canada broke its immigration system · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.011839314
Insult0.015036922
Profanity0.014088398
Threat0.0072882893
Severe Toxicity0.0014305115
Low Tox 0.035220183 Low Con 0.268 Policy_Critique
Jun 19, 2025 3 likes How Canada broke its immigration …
Jeets 🤢
Jeets 🤢
Inside Canada's Indian Invasion... · 90: Cluster #89
Close reading → Video sentiment →
Identity Attack0.0019238886
Insult0.022190686
Profanity0.064458095
Threat0.0058577824
Severe Toxicity0.004501343
Low Tox 0.035220183 Low Con 0.246
Jan 27, 2026 Inside Canada's Indian Invasion...
holy early
holy early
Inside Canada's Indian Invasion... · 353: Cluster #352
Close reading → Video sentiment →
Identity Attack0.004587734
Insult0.012756908
Profanity0.024541125
Threat0.008492245
Severe Toxicity0.0020313263
Low Tox 0.035220183 Moderate Con 0.437
Jan 27, 2026 Inside Canada's Indian Invasion...
Yes, the numbers suggest we had a lot of indian students here 2023-2024. Those numbers have declined massively in 2025-26. Things don't change overnight, but things are getting fixed slowly.
Yes, the numbers suggest we had a lot of indian students here 2023-2024. Those numbers have declined massively in 2025-26. Things don't change overnight, but things are getting fixed slowly.
Inside Canada's Indian Invasion... · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.028418748
Insult0.012186904
Profanity0.014054239
Threat0.007262398
Severe Toxicity0.0014019012
Low Tox 0.035220183 Constructive 0.641 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Most Canadians are not against immigration. We just took too many immigrants in there wasn’t enough places for them to live. It wasn’t fair to them or the people living here. Things had to change. …
Most Canadians are not against immigration. We just took too many immigrants in there wasn’t enough places for them to live. It wasn’t fair to them or the people living here. Things had to change. It’s not that we don’t want people coming. It’s just that we have no housing housing has to increase by millions of unitsand we were in the process of doing that right now.
Canada's tighter immigration policy divides the country • … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.02439919
Insult0.013250912
Profanity0.010057608
Threat0.0063497215
Severe Toxicity0.0011491776
Low Tox 0.035220183 Constructive 0.691 Economic_Argument
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
I have like 13 gift card from Tim Horton some have $20,$50 and honestly I don’t go
I have like 13 gift card from Tim Horton some have $20,$50 and honestly I don’t go
Inside Canada's Indian Invasion... · 75: Cluster #74
Close reading → Video sentiment →
Identity Attack0.005660672
Insult0.012072904
Profanity0.018734055
Threat0.008298059
Severe Toxicity0.001745224
Low Tox 0.035220183 Moderate Con 0.472
Jan 27, 2026 Inside Canada's Indian Invasion...
They're encouraging doctors or medical immigration because they'll face a 40% shortage by 2028. Without healthcare to sustain a healthy lifestyle society collapses.
They're encouraging doctors or medical immigration because they'll face a 40% shortage by 2028. Without healthcare to sustain a healthy lifestyle society collapses.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.01374736
Insult0.012870909
Profanity0.0103992
Threat0.006770459
Severe Toxicity0.0009727478
Low Tox 0.035220183 Moderate Con 0.332 Economic_Argument
Feb 19, 2026 Canada's tighter immigration policy divides …
Good start, must continue or we'll be the UK really quick
Good start, must continue or we'll be the UK really quick
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.010581387
Insult0.012680908
Profanity0.018324144
Threat0.010447056
Severe Toxicity0.0023078918
Low Tox 0.035220183 Low Con 0.26 Comparative_Framing
Dec 24, 2025 14 likes Deportations From Canada at Their …
UK has places like this in London, Birmingham, Leicester, Harrow, Hounslow, Brent,Slough. Come to think of it majority of the UK 🤔 🤣
UK has places like this in London, Birmingham, Leicester, Harrow, Hounslow, Brent,Slough. Come to think of it majority of the UK 🤔 🤣
Inside Canada's Indian Invasion... · 198: Cluster #197
Close reading → Discourse → Video sentiment →
Identity Attack0.014249804
Insult0.013820915
Profanity0.018802373
Threat0.007314181
Severe Toxicity0.0017356873
Low Tox 0.035220183 Moderate Con 0.499 Comparative_Framing
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
We should quadruple that number !!!!!
We should quadruple that number !!!!!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.005956655
Insult0.010552894
Profanity0.017162729
Threat0.010550622
Severe Toxicity0.002708435
Low Tox 0.035220183 Moderate Con 0.316 Solidarity
Jan 1, 2026 Deportations From Canada at Their …
Ottawa doesn’t work anymore point final!
Ottawa doesn’t work anymore point final!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 39: Cluster #38
Close reading → Discourse → Video sentiment →
Identity Attack0.0069185994
Insult0.019225692
Profanity0.010296722
Threat0.006330303
Severe Toxicity0.0010824203
Low Tox 0.035220183 Low Con 0.223 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Universal health care only works when the system is closed and everyone contributes to fund the health care. Thanks JT (/ends sarcasm)
Universal health care only works when the system is closed and everyone contributes to fund the health care. Thanks JT (/ends sarcasm)
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00310782
Insult0.017088935
Profanity0.012414595
Threat0.0063108844
Severe Toxicity0.0008535385
Low Tox 0.034984488 Moderate Con 0.358 Policy_Critique
Feb 25, 2026 'We do know that there's …
Wait what happened at the end? Why did you go so fast through what happened at the end.
Wait what happened at the end? Why did you go so fast through what happened at the end.
Inside Canada's Indian Invasion... · 309: Cluster #308
Close reading → Video sentiment →
Identity Attack0.0018221445
Insult0.013364912
Profanity0.013883443
Threat0.0079873605
Severe Toxicity0.0011920929
Low Tox 0.034984488 Moderate Con 0.301
Jan 27, 2026 Inside Canada's Indian Invasion...
12:55 ❤ 14:50 ❤ Hindu Sikh
12:55 ❤ 14:50 ❤ Hindu Sikh
Inside Canada's Indian Metropolis (Brampton) · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.027011903
Insult0.019483518
Profanity0.028913507
Threat0.012492486
Severe Toxicity0.0062942505
Low Tox 0.034984488 Low Con 0.278 Meta_Commentary
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
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.