# Personal Data YAML Formats This document describes the YAML files read from `../personal-data/`. It is intended for humans and LLMs generating new entries. ## General Rules - Use YAML lists for most files. `airports.yaml` is a mapping keyed by IATA code. - Use ISO-like YAML dates and datetimes: - Date: `2026-03-14` - Datetime with timezone: `2026-03-14 09:30:00+01:00` - Use lowercase ISO 3166-1 alpha-2 country codes, for example `gb`, `be`, `us`. - Use quoted strings for prices and identifiers that might otherwise be parsed as numbers: `'154.34'`, `'06525269'`, `'0042'`. - Currencies must be in `config.CURRENCIES` or `GBP`. - Travel and trip-related entries are grouped by the `trip` date. That date should match an entry in `trips.yaml` when a named trip is needed, but trip groups can also be created from travel/accommodation/conference entries. - Keep chronological files sorted by their natural start field. `validate_yaml.py` checks ordering for trips, flights, trains, ferries, conferences, and accommodation. - Preserve the existing whitespace style. Long top-level list files such as `accommodation.yaml`, `buses.yaml`, `car_journeys.yaml`, `coaches.yaml`, `conferences.yaml`, `ferries.yaml`, `flights.yaml`, `stations.yaml`, `trains.yaml`, and `trips.yaml` use one blank line between top-level items. Mapping files such as `airports.yaml` do not use this list-item spacing. - Coordinates are `latitude` then `longitude`, both numeric. ## Cross-File References - `flights.yaml` flight `airline` values reference `airlines.yaml` `iata`. - `flights.yaml` flight `from` and `to` values reference `airports.yaml` keys. - `trains.yaml` journey and leg `from` and `to` values reference `stations.yaml` `name`. - `ferries.yaml` `from` and `to` values reference `ferry_terminals.yaml` `name`. - `buses.yaml` `from` and `to` values reference `bus_stops.yaml` `name`. - `coaches.yaml` `from` and `to` values reference `coach_stations.yaml` `name`. - `car_journeys.yaml` `route` values name files in `car_routes/`. The `.geojson` extension is optional. - Station, stop, and terminal `routes` values name GeoJSON files without the `.geojson` extension. ## `accommodation.yaml` Top-level shape: list of accommodation stays. Used by: agenda events, trip pages, trip maps, busy/location logic. Required fields: - `type`: accommodation category such as `hotel`, `apartment`, `airbnb`. - `name`: property name. - `country`: lowercase country code. - `location`: city or place name. - `trip`: trip start date. - `from`: check-in datetime. - `to`: check-out datetime. Common optional fields: - Booking: `operator`, `booking_reference`, `confirmation_code`, `booking_url`, `url`, `email`, `phone`. - Money: `price`, `currency`, `room_rate`, `estimated_taxes`, `estimated_additional_fees`. - Room/stay: `address`, `room_type`, `room_name`, `room_number`, `number_of_adults`, `breakfast_included`, `breakfast`, `cancellation_policy`, `free_cancellation`, `refundable`. - Coordinates/IDs: `latitude`, `longitude`, `timezone`, `osm_node`, `wikidata`. - Loyalty: `rewards`, `radisson_rewards_number`. Example: ```yaml - type: hotel operator: Example Hotels name: Example Central Hotel location: Brussels country: be trip: 2026-02-06 from: 2026-02-06 15:00:00+01:00 to: 2026-02-09 11:00:00+01:00 address: 1 Example Street, Brussels confirmation_code: ABC123 price: '312.50' currency: EUR number_of_adults: 1 room_type: Standard double breakfast_included: true latitude: 50.8466 longitude: 4.3528 ``` ## `airlines.yaml` Top-level shape: list of airlines. Used by: flight loading and display. Required fields: - `iata`: two-character IATA airline code. - `icao`: three-character ICAO airline code. - `name`: airline name. Optional fields: - `flight_number_prefer_icao`: boolean. When true, display flight numbers with the ICAO code instead of the IATA code. Example: ```yaml - iata: BA icao: BAW name: British Airways - iata: U2 icao: EZY name: easyJet flight_number_prefer_icao: true ``` ## `airports.yaml` Top-level shape: mapping keyed by IATA airport code. Used by: flight loading, distance calculation, maps, unbooked route hints. Required fields for each airport: - `iata`: IATA code. Should match the mapping key. - `name`: airport name. - `city`: city or main served place. - `country`: lowercase country code. - `latitude`, `longitude`: numeric coordinates. - `qid`: Wikidata QID. Optional fields: - `alt_name`: display name override used in labels. - `elevation`: metres. - `website`, `url`. Example: ```yaml BRU: iata: BRU name: Brussels Airport city: Brussels country: be qid: Q220613 latitude: 50.9014 longitude: 4.4844 elevation: 56 website: https://www.brusselsairport.be/ ``` ## `bus_stops.yaml` Top-level shape: list of bus stops. Used by: bus trip loading, maps, route rendering. Required fields: - `name`: stop name referenced by `buses.yaml`. - `city`: city or place. - `country`: lowercase country code. - `latitude`, `longitude`: numeric coordinates. - `routes`: mapping from destination stop name to GeoJSON filename without `.geojson`. Optional fields: - `Atco`: UK ATCO stop code. - `osm_node`. Example: ```yaml - name: West Street city: Bristol country: gb Atco: '0100BRA10073' osm_node: 485403178 latitude: 51.4393854 longitude: -2.6017977 routes: Bristol Airport: West_Street_to_Bristol_Airport ``` ## `buses.yaml` Top-level shape: list of bus journeys. Used by: trip loading, maps, trip timeline. Bus journeys are not counted for Schengen tracking. Required fields: - `trip`: trip start date. - `depart`: departure datetime. - `arrive`: arrival datetime. `validate_yaml.py` requires arrival after departure and duration no more than 12 hours. - `from`, `to`: names from `bus_stops.yaml`. Optional fields: - `operator`, `price`, `currency`. Example: ```yaml - trip: 2026-03-14 depart: 2026-03-14 08:20:00+00:00 arrive: 2026-03-14 08:55:00+00:00 from: West Street to: Bristol Airport operator: First Bus price: '2.00' currency: GBP ``` ## `coach_stations.yaml` Top-level shape: list of coach stations. Used by: coach trip loading, maps, route rendering. Fields are the same pattern as `bus_stops.yaml`, except entries describe coach stations. Example: ```yaml - name: Example Coach Station city: Example City country: gb latitude: 51.4500 longitude: -2.5800 routes: Other Coach Station: example_city_to_other_city ``` ## `coaches.yaml` Top-level shape: list of coach journeys. Used by: trip loading, maps, trip timeline. Coach journeys are not counted for Schengen tracking. Required fields: - `trip`, `depart`, `arrive`, `from`, `to`. - `from` and `to` must be names from `coach_stations.yaml`. Optional fields: - `operator`, `class`, `booking_reference`, `price`, `currency`, `price_details`. Example: ```yaml - booking_reference: ABC123 trip: 2026-05-25 price: '55.00' currency: GBP depart: 2026-05-26 14:45:00+01:00 arrive: 2026-05-26 18:30:00+01:00 from: Example Coach Station to: Other Coach Station operator: Example Coaches class: Standard price_details: base_fare: '55.00' ``` ## `car_journeys.yaml` Top-level shape: list of car journeys. Used by: trip loading, maps, trip timeline. Car journeys are for driving your own car or a rental car. Required fields: - `trip`: trip start date. - `depart`: departure date or datetime. - `arrive`: arrival date or datetime. - `route`: GeoJSON filename in `car_routes/`, with or without the `.geojson` extension. Optional fields: - `from`, `to`: endpoint labels. If omitted and the route filename uses `A_to_B`, labels are inferred from the filename. - `show_markers`: boolean. When true, render both car endpoint markers on maps. Defaults to false because car endpoints often duplicate airport, accommodation, ferry terminal, or conference pins. Home endpoints still render by default. - `from_show_marker`, `to_show_marker`: booleans. Per-endpoint marker overrides. - `from_type`, `to_type`: marker type override used when that endpoint marker is shown. Use `home` to render a house icon. Otherwise car endpoints render as car markers. - `operator`, `vehicle`, `price`, `currency`, `distance`. The route distance is calculated from the GeoJSON when `distance` is not present. Car routes render on maps by default. Non-home endpoint pins are opt-in. If an endpoint label is `home`, `PCH`, or `Picture House Court`, the marker is rendered as a house by default. Example: ```yaml - trip: 2026-07-16 depart: 2026-07-16 arrive: 2026-07-16 route: PCH_to_EMF.geojson - trip: 2026-07-16 depart: 2026-07-19 arrive: 2026-07-19 route: EMF_to_PCH.geojson ``` ## `conferences.yaml` Top-level shape: list of conferences and conference-like events. Used by: agenda events, trip pages, trip maps, conference list, CFP reminders. Required fields: - `name`: event name. - `topic`: topic/category. - `location`: city or location label. - Date information, either as legacy top-level `start` and `end`, or preferred nested `dates`. Preferred `dates` fields: - `status`: one of `exact`, `tentative`, or `approximate`. - For `exact` and `tentative`: `start` and `end` dates/datetimes. `end` must be no earlier than `start`, and duration must be under 20 days. - For `approximate`: `earliest` and `latest` dates for sorting/past-future filtering. - `label`: optional human-readable date text. Recommended for `tentative` and `approximate`, for example `likely first weekend of February 2027` or `March 2027`. - `basis`: optional explanation of why a tentative date is expected. Date status behavior: - `exact`: confirmed dates. These create agenda events, iCalendar entries, and timeline bars. - `tentative`: guessed or unconfirmed exact dates. These appear on the conference list with a status badge, but do not create agenda/iCalendar events or timeline bars. - `approximate`: only a broad date range is known. These appear on the conference list with a status badge, but do not create agenda/iCalendar events or timeline bars. Legacy fields: - Existing top-level `start` and `end` are still supported and are treated as `exact` unless `date_status` says otherwise. Common optional fields: - Series: `series`, a key from `conference_series.yaml`. - Trip/location: `trip`, `country`, `venue`, `address`, `latitude`, `longitude`. - Attendance: `going`, `registered`, `speaking`, `online`, `accommodation_booked`, `transport_booked`. - Partial attendance: `attend_start`, `attend_end`. These may be dates or timezone-aware datetimes and are used on trip pages instead of official dates. - Web/CFP: `url`, `cfp_end`, `cfp_url`, `hashtag`, `description`. - Money/tickets: `free`, `price`, `currency`, `ticket_type`. - Other flags: `hackathon`, `attendees`. Exact example: ```yaml - name: FOSDEM series: fosdem topic: FOSDEM location: Brussels country: be trip: 2026-02-06 dates: status: exact start: 2026-02-07 end: 2026-02-08 attend_start: 2026-02-07 14:00:00+01:00 attend_end: 2026-02-08 going: true registered: true accommodation_booked: true transport_booked: true url: https://fosdem.org/2026/ venue: Universite Libre de Bruxelles address: Av. Franklin Roosevelt 50, 1050 Bruxelles, Belgium latitude: 50.8132 longitude: 4.3822 ``` Tentative example: ```yaml - name: FOSDEM series: fosdem topic: FOSDEM location: Brussels country: be dates: status: tentative start: 2027-01-30 end: 2027-01-31 label: likely first weekend of February 2027 basis: FOSDEM is usually on the weekend where Sunday is the first Sunday in February url: https://fosdem.org/2027/ ``` Approximate examples: ```yaml - name: Wikimedia Hackathon 2027 series: wikimedia-hackathon topic: Wikimedia location: Albania country: al dates: status: approximate label: mid-April 2027 earliest: 2027-04-11 latest: 2027-04-20 hackathon: true - name: PyCascades 2027 series: pycascades topic: Python location: TBC dates: status: approximate label: March 2027 earliest: 2027-03-01 latest: 2027-03-31 ``` ## `conference_series.yaml` Top-level shape: mapping from stable series ID to series metadata. Used by: conference list pages, conference series index/detail pages, and validation of `conferences.yaml` `series` references. Required fields for each series: - `name`: display name for the series. Common optional fields: - `topic`: default topic/category. - `cadence`: for example `annual` or `recurring`. - `usual_location`: common city/place when the event usually stays in one place. - `country`: common lowercase country code when stable. - `url`: series homepage. - `notes`: free-text generation or scheduling notes. Example: ```yaml fosdem: name: FOSDEM topic: FOSDEM cadence: annual usual_location: Brussels country: be url: https://fosdem.org/ notes: Usually the weekend where Sunday is the first Sunday in February. geomob-london: name: Geomob London topic: Maps cadence: recurring usual_location: London country: gb url: https://thegeomob.com/ ``` ## `entities.yaml` Top-level shape: list of people/entities. Used by: birthday events. Required fields for birthday support: - `name`: full name. - `label`: display name. - `type`: for example `human`. - `birthday`: mapping with `day`, `month`, and optionally `year`. Optional fields: - `relation`, `email`. If `birthday.year` is omitted, age is shown as unknown. Example: ```yaml - name: Ada Example label: Ada type: human relation: friend birthday: day: 10 month: 12 year: 1990 ``` ## `events.yaml` Top-level shape: list of general events. Used by: agenda events and trip pages. Required fields: - `name`: event type. - One date source: - `date`: single event date/datetime, or - `start_date`: used for events with a separate `end_date`, or - `rrule`: recurrence rule string. Optional fields: - `title`: display title. - `end_date`: explicit end date/datetime. - `duration`: ISO 8601 duration such as `PT2H`, `P1D`. - `url`. - Trip/map fields: `trip`, `location`, `country`, `venue`, `address`, `latitude`, `longitude`. Special cases: - For `name: travel_insurance`, the event date field is `end_date`; no `end_date` is attached to the generated event. - For recurring events, if the `rrule` has no `BYHOUR`, `BYMINUTE`, or `BYSECOND`, generated events are all-day dates. Otherwise generated datetimes are localized to UK time. - `skip_trips=True` consumers ignore entries with `trip`. Examples: ```yaml - name: travel_insurance start_date: 2026-05-04 end_date: 2027-05-03 - name: meetup title: Example Geo Meetup date: 2026-06-18 18:30:00+01:00 duration: PT2H url: https://example.org/meetup location: Bristol country: gb latitude: 51.4545 longitude: -2.5879 - name: market title: Monthly Example Market rrule: FREQ=MONTHLY;BYDAY=1SA ``` ## `ferries.yaml` Top-level shape: list of ferry journeys. Used by: trip loading, maps, trip timeline, Schengen tracking. Required fields: - `trip`: trip start date. - `depart`, `arrive`: datetimes. Ferry `arrive` is required. - `from`, `to`: names from `ferry_terminals.yaml`. Common optional fields: - `operator`, `ferry`, `direction`, `class`, `booking_reference`, `price`, `currency`. - `price_details`: free-form mapping of fare components. - `vehicle`: mapping with fields such as `type`, `registration`, `height`, `length`, `extras`. Example: ```yaml - booking_reference: ABC123 trip: 2026-05-04 price: '302.00' currency: GBP depart: 2026-05-04 23:00:00+01:00 arrive: 2026-05-05 08:00:00+02:00 from: Portsmouth to: Cherbourg operator: Brittany Ferries class: Commodore cabin price_details: base_fare: '153.00' cabin: '149.00' vehicle: type: Example car registration: AB12CDE height: 1.63m length: 4.15m ``` ## `ferry_terminals.yaml` Top-level shape: list of ferry terminals. Used by: ferry loading and route rendering. Required fields: - `name`: terminal name referenced by `ferries.yaml`. - `city`, `country`. - `latitude`, `longitude`. - `routes`: mapping from destination terminal name to GeoJSON filename without `.geojson`. Ferry route rendering expects a GeoJSON route. Optional fields: - `osm_node`, `osm_way`. Example: ```yaml - name: Portsmouth city: Portsmouth country: gb osm_way: 123456 latitude: 50.8120 longitude: -1.0880 routes: Cherbourg: portsmouth_cherbourg ``` ## `flight_destinations.yaml` Top-level shape: list of origin rules for unbooked conference flight route hints. Used by: trip maps when a trip has conferences but no booked travel. Required fields: - `origin`: origin airport IATA code. - `airline`: airline IATA code. Currently loaded for validation/description but not used in origin selection. - `destinations`: list of destination airport IATA codes. Example: ```yaml - origin: BRS airline: U2 destinations: - AMS - BCN - CDG ``` ## `flights.yaml` Top-level shape: list of flight bookings. Each booking contains one or more flight legs. Used by: agenda transport events, trip loading, maps, distance calculation. Required booking fields: - `trip`: trip start date. - `flights`: list of flight leg mappings. Common optional booking fields: - `booking_reference`, `price`, `currency`. Required flight leg fields: - `depart`: departure datetime. - `from`, `to`: airport IATA codes from `airports.yaml`. - `flight_number`: numeric/string flight number without airline prefix. - `airline`: airline IATA code from `airlines.yaml`. Common optional flight leg fields: - Time/location: `arrive`, `from_terminal`, `to_terminal`, `duration`. - Seat/cabin: `seat`, `seat_type`, `class`, `cabin`. - Aircraft: `plane`, `registration`. - Tracking: `distance`, `co2_kg`, `openflights_trip`, `reason`. - Ticket/passenger: `e_ticket_number`, `ticket_number`, `frequent_flyer_number`, `passenger_name`, `passengers`, `baggage`, `payment_details`. `validate_yaml.py` checks that every booking has `trip`, all flight airlines exist in `airlines.yaml`, bookings are sorted by first departure, and currencies are configured. It reports flights missing `co2_kg`. Example: ```yaml - booking_reference: ABC123 trip: 2026-04-22 price: '62.50' currency: GBP flights: - depart: 2026-04-22 17:20:00+01:00 arrive: 2026-04-22 20:20:00+02:00 from: LHR to: BRU flight_number: '1234' airline: BA duration: 01:00 seat: 5F seat_type: W class: C cabin: business plane: Airbus A320 registration: G-ABCD co2_kg: 154 ``` ## `follow_launches.yaml` Top-level shape: list of SpaceDevs launch slugs. Used by: no current in-repo reader was found, but the file appears intended as a watch list for launch update tooling. Example: ```yaml - starship-integrated-flight-test-5 - artemis-ii ``` ## `stations.yaml` Top-level shape: list of railway stations. Used by: train loading, maps, route rendering. Required fields: - `name`: station name referenced by `trains.yaml`. - `country`: lowercase country code. - `latitude`, `longitude`. - `routes`: mapping from destination station name to GeoJSON filename without `.geojson`. Common optional fields: - `uic`, `alpha3`, `wikidata`, `osm_node`. Note: the code reads `routes`, not `rotues`; `rotues` appears to be a typo in existing data and should not be used for new entries. Example: ```yaml - name: London St Pancras uic: 7015400 alpha3: STP wikidata: Q720102 latitude: 51.531921 longitude: -0.126361 country: gb routes: Brussels Midi: london_brussels_eurostar ``` ## `subscriptions.yaml` Top-level shape: list of subscriptions. Used by: subscription renewal agenda events when `renewal_date` is present. Required fields: - `name`: subscription name. Common optional fields: - Dates: `start`, `start_date`, `renewal_date`. - `price`: mapping with `amount` and `currency`. - `term`: mapping with `duration` and `unit` or `term_unit`. - Account: `email`, `account_url`, `account_number`. Only items with `renewal_date` create agenda events. Example: ```yaml - name: Example Magazine start_date: 2026-01-01 renewal_date: 2027-01-01 price: amount: 99 currency: GBP term: duration: 1 unit: year email: me@example.com account_url: https://example.com/account account_number: '001234' ``` ## `trains.yaml` Top-level shape: list of train journeys. Each journey contains one or more legs. Used by: agenda transport events, trip loading, trip timeline, maps, stats. Required journey fields: - `operator`: booking/operator label. - `from`, `to`: station names from `stations.yaml`. - `trip`: trip start date. - `depart`, `arrive`: journey datetimes or dates. - `legs`: list of leg mappings. Common optional journey fields: - `class`, `number`, `tickets`, `ticket_code`, `total_price`, `co2_kg`. Required leg fields: - `from`, `to`: station names from `stations.yaml`. - `depart`, `arrive`. - `operator`. Common optional leg fields: - `train`, `number`, `service`, `service_number`, `service_numbers`, `reporting_number`, `mode`. - Seat/reservation: `coach`, `seat`, `seat_type`, `seat_features`, `reservation_number`, `platform`. - `class`, `trip`, `url`. Ticket fields are free-form but commonly include `booking_reference`, `url`, `price`, `currency`, `booking_date`, `ticket`, `ticket_code`, `ticket_type`, `from`, `to`, `class`, `validity`, `route`, `fare`, `quantity`, `seat_reservation`. Example: ```yaml - operator: eurostar from: London St Pancras to: Brussels Midi trip: 2026-02-06 depart: 2026-02-06 15:04:00+00:00 arrive: 2026-02-06 18:12:00+01:00 class: Standard Premier tickets: - booking_reference: ABCDEF url: https://example.com/booking/ABCDEF price: '89.00' currency: GBP legs: - from: London St Pancras to: Brussels Midi depart: 2026-02-06 15:04:00+00:00 arrive: 2026-02-06 18:12:00+01:00 coach: 1 seat: 41 operator: Eurostar ``` ## `travel_rewards.yaml` Top-level shape: list of travel loyalty accounts. Used by: no current in-repo reader was found. The file is structured as account metadata. Common fields: - `name`: programme name. - `type`: category such as `hotel`, `airline`, `rail`. - `member_number`: membership identifier. - `balance`: current points/miles balance. - `expiry`: expiry date or null. - `url`: account URL. - `person`: account holder key/name. - `email`, `note`. Example: ```yaml - name: Example Rewards type: hotel member_number: '123456789' balance: 3665 expiry: 2027-08-15 url: https://example.com/rewards person: edward ``` ## `trips.yaml` Top-level shape: list of trip metadata. Used by: trip grouping and trip titles. Required fields: - `trip`: trip start date. This is the grouping key used by travel, accommodation, conferences, and trip events. Optional fields: - `name`: explicit trip title. - `private`: boolean. Private trips are hidden from unauthenticated users. Example: ```yaml - trip: 2026-02-06 name: Brussels for FOSDEM private: false ``` ### Conference detail pages and airport suggestions Conference titles in the list and series pages link to `/conference/YYYY-MM-DD/series-or-title-location`. The date is the conference's start date (or the earliest date for an approximate event). The detail page keeps an external website link and displays the venue, address, coordinates, attendance fields and remaining conference metadata. Airport suggestions start with `agenda/conference_airports.json`. You can override or extend these in `personal-data/conference_airports.yaml`, using lowercase country codes and casefolded location names: ```yaml "be:brussels": CRL "us:pasadena, california": LAX "se:malmö": [MMX, CPH] "ch:bern": [BRN, BSL] "de:bonn": [CGN, DUS] "dk:funen": [BLL, CPH] "it:bologna": [BLQ, VRN, VCE] ``` Mappings may name several airports. Malmö (also entered as Malmo or Malmö, Sweden) searches MMX and CPH together, including cross-border airports explicitly listed in the mapping. Bern searches BRN and Basel (BSL) together; Bonn searches Cologne/Bonn (CGN) and Düsseldorf (DUS) together. Funen includes Billund (BLL) and Copenhagen (CPH). Bologna includes BLQ, Verona (VRN) and Venice Marco Polo (VCE). You can also enter comma-separated IATA codes such as `MMX,CPH`. Each route/date uses one combined Google search, so Bristol's direct flights to CPH are considered without doubling the number of requests. Results show the actual airport for each flight leg. Otherwise the page matches cities in `airports.yaml`, then suggests the nearest known airport within 150 km of the venue, limited to the same country when known. The flight lookup form accepts IATA codes, cities and airport names, with local autocomplete from the bundled public-domain OurAirports index (`agenda/airport_index.json`, downloaded from https://ourairports.com/data/). Names from `PERSONAL_DATA/airports.yaml` (normally `~/src/personal-data/airports.yaml`) override bundled labels for individual airports, combined destinations and autocomplete. Missing or blank names fall back to the bundled index, and edits take effect on the next request. Both personal and bundled names remain searchable. Scheduled-service airports are preferred; three-letter inputs are treated as IATA codes. London resolves to LON (all London airports). The highest-ranked match is used and its name/code shown; pick an autocomplete result for a specific airport. Country suffixes narrow the matches; US state abbreviations such as CA are recognized too. For example, `Copenhagen, Denmark` resolves to CPH. A nearby airport may still require a substantial ground transfer. Unknown locations need an IATA code or city/airport name entered manually. “Open in Google Flights” opens a prefilled round trip in a new tab, with the current airport group, outbound/return dates, stops, one adult in economy and GBP/en-GB settings. Before a lookup it uses the initial Bristol or London dates; for cached results each origin has its own link using the displayed flights' departure dates (or the last checked dates when no flights were found). Links are generated locally and work during the shared server cooldown. Only the flight lookup button contacts Google Flights from the server. Searches use Python Playwright with installed Chromium, one adult in economy, language `en-GB`, country `GB` and currency `GBP`. Overseas European destinations within 3,500 km of London prefer direct Bristol flights. Start with the day before and the day after the conference, expanding each direction independently to at most four days away only when no suitable flights are found. Stop searching a direction at the first date with flights; when both nearest dates work, this needs just two searches. If either direction has no suitable results, London is searched too. Other destinations start with London. London means LHR, LGW, STN, LTN, LCY and SEN together, initially with at most one stop; departures are two days before the conference to allow overnight travel, trying three days before if no suitable outbound flights are found. Returns are the day after. Outbound flights must arrive before the opening date. Prices are **one-way fares**, shown separately for outbound and return travel. Searches use Google’s best-flight group first, then prefer direct flights and BA within each stop count (all BA legs first, then some BA legs, then other airlines). Operating airline is used when available, otherwise the advertised airline. Google’s order is preserved within each group. If a London search has no direct or one-stop results, it retries with at most two stops. Bristol always remains direct-only. Results live in `DATA_DIR/conference-flights` (normally `/home/edward/lib/data/conference-flights`), keyed by dates, destination and search policy. Updates reuse results for six hours. Empty results are also cached; errors have a 15-minute retry cooldown and preserve any previous successful results. Failures show the route/date and underlying exception type/message; full tracebacks are logged on the server. Explicit Google date-range rejections ask you to retry closer to departure, rather than after 15 minutes. Confirmed “no flights found” and “no non-stop flights found” pages count as empty results; Bristol searches can then continue to nearby dates and show “No direct flights found” with the checked dates if none work; other unusable responses remain errors and include the requested date. No fixed airline booking horizon is assumed. Legacy cached failures without details can be retried immediately. A shared process lock prevents simultaneous conference flight searches. The page shows when results were last fetched, the destination airport names, and the departure dates checked when no suitable flights were found. Belfast is an exception to the UK exclusion: it searches Belfast International (BFS) and Belfast City (BHD) together, starting with direct flights from Bristol. Conferences with tentative start/end dates can also search for flights; the flight section displays those provisional dates. Other domestic, past, online and approximate-date conferences display details but do not offer flight lookup. Individual route/date searches (including empty results) are cached for six hours under `conference-flights/days`, so overlapping conferences reuse the same Google lookup. Browser searches are spaced at least three seconds apart using shared disk state across Apache workers. Chromium loads the page’s assets normally. HTTP 429 is not immediately retried: it pauses all uncached Google flight requests for 30 minutes. The page shows the shared cooldown and continues to display cached results. Failed navigations are not automatically retried. Search URL encoding and result parsing follow the format documented by https://github.com/AWeirdDev/flights (MIT attribution in `licenses/fast-flights-MIT.txt`). `flights` is no longer an application dependency. `run.fcgi` uses `/usr/bin/python3`; a project virtualenv is no longer needed. System Python must provide Playwright and the existing Flask dependencies, and Chromium must be installed. On Debian we launch `/usr/lib/chromium/chromium` directly: Apache's `ProcSubset=pid` hides `/proc/cpuinfo`, which causes `/usr/bin/chromium`'s shell-wrapper CPU check to fail incorrectly. Other installations fall back to `chromium` on PATH. The browser is started only on a cache miss, reused for that lookup’s dates, and closed after the lookup. Its persistent profile in `conference-flights/browser-profile` preserves consent choices. The shared search lock prevents multiple workers opening that profile simultaneously. Google’s result format is undocumented, and using a browser does not guarantee avoidance of rate limits or verification challenges. Existing successful cached fares remain usable; old empty results and failures can be refreshed using the browser, subject to the existing shared cooldown. Failed browser searches save compressed JSON diagnostics in `DATA_DIR/conference-flights/errors/*.json.gz`. Each contains the UTC timestamp, route, requested date, stop limit, locale/currency, request and final page URLs, HTTP status, exception details, raw flight-data script, visible page text, page HTML, and up to five Google HTTP error response bodies. Capture uses the loaded page and received responses; it makes no extra Google requests. Capture failures are logged and cannot replace the original lookup error. Local cooldown refusals and successful searches do not create snapshots. Snapshots are retained for 30 days, with at most 100 files; cleanup runs when a new snapshot is written. Captures are capped at 2 MiB of HTML, 1 MiB of flight script, 64 KiB of visible text and 256 KiB per HTTP error body, with any truncation recorded. Snapshot files have mode 0640. Previous failures cannot be recovered from these snapshots; recording begins with this change. Use Python's `gzip.open` to read the JSON for analysis or replay the saved `flight_script` through `agenda.google_flights.parse_results`.