V2 testing aug14 - Walkthrough complete

.gitignore

@@ -216,3 +216,8 @@ __marimo__/
 
 # Streamlit
 .streamlit/secrets.toml
+
+# Workshop local caches — single source of truth is artifacts/ and src/
+.foundry/
+.do-not-commit/
+artifacts/datasets/reference/evaluation-data-v3.jsonl

AGENTS.md

@@ -49,6 +49,25 @@ Every file under `labs/{fundamentals,core,more}/*.md` **must** follow
 - Callouts: `> 🎯` `> ✅` `> 💡` `> ⚠️` `> 🧭` `> 🧠`
 - Every generative step ships a `reference/` artifact under `artifacts/`
 
+### Callout conventions — Gotchas
+
+Two-variant rule (guarded by `tests/test_lab_content.py`):
+
+1. **Inline gotcha** — a single lab-specific mistake, ≤ 4 lines, fits in the
+   step's flow. Format: `> ⚠️ **Gotcha:** <one-liner>.`
+2. **Cross-cutting gotcha** — infra/tool errors that recur across labs, or
+   need multi-step recovery. Author them **once** in
+   [`labs/TROUBLESHOOTING.md`](./labs/TROUBLESHOOTING.md) under a stable H3
+   using the **Symptom / Cause / Fix / Prevent** template. In the lab, keep
+   the callout to one line:
+
+   ```markdown
+   > ⚠️ **Gotcha — <error phrase>.** Details in [Troubleshooting · <section>](../TROUBLESHOOTING.md#anchor).
+   ```
+
+`> ⚠️ **Cost:** …` and `> ⚠️ **Known limitation:** …` follow the same visual
+style but are not enforced by the drift-check.
+
 ## Workshop-Coach agent
 
 Do **not** modify `.github/agents/workshop-coach.agent.md` behavior contract
@@ -65,36 +84,39 @@ maintainer follow-ups (screenshots, exact commands, model pinning, etc.).
 
 ## Known gotchas
 
-- **Foundry hosted-agent 409 on `azd deploy`.** Reusing the same `azd env` name
-  after a torn-down deploy can hit stale server-side state on the Foundry agents
-  data plane, producing `RESPONSE 409: 409 Conflict … modified concurrently`
-  even though `azd ai agent doctor` sees no agent. Recovery: `azd down --purge
-  --force` → `azd env new <different-name>` → `azd provision` → `azd deploy`.
-  Captured in the Lab 05 gotcha callout — keep those two in sync.
+Canonical entries live in [`labs/TROUBLESHOOTING.md`](./labs/TROUBLESHOOTING.md).
+Bullets below are pointers — keep them in lockstep with the canonical section
+anchors and the in-lab callouts that link to them.
+
+- **`azd provision` — soft-deleted resource blocks re-provision.** Purge the
+  Cognitive Services (Foundry) account or use a fresh `azd env` name.
+  [Troubleshooting](./labs/TROUBLESHOOTING.md#soft-deleted-cognitive-services-account-blocks-re-provision)
+  · Lab 01.
+- **`azd provision` — `invalid character 'n' after object key:value pair`.**
+  Non-empty `AI_PROJECT_DEPLOYMENTS` (or the other three `*Json` params) breaks
+  the parameters file on azd ≤ 1.31. Workaround: `azd env set
+  AI_PROJECT_DEPLOYMENTS "[]"`. Structural fix tracked as `TODO(nitya)` in
+  `infra/main.bicep` (switch the four params to `array`/`object` types).
+  [Troubleshooting](./labs/TROUBLESHOOTING.md#azd-provision-fails-with-invalid-character-n-after-object-keyvalue-pair)
+  · Lab 03 + Lab 05.
+- **`azd deploy` — 409 Conflict.** Reusing the same `azd env` name after a
+  torn-down deploy hits stale Foundry data-plane state; recovery needs a fresh
+  env name. [Troubleshooting](./labs/TROUBLESHOOTING.md#409-conflict-on-azd-deploy)
+  · Lab 05.
+- **`azd deploy` — 404 `Subdomain does not map to a resource`.** Stale bearer
+  token, not a missing resource. Re-auth **both** `az` and `azd` (independent
+  token caches). [Troubleshooting](./labs/TROUBLESHOOTING.md#404-subdomain-does-not-map-to-a-resource-on-azd-deploy)
+  · Lab 05.
+- **Mixed UI→CLI path creates a second resource group.** A portal-first
+  learner running `azd env new … && azd provision` in Lab 05 creates a second
+  RG. Fix: `bash scripts/link-portal-rg.sh` (idempotent).
+  [Troubleshooting](./labs/TROUBLESHOOTING.md#ui-provision--cli-deploy-creates-a-second-resource-group)
+  · Lab 05 "Path check" + Lab 00 overview warning.
 - **Portal cannot *create* hosted agents.** The Foundry portal can view and
   manage hosted agents but has no create flow — `azd deploy` is the only
   supported creation path today. Do not add "portal path" instructions for
-  hosted agents unless the portal ships that flow.
-- **`azd provision` fails with `invalid character 'n' after object key:value
-  pair`.** The four `*Json` params in `infra/main.parameters.json` are
-  quoted-string substitutions (e.g. `"value": "${AI_PROJECT_DEPLOYMENTS=[]}"`)
-  and azd 1.30 does not JSON-escape embedded `"` on substitution. Any non-empty
-  override (e.g. a user-supplied `AI_PROJECT_DEPLOYMENTS` array) breaks the
-  parameters file. Workaround: `azd env set AI_PROJECT_DEPLOYMENTS "[]"` and
-  re-provision — the defaults in `infra/main.bicep` still deploy
-  `gpt-5.4-mini` + `gpt-5.4-judge`. Structural fix (`TODO(nitya)` in
-  `infra/main.bicep`): change the four params to `array`/`object` types, drop
-  the `json()` calls, and substitute without surrounding quotes. Kept in sync
-  with Lab 03 + Lab 05 gotcha callouts.
-- **`azd deploy` fails with `RESPONSE 404: ResourceNotFound — Subdomain does
-  not map to a resource`.** The Foundry agents data plane returns 404 (not
-  401) when the caller's bearer token is expired or revoked — typically
-  `AADSTS50173` after a password change, credential rotation, or Conditional
-  Access policy update. The account is fine; auth is stale. `azd` and `az`
-  cache tokens independently, so both must be refreshed: `az logout && az
-  login --tenant <id>` then `azd auth logout && azd auth login --tenant-id
-  <id>`, then re-run `azd deploy`. Kept in sync with the Lab 05 gotcha
-  callout.
+  hosted agents unless the portal ships that flow. *(No troubleshooting entry
+  — this is a static product limitation, not an error.)*
 
 ## Tests
 

artifacts/datasets/reference/evaluation-data-v2.jsonl

@@ -0,0 +1,10 @@
+{"query": "What flights are available from Seattle to Paris in August?", "context": "Customer looking for Seattle to Paris flights in August 2027", "response": "We have two flights from Seattle to Paris on August 15th: CT-FL-001 departing at 8:30 AM in Economy class at $750, and CT-FL-002 departing at 2:00 PM in Business class at $1,450. Both are operated by Contoso Skyways.", "ground_truth": "There are 2 flights from Seattle to Paris on August 15: Economy at $750 and Business at $1,450 on Contoso Skyways."}
+{"query": "Find me a hotel in Tokyo with a hot spring.", "context": "Customer seeking traditional Japanese hotel experience in Tokyo", "response": "I found the Asakusa Traditional Ryokan (CT-HT-008), a 4-star hotel in Tokyo, Japan. It offers WiFi, a hot spring, traditional breakfast, and a garden. The rate is $180 per night with 5 rooms available for stays between October 5-20, 2027.", "ground_truth": "Asakusa Traditional Ryokan is a 4-star ryokan in Tokyo at $180/night with hot spring, traditional breakfast, and garden."}
+{"query": "I need a cheap car rental in Cancún.", "context": "Budget-conscious customer looking for car rental in Cancún", "response": "The most affordable option in Cancún is an Economy car from Contoso Wheels at $35 per day (CT-CR-013), available for pickup between December 20, 2027 and January 5, 2028. There's also a Minivan from SolRentals at $65/day if you need more space.", "ground_truth": "Cheapest car rental in Cancún is Economy from Contoso Wheels at $35/day."}
+{"query": "What's the cheapest hotel in London?", "context": "Customer looking for budget accommodation in London", "response": "The most budget-friendly option in London is the Camden Town Hostel (CT-HT-005), a 2-star property at just $65 per night. It offers WiFi and a shared kitchen, with 30 rooms available for stays between September 1-15, 2027.", "ground_truth": "Camden Town Hostel is the cheapest at $65/night, 2-star, with WiFi and shared kitchen."}
+{"query": "Are there any first class flights available?", "context": "Customer looking for premium first class flight options", "response": "Yes, we have two First Class options: CT-FL-006 from New York to London on September 1st at $2,100 with 4 seats available on Atlantic Jet, and CT-FL-012 from Tokyo to San Francisco on October 15th at $2,500 with 3 seats available on Pacific Wings.", "ground_truth": "Two first class flights: NYC to London at $2,100 (Atlantic Jet) and Tokyo to SFO at $2,500 (Pacific Wings)."}
+{"query": "Plan a trip from Chicago to Rome with hotel and car rental.", "context": "Customer wants complete trip package from Chicago to Rome", "response": "Here's your Chicago to Rome trip plan: Flight CT-FL-013 departs November 1st at 4:00 PM, Economy at $710 on EuroStar Air. For hotels, I recommend Roma Colosseum View (4-star, $230/night) or Trastevere Boutique B&B (3-star, $125/night). For car rental, Economy from Contoso Wheels is $40/day or an SUV from ItaliaWheels at $80/day.", "ground_truth": "Flight: Economy $710 on EuroStar Air Nov 1. Hotels: Roma Colosseum View $230/night or Trastevere B&B $125/night. Cars: Economy $40/day or SUV $80/day."}
+{"query": "What 5-star hotels are available in Paris?", "context": "Customer seeking luxury hotel in Paris", "response": "The Le Marais Grand Hotel (CT-HT-001) is our 5-star option in Paris. It's priced at $320 per night and offers WiFi, pool, spa, restaurant, and gym. There are 8 rooms available for stays between August 15-30, 2027.", "ground_truth": "Le Marais Grand Hotel is the only 5-star hotel in Paris at $320/night with pool, spa, restaurant, and gym."}
+{"query": "I want to rent an SUV in London.", "context": "Customer specifically looking for SUV rental in London", "response": "I found an SUV available in London from Contoso Wheels (CT-CR-005) at $95 per day, available for pickup between September 1-15, 2027. Note that BritCars also lists a Luxury car at $175/day, but it's currently unavailable.", "ground_truth": "One SUV available in London from Contoso Wheels at $95/day for September 1-15."}
+{"query": "Compare all economy flights available.", "context": "Customer wants to compare economy class flight options across all routes", "response": "Here are all Economy flights: Denver to Cancún ($480), Cancún to Denver ($510), New York to London ($620), London to New York ($650), Chicago to Rome ($710), Rome to Chicago ($740), Seattle to Paris ($750), Paris to Seattle ($780), San Francisco to Tokyo ($890), Tokyo to San Francisco ($920).", "ground_truth": "Economy flights range from $480 (Denver-Cancún) to $920 (Tokyo-SFO), with 10 options across 5 routes."}
+{"query": "I need a family-friendly hotel in Cancún with a kids club and pool.", "context": "Family traveling to Cancún looking for kid-friendly amenities", "response": "The Cancún Beachfront Resort (CT-HT-013) is perfect for families! It's a 5-star all-inclusive resort at $350 per night with WiFi, pool, beach access, spa, all-inclusive dining, and a kids club. There are 20 rooms available for stays between December 20, 2027 and January 5, 2028.", "ground_truth": "Cancún Beachfront Resort is a 5-star all-inclusive at $350/night with kids club, pool, beach access."}

data/car_rentals.csv

@@ -1,16 +1,16 @@
 rental_id,company,city,car_type,price_per_day_usd,available,pickup_date,return_date
-CT-CR-001,Contoso Wheels,Paris,Economy,45.00,true,2025-08-15,2025-08-30
-CT-CR-002,Contoso Wheels,Paris,SUV,85.00,true,2025-08-15,2025-08-30
-CT-CR-003,EuroDrive,Paris,Luxury,150.00,true,2025-08-15,2025-08-30
-CT-CR-004,Contoso Wheels,London,Economy,50.00,true,2025-09-01,2025-09-15
-CT-CR-005,Contoso Wheels,London,SUV,95.00,true,2025-09-01,2025-09-15
-CT-CR-006,BritCars,London,Luxury,175.00,false,2025-09-01,2025-09-15
-CT-CR-007,Contoso Wheels,Tokyo,Economy,55.00,true,2025-10-05,2025-10-20
-CT-CR-008,NipponRide,Tokyo,Minivan,90.00,true,2025-10-05,2025-10-20
-CT-CR-009,NipponRide,Tokyo,Luxury,200.00,true,2025-10-05,2025-10-20
-CT-CR-010,Contoso Wheels,Rome,Economy,40.00,true,2025-11-01,2025-11-15
-CT-CR-011,ItaliaWheels,Rome,SUV,80.00,true,2025-11-01,2025-11-15
-CT-CR-012,ItaliaWheels,Rome,Luxury,160.00,false,2025-11-01,2025-11-15
-CT-CR-013,Contoso Wheels,Cancún,Economy,35.00,true,2025-12-20,2026-01-05
-CT-CR-014,SolRentals,Cancún,SUV,70.00,true,2025-12-20,2026-01-05
-CT-CR-015,SolRentals,Cancún,Minivan,65.00,true,2025-12-20,2026-01-05
+CT-CR-001,Contoso Wheels,Paris,Economy,45.00,true,2027-08-15,2027-08-30
+CT-CR-002,Contoso Wheels,Paris,SUV,85.00,true,2027-08-15,2027-08-30
+CT-CR-003,EuroDrive,Paris,Luxury,150.00,true,2027-08-15,2027-08-30
+CT-CR-004,Contoso Wheels,London,Economy,50.00,true,2027-09-01,2027-09-15
+CT-CR-005,Contoso Wheels,London,SUV,95.00,true,2027-09-01,2027-09-15
+CT-CR-006,BritCars,London,Luxury,175.00,false,2027-09-01,2027-09-15
+CT-CR-007,Contoso Wheels,Tokyo,Economy,55.00,true,2027-10-05,2027-10-20
+CT-CR-008,NipponRide,Tokyo,Minivan,90.00,true,2027-10-05,2027-10-20
+CT-CR-009,NipponRide,Tokyo,Luxury,200.00,true,2027-10-05,2027-10-20
+CT-CR-010,Contoso Wheels,Rome,Economy,40.00,true,2027-11-01,2027-11-15
+CT-CR-011,ItaliaWheels,Rome,SUV,80.00,true,2027-11-01,2027-11-15
+CT-CR-012,ItaliaWheels,Rome,Luxury,160.00,false,2027-11-01,2027-11-15
+CT-CR-013,Contoso Wheels,Cancún,Economy,35.00,true,2027-12-20,2028-01-05
+CT-CR-014,SolRentals,Cancún,SUV,70.00,true,2027-12-20,2028-01-05
+CT-CR-015,SolRentals,Cancún,Minivan,65.00,true,2027-12-20,2028-01-05

data/flights.csv

@@ -1,21 +1,21 @@
 flight_id,airline,origin,destination,departure_date,departure_time,arrival_time,price_usd,cabin_class,available_seats
-CT-FL-001,Contoso Skyways,Seattle,Paris,2025-08-15,08:30,04:30+1,750.00,Economy,42
-CT-FL-002,Contoso Skyways,Seattle,Paris,2025-08-15,14:00,10:00+1,1450.00,Business,12
-CT-FL-003,Contoso Skyways,Paris,Seattle,2025-08-22,11:00,14:00,780.00,Economy,38
-CT-FL-004,Contoso Skyways,Paris,Seattle,2025-08-22,18:00,21:00,1520.00,Business,8
-CT-FL-005,Atlantic Jet,New York,London,2025-09-01,19:00,07:00+1,620.00,Economy,55
-CT-FL-006,Atlantic Jet,New York,London,2025-09-01,22:00,10:00+1,2100.00,First,4
-CT-FL-007,Atlantic Jet,London,New York,2025-09-10,09:00,12:00,650.00,Economy,48
-CT-FL-008,Atlantic Jet,London,New York,2025-09-10,15:00,18:00,1380.00,Business,10
-CT-FL-009,Pacific Wings,San Francisco,Tokyo,2025-10-05,13:00,17:00+1,890.00,Economy,60
-CT-FL-010,Pacific Wings,San Francisco,Tokyo,2025-10-05,23:00,05:00+2,2450.00,Business,6
-CT-FL-011,Pacific Wings,Tokyo,San Francisco,2025-10-15,10:00,06:00,920.00,Economy,52
-CT-FL-012,Pacific Wings,Tokyo,San Francisco,2025-10-15,22:00,18:00,2500.00,First,3
-CT-FL-013,EuroStar Air,Chicago,Rome,2025-11-01,16:00,08:00+1,710.00,Economy,45
-CT-FL-014,EuroStar Air,Chicago,Rome,2025-11-01,20:00,12:00+1,1680.00,Business,9
-CT-FL-015,EuroStar Air,Rome,Chicago,2025-11-10,07:00,12:00,740.00,Economy,40
-CT-FL-016,EuroStar Air,Rome,Chicago,2025-11-10,14:00,19:00,1700.00,Business,7
-CT-FL-017,SunBird Airlines,Denver,Cancún,2025-12-20,06:00,11:30,480.00,Economy,70
-CT-FL-018,SunBird Airlines,Denver,Cancún,2025-12-20,10:00,15:30,950.00,Business,15
-CT-FL-019,SunBird Airlines,Cancún,Denver,2025-12-28,14:00,18:30,510.00,Economy,65
-CT-FL-020,SunBird Airlines,Cancún,Denver,2025-12-28,08:00,12:30,980.00,Business,11
+CT-FL-001,Contoso Skyways,Seattle,Paris,2027-08-15,08:30,04:30+1,750.00,Economy,42
+CT-FL-002,Contoso Skyways,Seattle,Paris,2027-08-15,14:00,10:00+1,1450.00,Business,12
+CT-FL-003,Contoso Skyways,Paris,Seattle,2027-08-22,11:00,14:00,780.00,Economy,38
+CT-FL-004,Contoso Skyways,Paris,Seattle,2027-08-22,18:00,21:00,1520.00,Business,8
+CT-FL-005,Atlantic Jet,New York,London,2027-09-01,19:00,07:00+1,620.00,Economy,55
+CT-FL-006,Atlantic Jet,New York,London,2027-09-01,22:00,10:00+1,2100.00,First,4
+CT-FL-007,Atlantic Jet,London,New York,2027-09-10,09:00,12:00,650.00,Economy,48
+CT-FL-008,Atlantic Jet,London,New York,2027-09-10,15:00,18:00,1380.00,Business,10
+CT-FL-009,Pacific Wings,San Francisco,Tokyo,2027-10-05,13:00,17:00+1,890.00,Economy,60
+CT-FL-010,Pacific Wings,San Francisco,Tokyo,2027-10-05,23:00,05:00+2,2450.00,Business,6
+CT-FL-011,Pacific Wings,Tokyo,San Francisco,2027-10-15,10:00,06:00,920.00,Economy,52
+CT-FL-012,Pacific Wings,Tokyo,San Francisco,2027-10-15,22:00,18:00,2500.00,First,3
+CT-FL-013,EuroStar Air,Chicago,Rome,2027-11-01,16:00,08:00+1,710.00,Economy,45
+CT-FL-014,EuroStar Air,Chicago,Rome,2027-11-01,20:00,12:00+1,1680.00,Business,9
+CT-FL-015,EuroStar Air,Rome,Chicago,2027-11-10,07:00,12:00,740.00,Economy,40
+CT-FL-016,EuroStar Air,Rome,Chicago,2027-11-10,14:00,19:00,1700.00,Business,7
+CT-FL-017,SunBird Airlines,Denver,Cancún,2027-12-20,06:00,11:30,480.00,Economy,70
+CT-FL-018,SunBird Airlines,Denver,Cancún,2027-12-20,10:00,15:30,950.00,Business,15
+CT-FL-019,SunBird Airlines,Cancún,Denver,2027-12-28,14:00,18:30,510.00,Economy,65
+CT-FL-020,SunBird Airlines,Cancún,Denver,2027-12-28,08:00,12:30,980.00,Business,11

data/hotels.csv

@@ -1,16 +1,16 @@
 hotel_id,name,city,country,star_rating,price_per_night_usd,amenities,available_rooms,check_in_date,check_out_date
-CT-HT-001,Le Marais Grand Hotel,Paris,France,5,320.00,"WiFi,Pool,Spa,Restaurant,Gym",8,2025-08-15,2025-08-30
-CT-HT-002,Montmartre Budget Inn,Paris,France,3,95.00,"WiFi,Breakfast",22,2025-08-15,2025-08-30
-CT-HT-003,Seine River Suites,Paris,France,4,210.00,"WiFi,Restaurant,Gym,River View",14,2025-08-15,2025-08-30
-CT-HT-004,The Westminster Palace,London,United Kingdom,5,380.00,"WiFi,Pool,Spa,Restaurant,Concierge",6,2025-09-01,2025-09-15
-CT-HT-005,Camden Town Hostel,London,United Kingdom,2,65.00,"WiFi,Shared Kitchen",30,2025-09-01,2025-09-15
-CT-HT-006,Kensington Gardens Hotel,London,United Kingdom,4,245.00,"WiFi,Restaurant,Gym,Parking",11,2025-09-01,2025-09-15
-CT-HT-007,Shibuya Sky Tower Hotel,Tokyo,Japan,5,290.00,"WiFi,Pool,Spa,Restaurant,Rooftop Bar",10,2025-10-05,2025-10-20
-CT-HT-008,Asakusa Traditional Ryokan,Tokyo,Japan,4,180.00,"WiFi,Hot Spring,Traditional Breakfast,Garden",5,2025-10-05,2025-10-20
-CT-HT-009,Shinjuku Business Hotel,Tokyo,Japan,3,110.00,"WiFi,Breakfast,Laundry",25,2025-10-05,2025-10-20
-CT-HT-010,Roma Colosseum View,Rome,Italy,4,230.00,"WiFi,Restaurant,Rooftop Terrace,Breakfast",12,2025-11-01,2025-11-15
-CT-HT-011,Trastevere Boutique B&B,Rome,Italy,3,125.00,"WiFi,Breakfast,Garden",9,2025-11-01,2025-11-15
-CT-HT-012,Vatican Luxury Residence,Rome,Italy,5,410.00,"WiFi,Pool,Spa,Restaurant,Concierge,Gym",4,2025-11-01,2025-11-15
-CT-HT-013,Cancún Beachfront Resort,Cancún,Mexico,5,350.00,"WiFi,Pool,Beach Access,Spa,All-Inclusive,Kids Club",20,2025-12-20,2026-01-05
-CT-HT-014,Playa Del Sol Hotel,Cancún,Mexico,4,195.00,"WiFi,Pool,Beach Access,Restaurant",16,2025-12-20,2026-01-05
-CT-HT-015,Centro Cancún Budget Stay,Cancún,Mexico,2,72.00,"WiFi,Breakfast,Parking",35,2025-12-20,2026-01-05
+CT-HT-001,Le Marais Grand Hotel,Paris,France,5,320.00,"WiFi,Pool,Spa,Restaurant,Gym",8,2027-08-15,2027-08-30
+CT-HT-002,Montmartre Budget Inn,Paris,France,3,95.00,"WiFi,Breakfast",22,2027-08-15,2027-08-30
+CT-HT-003,Seine River Suites,Paris,France,4,210.00,"WiFi,Restaurant,Gym,River View",14,2027-08-15,2027-08-30
+CT-HT-004,The Westminster Palace,London,United Kingdom,5,380.00,"WiFi,Pool,Spa,Restaurant,Concierge",6,2027-09-01,2027-09-15
+CT-HT-005,Camden Town Hostel,London,United Kingdom,2,65.00,"WiFi,Shared Kitchen",30,2027-09-01,2027-09-15
+CT-HT-006,Kensington Gardens Hotel,London,United Kingdom,4,245.00,"WiFi,Restaurant,Gym,Parking",11,2027-09-01,2027-09-15
+CT-HT-007,Shibuya Sky Tower Hotel,Tokyo,Japan,5,290.00,"WiFi,Pool,Spa,Restaurant,Rooftop Bar",10,2027-10-05,2027-10-20
+CT-HT-008,Asakusa Traditional Ryokan,Tokyo,Japan,4,180.00,"WiFi,Hot Spring,Traditional Breakfast,Garden",5,2027-10-05,2027-10-20
+CT-HT-009,Shinjuku Business Hotel,Tokyo,Japan,3,110.00,"WiFi,Breakfast,Laundry",25,2027-10-05,2027-10-20
+CT-HT-010,Roma Colosseum View,Rome,Italy,4,230.00,"WiFi,Restaurant,Rooftop Terrace,Breakfast",12,2027-11-01,2027-11-15
+CT-HT-011,Trastevere Boutique B&B,Rome,Italy,3,125.00,"WiFi,Breakfast,Garden",9,2027-11-01,2027-11-15
+CT-HT-012,Vatican Luxury Residence,Rome,Italy,5,410.00,"WiFi,Pool,Spa,Restaurant,Concierge,Gym",4,2027-11-01,2027-11-15
+CT-HT-013,Cancún Beachfront Resort,Cancún,Mexico,5,350.00,"WiFi,Pool,Beach Access,Spa,All-Inclusive,Kids Club",20,2027-12-20,2028-01-05
+CT-HT-014,Playa Del Sol Hotel,Cancún,Mexico,4,195.00,"WiFi,Pool,Beach Access,Restaurant",16,2027-12-20,2028-01-05
+CT-HT-015,Centro Cancún Budget Stay,Cancún,Mexico,2,72.00,"WiFi,Breakfast,Parking",35,2027-12-20,2028-01-05