Simon Willison’s Weblog

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datasette-jq (via) I released another tiny Datasette plugin: datasette-jq registers a single custom SQL function, jq(), which lets you execute the jq expression language against a JSON column (or literal value) to filter and transform the JSON data. The README includes a link to a live demo—it’s a neat way to play with the jq micro-language. # 30th May 2019, 1:52 am

sqlite-utils 1.0. I just released sqlite-utils 1.0, with a couple of handy new features over 0.14: it can now automatically add columns to a database table if you attempt to insert data which doesn’t quite fit (using alter=True in the Python API or the --alter option to the “sqlite-utils insert” command). It also has the ability to output nested JSON column values on the command-line using the new --json-cols option. This is the first project I’ve marked as a 1.0 release in a very long time—I’ll be sticking to semver for this project from now on, bumping the major version only in the case of a backwards incompatible change. # 25th May 2019, 1:20 am

Datasette 0.28—and why master should always be releasable

It’s been quite a while since the last substantial release of Datasette. Datasette 0.27 came out all the way back in January.

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asgi-cors (via) I’ve been trying out the new ASGI 3.0 spec and I just released my first piece of ASGI middleware: asgi-cors, which lets you wrap an ASGI application with Access-Control-Allow-Origin CORS headers (either “*” or dynamic headers based on an origin whitelist). # 7th May 2019, 12:12 am

Hello world for ASGI running on Glitch (via) I’m continuing to experiment with Python 3 running on Glitch. This evening on my walk home from work I built this “hello world” demo on my phone, partly to see if Glitch was a workable mobile development environment—it passed with flying colours! The demo is a simple hello world implemented using the new ASGI 3.0 specification, running on the daphne reference server. Click the “via” link for my accompanying thread on Twitter, which includes a short screencast (also recorded on my phone) showing Glitch in action. # 26th April 2019, 5:06 am

Running Datasette on Glitch

The worst part of any software project is setting up a development environment. It’s by far the biggest barrier for anyone trying to get started learning to code. I’ve been a developer for more than twenty years and I still feel the pain any time I want to do something new.

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csv-diff 0.3.1 (via) I released a minor update to my csv-diff CLI tool today which does a better job of displaying a human-readable representation of rows that have been added or removed from a file—previously they were represented as an ugly JSON dump. My script monitoring changes to the official list of trees in San Francisco has been running for a month now and has captured 23 commits! # 7th April 2019, 8:03 pm

Generating a commit log for San Francisco’s official list of trees

San Francisco has a neat open data portal (as do an increasingly large number of cities these days). For a few years my favourite file on there has been Street Tree List, a list of all 190,000 trees in the city maintained by the Department of Public Works.

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I commissioned an oil painting of Barbra Streisand’s cloned dogs

Two dogs in a stroller looking at a gravestone, as an oil painting
Two identical puffs of white fur, gazing at the tombstone of the dog they are

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sqlite-utils: a Python library and CLI tool for building SQLite databases

sqlite-utils is a combination Python library and command-line tool I’ve been building over the past six months which aims to make creating new SQLite databases as quick and easy as possible.

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db-to-sqlite (via) I just released version 0.2 of a tiny CLI utility I’ve been working on. It builds on top of SQLAlchemy and lets you connect to any SQLAlchemy-supported database and convert the data from it to a local SQLite database file. The new --all option will mirror all available tables (including foreign key relationships), or you can use --sql to save the results of custom SQL queries. # 8th February 2019, 6:08 am

Datasette 0.27 (via) The latest release of Datasette introduces an option to output tables and SQL query results as newline-delimited JSON—plus a new “datasette plugins” command for listing available plugins. # 1st February 2019, 4:39 am

Exploring search relevance algorithms with SQLite

SQLite isn’t just a fast, high quality embedded database: it also incorporates a powerful full-text search engine in the form of the FTS4 and FTS5 extensions. You’ve probably used these a bunch of times already: many iOS, Android and desktop applications use SQLite under-the-hood and use it to implement their built-in search.

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Zeit 2.0, and building smaller Python Docker images

Changes are afoot at Zeit Now, my preferred hosting provider for the past year (see previous posts). They have announced Now 2.0, an intriguing new approach to providing auto-scaling immutable deployments. It’s built on top of lambdas, and comes with a whole host of new constraints: code needs to fit into a 5MB bundle for example (though it looks like this restriction will soon be relaxed a littleupdate November 19th you can now bump this up to 50MB).

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The interesting ideas in Datasette

Datasette (previously) is my open source tool for exploring and publishing structured data. There are a lot of ideas embedded in Datasette. I realized that I haven’t put many of them into writing.

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Analyzing US Election Russian Facebook Ads

Two interesting data sources have emerged in the past few weeks concerning the Russian impact on the 2016 US elections.

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datasette-vega (via) I wrote a visualization plugin for Datasette that uses the excellent Vega “visualization grammar” library to provide bar, line and scatter charts configurable against any Datasette table or SQL query. # 29th June 2018, 3 pm

Datasette 0.23: CSV, SpatiaLite and more (via) The big new feature in 0.23 is CSV export: any Datasette table or query can now be exported as CSV, including the option to get all matching rows in one giant CSV file taking advantage of Python 3 async and Datasette’s efficient keyset pagination. Also in this release: improved support for SpatiaLite and various JSON API improvements including the ability to expand foreign key labels in JSON and CSV responses. # 18th June 2018, 3:34 pm

Datasette Facets

Datasette 0.22 is out with the most significant new feature I’ve added since the initial release: faceted browse.

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Datasette 0.21: New _shape=, new _size=, search within columns. Nothing earth-shattering here but it’s accumulated enough small improvements that it warranted a new release. You can now send ?_shape=array to get back a plain JSON array of results, ?_size=XXX|max to get back a specific number of rows from a table view and ?_search_COLUMN=text to run full-text search against a specific column. # 5th May 2018, 11:25 pm

Make Near Me (via) The natural evolution of owlsnearme.com—Make Near Me uses the Zeit Now API to allow anyone to deploy their own version of Owls Near Me for any species! I announced this on stage at Zeit Day SF 2018 as part of my talk on Datasette and Datasette Publish. # 28th April 2018, 9:28 pm

Exploring the UK Register of Members Interests with SQL and Datasette

Ever wondered which UK Members of Parliament get gifted the most helicopter rides? How about which MPs have been given Christmas hampers by the Sultan of Brunei? (David Cameron, William Hague and Michael Howard apparently). Here’s how to dig through the Register of Members Interests using SQL and Datasette.

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JSON Escape Text. I built a tiny tool for turning text into an escaped JSON string—I needed it to help create descriptions and canned SQL queries for adding to Datasette’s metadata.json files. # 25th April 2018, 4:13 am

csvs-to-sqlite 0.8. I released a new version of my csvs-to-sqlite tool this morning with a bunch of handy new features. It can now rename columns and define their types, add the CSV filenames as an additional column, add create indexes on columns and parse dates and datetimes into SQLite-friendly ISO formatted values. # 24th April 2018, 4:11 pm

Datasette plugins, and building a clustered map visualization

Datasette now supports plugins!

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Datasette 0.15: sort by column (via) I’ve released the latest version of Datasette to PyPI. The key new feature is the ability to sort tables by column, using clickable column headers or directly via the new _sort= and _sort_desc= querystring parameters. # 9th April 2018, 5:25 pm

owlsnearme source code on GitHub. Here’s the source code for our new owlsnearme.com project. It’s a single-page React application that pulls all of its data from the iNaturalist API. We built it this weekend with the SuperbOwl kick-off as a hard deadline so it’s not the most beautiful React code, but it’s a nice demonstration of how React (and create-react-app in particular) can be used for rapid development. # 4th February 2018, 10:33 pm

Owls Near Me. Back in 2010 Natalie and I shipped owlsnearyou.com—a website for finding your nearest owls, using data from the sadly deceased WildlifeNearYou (RIP). To celebrate #SuperbOwl Sunday we rebuilt the same concept on top of the excellent iNaturalist API. Search for a place to see which owls have been spotted there, or click the magic button to geolocate your device and see which owls have been spotted in your nearby area! # 4th February 2018, 10:26 pm

Analyzing my Twitter followers with Datasette

I decided to do some ad-hoc analsis of my social network on Twitter this afternoon… and since everything is more fun if you bundle it up into a SQLite database and publish it to the internet I performed the analysis using Datasette.

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Datasette Publish: a web app for publishing CSV files as an online database

I’ve just released Datasette Publish, a web tool for turning one or more CSV files into an online database with a JSON API.

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