Are you trying to archive your digital history or incorporate it into your own projects? Youβve probably discovered how frustrating it is to get machine-readable access to your own data. While building a memex, I learned first-hand what great efforts must be made before you can begin using the data in interesting ways.
If you donβt want to spend all your time writing scrapers, reverse-engineering APIs, or parsing export data, this tool is for you! (If you do enjoy these things, please see the open issues.)
chronicle-etl
is a CLI tool that gives you a unified interface to your personal data. It uses the ETL pattern to extract data from a source (e.g. your local browser history, a directory of images, goodreads.com reading history), transform it (into a given schema), and load it to a destination (e.g. a CSV file, JSON, external API).
- A CLI tool for working with personal data. You can monitor progress of exports, manipulate the output, set up recurring jobs, manage credentials, and more.
- Plugins for many third-party sources (see list). This plugin system allows you to access data from dozens of third-party services, all accessible through a common CLI interface.
- A common, opinionated schema: You can normalize different datasets into a single schema so that, for example, all your iMessages and emails are represented in a common schema. (Donβt want to use this schema?
chronicle-etl
always allows you to fall back on working with the raw extraction data.)
Using homebrew:
$ brew install chronicle-app/etl/chronicle-etl
Using rubygems:
$ gem install chronicle-etl
Confirm it installed successfully:
$ chronicle-etl --version
# Display help
$ chronicle-etl help
# Run a basic job
$ chronicle-etl --extractor NAME --transformer NAME --loader NAME
# Read test.csv and display it to stdout as a table
$ chronicle-etl --extractor csv --input data.csv --loader table
# Show available plugins and install one
$ chronicle-etl plugins:list
$ chronicle-etl plugins:install imessage
# Retrieve imessage messages from the last 5 hours
$ chronicle-etl -e imessage --since 5h
# Get email senders from an .mbox email archive file
$ chronicle-etl --extractor email:mbox -i sample-email-archive.mbox -t email --fields actor.slug
# Save an access token as a secret and use it in a job
$ chronicle-etl secrets:set pinboard access_token username:foo123
$ chronicle-etl secrets:list # Verify that's it's available
$ chronicle-etl -e pinboard --since 1mo # Used automatically based on plugin name
Options:
-e, [--extractor=NAME] # Extractor class. Default: stdin
[--extractor-opts=key:value] # Extractor options
-t, [--transformer=NAME] # Transformer class. Default: null
[--transformer-opts=key:value] # Transformer options
-l, [--loader=NAME] # Loader class. Default: json
[--loader-opts=key:value] # Loader options
-i, [--input=FILENAME] # Input filename or directory
[--since=DATE] # Load records SINCE this date (or fuzzy time duration)
[--until=DATE] # Load records UNTIL this date (or fuzzy time duration)
[--limit=N] # Only extract the first LIMIT records
[--schema=SCHEMA_NAME] # Which Schema to transform
# Possible values: chronicle, activitystream, schemaorg, chronobase
[--format=SCHEMA_NAME] # How to serialize results
# Possible values: jsonapi, jsonld
-o, [--output=OUTPUT] # Output filename
[--fields=field1 field2 ...] # Output only these fields
[--header-row], [--no-header-row] # Output the header row of tabular output
[--log-level=LOG_LEVEL] # Log level (debug, info, warn, error, fatal)
# Default: info
-v, [--verbose], [--no-verbose] # Set log level to verbose
[--silent], [--no-silent] # Silence all output
You can save details about a job to a local config file (saved by default in ~/.config/chronicle/etl/jobs/JOB_NAME.yml
) to save yourself the trouble specifying options each time.
# Save a job named 'sample' to ~/.config/chronicle/etl/jobs/sample.yml
$ chronicle-etl jobs:save sample --extractor pinboard --since 10d
# Run the job
$ chronicle-etl jobs:run sample
# Show details about the job
$ chronicle-etl jobs:show sample
# Edit a job definition with default editor ($EDITOR)
$ chronicle-etl jobs:edit sample
# Show all saved jobs
$ chronicle-etl jobs:list
Connectors let you work with different data formats or third-party sources.
chronicle-etl
comes with several built-in connectors for common formats and sources.
# List all available connectors
$ chronicle-etl connectors:list
csv
- Load records from CSV files or stdinjson
- Load JSON (either line-separated objects or one object)file
- load from a single file or directory (with a glob pattern)
null
- (default) Donβt do anything and pass on raw extraction datasampler
- Samplepercent
records from the extractionsort
- sort extracted results bykey
anddirection
json
- (default) Load records serialized as JSONtable
- Output an ascii table of records. Useful for exploring data.csv
- Load records to CSVrest
- Send JSON to a REST API
Plugins provide access to data from third-party platforms, services, or formats. Plugins are packaged as separate gems and can be installed through the CLI (under the hood, it's a gem install chronicle-PLUGINNAME
)
# List available plugins
$ chronicle-etl plugins:list
# Install a plugin
$ chronicle-etl plugins:install NAME
# Use a plugin
$ chronicle-etl plugins:install imessage
$ chronicle-etl --extractor imessage --limit 10
# Uninstall a plugin
$ chronicle-etl plugins:uninstall NAME
The following are the officially-supported list of plugins and their available connectors:
Plugin | Type | Identifier | Description |
---|---|---|---|
apple-podcasts | extractor | listens | listening history of podcast episodes |
apple-podcasts | transformer | listen | a podcast episode listen to Chronicle Schema |
extractor | imap | emails over an IMAP connection | |
extractor | mbox | emails from an .mbox file | |
transformer | email to Chronicle Schema | ||
foursquare | extractor | checkins | Foursqure visits |
foursquare | transformer | checkin | checkin to Chronicle Schema |
github | extractor | activity | user activity stream |
imessage | extractor | messages | imessages from local macOS |
imessage | transformer | message | imessage to Chronicle Schema |
pinboard | extractor | bookmarks | Pinboard.in bookmarks |
pinboard | transformer | bookmark | bookmark to Chronicle Schema |
safari | extractor | browser-history | browser history |
safari | transformer | browser-history | browser history to Chronicle Schema |
shell | extractor | history | shell command history (bash / zsh) |
shell | transformer | command | command to Chronicle Schema |
spotify | extractor | liked-tracks | liked tracks |
spotify | extractor | saved-albums | saved albums |
spotify | extractor | listens | recently listened tracks (last 50 tracks) |
spotify | transformer | like | like to Chronicle Schema |
spotify | transformer | listen | listen to Chronicle Schema |
spotify | authorizer | OAuth authorizer | |
zulip | extractor | private-messages | private messages |
zulip | transformer | message | message to Chronicle Schema |
A few dozen importers exist in my Memex project and I'm porting them over to the Chronicle system. The Chronicle Plugin Tracker lets you keep track what's available and what's coming soon.
If you don't see a plugin for a third-party provider or data source that you're interested in using with chronicle-etl
, please open an issue. If you want to work together on a plugin, please get in touch!
In summary, the following are coming soon: anki, arc, bear, chrome, facebook, firefox, fitbit, foursquare, git, github, goodreads, google-calendar, images, instagram, lastfm, shazam, slack, strava, timing, things, twitter, whatsapp, youtube.
Additional connectors are packaged as separate ruby gems. You can view the iMessage plugin for an example.
If you want to load a custom connector without creating a gem, you can help by completing this issue.
If you want to work together on a connector, please get in touch!
# TODO
If your job needs secrets such as access tokens or passwords, chronicle-etl
has a built-in secret management system.
Secrets are organized in namespaces. Typically, you use one namespace per plugin (pinboard
secrets for the pinboard
plugin). When you run a job that uses the pinboard
plugin extractor, for example, the secrets from that namespace will automatically be included in the extractor's options. To override which secrets get included, you can use do it in the connector options with secrets: ALT-NAMESPACE
.
Under the hood, secrets are stored in ~/.config/chronicle/etl/secrets/NAMESPACE.yml
with 0600 permissions on each file.
# Save a secret under the 'pinboard' namespace
$ chronicle-etl secrets:set pinboard access_token username:foo123
# Set a secret using stdin
$ echo -n "username:foo123" | chronicle-etl secrets:set pinboard access_token
# List available secretes
$ chronicle-etl secrets:list
# Use 'pinboard' secrets in the pinboard extractor's options (happens automatically)
$ chronicle-etl -e pinboard --since 1mo
# Use a custom secrets namespace
$ chronicle-etl secrets:set pinboard-alt access_token different-username:foo123
$ chronicle-etl -e pinboard --extractor-opts secrets:pinboard-alt --since 1mo
# Remove a secret
$ chronicle-etl secrets:unset pinboard access_token
- Keep tackling new plugins. See: Chronicle Plugin Tracker
- Add support for incremental extractions (#37)
- Improve stdin extractor and shell command transformer so that users can easily integrate their own scripts/languages/tools into jobs (#5)
- Add documentation for Chronicle Schema. It's found throughout this project but never explained.
After checking out the repo, run bin/setup
to install dependencies. Then, run rake spec
to run the tests. You can also run bin/console
for an interactive prompt that will allow you to experiment.
To install this gem onto your local machine, run bundle exec rake install
. To release a new version, update the version number in version.rb
, and then run bundle exec rake release
, which will create a git tag for the version, push git commits and tags, and push the .gem
file to rubygems.org.
# run tests
bundle exec rake spec
# generate docs
bundle exec rake yard
# use Guard to run specs automatically
bundle exec guard
- @hyfen on Twitter
- @hyfen on Github
- Email: andrew@hyfen.net
Bug reports and pull requests are welcome on GitHub at https://github.com/chronicle-app/chronicle-etl. This project is intended to be a safe, welcoming space for collaboration, and contributors are expected to adhere to the Contributor Covenant code of conduct.
The gem is available as open source under the terms of the MIT License.
Everyone interacting in the Chronicle::ETL projectβs codebases, issue trackers, chat rooms and mailing lists is expected to follow the code of conduct.