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What Goes in Common EDC Packs?

Trajectory · 16 messages, 9 tool calls · report · all reports

user

produce a ven diagram or similar of common EDC packs and the items in them

assistant

tool call · select

SELECT
  url,
  title,
  SEM_EXTRACT_ALL(
    content,
    'a recommended everyday-carry item explicitly included in an EDC bag, kit, pack, or checklist',
    item := 'generic item name',
    category := 'item category or function',
    context := 'type of EDC loadout or intended user, if stated',
    evidence := 'per_field'
  ) AS items
FROM WEB_SEARCH(
  'everyday carry EDC bag essentials checklist',
  'minimalist pocket EDC essentials list',
  'urban commuter EDC backpack loadout essentials',
  'office work EDC bag packing list',
  'travel EDC backpack essentials everyday carry',
  'outdoor EDC pack essentials checklist',
  'emergency EDC bag essentials list',
  'site:everydaycarry.com EDC bag essentials',
  'site:carryology.com EDC essentials loadout',
  'site:rei.com everyday carry essentials'
)
WHERE SEM_MATCH(content, 'contains an explicit list or description of multiple items carried as an everyday-carry loadout')

{
 "show_preview": false
}

tool result (5199 chars)

result_set_id: r3429799e983
total_rows: 975
columns[3]: items,title,url
preview:
  sample_rows[3]:
    - url: "https://edcdeals.com/commuter-morning-kit-checklist"
      title: Build a Fail-Safe Morning Commute Kit and Checklist
      items[4]:
        - item: keys
          category: null
          context: null
          item_evidence[2]: # How to Speed Up Mornings With a Commuter Kit,"- **Access and navigation:** keys, transit pass, phone, wallet, work badge, and a charging method that fits the route."
          category_evidence: null
          context_evidence: null
        - item: transit pass
          category: null
          context: null
          item_evidence[2]: # How to Speed Up Mornings With a Commuter Kit,"- **Access and navigation:** keys, transit pass, phone, wallet, work badge, and a charging method that fits the route."
          category_evidence: null
          context_evidence: null
        - item: phone
          category: null
          context: null
          item_evidence[2]: # How to Speed Up Mornings With a Commuter Kit,"- **Access and navigation:** keys, transit pass, phone, wallet, work badge, and a charging method that fits the route."
          category_evidence: null
          context_evidence: null
        - ... +13 more items
    - url: "https://carryology.com/utility/12-great-morale-patches-for-everyday-carry-edc"
      title: 13 Great Morale Patches for Everyday Carry (EDC)
      items[4]:
        - item: Bird Ov Prey Scorched Earth Patch
          category: null
          context: null
          item_evidence[3]: # 13 Great Morale Patches for Everyday Carry (EDC),"So if you’re looking for something new to add to your growing collection or you’re looking for a little inspiration, these 12 morale patches are a great choice for giving your everyday carry that added pop of personality.","### **[Bird Ov Prey Scorched Earth Patch (US$6)](https://shop.birdovprey.com/product/scorched-earth-patch)**"
          category_evidence: null
          context_evidence: null
        - item: Seventh.Ink Green Candy Apple Embroidered Patch
          category: null
          context: null
          item_evidence[3]: # 13 Great Morale Patches for Everyday Carry (EDC),"So if you’re looking for something new to add to your growing collection or you’re looking for a little inspiration, these 12 morale patches are a great choice for giving your everyday carry that added pop of personality.","### **[Seventh.Ink Green Candy Apple Embroidered Patch (US$10)](https://seventhink.com/green-candy-apple-embroidered-patch/)**"
          category_evidence: null
          context_evidence: null
        - item: Seventh.Ink Xanion (Sorcerer) Doom Skull Patch
          category: null
          context: null
          item_evidence[3]: # 13 Great Morale Patches for Everyday Carry (EDC),"So if you’re looking for something new to add to your growing collection or you’re looking for a little inspiration, these 12 morale patches are a great choice for giving your everyday carry that added pop of personality.","### **[Seventh.Ink Xanion (Sorcerer) Doom Skull Patch (US$10)](https://seventhink.com/xanion-sorcerer-doom-skull-patch/)**"
          category_evidence: null
          context_evidence: null
        - ... +10 more items
    - url: "https://blog.aatfsurvivalguide.com/get-home-bag"
      title: The Essential Get Home Bag Guide for Modern Emergencies
      items[4]:
        - item: phone
          category: null
          context: null
          item_evidence[3]: Everyday Carry (EDC),Preparedness Bags At a Glance,"- **Everyday Carry (EDC):** This is the stuff you have on you all the time. Think phone, wallet, keys, and maybe a small pocket knife or flashlight."
          category_evidence: null
          context_evidence: null
        - item: wallet
          category: null
          context: null
          item_evidence[3]: Everyday Carry (EDC),Preparedness Bags At a Glance,"- **Everyday Carry (EDC):** This is the stuff you have on you all the time. Think phone, wallet, keys, and maybe a small pocket knife or flashlight."
          category_evidence: null
          context_evidence: null
        - item: keys
          category: null
          context: null
          item_evidence[3]: Everyday Carry (EDC),Preparedness Bags At a Glance,"- **Everyday Carry (EDC):** This is the stuff you have on you all the time. Think phone, wallet, keys, and maybe a small pocket knife or flashlight."
          category_evidence: null
          context_evidence: null
        - ... +2 more items
notes[4,]{text}:
  "The full table is too large to return in one response. This is a preview, not the data — do not draw conclusions from it alone. Query the result set by id: SEM_EXTRACT fields, filter with exact WHERE, aggregate, or page with LIMIT/OFFSET. Even if the preview looks irrelevant, probe the full result set before searching again."
  Merged 10 queries (1950 total) → 1549 unique results
  "Search result set: r702b8a71158 (1549 rows), reference it as FROM r702b8a71158 in follow-up queries"
  "WARNING: semantic extraction failed on 2 of 1549 rows — extracted values are null on those rows. First error: timed_out after 90.0s"

result set r3429799e983 · 975 rows

url	title	items
https://edcdeals.com/commuter-morning-kit-checklist	Build a Fail-Safe Morning Commute Kit and Checklist	[{"item": "keys", "category": null, "context": null, "item_evidence": ["# How to Speed Up Mornings With a Commuter Kit", "- Access and navigation: keys, tr…
https://vancharlioutdoor.com/blog/what-should-be-on-your-edc-checklist-30-essentials	What Should Be on Your EDC Checklist? (30+ Essentials)	[{"item": "Wallet", "category": null, "context": null, "item_evidence": ["# What Should Be on Your EDC Checklist? (30+ Essentials)", "The foundation of any ser…
https://nectrumgear.com/blogs/commuter-backpack-guides/urban-edc-packing-list-2026	Urban Packing List 2026 \| Commuter Essentials for City Living	[{"item": "laptop", "category": null, "context": null, "item_evidence": ["Urban Packing List 2026 \| Commuter Essentials for City Living", "A practical urban co…
https://www.reddit.com/r/ManyBaggers/comments/1evydls/what_do_you_carry_in_your_main_edc_bag/	What do you carry in your main EDC bag?	[{"item": "Keys", "category": "Keys", "context": null, "item_evidence": ["External Quick access pockets contain:", "Keys, wallet, sunglasses case, small to…
https://battlbox.com/blogs/outdoors/what-to-carry-in-an-edc-backpack-the-ultimate-guide-for-everyday-preparedness	What to Carry in Your EDC Backpack for Daily Readiness	[{"item": "portable power bank", "category": null, "context": null, "item_evidence": ["What to Carry in Your EDC Backpack for Daily Readiness", "Quick Answer: …

Download all 975 rows · 8315 KB

assistant

tool call · select

SELECT
  'Minimal / pocket EDC' AS pack,
  url,
  title,
  UNNEST(
    SEM_EXTRACT_ALL(
      content,
      'a generic physical item explicitly included in the author’s minimalist or pocket everyday-carry loadout; exclude product alternatives, advertisements, and decorative patches',
      item := 'generic singular item name, normalize product models to item type',
      evidence := 'per_field'
    ),
    recursive := true
  )
FROM WEB_SEARCH(
  'minimalist pocket EDC essentials actual loadout',
  'basic everyday carry pocket checklist wallet keys phone',
  'lightweight EDC pocket dump essential items',
  'minimal EDC kit what do you carry',
  'site:everydaycarry.com minimalist EDC pocket loadout',
  'site:reddit.com/r/EDC minimalist essential carry items'
)
WHERE SEM_MATCH(content, 'describes a real or recommended minimalist everyday-carry loadout and lists at least three physical items')

{
 "show_preview": false
}

tool call · select

SELECT
  'Urban commuter / work EDC' AS pack,
  url,
  title,
  UNNEST(
    SEM_EXTRACT_ALL(
      content,
      'a generic physical item explicitly packed in the author’s urban commuter, office, school, or tech everyday-carry bag; exclude product alternatives and advertisements',
      item := 'generic singular item name, normalize product models to item type',
      evidence := 'per_field'
    ),
    recursive := true
  )
FROM WEB_SEARCH(
  'urban commuter EDC backpack actual loadout items',
  'office work everyday carry bag essentials checklist',
  'tech EDC backpack loadout laptop charger headphones',
  'daily commute bag packing list essentials',
  'site:carryology.com work EDC loadout backpack',
  'site:reddit.com/r/EDC commuter work bag loadout'
)
WHERE SEM_MATCH(content, 'describes a real or recommended work, school, tech, or commuter everyday-carry bag and lists at least three physical items')

{
 "show_preview": false
}

tool call · select

SELECT
  'Prepared / outdoor EDC' AS pack,
  url,
  title,
  UNNEST(
    SEM_EXTRACT_ALL(
      content,
      'a generic physical item explicitly included in an outdoor, emergency-ready, survival-oriented, or prepared everyday-carry pack; exclude large bug-out-bag-only gear and product advertisements',
      item := 'generic singular item name, normalize product models to item type',
      evidence := 'per_field'
    ),
    recursive := true
  )
FROM WEB_SEARCH(
  'prepared EDC backpack essentials emergency everyday carry',
  'outdoor EDC pack checklist everyday carry items',
  'survival EDC kit essentials actual loadout',
  'hiking everyday carry pack first aid flashlight multitool',
  'site:everydaycarry.com outdoor survival EDC loadout',
  'site:reddit.com/r/EDC outdoor emergency carry kit'
)
WHERE SEM_MATCH(content, 'describes a real or recommended outdoor or emergency-prepared everyday-carry loadout and lists at least three physical items')

{
 "show_preview": false
}

tool result (1942 chars)

result_set_id: r372d68b9b81
total_rows: 4670
columns[5]: item,item_evidence,pack,title,url
preview:
  sample_rows[3]:
    - pack: Minimal / pocket EDC
      url: "https://on3ready.substack.com/p/edc-transformationwhat-i-used-to"
      title: EDC Transformation❗️What I Used to Carry vs What I Carry Now ‼️
      item: knife
      item_evidence[2]: "MY EVERYDAY CARRY:",• On Three EDC Fixed Blade by Bear Forest Knives — A compact fixed blade designed around the way I actually use an EDC knife.
    - pack: Minimal / pocket EDC
      url: "https://grepmed.com/Edc_list_pdf"
      title: Edc list pdf @Edc_list_pdf | GrepMed
      item: multi-tool
      item_evidence[2]: "Everyday Carry EDC Items Checklist Wallet Cell Phone Pocket Folding Knife Handgun and Spare Mag Superglue Pepper Spray (Mechanical) Watch Button Compass Hat A Pen... [truncated in preview]",Everyday Carry Printable PDF Checklist.
    - pack: Minimal / pocket EDC
      url: "https://primerpeak.com/altoids-edc-kit-what-to-carry-and-why-2024?nonamp=1"
      title: "Altoids EDC Kit | What to Carry and Why [2024]"
      item: card
      item_evidence[3]: "# Altoids EDC Kit | What to Carry and Why [2024]",### Spare Cash/Pre-Paid Card,Keeping a few bills and a prepaid card separate from your main wallet could be a saving grace.
notes[4,]{text}:
  "The full table is too large to return in one response. This is a preview, not the data — do not draw conclusions from it alone. Query the result set by id: SEM_EXTRACT fields, filter with exact WHERE, aggregate, or page with LIMIT/OFFSET. Even if the preview looks irrelevant, probe the full result set before searching again."
  Merged 6 queries (1171 total) → 1026 unique results
  "Search result set: r764378a8b8b (1026 rows), reference it as FROM r764378a8b8b in follow-up queries"
  "WARNING: semantic extraction failed on 2 of 1026 rows — extracted values are null on those rows. First error: timed_out after 90.0s"

result set r372d68b9b81 · 4670 rows

pack	url	title	item	item_evidence
Minimal / pocket EDC	https://on3ready.substack.com/p/edc-transformationwhat-i-used-to	EDC Transformation❗️What I Used to Carry vs What I Carry Now ‼️	knife	["MY EVERYDAY CARRY:", "• On Three EDC Fixed Blade by Bear Forest Knives — A compact fixed blade designed around the way I actually use an EDC knife."]
Minimal / pocket EDC	https://on3ready.substack.com/p/edc-transformationwhat-i-used-to	EDC Transformation❗️What I Used to Carry vs What I Carry Now ‼️	lighter	["MY EVERYDAY CARRY:", "• Bic Lighter + Inner Tube — One of the simplest and most reliable fire-starting systems I’ve found."]
Minimal / pocket EDC	https://on3ready.substack.com/p/edc-transformationwhat-i-used-to	EDC Transformation❗️What I Used to Carry vs What I Carry Now ‼️	inner tube	["MY EVERYDAY CARRY:", "• Bic Lighter + Inner Tube — One of the simplest and most reliable fire-starting systems I’ve found."]
Minimal / pocket EDC	https://on3ready.substack.com/p/edc-transformationwhat-i-used-to	EDC Transformation❗️What I Used to Carry vs What I Carry Now ‼️	flashlight	["MY EVERYDAY CARRY:", "• Nitecore AA Flashlight — Simple, dependable illumination using an easy-to-find battery."]
Minimal / pocket EDC	https://on3ready.substack.com/p/edc-transformationwhat-i-used-to	EDC Transformation❗️What I Used to Carry vs What I Carry Now ‼️	wallet	["MY EVERYDAY CARRY:", "• Homemade Minimalist Wallet — Lightweight, functional, inexpensive, and built around exactly what I need."]

Download all 4670 rows · 2079 KB

tool result (1922 chars)

result_set_id: rd0d406de03b
total_rows: 4307
columns[5]: item,item_evidence,pack,title,url
preview:
  sample_rows[3]:
    - pack: Urban commuter / work EDC
      url: "https://ofzenandcomputing.com/best-commuter-backpacks"
      title: 10 Best Commuter Backpacks (August 2026) Verified reviews
      item: laptop
      item_evidence[2]: # 10 Best Commuter Backpacks (August 2026) Verified reviews,"Our team ran each backpack through real-world scenarios: 8-block walks, packed subway cars, sudden rainstorms, TSA checkpoints, and full work days carrying a 16-inch laptop... [truncated in preview]"
    - pack: Urban commuter / work EDC
      url: "https://reddit.com/r/EDC/comments/9xskii/whats_in_the_backpack_of_a_senior_mechanical"
      title: Whats in the backpack of a Senior Mechanical Engineering student?
      item: thumbdrive
      item_evidence[2]: "From Top to bottem, left to right.",* 64 GB Thumbdrive
    - pack: Urban commuter / work EDC
      url: "https://mediahacker.org/15519/everyday-bag-essentials-women-2026"
      title: 12 Essential Items Every Woman Should Have in Her Daily Bag in 2026
      item: instant stain remover
      item_evidence[4]: "The best everyday bag essentials for women in 2026 are:",12. **Tide To Go Instant Stain Remover** — best for coffee and lunch disasters,"| Tide To Go Pen | Stain emergencies | $6 (3-pack) | Works on coffee, ketchup, and wine |",... +2 more items
notes[3,]{text}:
  "The full table is too large to return in one response. This is a preview, not the data — do not draw conclusions from it alone. Query the result set by id: SEM_EXTRACT fields, filter with exact WHERE, aggregate, or page with LIMIT/OFFSET. Even if the preview looks irrelevant, probe the full result set before searching again."
  Merged 6 queries (1071 total) → 980 unique results
  "Search result set: r760de494af2 (980 rows), reference it as FROM r760de494af2 in follow-up queries"

result set rd0d406de03b · 4307 rows

pack	url	title	item	item_evidence
Urban commuter / work EDC	https://ofzenandcomputing.com/best-commuter-backpacks	10 Best Commuter Backpacks (August 2026) Verified reviews	laptop	["# 10 Best Commuter Backpacks (August 2026) Verified reviews", "Our team ran each backpack through real-world scenarios: 8-block walks, packed subway cars, su…
Urban commuter / work EDC	https://ofzenandcomputing.com/best-commuter-backpacks	10 Best Commuter Backpacks (August 2026) Verified reviews	lunch	["# 10 Best Commuter Backpacks (August 2026) Verified reviews", "Our team ran each backpack through real-world scenarios: 8-block walks, packed subway cars, su…
Urban commuter / work EDC	https://ofzenandcomputing.com/best-commuter-backpacks	10 Best Commuter Backpacks (August 2026) Verified reviews	gym clothes	["# 10 Best Commuter Backpacks (August 2026) Verified reviews", "Our team ran each backpack through real-world scenarios: 8-block walks, packed subway cars, su…
Urban commuter / work EDC	https://ofzenandcomputing.com/best-commuter-backpacks	10 Best Commuter Backpacks (August 2026) Verified reviews	daily essential	["# 10 Best Commuter Backpacks (August 2026) Verified reviews", "Our team ran each backpack through real-world scenarios: 8-block walks, packed subway cars, su…
Urban commuter / work EDC	https://fieldandash.com/blogs/journal/office-edc-professional-everyday-carry	Office EDC: What Professional Commuters Actually Carry Every Day	laptop	["Office EDC: What Professional Commuters Actually Carry Every Day", "## TLDR", "For most urban professionals, this means three pockets, one bag, and a fixed k…

Download all 4307 rows · 2014 KB

tool result (1997 chars)

result_set_id: r4c151344226
total_rows: 12339
columns[5]: item,item_evidence,pack,title,url
preview:
  sample_rows[3]:
    - pack: Prepared / outdoor EDC
      url: "https://thesurvivaluniversity.com/everyday-carry-guide"
      title: Everyday Carry Guide | Practical EDC Setup for Real Life
      item: fire kit
      item_evidence[4]: A Practical Guide to Real World EDC Setup and Gear,The 2 lb Waist Pack That Actually Makes Sense,"Inside that small pack are only the essentials:",... +1 more items
    - pack: Prepared / outdoor EDC
      url: "https://thegearbunker.com/wilderness-survival-edc-kit"
      title: "Wilderness Survival EDC: The Ultimate Minimalist Kit for Outdoor Adventures | The Gear Bunker"
      item: battery
      item_evidence[2]: Batteries & Extra Power,"- A small set of backup batteries for critical devices."
    - pack: Prepared / outdoor EDC
      url: "https://outsideonline.com/outdoor-gear/hiking-gear/whats-our-staffs-daypacks"
      title: The Gear We Carry in Our Daypacks
      item: visor
      item_evidence[4]: # The Gear We Carry in Our Daypacks,"From insulated water bottles to portable toilet-paper rolls, here's what our staff never leaves home without",## Patagonia Duckbill Visor ($15),... +1 more items
notes[4,]{text}:
  "The full table is too large to return in one response. This is a preview, not the data — do not draw conclusions from it alone. Query the result set by id: SEM_EXTRACT fields, filter with exact WHERE, aggregate, or page with LIMIT/OFFSET. Even if the preview looks irrelevant, probe the full result set before searching again."
  Merged 6 queries (1110 total) → 968 unique results
  "Search result set: r0c0a7ffe810 (968 rows), reference it as FROM r0c0a7ffe810 in follow-up queries"
  "WARNING: semantic extraction failed on 1 of 968 rows — extracted values are null on those rows. First error: ValueError: LLM JSON object parse failed after 4 attempts. Last error: Invalid control character at: line 7 column 77 (char 211)"

result set r4c151344226 · 12339 rows

pack	url	title	item	item_evidence
Prepared / outdoor EDC	https://thesurvivaluniversity.com/everyday-carry-guide	Everyday Carry Guide \| Practical EDC Setup for Real Life	fire kit	["A Practical Guide to Real World EDC Setup and Gear", "The 2 lb Waist Pack That Actually Makes Sense", "Inside that small pack are only the essentials:", "- F…
Prepared / outdoor EDC	https://thesurvivaluniversity.com/everyday-carry-guide	Everyday Carry Guide \| Practical EDC Setup for Real Life	tarp	["A Practical Guide to Real World EDC Setup and Gear", "The 2 lb Waist Pack That Actually Makes Sense", "Inside that small pack are only the essentials:", "- C…
Prepared / outdoor EDC	https://thesurvivaluniversity.com/everyday-carry-guide	Everyday Carry Guide \| Practical EDC Setup for Real Life	cordage	["A Practical Guide to Real World EDC Setup and Gear", "The 2 lb Waist Pack That Actually Makes Sense", "Inside that small pack are only the essentials:", "- 5…
Prepared / outdoor EDC	https://thesurvivaluniversity.com/everyday-carry-guide	Everyday Carry Guide \| Practical EDC Setup for Real Life	water purification tab	["A Practical Guide to Real World EDC Setup and Gear", "The 2 lb Waist Pack That Actually Makes Sense", "Inside that small pack are only the essentials:", "- W…
Prepared / outdoor EDC	https://thesurvivaluniversity.com/everyday-carry-guide	Everyday Carry Guide \| Practical EDC Setup for Real Life	headlamp	["A Practical Guide to Real World EDC Setup and Gear", "The 2 lb Waist Pack That Actually Makes Sense", "Inside that small pack are only the essentials:", "- H…

Download all 12339 rows · 5775 KB

assistant

tool call · select

SELECT
  SEM_NORM(item, 'canonical generic EDC item type: merge singular/plural, brand/model names into their generic item, and close synonyms such as smartphone/phone, billfold/wallet, torch/flashlight, pocket knife/folding knife; keep functionally different items separate') AS item,
  COUNT(DISTINCT CASE WHEN pack = 'Minimal / pocket EDC' THEN url END) AS pocket_sources,
  COUNT(DISTINCT CASE WHEN pack = 'Urban commuter / work EDC' THEN url END) AS commuter_sources,
  COUNT(DISTINCT CASE WHEN pack = 'Prepared / outdoor EDC' THEN url END) AS prepared_sources,
  COUNT(DISTINCT pack) AS pack_types,
  COUNT(DISTINCT url) AS total_sources,
  MIN(url) AS source_url
FROM (
  SELECT
    item,
    pack,
    url
  FROM r372d68b9b81
  WHERE item IS NOT NULL

  UNION ALL

  SELECT
    item,
    pack,
    url
  FROM rd0d406de03b
  WHERE item IS NOT NULL

  UNION ALL

  SELECT
    item,
    pack,
    url
  FROM r4c151344226
  WHERE item IS NOT NULL
)
WHERE SEM_MATCH(item, 'is a portable, concrete EDC object or supply a person could actually carry; not a bag category, abstract concept, activity, body part, decorative patch, weapon ammunition, or vague word without a clear item')
GROUP BY SEM_NORM(item, 'canonical generic EDC item type: merge singular/plural, brand/model names into their generic item, and close synonyms such as smartphone/phone, billfold/wallet, torch/flashlight, pocket knife/folding knife; keep functionally different items separate')
ORDER BY
  pack_types DESC,
  total_sources DESC
LIMIT 100

{
 "show_preview": false
}

tool result (9723 chars)

result_set_id: r46cf05fe6a7
total_rows: 100
columns[7]: commuter_sources,item,pack_types,pocket_sources,prepared_sources,source_url,total_sources
rows[100,]{item,pocket_sources,commuter_sources,prepared_sources,pack_types,total_sources,source_url}:
  Wallet,143,0,0,1,143,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  flashlight,121,0,0,1,121,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Phone,101,0,0,1,101,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Pen,91,0,0,1,91,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  key,89,0,0,1,89,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Knife,81,0,0,1,81,"https://allfirefighter.com/videos/gear/essential-firefighter-edc-gear-a-comprehensive-pocket-dump-review"
  Multi-Tool,69,0,0,1,69,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  folding knife,49,0,0,1,49,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  watch,48,0,0,1,48,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Lighter,39,0,0,1,39,"https://anthonyawaken.com/everyday-carry-essentials-list/"
  notebook,35,0,0,1,35,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  earbuds,30,0,0,1,30,"http://youtu.be/AwWUd6pEJvw?is=hEEg6GKLPc2ZsW3X"
  power bank,24,0,0,1,24,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  sunglasses,21,0,0,1,21,"https://blog.ctms.me/posts/2025-09-14-updated-edc-pocket-dump"
  cash,21,0,0,1,21,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  first aid kit,15,0,0,1,15,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  pry bar,13,0,0,1,13,"https://community.naimaudio.com/t/edc-pocket-dump/37013"
  water bottle,12,0,0,1,12,"https://bushcraftusa.com/threads/edc-pocket-dump-join-in.156331/page-37"
  bandana,12,0,0,1,12,"https://anthonyawaken.com/everyday-carry-essentials-list/"
  lip balm,12,0,0,1,12,"http://youtu.be/AwWUd6pEJvw?is=hEEg6GKLPc2ZsW3X"
  charger,12,0,0,1,12,"https://carryology.com/travel/dopp-kit-dump"
  holster,10,0,0,1,10,"https://betterprotectors.com/edc-pocket-dump-part-2"
  emergency contact card,10,0,0,1,10,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  key organizer,9,0,0,1,9,"https://everydaycarry.com/posts-26882-10-red-edc-essentials"
  tourniquet,9,0,0,1,9,"https://ammoland.com/2025/04/edc-pocket-dump-glock-17-and-spyderco-delica-4"
  handgun,9,0,0,1,9,"https://americanshootingjournal.com/practical-edc"
  carabiner,8,0,0,1,8,"https://gadgetconnections.com/blogs/guides/build-the-ultimate-edc-kit-in-three-layers"
  scissors,8,0,0,1,8,"http://dlvr.it/TSZFCn"
  belt,8,0,0,1,8,"https://bluealphabelts.com/how-to-build-a-minimalist-edc-setup"
  keychain,8,0,0,1,8,"https://budgetlightforum.com/t/pocket-dump-whats-everyone-carry-wear-on-a-daily-basis/49937"
  tissue,7,0,0,1,7,"https://budgetlightforum.com/t/pocket-dump-whats-everyone-carry-wear-on-a-daily-basis/49937"
  marker,7,0,0,1,7,"https://carryology.com/travel/dopp-kit-dump"
  comb,7,0,0,1,7,"http://youtu.be/AwWUd6pEJvw?is=hEEg6GKLPc2ZsW3X"
  charging cable,7,0,0,1,7,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  camera,6,0,0,1,6,"https://esquire.com/style/a65487069/best-edc-essentials"
  phone case,6,0,0,1,6,"https://canadianpreparedness.com/blogs/news/ultimate-edc-items-guide"
  headphones,6,0,0,1,6,"https://blog.ctms.me/posts/2024-10-15-edc-part-1-pocket-dump"
  pant,6,0,0,1,6,"http://youtu.be/AwWUd6pEJvw?is=hEEg6GKLPc2ZsW3X"
  firearm,6,0,0,1,6,"https://ammoland.com/2025/04/edc-pocket-dump-glock-17-and-spyderco-delica-4"
  toothbrush,6,0,0,1,6,"http://youtu.be/AwWUd6pEJvw?is=hEEg6GKLPc2ZsW3X"
  card,6,0,0,1,6,"https://bushcraftusa.com/threads/edc-pocket-dump-join-in.156331/page-37"
  card holder,6,0,0,1,6,"https://anarchylabel.com/diy-edc-organization-budget"
  cable,6,0,0,1,6,"https://edcdeals.com/everyday-carry-tech-accessories-checklist"
  screwdriver,6,0,0,1,6,"https://everydaycarry.com/staff-picks-the-edc-gear-we-want"
  handkerchief,6,0,0,1,6,"https://effortlessgent.com/urban-edc-list"
  paracord,5,0,0,1,5,"https://bushcraftusa.com/threads/edc-pocket-dump-join-in.156331/page-37"
  government identification,5,0,0,1,5,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  medication,5,0,0,1,5,"https://carryology.com/travel/dopp-kit-dump"
  pliers,5,0,0,1,5,"https://community.naimaudio.com/t/edc-pocket-dump/37013"
  ferro rod,5,0,0,1,5,"https://anthonyawaken.com/everyday-carry-essentials-list/"
  hatchet,5,0,0,1,5,"http://dlvr.it/TSZFCn"
  Light,5,0,0,1,5,"https://global.battlbox.com/es/blogs/noticias-1/everyday-carry-edc-essentials-what-to-keep-in-your-pockets-2026-edition"
  bandage,5,0,0,1,5,"https://carryology.com/travel/dopp-kit-dump"
  ring,5,0,0,1,5,"https://esquire.com/style/a65487069/best-edc-essentials"
  pencil,4,0,0,1,4,"https://global.battlbox.com/es/blogs/noticias-1/everyday-carry-edc-essentials-what-to-keep-in-your-pockets-2026-edition"
  toothpaste,4,0,0,1,4,"http://youtu.be/AwWUd6pEJvw?is=hEEg6GKLPc2ZsW3X"
  koozie,4,0,0,1,4,"https://carryology.com/reviews-2/road-test/edc-keys-pocket-dumpkey-carryroad-tests-1-of-3"
  coin,4,0,0,1,4,"https://carryology.com/travel/dopp-kit-dump"
  energy bar,4,0,0,1,4,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  compact flashlight,4,0,0,1,4,"https://popularedc.com/edc-starter-kit-what-to-carry"
  necklace,4,0,0,1,4,"https://bushcraftusa.com/threads/edc-pocket-dump-join-in.156331/page-37"
  glasses case,4,0,0,1,4,"https://carryology.com/travel/dopp-kit-dump"
  whistle,4,0,0,1,4,"https://nectrumgear.com/blogs/commuter-backpack-guides/urban-edc-packing-list-2026"
  paper,4,0,0,1,4,"https://mirasafety.com/blogs/news/the-best-edc-checklist"
  hand sanitizer,4,0,0,1,4,"https://nectrumgear.com/blogs/commuter-backpack-guides/urban-edc-packing-list-2026"
  sleep mask,4,0,0,1,4,"http://youtu.be/AwWUd6pEJvw?is=hEEg6GKLPc2ZsW3X"
  nitrile glove,4,0,0,1,4,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  band-aid,4,0,0,1,4,"https://everydaycarry.com/the-best-community-edc-gear-pocket-dump-from-everydaychuckcarry"
  earplugs,4,0,0,1,4,"https://carryology.com/travel/dopp-kit-dump"
  notepad,4,0,0,1,4,"https://popularedc.com/edc-pocket-module-system"
  Swiss Army knife,4,0,0,1,4,"https://morethanjustsurviving.com/september-2013-edc-pocket-dump"
  laptop,4,0,0,1,4,"https://fieldandash.com/blogs/journal/office-edc-professional-everyday-carry"
  book,4,0,0,1,4,"https://esquire.com/style/a65487069/best-edc-essentials"
  glasses,4,0,0,1,4,"https://reddit.com/r/EDC/comments/1j8vcwq/my_edc_for_99_of_days"
  pistol,4,0,0,1,4,"https://carryhard.com/top-15-goat-edc-loadouts-that-dont-suck"
  tape,4,0,0,1,4,"https://bushcraftusa.com/threads/edc-pocket-dump-join-in.156331/page-37"
  perfume,4,0,0,1,4,"http://youtu.be/AwWUd6pEJvw?is=hEEg6GKLPc2ZsW3X"
  small water bottle,3,0,0,1,3,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  folder,3,0,0,1,3,"https://artisancutlery.net/blogs/knife-knowledge/the-2026-titanium-pocket-dump-gear-you-actually-need"
  business card,3,0,0,1,3,"https://carryology.com/travel/dopp-kit-dump"
  personal alarm,3,0,0,1,3,"https://global.battlbox.com/blogs/news/everyday-carry-edc-essentials-what-to-keep-in-your-pockets-2026-edition"
  sock,3,0,0,1,3,"https://canadianpreparedness.com/blogs/news/ultimate-edc-items-guide"
  sharpener,3,0,0,1,3,"https://mightyoaksupply.com/blogs/edc-guides/edc-for-the-outdoors-2026-how-to-build-an-everyday-carry-kit-thats-ready-for-camping-hiking-the-trail"
  gun,3,0,0,1,3,"https://breachbangclear.com/minimalist-edc-bare-essentials"
  fire starter,3,0,0,1,3,"https://loadoutroom.com/the-violent-nomads-everyday-carry-the-minimalists-pocket-kit-edc"
  duct tape,3,0,0,1,3,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  watch case,3,0,0,1,3,"http://youtu.be/AwWUd6pEJvw?is=hEEg6GKLPc2ZsW3X"
  battery,3,0,0,1,3,"https://everydaycarry.com/the-best-community-edc-gear-pocket-dump-from-everydaychuckcarry"
  glove,3,0,0,1,3,"https://allfirefighter.com/videos/gear/essential-firefighter-edc-gear-a-comprehensive-pocket-dump-review"
  tactical flashlight,3,0,0,1,3,"http://dlvr.it/TSZFCn"
  money clip,3,0,0,1,3,"https://everydaycarry.com/posts-44093-the-fall-buying-guide-12-items-to-add-t"
  hat,3,0,0,1,3,"https://anthonyawaken.com/everyday-carry-essentials-list/"
  backup lighter,3,0,0,1,3,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  umbrella,3,0,0,1,3,"https://edcdeals.com/what-to-carry-for-commuting-kit"
  utility knife,3,0,0,1,3,"https://reddit.com/r/EDC/comments/1j7bbob/sunday_bag_dump"
  scarf,3,0,0,1,3,"https://eng.pressbee.net/show4843350.html"
  zip tie,3,0,0,1,3,"https://militaryoverstock.com/blogs/news/edc-essentials-for-beginners"
  shirt,3,0,0,1,3,"https://canadianpreparedness.com/blogs/news/ultimate-edc-items-guide"
  car escape tool,3,0,0,1,3,"https://loadoutroom.com/the-violent-nomads-everyday-carry-the-minimalists-pocket-kit-edc"
  adapter,3,0,0,1,3,"https://vetopropac.com/what-to-carry-in-everyday-backpack-edc-loadout"
notes[1,]{text}:
  Semantic operators ran on only the first 2000 of 21316 input rows; the rest are absent from this result. Narrow the input with exact filters or process it in batches.

result set r46cf05fe6a7 · 100 rows

item	pocket_sources	pack_types	total_sources	source_url
Wallet	143	1	143	http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html
flashlight	121	1	121	http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html
Phone	101	1	101	http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html
Pen	91	1	91	http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html
key	89	1	89	http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html

Download all 100 rows · 24 KB

assistant

tool call · select

SELECT
  pack,
  item,
  source_count,
  source_url
FROM (
  SELECT
    pack,
    LOWER(TRIM(item)) AS item,
    COUNT(DISTINCT url) AS source_count,
    MIN(url) AS source_url
  FROM r372d68b9b81
  WHERE item IS NOT NULL
  GROUP BY
    pack,
    LOWER(TRIM(item))
  ORDER BY source_count DESC
  LIMIT 60
)

UNION ALL

SELECT
  pack,
  item,
  source_count,
  source_url
FROM (
  SELECT
    pack,
    LOWER(TRIM(item)) AS item,
    COUNT(DISTINCT url) AS source_count,
    MIN(url) AS source_url
  FROM rd0d406de03b
  WHERE item IS NOT NULL
  GROUP BY
    pack,
    LOWER(TRIM(item))
  ORDER BY source_count DESC
  LIMIT 60
)

UNION ALL

SELECT
  pack,
  item,
  source_count,
  source_url
FROM (
  SELECT
    pack,
    LOWER(TRIM(item)) AS item,
    COUNT(DISTINCT url) AS source_count,
    MIN(url) AS source_url
  FROM r4c151344226
  WHERE item IS NOT NULL
  GROUP BY
    pack,
    LOWER(TRIM(item))
  ORDER BY source_count DESC
  LIMIT 60
)

{
 "show_preview": false
}

tool result (20285 chars)

result_set_id: r825a3341ca1
total_rows: 180
columns[4]: item,pack,source_count,source_url
rows[180,]{pack,item,source_count,source_url}:
  Minimal / pocket EDC,wallet,304,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,flashlight,290,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,pen,222,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,knife,207,"http://dlvr.it/TTgZV0"
  Minimal / pocket EDC,phone,155,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,key,142,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,watch,120,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,lighter,96,"http://dlvr.it/TTgZV0"
  Minimal / pocket EDC,multi-tool,95,"http://everydaycarryblog.com/10-must-have-evergreen-edc-essentials"
  Minimal / pocket EDC,multitool,94,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,notebook,81,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,pocket knife,75,"http://dlvr.it/TSZFCn"
  Minimal / pocket EDC,power bank,44,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,keys,42,"https://americanshootingjournal.com/practical-edc"
  Minimal / pocket EDC,sunglasses,38,"https://bangeofficialstore.com/blogs/lifestyle/minimalist-edc-essentials-sling-bag"
  Minimal / pocket EDC,smartphone,37,"https://arknor.com/en/blogs/news/edc-qu-est-ce-que-c-est-et-que-mettre-dedans"
  Minimal / pocket EDC,folding knife,33,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,cash,33,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,handgun,32,"https://americanshootingjournal.com/practical-edc"
  Minimal / pocket EDC,lip balm,31,"http://youtu.be/AwWUd6pEJvw?is=hEEg6GKLPc2ZsW3X"
  Minimal / pocket EDC,holster,30,"https://1911addicts.com/threads/edc-pocket-dump.43892"
  Minimal / pocket EDC,key organizer,29,"http://everydaycarryblog.com/10-must-have-evergreen-edc-essentials"
  Minimal / pocket EDC,tourniquet,27,"https://ammoland.com/2025/04/edc-pocket-dump-glock-17-and-spyderco-delica-4"
  Minimal / pocket EDC,first aid kit,27,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,pouch,26,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Minimal / pocket EDC,water bottle,26,"http://dlvr.it/TTgZV0"
  Minimal / pocket EDC,earbuds,22,"https://bangeofficialstore.com/blogs/lifestyle/minimalist-edc-essentials-sling-bag"
  Minimal / pocket EDC,charger,21,"https://app.studyraid.com/en/read/69967/3382104/streamlining-your-daily-carry-bag-contents"
  Minimal / pocket EDC,bag,21,"https://everydaycarry.com/get-ready-for-national-preparedness-month-with-5-11"
  Minimal / pocket EDC,backpack,20,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Minimal / pocket EDC,cable,20,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Minimal / pocket EDC,keychain,19,"https://abetterkit.com/beginners-guide-to-everyday-carry"
  Minimal / pocket EDC,carabiner,19,"https://edcdeal.com/posts/camping-vs-urban-edc-kits-2026"
  Minimal / pocket EDC,firearm,18,"https://1911addicts.com/threads/edc-pocket-dump.43892"
  Minimal / pocket EDC,magazine,18,"https://1911addicts.com/threads/edc-pocket-dump.43892"
  Minimal / pocket EDC,handkerchief,17,"http://michael-j-hall.com/2026/06/16/everyday-carry-essentials-lessons-from-a-fathers-pocket"
  Minimal / pocket EDC,belt,17,"https://1911addicts.com/threads/edc-pocket-dump.43892/page-6"
  Minimal / pocket EDC,charging cable,16,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,whistle,15,"https://bushcraftusa.com/threads/edc-pocket-dump-join-in.156331/page-30"
  Minimal / pocket EDC,pepper spray,15,"https://athlonoutdoors.com/article/edc-loadout"
  Minimal / pocket EDC,cell phone,14,"https://1911addicts.com/threads/edc-pocket-dump.43892/page-6"
  Minimal / pocket EDC,phone case,14,"https://canadianpreparedness.com/blogs/news/ultimate-edc-items-guide"
  Minimal / pocket EDC,comb,13,"http://youtu.be/AwWUd6pEJvw?is=hEEg6GKLPc2ZsW3X"
  Minimal / pocket EDC,marker,13,"https://carryology.com/travel/dopp-kit-dump"
  Minimal / pocket EDC,pry bar,13,"https://athlonoutdoors.com/article/edc-loadout"
  Minimal / pocket EDC,swiss army knife,13,"http://everydaycarryblog.com/my-top-20-gear-of-the-last-5-years-jon-gadget"
  Minimal / pocket EDC,light,13,"https://ammoland.com/2016/06/everyday-carry-outdoorsman"
  Minimal / pocket EDC,card,13,"https://bojidar-bg.dev/blog/2026-06-15-edc-bag"
  Minimal / pocket EDC,scissors,12,"http://dlvr.it/TSZFCn"
  Minimal / pocket EDC,emergency contact card,12,"http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html"
  Minimal / pocket EDC,paracord,12,"https://authorizedboots.com/building-the-ultimate-edc-kit"
  Minimal / pocket EDC,earbud,12,"https://bushcraftusa.com/threads/edc-pocket-dump-join-in.156331/post-7504536"
  Minimal / pocket EDC,pistol,11,"https://betterprotectors.com/edc-pocket-dump-part-1"
  Minimal / pocket EDC,notepad,11,"https://fatiguesarmynavy.com/blog/6-edc-essentials-to-store-in-your-camo-cargo-shorts-"
  Minimal / pocket EDC,fire starter,11,"https://battlbox.com/blogs/our-picks/12-bushcraft-edc-essentials-you-should-always-carry"
  Minimal / pocket EDC,camera,11,"http://everydaycarryblog.com/10-must-have-evergreen-edc-essentials"
  Minimal / pocket EDC,coin,11,"http://michael-j-hall.com/2026/06/16/everyday-carry-essentials-lessons-from-a-fathers-pocket"
  Minimal / pocket EDC,screwdriver,11,"https://everydaycarry.com/staff-picks-the-edc-gear-we-want"
  Minimal / pocket EDC,bandage,11,"https://bushcraftusa.com/threads/edc-pocket-dump-join-in.156331/post-7504536"
  Minimal / pocket EDC,ring,10,"https://bushcraftusa.com/threads/edc-pocket-dump-join-in.156331/page-34"
  Urban commuter / work EDC,laptop,156,"https://afterhoursbyvanessa.substack.com/p/the-art-of-the-work-bag"
  Urban commuter / work EDC,water bottle,118,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Urban commuter / work EDC,pen,106,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Urban commuter / work EDC,charger,103,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Urban commuter / work EDC,wallet,94,"https://carryology.com/bags/first-look-mystery-ranch-x-huckberry-2dap"
  Urban commuter / work EDC,notebook,91,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Urban commuter / work EDC,flashlight,70,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Urban commuter / work EDC,cable,57,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Urban commuter / work EDC,power bank,57,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Urban commuter / work EDC,phone,56,"https://afterhoursbyvanessa.substack.com/p/the-art-of-the-work-bag"
  Urban commuter / work EDC,tablet,53,"https://blog.majid.info/backpacks"
  Urban commuter / work EDC,headphones,51,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Urban commuter / work EDC,key,45,"https://carryology.com/bags/first-look-mystery-ranch-x-huckberry-2dap"
  Urban commuter / work EDC,snack,44,"https://blog.campusclipper.com/essentials-every-commuter-needs/"
  Urban commuter / work EDC,sunglasses,41,"https://afterhoursbyvanessa.substack.com/p/the-art-of-the-work-bag"
  Urban commuter / work EDC,lip balm,38,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Urban commuter / work EDC,umbrella,32,"https://blog.majid.info/backpacks"
  Urban commuter / work EDC,hand sanitizer,32,"https://arterragoods.com/blogs/missionlogs/what-size-backpack-do-you-need-for-a-2-3-day-work-trip"
  Urban commuter / work EDC,jacket,31,"https://arterragoods.com/blogs/missionlogs/what-size-backpack-do-you-need-for-a-2-3-day-work-trip"
  Urban commuter / work EDC,knife,29,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Urban commuter / work EDC,book,27,"https://arterragoods.com/blogs/missionlogs/what-size-backpack-do-you-need-for-a-2-3-day-work-trip"
  Urban commuter / work EDC,multitool,27,"https://bushcraftusa.com/threads/small-edc-backpack%E2%80%A612-15-%C2%B1-liters.367868/page-3"
  Urban commuter / work EDC,keys,27,"https://austinfowler.com/blogs/the-diary/what-every-refined-professional-woman-carries-in-her-work-bag"
  Urban commuter / work EDC,mouse,27,"https://carryology.com/bags/which-bag-size-do-i-need"
  Urban commuter / work EDC,lighter,26,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Urban commuter / work EDC,multi-tool,26,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Urban commuter / work EDC,headphone,23,"https://cnta.ca/mini-backpack-for-men-why-youre-probably-overpacking-and-what-to-carry-instead-16gp"
  Urban commuter / work EDC,charging cable,23,"https://carryology.com/reviews-2/the-brown-buffalo-conceal-backpack-v3-26l-review"
  Urban commuter / work EDC,pouch,23,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Urban commuter / work EDC,lunch,21,"https://carryology.com/projects/carry-awards/best-work-backpack-champion-carry-awards-ix"
  Urban commuter / work EDC,earbuds,21,"https://erincondren.com/inspiration-center-work-bag-essentials"
  Urban commuter / work EDC,first aid kit,21,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Urban commuter / work EDC,tourniquet,20,"https://everydaycarryblog.com/my-travel-edc-flying-solo-with-two-kids"
  Urban commuter / work EDC,tissue,19,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Urban commuter / work EDC,portable charger,19,"https://blog.campusclipper.com/essentials-every-commuter-needs/"
  Urban commuter / work EDC,planner,17,"https://collegefashion.net/college-life/commuter-problems-whats-in-my-bag"
  Urban commuter / work EDC,camera,17,"https://blog.majid.info/backpacks"
  Urban commuter / work EDC,adapter,16,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Urban commuter / work EDC,battery,16,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Urban commuter / work EDC,backpack,16,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Urban commuter / work EDC,gloves,15,"https://bushcraftusa.com/threads/small-edc-backpack%E2%80%A612-15-%C2%B1-liters.367868/page-3"
  Urban commuter / work EDC,notepad,14,"https://everydaycarryblog.com/my-travel-edc-flying-solo-with-two-kids"
  Urban commuter / work EDC,earbud,13,"https://fieldandash.com/blogs/journal/best-laptop-bags-commuting"
  Urban commuter / work EDC,keyboard,13,"https://blog.majid.info/backpacks"
  Urban commuter / work EDC,medication,13,"https://everydaypacker.com/essential-commuter-packing-list-for-office-workers"
  Urban commuter / work EDC,paracord,13,"https://knowpreparesurvive.com/gear/edc-bag-essential-contents-checklist"
  Urban commuter / work EDC,transit card,13,"https://edcdeals.com/what-carry-work"
  Urban commuter / work EDC,marker,13,"https://carryology.com/wp-content/uploads/2017/07/Ben-Pothier-EDC.pdf"
  Urban commuter / work EDC,tweezers,12,"https://medium.com/@kevinlane07/my-ongoing-journey-in-the-world-of-everyday-carry-edc-gadgets-and-gear-9be6eebed07c"
  Urban commuter / work EDC,glove,12,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Urban commuter / work EDC,hair tie,12,"https://currentlypopular.com/work-bag-essentials"
  Urban commuter / work EDC,deodorant,12,"https://afterhoursbyvanessa.substack.com/p/the-art-of-the-work-bag"
  Urban commuter / work EDC,bag,12,"https://carryology.com/wp-content/uploads/2017/07/Ben-Pothier-EDC.pdf"
  Urban commuter / work EDC,pencil,11,"https://blog.campusclipper.com/essentials-every-commuter-needs/"
  Urban commuter / work EDC,hand cream,11,"https://afterhoursbyvanessa.substack.com/p/the-art-of-the-work-bag"
  Urban commuter / work EDC,bandage,11,"https://erincondren.com/inspiration-center-work-bag-essentials"
  Urban commuter / work EDC,battery pack,11,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Urban commuter / work EDC,passport,10,"https://carryology.com/insights/insights-1/packing-list-a-vagabonding-lifestyle-1300-days-and-counting"
  Urban commuter / work EDC,tech pouch,10,"https://arterragoods.com/blogs/missionlogs/what-size-backpack-do-you-need-for-a-2-3-day-work-trip"
  Urban commuter / work EDC,smartphone,10,"https://carryology.com/insights/insights-1/packing-list-a-vagabonding-lifestyle-1300-days-and-counting"
  Prepared / outdoor EDC,flashlight,362,"http://edcprepared.com/2024/06/27/car-preparedness-for-emergencies-3"
  Prepared / outdoor EDC,knife,237,"http://edcprepared.com/2024/06/27/car-preparedness-for-emergencies-3"
  Prepared / outdoor EDC,lighter,203,"http://everydaycarryblog.com/12-survival-edc-essentials-to-always-be-prepared"
  Prepared / outdoor EDC,pen,189,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,multi-tool,183,"http://everydaycarryblog.com/12-survival-edc-essentials-to-always-be-prepared"
  Prepared / outdoor EDC,multitool,181,"http://realamericanoutdoors.com/ready-for-anything-outdoor-survival-kit-edc-backpack-water-filtration-first-aid"
  Prepared / outdoor EDC,wallet,177,"https://14ertactical.com/blogs/resources/the-best-tactical-backpacks-for-edc"
  Prepared / outdoor EDC,first aid kit,162,"http://edcprepared.com/2024/06/27/car-preparedness-for-emergencies-3"
  Prepared / outdoor EDC,compass,157,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,water bottle,135,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,whistle,123,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,tourniquet,106,"http://realamericanoutdoors.com/ready-for-anything-outdoor-survival-kit-edc-backpack-water-filtration-first-aid"
  Prepared / outdoor EDC,paracord,104,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,headlamp,103,"http://realamericanoutdoors.com/ready-for-anything-outdoor-survival-kit-edc-backpack-water-filtration-first-aid"
  Prepared / outdoor EDC,duct tape,94,"http://realamericanoutdoors.com/ready-for-anything-outdoor-survival-kit-edc-backpack-water-filtration-first-aid"
  Prepared / outdoor EDC,sunglasses,91,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,power bank,89,"https://adventure-wiser.com/everyday-carry-for-parents"
  Prepared / outdoor EDC,notebook,89,"http://everydaycarry.com/best-edc-pouch-organizers"
  Prepared / outdoor EDC,fire starter,84,"https://armysurplusworld.com/blog/packing-a-hiking-pack-for-beginners"
  Prepared / outdoor EDC,watch,83,"http://everydaycarryblog.com/12-survival-edc-essentials-to-always-be-prepared"
  Prepared / outdoor EDC,water filter,81,"http://everydaycarryblog.com/12-survival-edc-essentials-to-always-be-prepared"
  Prepared / outdoor EDC,phone,81,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,emergency blanket,80,"http://edcprepared.com/2024/06/27/car-preparedness-for-emergencies-3"
  Prepared / outdoor EDC,pocket knife,79,"https://albatrossgear.com/essential-edc-gear-list-weekend-campers"
  Prepared / outdoor EDC,sunscreen,64,"https://alexsuen.com/the-ten-plus-two-essentials-description-and-recommendations"
  Prepared / outdoor EDC,map,64,"https://10adventures.com/hiking-first-aid-kit"
  Prepared / outdoor EDC,bandage,64,"http://everydaycarry.com/best-edc-pouch-organizers"
  Prepared / outdoor EDC,first-aid kit,60,"http://nymag.com/strategist/article/best-emergency-preparedness-items-for-first-time-homeowners.html"
  Prepared / outdoor EDC,water,59,"http://nymag.com/strategist/article/best-emergency-preparedness-items-for-first-time-homeowners.html"
  Prepared / outdoor EDC,key,58,"https://3vgear.com/blogs/adventure-log/the-complete-everyday-carry-edc-guide-for-urban-survival"
  Prepared / outdoor EDC,pepper spray,58,"https://3vgear.com/blogs/adventure-log/the-complete-everyday-carry-edc-guide-for-urban-survival"
  Prepared / outdoor EDC,cash,54,"https://511tactical.com/always-be-ready-how-to-choose-a-basic-edc-backpack"
  Prepared / outdoor EDC,backpack,54,"https://3vgear.com/blogs/adventure-log/the-complete-everyday-carry-edc-guide-for-urban-survival"
  Prepared / outdoor EDC,tweezers,53,"http://realamericanoutdoors.com/ready-for-anything-outdoor-survival-kit-edc-backpack-water-filtration-first-aid"
  Prepared / outdoor EDC,hand sanitizer,51,"https://3vgear.com/blogs/adventure-log/the-complete-everyday-carry-edc-guide-for-urban-survival"
  Prepared / outdoor EDC,gloves,49,"http://edcprepared.com/2024/06/27/car-preparedness-for-emergencies-3"
  Prepared / outdoor EDC,hat,49,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,folding knife,49,"http://preparedforsurvival.blogspot.com/2017/12/pocket-survival-tools-for-edc.html"
  Prepared / outdoor EDC,food,48,"http://edcprepared.com/2024/06/27/car-preparedness-for-emergencies-3"
  Prepared / outdoor EDC,tactical pen,47,"https://3vgear.com/blogs/adventure-log/the-complete-everyday-carry-edc-guide-for-urban-survival"
  Prepared / outdoor EDC,laptop,46,"https://americansurvivalgear.com/the-best-edc-bags-hand-picked-by-our-survival-expert"
  Prepared / outdoor EDC,battery,45,"https://americangrit.com/post/the-fight-begins-at-preparation---real-world-edc-for-the-winter"
  Prepared / outdoor EDC,safety pin,41,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,snack,41,"https://3vgear.com/blogs/adventure-log/the-complete-everyday-carry-edc-guide-for-urban-survival"
  Prepared / outdoor EDC,carabiner,41,"http://everydaycarryblog.com/12-survival-edc-essentials-to-always-be-prepared"
  Prepared / outdoor EDC,cell phone,41,"https://americansurvivalgear.com/the-best-edc-bags-hand-picked-by-our-survival-expert"
  Prepared / outdoor EDC,water purification tablet,38,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,lip balm,38,"https://armysurplusworld.com/blog/packing-a-hiking-pack-for-beginners"
  Prepared / outdoor EDC,tarp,38,"http://edcprepared.com/2024/06/27/car-preparedness-for-emergencies-3"
  Prepared / outdoor EDC,bandana,37,"https://anthonyawaken.com/everyday-carry-essentials-list"
  Prepared / outdoor EDC,ferro rod,36,"http://realamericanoutdoors.com/ready-for-anything-outdoor-survival-kit-edc-backpack-water-filtration-first-aid"
  Prepared / outdoor EDC,jacket,36,"http://everydaycarryblog.com/12-survival-edc-essentials-to-always-be-prepared"
  Prepared / outdoor EDC,poncho,36,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,space blanket,36,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,gauze,35,"https://agilenano.com/blogs/news/submitted-by-jonathan-tayag-in-the-best-of-times-integrating-a"
  Prepared / outdoor EDC,smartphone,33,"https://14ertactical.com/blogs/resources/the-best-tactical-backpacks-for-edc"
  Prepared / outdoor EDC,moleskin,33,"https://battenemergency.com/briefs/bug-out-bag-checklist"
  Prepared / outdoor EDC,paracord bracelet,31,"https://anviltactical.com/uncategorized/the-ultimate-guide-to-everyday-carry-edc-essentials"
  Prepared / outdoor EDC,glove,31,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Prepared / outdoor EDC,pouch,31,"https://agilenano.com/blogs/news/submitted-by-jonathan-tayag-in-the-best-of-times-integrating-a"
notes[0]:

result set r825a3341ca1 · 180 rows

pack	item	source_count	source_url
Minimal / pocket EDC	wallet	304	http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html
Minimal / pocket EDC	flashlight	290	http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html
Minimal / pocket EDC	pen	222	http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html
Minimal / pocket EDC	knife	207	http://dlvr.it/TTgZV0
Minimal / pocket EDC	phone	155	http://45.89.97.6/2026-07-23-why-need-edc-kit-practical-guide-staying-prepared.html

Download all 180 rows · 32 KB

assistant

tool call · select

WITH canonical AS (
  SELECT
    pack,
    CASE
      WHEN item IN ('phone', 'smartphone', 'cell phone') THEN 'Phone'
      WHEN item IN ('key', 'keys', 'keychain', 'key organizer') THEN 'Keys'
      WHEN item IN ('flashlight', 'light', 'tactical flashlight') THEN 'Flashlight'
      WHEN item IN ('knife', 'pocket knife', 'folding knife', 'swiss army knife') THEN 'Pocket knife'
      WHEN item IN ('multi-tool', 'multitool') THEN 'Multi-tool'
      WHEN item IN ('notebook', 'notepad') THEN 'Notebook'
      WHEN item IN ('power bank', 'portable charger', 'battery pack') THEN 'Power bank'
      WHEN item IN ('headphones', 'headphone', 'earbuds', 'earbud') THEN 'Headphones / earbuds'
      WHEN item IN ('first aid kit', 'first-aid kit') THEN 'First-aid kit'
      WHEN item IN ('water bottle', 'small water bottle') THEN 'Water bottle'
      WHEN item IN ('emergency blanket', 'space blanket') THEN 'Emergency blanket'
      ELSE UPPER(SUBSTR(item, 1, 1)) || SUBSTR(item, 2)
    END AS item,
    source_count,
    source_url
  FROM r825a3341ca1
  WHERE item NOT IN (
    'bag',
    'backpack',
    'pouch',
    'holster',
    'belt',
    'pant',
    'shirt',
    'ring',
    'necklace',
    'magazine',
    'handgun',
    'firearm',
    'pistol',
    'gun'
  )
), item_matrix AS (
  SELECT
    item,
    MAX(CASE WHEN pack = 'Minimal / pocket EDC' THEN source_count ELSE 0 END) AS pocket_pages,
    MAX(CASE WHEN pack = 'Urban commuter / work EDC' THEN source_count ELSE 0 END) AS commuter_pages,
    MAX(CASE WHEN pack = 'Prepared / outdoor EDC' THEN source_count ELSE 0 END) AS prepared_pages,
    COUNT(DISTINCT pack) AS pack_types,
    MAX(source_url) AS source_url
  FROM canonical
  GROUP BY item
)
SELECT
  item,
  pocket_pages,
  commuter_pages,
  prepared_pages,
  pack_types,
  CASE
    WHEN pocket_pages > 0 AND commuter_pages > 0 AND prepared_pages > 0 THEN 'All three'
    WHEN pocket_pages > 0 AND commuter_pages > 0 THEN 'Pocket + commuter'
    WHEN pocket_pages > 0 AND prepared_pages > 0 THEN 'Pocket + prepared'
    WHEN commuter_pages > 0 AND prepared_pages > 0 THEN 'Commuter + prepared'
    WHEN pocket_pages > 0 THEN 'Pocket only'
    WHEN commuter_pages > 0 THEN 'Commuter only'
    ELSE 'Prepared only'
  END AS venn_region,
  pocket_pages + commuter_pages + prepared_pages AS support_score,
  source_url
FROM item_matrix
WHERE pack_types >= 2
   OR pocket_pages >= 25
   OR commuter_pages >= 20
   OR prepared_pages >= 35
ORDER BY
  pack_types DESC,
  support_score DESC

{
 "show_preview": false
}

tool result (7311 chars)

result_set_id: r8b50cc13063
total_rows: 60
columns[8]: commuter_pages,item,pack_types,pocket_pages,prepared_pages,source_url,support_score,venn_region
rows[60,]{item,pocket_pages,commuter_pages,prepared_pages,pack_types,venn_region,support_score,source_url}:
  Flashlight,290,70,362,3,All three,722,"https://ammoland.com/2016/06/everyday-carry-outdoorsman"
  Wallet,304,94,177,3,All three,575,"https://carryology.com/bags/first-look-mystery-ranch-x-huckberry-2dap"
  Pen,222,106,189,3,All three,517,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Pocket knife,207,29,237,3,All three,473,"https://albatrossgear.com/essential-edc-gear-list-weekend-campers"
  Lighter,96,26,203,3,All three,325,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Multi-tool,95,27,183,3,All three,305,"https://bushcraftusa.com/threads/small-edc-backpack%E2%80%A612-15-%C2%B1-liters.367868/page-3"
  Phone,155,56,81,3,All three,292,"https://carryology.com/insights/insights-1/packing-list-a-vagabonding-lifestyle-1300-days-and-counting"
  Water bottle,26,118,135,3,All three,279,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Notebook,81,91,89,3,All three,261,"https://fatiguesarmynavy.com/blog/6-edc-essentials-to-store-in-your-camo-cargo-shorts-"
  Keys,142,45,58,3,All three,245,"https://carryology.com/bags/first-look-mystery-ranch-x-huckberry-2dap"
  First-aid kit,27,21,162,3,All three,210,"http://nymag.com/strategist/article/best-emergency-preparedness-items-for-first-time-homeowners.html"
  Power bank,44,57,89,3,All three,190,"https://blog.campusclipper.com/essentials-every-commuter-needs/"
  Sunglasses,38,41,91,3,All three,170,"https://bangeofficialstore.com/blogs/lifestyle/minimalist-edc-essentials-sling-bag"
  Tourniquet,27,20,106,3,All three,153,"https://everydaycarryblog.com/my-travel-edc-flying-solo-with-two-kids"
  Paracord,12,13,104,3,All three,129,"https://knowpreparesurvive.com/gear/edc-bag-essential-contents-checklist"
  Lip balm,31,38,38,3,All three,107,"https://armysurplusworld.com/blog/packing-a-hiking-pack-for-beginners"
  Bandage,11,11,64,3,All three,86,"https://erincondren.com/inspiration-center-work-bag-essentials"
  Watch,120,0,83,2,Pocket + prepared,203,"http://everydaycarryblog.com/12-survival-edc-essentials-to-always-be-prepared"
  Laptop,0,156,46,2,Commuter + prepared,202,"https://americansurvivalgear.com/the-best-edc-bags-hand-picked-by-our-survival-expert"
  Whistle,15,0,123,2,Pocket + prepared,138,"https://bushcraftusa.com/threads/edc-pocket-dump-join-in.156331/page-30"
  Charger,21,103,0,2,Pocket + commuter,124,"https://app.studyraid.com/en/read/69967/3382104/streamlining-your-daily-carry-bag-contents"
  Fire starter,11,0,84,2,Pocket + prepared,95,"https://battlbox.com/blogs/our-picks/12-bushcraft-edc-essentials-you-should-always-carry"
  Cash,33,0,54,2,Pocket + prepared,87,"https://511tactical.com/always-be-ready-how-to-choose-a-basic-edc-backpack"
  Snack,0,44,41,2,Commuter + prepared,85,"https://blog.campusclipper.com/essentials-every-commuter-needs/"
  Hand sanitizer,0,32,51,2,Commuter + prepared,83,"https://arterragoods.com/blogs/missionlogs/what-size-backpack-do-you-need-for-a-2-3-day-work-trip"
  Cable,20,57,0,2,Pocket + commuter,77,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Headphones / earbuds,22,51,0,2,Pocket + commuter,73,"https://fieldandash.com/blogs/journal/best-laptop-bags-commuting"
  Pepper spray,15,0,58,2,Pocket + prepared,73,"https://athlonoutdoors.com/article/edc-loadout"
  Jacket,0,31,36,2,Commuter + prepared,67,"https://arterragoods.com/blogs/missionlogs/what-size-backpack-do-you-need-for-a-2-3-day-work-trip"
  Tweezers,0,12,53,2,Commuter + prepared,65,"https://medium.com/@kevinlane07/my-ongoing-journey-in-the-world-of-everyday-carry-edc-gadgets-and-gear-9be6eebed07c"
  Gloves,0,15,49,2,Commuter + prepared,64,"https://bushcraftusa.com/threads/small-edc-backpack%E2%80%A612-15-%C2%B1-liters.367868/page-3"
  Battery,0,16,45,2,Commuter + prepared,61,"https://americangrit.com/post/the-fight-begins-at-preparation---real-world-edc-for-the-winter"
  Carabiner,19,0,41,2,Pocket + prepared,60,"https://edcdeal.com/posts/camping-vs-urban-edc-kits-2026"
  Glove,0,12,31,2,Commuter + prepared,43,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Charging cable,16,23,0,2,Pocket + commuter,39,"https://carryology.com/reviews-2/the-brown-buffalo-conceal-backpack-v3-26l-review"
  Camera,11,17,0,2,Pocket + commuter,28,"https://blog.majid.info/backpacks"
  Marker,13,13,0,2,Pocket + commuter,26,"https://carryology.com/wp-content/uploads/2017/07/Ben-Pothier-EDC.pdf"
  Compass,0,0,157,1,Prepared only,157,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Headlamp,0,0,103,1,Prepared only,103,"http://realamericanoutdoors.com/ready-for-anything-outdoor-survival-kit-edc-backpack-water-filtration-first-aid"
  Duct tape,0,0,94,1,Prepared only,94,"http://realamericanoutdoors.com/ready-for-anything-outdoor-survival-kit-edc-backpack-water-filtration-first-aid"
  Water filter,0,0,81,1,Prepared only,81,"http://everydaycarryblog.com/12-survival-edc-essentials-to-always-be-prepared"
  Emergency blanket,0,0,80,1,Prepared only,80,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Map,0,0,64,1,Prepared only,64,"https://10adventures.com/hiking-first-aid-kit"
  Sunscreen,0,0,64,1,Prepared only,64,"https://alexsuen.com/the-ten-plus-two-essentials-description-and-recommendations"
  Water,0,0,59,1,Prepared only,59,"http://nymag.com/strategist/article/best-emergency-preparedness-items-for-first-time-homeowners.html"
  Tablet,0,53,0,1,Commuter only,53,"https://blog.majid.info/backpacks"
  Hat,0,0,49,1,Prepared only,49,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Food,0,0,48,1,Prepared only,48,"http://edcprepared.com/2024/06/27/car-preparedness-for-emergencies-3"
  Tactical pen,0,0,47,1,Prepared only,47,"https://3vgear.com/blogs/adventure-log/the-complete-everyday-carry-edc-guide-for-urban-survival"
  Safety pin,0,0,41,1,Prepared only,41,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Water purification tablet,0,0,38,1,Prepared only,38,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Tarp,0,0,38,1,Prepared only,38,"http://edcprepared.com/2024/06/27/car-preparedness-for-emergencies-3"
  Bandana,0,0,37,1,Prepared only,37,"https://anthonyawaken.com/everyday-carry-essentials-list"
  Ferro rod,0,0,36,1,Prepared only,36,"http://realamericanoutdoors.com/ready-for-anything-outdoor-survival-kit-edc-backpack-water-filtration-first-aid"
  Poncho,0,0,36,1,Prepared only,36,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Gauze,0,0,35,1,Prepared only,35,"https://agilenano.com/blogs/news/submitted-by-jonathan-tayag-in-the-best-of-times-integrating-a"
  Umbrella,0,32,0,1,Commuter only,32,"https://blog.majid.info/backpacks"
  Book,0,27,0,1,Commuter only,27,"https://arterragoods.com/blogs/missionlogs/what-size-backpack-do-you-need-for-a-2-3-day-work-trip"
  Mouse,0,27,0,1,Commuter only,27,"https://carryology.com/bags/which-bag-size-do-i-need"
  Lunch,0,21,0,1,Commuter only,21,"https://carryology.com/projects/carry-awards/best-work-backpack-champion-carry-awards-ix"
notes[0]:

result set r8b50cc13063 · 60 rows

item	pocket_pages	commuter_pages	prepared_pages	pack_types	venn_region	support_score	source_url
Flashlight	290	70	362	3	All three	722	https://ammoland.com/2016/06/everyday-carry-outdoorsman
Wallet	304	94	177	3	All three	575	https://carryology.com/bags/first-look-mystery-ranch-x-huckberry-2dap
Pen	222	106	189	3	All three	517	http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html
Pocket knife	207	29	237	3	All three	473	https://albatrossgear.com/essential-edc-gear-list-weekend-campers
Lighter	96	26	203	3	All three	325	http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat

Download all 60 rows · 17 KB

assistant

tool call · select

SELECT
  venn_region,
  COUNT(*) AS item_count,
  SUM(support_score) AS summed_source_mentions,
  MIN(source_url) AS source_url
FROM r8b50cc13063
GROUP BY venn_region
ORDER BY item_count DESC

{
 "show_preview": false
}

tool result (807 chars)

result_set_id: r0f17d43459b
total_rows: 6
columns[4]: item_count,source_url,summed_source_mentions,venn_region
rows[6,]{venn_region,item_count,summed_source_mentions,source_url}:
  Prepared only,18,1107.0,"http://edcprepared.com/2024/06/27/car-preparedness-for-emergencies-3"
  All three,17,5039.0,"http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat"
  Commuter + prepared,8,670.0,"http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html"
  Pocket + commuter,6,367.0,"http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials"
  Pocket + prepared,6,656.0,"http://everydaycarryblog.com/12-survival-edc-essentials-to-always-be-prepared"
  Commuter only,5,160.0,"https://arterragoods.com/blogs/missionlogs/what-size-backpack-do-you-need-for-a-2-3-day-work-trip"
notes[0]:

result set r0f17d43459b · 6 rows

venn_region	item_count	summed_source_mentions	source_url
Prepared only	18	1107.0	http://edcprepared.com/2024/06/27/car-preparedness-for-emergencies-3
All three	17	5039.0	http://forums.equipped.org/ubbthreads.php?Number=287406&ubb=showflat
Commuter + prepared	8	670.0	http://phillosoph.blogspot.com/2019/08/skin-level-survival-edc.html
Pocket + commuter	6	367.0	http://everydaycarryblog.com/15-unbeatable-backpack-edc-essentials
Pocket + prepared	6	656.0	http://everydaycarryblog.com/12-survival-edc-essentials-to-always-be-prepared

Download all 6 rows · 1 KB

assistant

tool call · generate_html_report

{"brief":"The user asked verbatim: “produce a ven diagram or similar of common EDC packs and the items in them”. Create a beautiful, polished interactive report centered on a large three-set Venn-style visualization (or, if labels would be too crowded, an UpSet/intersection diagram) comparing Minimal / pocket EDC, Urban commuter / work EDC, and Prepared / outdoor EDC. The main finding: 17 shortlisted common items appear in all three pack archetypes. The strongest shared items by summed page support are Flashlight (722), Wallet (575), Pen (517), Pocket knife (473), Lighter (325), Multi-tool (305), Phone (292), Water bottle (279), Notebook (261), and Keys (245). Distinctive commuter-only items include Tablet, Umbrella, Book, Mouse, and Lunch; distinctive prepared-only items include Compass, Headlamp, Duct tape, Water filter, Emergency blanket, Map, Sunscreen, and related survival supplies. Pairwise overlaps show work/commuter technology and prepared practicality, pocket/commuter charging and audio gear, and pocket/prepared tools and signaling/fire items.\n\nr8b50cc13063 is the item-level visualization dataset: one row per normalized item, source-page mention counts for each archetype, intersection/venn_region, support score, and a source URL. Use it to draw the dominant Venn/UpSet visual, putting the highest-support labels directly in regions and making the rest available on hover or in adjacent ranked lists. Do not imply that mention counts are percentages or ownership rates; they are numbers of distinct web pages in the searched corpus that mentioned an item within the relevant archetype, after normalization and shortlist thresholds. Emphasize intersection membership more than raw counts because search-result composition differs by archetype.\n\nr0f17d43459b contains precomputed aggregate counts and support totals by intersection region; use it for region totals and any summary cards. Do not calculate aggregates yourself.\n\nMethod note: research was performed on 2026-08-31 using broad web searches across EDC specialist sites, forums, blogs, packing lists, commuter/work-bag sources, and outdoor/preparedness sources. Raw extraction produced 4,670 pocket-item rows, 4,307 commuter-item rows, and 12,339 prepared-item rows before aggregation. Search and extraction can include recommendations as well as actual loadouts, so present this as a practical synthesis of common EDC guidance, not a population survey. The shortlist retains items appearing in multiple archetypes or clearing archetype-specific support thresholds; some close synonyms were consolidated (phone/smartphone/cell phone, knife variants, multi-tool spellings, notebook/notepad, power-bank variants, headphone/earbud variants, and first-aid-kit variants). Include a practical “starter packs” section distilled from the diagram: universal core, commuter add-ons, and prepared add-ons. Note legality/context for knives, fire starters, pepper spray, and medical gear without making the report weapon-centric. Make the design clean, modern, accessible, responsive, and visually striking, with strong typography and three clearly differentiated colors.","result_set_ids":["r8b50cc13063","r0f17d43459b"],"title":"What Goes in Common EDC Packs?","prev_report_token":null}