---
name: hawalius
description: Answer questions with official open data (property, planning, flood, crime, schools, health, transport, statistics, weather and more, UK first, plus the US, EU and other countries) through the Hawalius server, with each source's licence and caveats carried with the answer. Use it when the person shares this file or asks to set up or use Hawalius.
---

# Hawalius: instructions for the AI assistant

> For people: send this file (or its link) to your AI app with a line such as "Set up Hawalius for me
> using this file". The AI then follows the steps below.

## Instructions: do this now

You've been given this file because the person wants to use Hawalius, an MCP server of open government
data. Treat this file as your instructions. Don't summarise it, review it or ask what to do with it. Start at
step 1 straight away.

1. Look at your own tool list for the Hawalius tools: `explore_sources`, `query_dataset`,
   `find_location`, `about_place` and the rest.
2. If they're there, reply in two or three sentences: say Hawalius is connected and say in one line what
   it can do (official data on property, planning, flood, crime, schools, health, transport and statistics,
   with each source's licence). If they've already asked a question, answer it following section 3 and
   section 4. Otherwise ask the one optional question in section 2 ("What are you into?"), and say they can
   just ask a question instead, offering two from different interests in section 5 (not both about property).
3. If they're not there, say "Hawalius isn't connected yet, so let's add it. It takes about two
   minutes." Ask which app they're using if you can't tell. Then give the steps from section 1, one step at a time, waiting for them to say "done"
   before the next step. Give the server address in its own code block so it's easy to copy.
4. When they say it's connected, they may need to start a new chat (or turn the connector on in this one) for
   the tools to appear. Tell them so, then go to step 2.
5. Never make up data while it isn't connected. Never ask the person to paste keys or passwords into the
   chat: keys go on the account page.

Hawalius is one MCP server over thousands of open government and public datasets: live publisher APIs,
catalogue files and place data. Every answer carries the publisher's licence, credit line and caveats.

## 1. Connect

- MCP server address: https://hawalius.com/mcp (Streamable HTTP, sign-in with OAuth).
Use only the part for the app you are. If you can't tell which app you are, say which you think you are and ask the person to confirm. If you're none of the apps below, use the general steps at the end.

- **If you are Claude:**
  - Claude on the web, desktop or phone (every plan, including Free, which allows one custom connector): Customize
    (or Settings), Connectors, + Add, Add custom connector. Name it Hawalius, paste the address, leave the
    sign-in settings as they are, press Add, then Connect and sign in. Once added on the web or desktop it shows in
    the phone app too.
  - Claude Team or Enterprise: an owner adds it once in Organization settings, Connectors, Add, Custom, Web. Then
    each person finds it under Customize, Connectors and presses Connect.
  - Claude Code: `claude mcp add --transport http hawalius https://hawalius.com/mcp`, then `/mcp` to sign in.
  - In a chat, + then Connectors shows whether Hawalius is switched on.
- **If you are ChatGPT:**
  - Needs a paid plan (Plus, Pro, Business, Enterprise or Edu) and chatgpt.com in a web browser: the phone app
    can't add a connector. On a phone, use the browser's desktop site.
  - Settings, Apps, Advanced settings, switch on Developer mode. Then Create app: name it Hawalius, paste the
    address as the MCP Server URL, set Authentication to OAuth with no client ID or secret, tick "I understand and
    want to continue", press Create and sign in.
  - On Business, Enterprise or Edu a workspace admin may have to allow Developer mode first.
  - In a new chat: + then More then Developer mode, and choose Hawalius, or start with "Using Hawalius, ...".
- **If you are Poke:**
  - Sign in at poke.com, open Integrations and add a new MCP integration. Name it Hawalius, paste the address
    as the server URL, leave the API key empty, and sign in when asked.
  - Then text Poke, for example "Use Hawalius to check flood risk for SW1A 1AA".
- **If you are Hark:**
  - Hark can't sign in with OAuth, so it uses an access key. The person makes one on https://hawalius.com/account under Access
    keys (type Hark, press Make a key) and copies it: it's only shown once.
  - In Hark, add a custom MCP server with the address. When Hark asks for an API key or bearer token, the person
    pastes the key into Hark's secure form only. It's sent as `Authorization: Bearer <key>`.
  - Never ask for the key in the chat. If it's been seen, the person revokes it on the account page and makes another.
- **If you are Perplexity:**
  - Pro or Max, on the web or desktop app: Settings, Connectors, add a custom (remote or MCP) connector. Name it MCP
    Everything, paste the address, choose OAuth and sign in.
  - If it only offers an API key, use an access key from https://hawalius.com/account, as for Hark.
- **If you are Grok:**
  - Paid plans, at grok.com: Connectors, New connector, Custom. Name it Hawalius, paste the address and sign in
    when asked.
- **If you are Manus:**
  - Settings, Connectors (or Integrations), Add MCP by URL. Name it Hawalius, paste the address and sign in
    when asked. If it asks for an API key instead, use an access key from https://hawalius.com/account.
- **If you're any other app (general steps):** look in your settings for Connectors, Integrations, Apps, Tools or MCP servers, and add a custom or remote MCP server named Hawalius with the address above (Streamable HTTP, OAuth sign-in). If it can only send a fixed key and has no sign-in, make a personal access key on the account page (https://hawalius.com/account) and send it as `Authorization: Bearer <key>`. If it can't add MCP servers at all, say so and point the person to https://hawalius.com/connect.
- A setup file for just one app: Claude https://hawalius.com/skills/claude.md, ChatGPT https://hawalius.com/skills/chatgpt.md, Poke https://hawalius.com/skills/poke.md, Hark https://hawalius.com/skills/hark.md, Perplexity https://hawalius.com/skills/perplexity.md, Grok https://hawalius.com/skills/grok.md, Manus https://hawalius.com/skills/manus.md.
- Step-by-step pictures: https://hawalius.com/connect
- Hawalius is in alpha. Connecting asks the person to sign in with their email (a code, no password). Once
  signed in they can browse every source, but data needs approval: call `about_hawalius` and, if they
  haven't applied, offer to apply for them in the chat with `apply_for_access` (or they apply at https://hawalius.com/apply).
  Approval is by hand, usually within 24 hours, and they're emailed.

If the server isn't connected yet, give the person the steps above and stop: don't guess at data.

## 2. "What are you into?": open data they might not have thought of

If they've saved interests already (`my_account` shows them), don't ask again: call `explore_sources` with
no `use_case` and it suggests from those. Otherwise ask it once, as an offer, never as a form: "What are you
into? A hobby, your work or business, or a project you're on. I'll suggest a few open datasets you might not
have thought of." If they'd rather just ask a question, skip this section.

1. Call `explore_sources` once, with their answer in their own words as `use_case`. If it's a business or
   their job, pass `commercial=true`: internal business use counts as commercial.
2. Pick three sources from different themes. Prefer the surprising over the obvious (for a gardener, frost
   dates and soil types before "parks near you"), sources that work without a key, and open licences. Section 5
   has worked questions for common interests: borrow its style, and its questions when they fit, but check
   them against what `explore_sources` returned and write ones about the person's own place or subject.
3. Reply under the heading "Have you thought about...?" with, for each one:
   - its name and, in one line, what's in it (from the source's own summary);
   - one line on why it fits what they told you;
   - a ready question in quotes that they can send straight back;
   - its licence in two or three words, with "non-commercial only" when that applies.
   If `shared_flows` came back, add "Someone's already made a flow for this" with the flow's title.
4. Ask which one to try, and when they pick, answer it following section 3 and section 4.
5. What they tell you is only for this suggestion. Don't send it to `send_feedback` or anywhere else unless
   they ask, and don't ask for more about them (no address, employer or names) than they chose to say.
   Hawalius doesn't store it unless they choose to save it (step 6).
6. Offer once, after the suggestions: "Want me to save that to your Hawalius account, so future chats can
   suggest datasets without asking?" If yes, show what you'll save (their words, nothing about other people)
   and ask them to type exactly: "I agree to Hawalius saving these interests to my account to suggest datasets." Then call `save_interests` with it. Never type that sentence for
   them. They can change or delete it on the account page (https://hawalius.com/account#interests).

## 3. Work in this order

1. `explore_sources` with the person's own words (and any document text) to find the right datasets, or
   `search_datasets` for a known name. `find_location` turns an address, postcode, maps link or "lat, lon" into a
   point and area codes.
2. `get_dataset` to read the licence, caveats and filters. Read the licence warnings to the person.
3. `request_access` with the person's purpose in their own words and `accept_licence=true` once they've agreed.
   With a usual purpose saved on their account, it can be left out.
4. `query_dataset` to filter, count, group and page. Place datasets take an `area`
   ({"lat", "lon", "radius_m"} or {"postcode", "radius_m"}).
5. Several datasets at once (round a list of sites, or joined on an area code): `combine_datasets` in one call.
   If a run would take over two minutes it doesn't start: it returns `long_job` with the time. Tell the person,
   and run it again with `long_ok=true` only if they say go ahead (or split it into smaller batches).
   "Tell me about this place" (a site appraisal, a home buyer's first look): `about_place` with the location
   runs the usual checks for its country (flood, planning, environment, ground, noise, crime, schools, health,
   deprivation; in the US flood, constraints, soil and hazards; everywhere the nearest substations, stations,
   motorway junctions, hospitals, airports and ports) in one call, grouped by topic, each with a line on how to
   read it. A town is fine for questions about an area; for one property, ask for a postcode, address or pin.
6. A file for Excel, a GIS or Power BI: `export_dataset` (a zip with CSV, GeoJSON where there are coordinates,
   and the licence). Some sources can't be exported: their licence bars it, and the tool says so.
7. Nothing fits? If `explore_sources` lists `already_asked_for`, offer the person's "me too" with `me_too`.
   Otherwise offer `send_feedback` (kind "source") in the person's words, with a few example places, what it
   will decide and the value that matters. If it lists datasets we may already have, show those first. Sources
   are licence-checked and usually added within a week, and the person is emailed when it's live. A
   calculation that doesn't exist yet (kind "calculation") works the same way.
8. After an answer the person liked, you may offer once to share their question on the Explore use cases page with
   `share_prompt`. Say first that it's public (with their first name only if they want credit), and leave out
   names, addresses, full postcodes and client details. `explore_sources` also returns `community_prompts`:
   questions others shared that worked well.

## 4. Rules that go with every answer

- The `licence_notice` goes with the rows into any table, chart, export or report made from them.
- When a result starts with `publisher_caveats`, tell the person each caveat with the answer.
- Each result's `provenance` says when the rows were fetched, from which publisher, when the publisher last
  updated them, and a confidence level with the reason. Give the date, and the level and reason when it isn't
  high.
- Licence summaries are ours, not legal advice: the person stays responsible for checking each publisher's own
  terms (the `terms_url` in each notice).
- Non-commercial sources are only for non-commercial use; internal business use counts as commercial.
- Paid sources (PropertyData, PaTMa, Homedata, Chimnie, Searchland, Kamma, Regrid) run on the person's own key
  and spend their credits: one call per question, and say what it cost.
- Keys: a source that needs one says so; the person adds it on https://hawalius.com/account, never in the chat.

## 5. Good first questions

Ask what they're into, then pick the matching group below and offer two or three (never the whole list). Swap in
their own town, team, subject or postcode. These all use sources that need no key; where a source is
non-commercial or view only, `explore_sources` says so, so pass that on.

- If they're into **sport**:
  - "How big is home advantage in English football really: home wins against away wins, season by season?"
  - "In T20 cricket, how much does winning the toss and batting first help at each ground?"
  - "At which Formula 1 circuits does starting on pole most often turn into a win, and where is it worth least?"
  - "Which councils have the most sports halls, pools and 3G pitches per head, and which have the fewest?"
  - "Which Premier League teams won the most points this season from games they were losing at half-time?"
- If they're into **politics**:
  - "Which companies gave money to a political party and then won public contracts?"
  - "Which ministers met the most outside organisations last quarter, and who with?"
  - "Which MPs' office and staffing claims rose most between the last two years, and by how much?"
  - "Which All-Party Parliamentary Groups are run by a company or a lobbying firm's secretariat?"
  - "Which petitions got the most signatures in Hastings and Rye, and has the government replied?"
  - "How did each council vote in the EU referendum, and how deprived is it today?"
- If they're into **researching a place or a property**:
  - "What sold on and around Hackney Downs in the last year, and has it beaten the UK average since 2015?"
  - "Is CB4 1DH in a conservation area or flood zone, and is there coal mining or radon risk under it?"
  - "How tall are the buildings around King's Cross, and how many of them are listed?"
  - "Are rents in Manchester rising faster than pay, and what have rent tribunals decided there?"
  - "Which London boroughs have the biggest pipeline of planned homes, and are they actually building them?"
  - "Compare Council Tax bands across Bath, Leeds and Hull: which has the most homes in band A?"
- If they're into **money and markets**:
  - "Month by month since 2019, how far above Bank Rate has the average 2-year fixed mortgage been, and when was the gap widest?"
  - "What are card spending and job adverts doing this month compared with a year ago?"
  - "Which kinds of construction firm went into insolvency most in the last six months, by trade code, and is that more than the same months last year?"
  - "Which mining pools found the most Bitcoin blocks in the last 24 hours, and what did their blocks pay in fees on average?"
  - "Month by month since 2015, what's the gap between the US 10-year Treasury yield and UK Bank Rate, and when did it flip?"
  - "Which firms do people complain about most to the Financial Ombudsman, and how often does the firm lose?"
  - "How many people in Sheffield, Leeds and Bradford get the Winter Fuel Payment, and how many is that per 1,000 over-65s?"
  - "How did Leeds split its Household Support Fund between food, energy and other help, against Manchester and Bradford?"
- If they're into **cars and driving**:
  - "Which cars fail their MOT most often by make, model and age, and which almost never do?"
  - "Where are the speed cameras and the worst collision spots in Wiltshire, and how many drivers fail drink-drive tests?"
  - "Which roads in Surrey are most congested at 8am on a weekday, and how different is Saturday?"
  - "For a 2016 Ford Fiesta against a 2016 Toyota Yaris, what share pass their MOT, and how many of each are still on the road?"
- If they're into **food and drink**:
  - "Which takeaways near secondary schools in Newham have the worst hygiene ratings?"
  - "Which pub gardens in Brighton are in the sun at 5pm on a June evening?"
  - "Which Cornish, Welsh and Scottish food and drink names are protected in the UK register but not the EU one, or the other way round?"
  - "Which councils have the most 24-hour alcohol licences per 10,000 people, and where do Westminster and Manchester rank?"
  - "Which breakfast cereals sold in the UK have more than 22.5 g of sugar per 100 g (a red label), ranked worst first?"
- If they're into **travel**:
  - "Which countries has the Foreign Office changed its travel advice for in the last seven days, and what changed?"
  - "Which airports within 150 km of Bristol have a runway over 2,500 m, and how long is each?"
  - "Which aircraft are overhead Heathrow right now, and where are they going?"
  - "Week by week this year, how many ships went through the Suez Canal against round the Cape of Good Hope?"
  - "When does the ISS next pass over Manchester, and is the aurora likely tonight?"
- If they're into **nature and the outdoors**:
  - "Which Wainwrights over 800 m are within 10 km of Keswick, and what time is sunrise and moonrise there on Saturday?"
  - "Which bees, moths and butterflies are declining fastest in England?"
  - "Where did sewage spill into rivers near Henley last year, and how much did it rain?"
  - "Which wild plants have been recorded within 2 km of Malham Cove in the last five years, and which are rare there?"
  - "Which water companies have a hosepipe ban in force this week, and which reservoirs are named as exceptionally low?"
  - "What fossils have been recorded within 5 km of Matlock, how old are they, and which rock layer were they in?"
- If they're into **family and schools**:
  - "Compare the primary schools within 1.5 km of RG2 7AB on results, size and Ofsted rating."
  - "Which nurseries and childminders within 2 km of LE2 1DR are rated outstanding, and how many places do they have?"
  - "How does my council's SEND support compare with its neighbours, and how many tribunal appeals does it lose?"
  - "Which universities have the best graduate earnings for computer science, and the best student satisfaction?"
  - "Is there a short-break home for disabled children near York?"
- If they're into **health**:
  - "Which hospital trust has the longest waits for a hip replacement, and how does it compare with the average?"
  - "How did A&E four-hour waits at Leeds trusts change over the last year?"
  - "Over the last three summers, how many days was the West Midlands under an amber heat-health alert, and how many deaths were linked to each heat episode there?"
  - "Which five councils have the biggest gap between life expectancy and healthy life expectancy, and what are their Health Index scores?"
  - "Which pack of amoxicillin 500 mg capsules is cheapest per capsule at NHS list price, and who supplies it?"
  - "Which councils have the most Blue Badge holders per head, and how many disabled people's bus passes do they issue?"
- If they're into **energy and climate**:
  - "When is electricity greenest and cheapest tomorrow in Yorkshire for running a washing machine?"
  - "Month by month, how many kWh would a 4 kW south-facing solar array make on a roof at TR1 2AA against one at AB10 1AA?"
  - "How many of the ten warmest years in the Central England record since 1659 came after 2000, and how did last month compare with the 1961 to 1990 average?"
  - "Which wind and solar farms are planned in Lincolnshire, and how far along are they?"
  - "How many heat pumps were installed in each council area, and what did they cost?"
  - "How much more does a prepayment customer pay for electricity and gas than one on direct debit, each year since 2015?"
- If they're into **history and folk**:
  - "Which stone circles within 25 km of Keswick line up with the midsummer sunrise, and how wide is each?"
  - "What have metal detectorists reported in East Suffolk, grouped by period, and which finds are the oldest?"
  - "Which stone circles and holy wells are within 20 km of Penzance?"
  - "Which folk customs and festivals happen within 30 miles of Hereford, and on which dates?"
  - "How many Mary Quant objects does the V&A hold, by year made and type of object?"
  - "Which national museums are back to their 2019 visitor numbers, month for month, and which are still furthest below?"
  - "Which royal mistresses and ladies-in-waiting served at European courts in the 1700s?"
  - "Who are the most famous people born within 20 km of Versailles?"
- If they're into **tech and cyber security**:
  - "Which vulnerabilities are attackers actively exploiting right now, and how likely are the others to be?"
  - "Which open-source packages have a known vulnerability, and which version fixes it?"
  - "Here is my requirements.txt: which packages, or their dependencies, have known flaws?"
  - "Which products ship their own copy of a flawed library, and are they fixed yet?"
  - "Which breaches added to Have I Been Pwned in the last 90 days included passwords, and how many accounts did each expose?"
  - "Is this link or domain a known phishing site, and how old is it?"
  - "Which sectors reported the most data breaches to the ICO last year?"
- If they're into **business and supply chains**:
  - "Which councils are tendering for waste contracts right now, and who won last year?"
  - "Which countries ship the most bicycles to the UK, and what duty applies to them?"
  - "Which UK ports' trade with China grew most in tonnes over five years, and which cargo types drove it?"
  - "Week by week this year, how have wholesale prices for English carrots and cauliflowers moved against last year?"
  - "Month by month since 2020, what share of UK gas imports came as LNG against pipeline gas from Norway?"
- If they're into **your council and community**:
  - "Which councils are under government intervention, and how much do they spend per head on adult social care?"
  - "Which councils have the most Ombudsman complaints upheld per 10,000 residents, and is that rising?"
  - "Which funders gave the most grants to charities in Wales last year?"
  - "How much developer money has Camden been promised and how much has it actually spent?"
  - "What have government departments released under Freedom of Information about flood defences?"
- If they're into **space and the night sky**:
  - "Which visible ISS passes over Edinburgh this week come after dark and before midnight, and is the moon up for each?"
  - "For each meteor shower this year, how much of the moon is lit on its peak night in Cornwall, and when does it set?"
  - "How many fireballs have US sensors recorded over Europe since 2020, and which released the most energy?"
- If they're into **the wider world**:
  - "Which countries raised life expectancy most since 1990 while GDP per head barely grew, and which did the reverse?"
  - "For 901 Bagby St, Houston: what's the FEMA risk score for its census tract by hazard, and how many flood insurance claims were paid in its ZIP code?"
  - "Which European countries' votes shifted furthest right between their last two national elections, weighting each party by its vote share?"
  - "Which countries received the most asylum claims from Sudanese people since 2023, and what share did each accept?"
  - "Which earthquakes in the last 30 days were felt by the most people, and how deep were they?"
- If they're into **having your say and holding power to account**:
  - "Which planning applications near Hastings are open for comment right now, and when does each one close?"
  - "Which national infrastructure projects within 30 km of Ipswich are open for comment, and when does each window close?"
  - "What did my council promise to spend developer money on, and how much is still unspent?"
  - "Which housing petitions have passed 10,000 signatures, and has the government replied?"
  - "How did my MP vote on the last five housing bills, and what outside interests have they declared?"
  - "What did my council pay its suppliers over £500 last month, and who got the most?"
- If they're into **getting around and everyday bills**:
  - "Which tennis courts near Leeds have free slots this week, and how do I book one?"
  - "How do pump prices in Italy, Spain and France compare with the EU average this week?"
  - "Which trains on my line were cancelled most last year, and which station on it is the most punctual?"
  - "Which stations near Leeds have gained or lost the most passengers since 2019, and how punctual are their trains now?"
  - "Hour by hour on Saturday, what wave height and sea temperature are forecast off Whitby, and when does it get light?"
  - "How clean is the air at the nearest monitor to me today, and is it a good morning for a run?"
  - "Which sports halls, pools and pitches are within a few miles of me?"
- If they're into **birds and wildlife watching**:
  - "Which bird species have been recorded near Slimbridge in the last month?"
  - "Which birds, bees and butterflies are declining fastest in England?"
  - "Which wader species have been seen most often at Snettisham this autumn, and when is sunrise there on Saturday?"
  - "Which locally rare birds have been reported within 10 km of Minsmere in the last fortnight?"
  - "Which protected nature sites are near me, and what are they protected for?"
- If they're into **music, books and games**:
  - "Which bands from Sheffield released albums in the 1980s, and on which labels?"
  - "Of the 20 most downloaded books on Project Gutenberg, which were written by women, and when were they first published?"
  - "Which concerts and festivals are on near Manchester next month?"
  - "Which of Steam's most played games right now came out before 2015, and who made them?"
- If they're into **residential property: agents, investors and valuers**:
  - "What have flats sold for around Hackney Downs in the last 12 months, against the borough and UK average?"
  - "Which councils in the South East have a house price to earnings ratio under 10, and how many homes did each complete last year?"
  - "Before I value this address: is it in a flood zone or conservation area, and is there coal mining or radon risk?"
  - "What does it cost to bring a rented home up to the decent homes standard in the North West?"
  - "In which councils have second-home and buy-to-let Stamp Duty purchases fallen most since 2016?"
  - "How much gas and electricity do homes in this postcode use, and how many are in fuel poverty?"
- If they're into **development and planning: developers, planners and consultants**:
  - "Which schemes of more than 50 homes were submitted in Leeds in the last year, and which were approved?"
  - "Which constraints apply to this site: green belt, conservation area, listed buildings, flood zone, brownfield?"
  - "Which off-site biodiversity gain sites are on the statutory register near this site, and what habitats do they hold?"
  - "What section 106 money did schemes in Camden agree, and what did it pay for?"
  - "How tall are the buildings around this site, and how many floors do they have?"
  - "Which public land and buildings does the government hold in Birmingham?"
  - "Which consultations and local plan windows are open near this site?"
- If they're into **real estate research and investment**:
  - "Which alternative property sectors (student housing, HMOs, life sciences) are growing fastest by council?"
  - "How many households are on the council housing waiting list in Leeds, and how has it changed since 2010?"
  - "Which London boroughs have the biggest pipeline of planned homes, and are they building them?"
  - "How have rents, prices and earnings moved in Manchester since 2015?"
  - "Which areas have the best transport connectivity, and how far is the nearest hospital and school?"
  - "Which named AI Growth Zone sites sit nearest a substation with spare capacity, and how much headroom does it report?"
  - "Which councils have had Exceptional Financial Support two years running, and what share of their spending goes on adult social care?"
- If they're into **retail, hospitality and leisure**:
  - "How many cafés, gyms and convenience stores are within 800 m of this unit, and which brands?"
  - "Which food businesses near this site have poor hygiene ratings?"
  - "How busy are the stations near this unit, and is footfall up on last year?"
  - "What are card spending and job adverts doing this month compared with a year ago?"
  - "How many pubs and cafés within 1 km of this unit have a pavement licence for outdoor tables?"
  - "Where are the nearest gambling premises to this site?"
  - "What concerts and festivals are on near this site next month, and when are the bank holidays?"
- If they're into **energy and utilities**:
  - "What were GB wholesale electricity prices and the generation mix by fuel last week?"
  - "What did businesses pay for electricity and gas last quarter compared with households?"
  - "Which wind and solar farms are planned in Lincolnshire, and how far along are they?"
  - "Which parts of the Ofgem price cap have grown most since 2022: wholesale, network or policy costs?"
  - "Month by month, how many kWh would a 4 kW south-facing solar array make on a roof at TR1 2AA against one at AB10 1AA?"
  - "How many heat pumps were installed in each council area, and what did they cost?"
- If they're into **construction and materials**:
  - "What have cement and building material prices and deliveries done over the last two years?"
  - "Draw a Sankey diagram of the UK's material flows last year: what we dug up, imported and exported, and how much of our waste was recycled, burned or landfilled."
  - "What are tradespeople's rates and construction price indices doing this year?"
  - "Which councils are tendering for construction work right now, and who won last year?"
  - "Which major planning applications could mean work in the next two years around Bristol?"
  - "Is this supplier on the UK sanctions list or the procurement debarment list?"
- If they're into **banking, credit and compliance**:
  - "Which kinds of construction firm went into insolvency most in the last six months, by trade code, and is that more than the same months last year?"
  - "Which police force areas reported the most fraud per head to Action Fraud last year, and how much was lost?"
  - "Which firms do people complain about most to the Financial Ombudsman, and how often does the firm lose?"
  - "Who is behind this legal entity, and what is its LEI?"
  - "Is this supplier on the UK sanctions list or the procurement debarment list?"
  - "Month by month since 2019, how far above Bank Rate has the average 2-year fixed mortgage been, and when was the gap widest?"
- If they're into **insurance and underwriting**:
  - "Is this address in a flood zone, and what floods have been recorded nearby?"
  - "Is there coal mining, radon, landslide or ground-movement risk under this site?"
  - "How much crime is reported around this postcode compared with the force average?"
  - "How tall and how big are the buildings on this street, and how many floors do they have?"
  - "What storm, drought and heat events hit this region in the last ten years?"
  - "Which product and medicine recalls hit this month, for product liability cover?"
- If they're into **commercial lending and mortgage diligence**:
  - "Before I lend on this site: planning constraints, flood zone, ground risk and listed-building status?"
  - "What have comparable properties sold for nearby in the last 12 months?"
  - "How do house price to earnings ratios compare across the councils in this loan book?"
  - "Which companies in this sector have gone insolvent in the last year, and where?"
  - "Is the borrower's company in good standing, and is it a charity?"
  - "Month by month since 2019, how have mortgage approvals moved against the 2-year fixed rate, and when did approvals bottom out?"
- If they're into **land and site evaluation**:
  - "What is the bedrock and soil at this site, and is there contamination or mining risk?"
  - "How steep is this site, and which hills and slopes surround it?"
  - "What protected habitats, SSSIs or biodiversity gain sites are near this land?"
  - "Is this land green belt, brownfield or in a conservation area?"
  - "How much sun does this plot get in December, with the hills and buildings around it?"
  - "How far is the nearest rail station, bus stop and hospital by road?"
- If they're into **data centres and infrastructure siting**:
  - "Where are AI growth zones, and which areas have spare grid capacity?"
  - "Which substations and distribution networks serve this site, and what headroom do they report?"
  - "Quarter by quarter since 2015, what share of Ireland's metered electricity went to data centres, and how fast is it growing year on year?"
  - "Is this site at flood risk, and what is the cooling-water situation nearby?"
  - "What did businesses pay for electricity last quarter, and what was the wholesale price last week?"
  - "What is the carbon intensity of the grid here by hour tomorrow?"
- If they're into **stocks, trading and markets**:
  - "On which days in the last year did the US 10-year Treasury yield move more than 0.15 points, and what did the 2-year do on those days?"
  - "What did this company report to the SEC last quarter, and how have its revenue and debt moved?"
  - "On days since 2018 when the crypto Fear & Greed index was below 20, what was Bitcoin's price 30 days later?"
  - "Which blockchains have lost the most DeFi value locked since January, and which protocols lead on each?"
  - "Which US metro areas have house prices rising faster than local inflation over the last 12 months?"
  - "How many tankers went through the Strait of Hormuz each day this month against the same days last year?"
  - "Put the IMF, OECD and World Bank growth forecasts for the UK, Germany and the US side by side, and where do they disagree most?"
- If they're into **agriculture and food production**:
  - "How have UK wheat and barley yields and prices moved over the last ten years?"
  - "Which countries' wheat stocks have fallen furthest as a share of their use since 2015?"
  - "How have crop prices and trade moved in Ukraine, Brazil and India since 2019?"
  - "Month by month since 2021, how have farm-gate wheat prices moved against fertiliser prices?"
  - "How dry is each Environment Agency area, and is a hosepipe ban likely?"
  - "What soil type and properties are there at this field?"
- If they're into **healthcare and care providers**:
  - "Which care homes in Kent are rated inadequate, and how many beds do they have?"
  - "Which hospital trusts have the longest waits for a hip replacement?"
  - "How many staff and vacancies does each NHS organisation have?"
  - "How many patients are registered at each GP practice in Leeds?"
  - "Which health and social care contracts are being tendered right now?"
- If they're into **public sector, charities and consultancies**:
  - "Which councils are tendering right now, and what are the contract values?"
  - "What did central government spend over £25,000 last month, and with whom?"
  - "Which funders gave the most grants to charities in Wales last year?"
  - "Where has Levelling Up and Town Deals funding gone, by place?"
  - "How much crisis support money does my council get this year, and how much Household Support Fund did it spend on food and energy?"
  - "Which councils are under government intervention, and how much do they spend per head on adult social care?"
- If they're into **education and training providers**:
  - "Compare secondary schools in Reading on results, size and Ofsted rating."
  - "Which universities have the best graduate earnings and student satisfaction for computer science?"
  - "How many apprenticeship starts were there in each region, in which subjects?"
  - "Which universities lead on research funding in life sciences?"
- If they're into **ageing, care and later life**:
  - "Which care homes near Bath are rated good or outstanding, and how many beds do they have?"
  - "How much does my council spend per head on adult social care, and is it under government intervention?"
  - "How long do people live where I'm thinking of retiring, and where is health worst?"
  - "Which GP practices near me have the most patients registered, and how long are the A&E waits locally?"
  - "How many excess winter deaths has Cornwall had each winter since 2010, against the South West as a whole?"
  - "How long do ambulances take to reach a stroke or heart attack in my area?"
- If they're into **disability and access**:
  - "Which councils have the most Blue Badge holders per head, and how many badges were issued last year?"
  - "What does parking cost at my hospital, and are the disabled bays free?"
  - "How does my council's SEND support compare with its neighbours, and how many tribunal appeals does it lose?"
  - "Is there a short-break home for disabled children near York?"
  - "Which wheelchair and children's therapy services have the longest waits?"
- If they're into **staying active**:
  - "How much do people walk and cycle in each council area, and where has active travel funding gone?"
  - "Which pools, sports halls and 3G pitches are near me?"
  - "How clean is the air along my usual run today, and when is the weather best this week?"
  - "Which hills near me are worth the climb, and when is sunrise on Saturday?"
  - "Which tennis courts near me have free slots this week?"
- If they're into **renting or moving home**:
  - "Are rents in Manchester rising faster than pay, and what have rent tribunals decided there?"
  - "Which council in the West of England charges least for a Band D home this year, and how many Band D homes does each have?"
  - "What's the crime like around this postcode, and which streets have the most reports?"
  - "Is this address at risk of flooding, and is there coal mining or radon risk under it?"
  - "Which secondary schools can I get into from here, and how do they compare on results and Ofsted?"
  - "How much gas and electricity do homes in this postcode use, and is it cheap to heat?"
- If they're into **students and further study**:
  - "Which universities have the best graduate earnings and student satisfaction for nursing?"
  - "How many apprenticeship starts were there in each region, in which subjects?"
  - "How have two-bed rents in Sheffield and Leeds moved month by month since 2022, as a share of local pay?"
  - "What does a degree-level apprenticeship in engineering lead to, and who is hiring?"
- If they're into **household bills and cost of living**:
  - "How much more does a prepayment customer pay for electricity and gas than one on direct debit, each year since 2015?"
  - "How much of the energy price cap now goes on network and policy costs, against 2022?"
  - "When is electricity greenest and cheapest tomorrow in Yorkshire for running a washing machine?"
  - "What does a typical household spend each week, and how has food and fuel changed since 2019?"
  - "What do plumbers and electricians charge in the North East against London, and how much have their rates risen in two years?"
- If they're into **scams, recalls and staying safe**:
  - "Is this link or domain a known phishing site, and how old is it?"
  - "Which big data breaches leaked passwords in the last year, and was I in them?"
  - "How much fraud was reported to Action Fraud in my police force area last year, and how does it compare per head with its neighbours?"
  - "Which products, medicines and foods were recalled this month?"
  - "What hygiene rating does the takeaway on my street have?"
- If they're into **your neighbourhood**:
  - "What crime was reported on my street last month, and how does it compare with the area?"
  - "What new homes, shops or extensions have been applied for near me?"
  - "What hate crime was recorded in my police force area, and is it rising?"
  - "Which councils get the most complaints upheld by the Ombudsman, and is mine one of them?"
  - "How clean is the air at the nearest monitor, and how many days was it poor this year?"
- If they're into **gardening and growing**:
  - "What plants grow wild near me, and which families do they belong to?"
  - "What soil type and properties are there in my garden's area?"
  - "Is a hosepipe ban likely this summer, and how dry is my area?"
  - "When are the last spring frost and first autumn frost in my garden, on average over the last 30 years?"
  - "Which bees and butterflies are declining fastest, and what could I plant for them?"
- If they're into **walking, cycling and the outdoors**:
  - "Which Wainwrights over 800 m are within 10 km of Keswick, and when is sunrise on Saturday?"
  - "What wave height and wind are forecast off Robin Hood's Bay on Saturday morning, and when is sunrise?"
  - "How much do people walk and cycle in my council area?"
  - "Which stone circles and holy wells are within 20 km of Penzance?"
  - "What fossils have been recorded within 5 km of Matlock, how old are they, and which rock layer were they in?"
- If they're into **animals and pets**:
  - "Which animals could finish a 5 km parkrun faster than the fastest human, and by how many minutes?"
  - "Is there an animal disease outbreak, such as bird flu, near me right now?"
  - "Which bird species have been recorded near me this month?"
  - "Which mammals have the biggest brains for their body weight, family by family?"

If they're into property or a site:

- "What planning constraints, flood zones and noise are there at N1 9GU?"
- "Crime, sold prices and corner shops round each of these 5 postcodes, in one table."
- "Rent as a share of local pay for every London borough."
- "What's the soil like at 901 Bagby St, Houston, and what do the latest satellite images show?"

Data register (every source and its licence): https://hawalius.com/sources
Explore use cases (questions by interest, community prompts, saved flows, calculations and what people have asked for): https://hawalius.com/ideas