Python Client for Keen IO
Project description
This is the official Python Client for the Keen IO API. The Keen IO API lets developers build analytics features directly into their apps.
This is still under active development. Stay tuned for improvements!
Installation
Use pip to install!
pip install keen
This client is known to work on Python 2.6, 2.7, 3.2, 3.3, 3.4 and 3.5.
For versions of Python < 2.7.9, you’ll need to install pyasn1, ndg-httpsclient, pyOpenSSL.
Usage
To use this client with the Keen IO API, you have to configure your Keen IO Project ID and its access keys (if you need an account, sign up here - it’s free).
Setting a write key is required for publishing events. Setting a read key is required for running queries. The recommended way to set this configuration information is via the environment. The keys you can set are KEEN_PROJECT_ID, KEEN_WRITE_KEY, KEEN_READ_KEY, and KEEN_MASTER_KEY.
If you don’t want to use environment variables for some reason, you can directly set values as follows:
keen.project_id = "xxxx"
keen.write_key = "yyyy"
keen.read_key = "zzzz"
keen.master_key = "abcd"
For information on how to configure unique client instances, take a look at the Advanced Usage section below.
Send Events to Keen IO
Once you’ve set KEEN_PROJECT_ID and KEEN_WRITE_KEY, sending events is simple:
keen.add_event("sign_ups", {
"username": "lloyd",
"referred_by": "harry"
})
Send Batch Events to Keen IO
You can upload Events in a batch, like so:
# uploads 4 events total - 2 to the "sign_ups" collection and 2 to the "purchases" collection
keen.add_events({
"sign_ups": [
{ "username": "nameuser1" },
{ "username": "nameuser2" }
],
"purchases": [
{ "price": 5 },
{ "price": 6 }
]
})
That’s it! After running your code, check your Keen IO Project to see the event/events has been added.
Do analysis with Keen IO
Here are some examples of querying. Let’s assume you’ve added some events to the “purchases” collection. For more code samples, take a look at Keen’s docs
keen.count("purchases", timeframe="this_14_days") # => 100
keen.sum("purchases", target_property="price", timeframe="this_14_days") # => 10000
keen.minimum("purchases", target_property="price", timeframe="this_14_days") # => 20
keen.maximum("purchases", target_property="price", timeframe="this_14_days") # => 100
keen.average("purchases", target_property="price", timeframe="this_14_days") # => 49.2
keen.sum("purchases", target_property="price", group_by="item.id", timeframe="this_14_days") # => [{ "item.id": 123, "result": 240 }, { ... }]
keen.count_unique("purchases", target_property="user.id", timeframe="this_14_days") # => 3
keen.select_unique("purchases", target_property="user.email", timeframe="this_14_days") # => ["bob@aol.com", "joe@yahoo.biz"]
keen.extraction("purchases", timeframe="today") # => [{ "price" => 20, ... }, { ... }]
keen.multi_analysis("purchases", analyses={
"total":{
"analysis_type": "sum",
"target_property":"price",
"timeframe": "this_14_days"
},
"average":{
"analysis_type": "average",
"target_property":"price",
"timeframe": "this_14_days"
}
) # => {"total":10329.03, "average":933.93}
step1 = {
"event_collection": "signup",
"actor_property": "user.email"
}
step2 = {
"event_collection": "purchase",
"actor_property": "user.email"
}
keen.funnel([step1, step2], timeframe="today") # => [2039, 201]
To return the full API response from a funnel analysis (as opposed to the singular “result” key), set all_keys=True.
For example, keen.funnel([step1, step2], all_keys=True) would return “result”, “actors” and “steps” keys.
Delete Events
The Keen IO API allows you to delete events from event collections, optionally supplying filters, timeframe or timezone to narrow the scope of what you would like to delete.
You’ll need to set your master_key.
keen.delete_events("event_collection", filters=[{"property_name": 'username', "operator": 'eq', "property_value": 'Bob'}])
Advanced Usage
See below for more options.
Configure Unique Client Instances
If you intend to send events or query from different projects within the same python file, you’ll need to set up unique client instances (one per project). You can do this by assigning an instance of KeenClient to a variable like so:
from keen.client import KeenClient
client = KeenClient(
project_id="xxxx", # your project ID for collecting cycling data
write_key="yyyy",
read_key="zzzz",
master_key="abcd"
)
client_hike = KeenClient(
project_id="xxxx", # your project ID for collecting hiking data (different from the one above)
write_key="yyyy",
read_key="zzzz",
master_key="abcd"
)
You can send events like this:
# add an event to an event collection in your cycling project
client.add_event(...)
# or add an event to an event collection in your hiking project
client_hike.add_event(...)
Similarly, you can query events like this:
client.count(...)
Saved Queries
You can manage your saved queries from the Keen python client.
# Create a saved query
keen.saved_queries.create("name", saved_query_attributes)
# Get all saved queries
keen.saved_queries.all()
# Get one saved query
keen.saved_queries.get("saved-query-slug")
# Get saved query with results
keen.saved_queries.results("saved-query-slug")
# Update a saved query
saved_query_attributes = { refresh_rate: 14400 }
keen.saved_queries.update("saved-query-slug", saved_query_attributes)
# Delete a saved query
keen.saved_queries.delete("saved-query-slug")
Overwriting event timestamps
Two time-related properties are included in your event automatically. The properties “keen.timestamp” and “keen.created_at” are set at the time your event is recorded. You have the ability to overwrite the keen.timestamp property. This could be useful, for example, if you are backfilling historical data. Be sure to use ISO-8601 Format.
Keen stores all date and time information in UTC!
keen.add_event("sign_ups", {
"keen": {
"timestamp": "2012-07-06T02:09:10.141Z"
},
"username": "lloyd",
"referred_by": "harry"
})
Get from Keen IO with a Timeout
By default, GET requests will timeout after 305 seconds. If you want to manually override this, you can create a KeenClient with the “get_timeout” parameter. This client will fail GETs if no bytes have been returned by the server in the specified time. For example:
from keen.client import KeenClient
client = KeenClient(
project_id="xxxx",
write_key="yyyy",
read_key="zzzz",
get_timeout=100
)
This will cause queries such as count(), sum(), and average() to timeout after 100 seconds. If this timeout limit is hit, a requests.Timeout will be raised. Due to a bug in the requests library, you might also see an SSLError (#1294)
Send to Keen IO with a Timeout
By default, POST requests will timeout after 305 seconds. If you want to manually override this, you can create a KeenClient with the “post_timeout” parameter. This client will fail POSTs if no bytes have been returned by the server in the specified time. For example:
from keen.client import KeenClient
client = KeenClient(
project_id="xxxx",
write_key="yyyy",
read_key="zzzz",
master_key="abcd",
post_timeout=100
)
This will cause both add_event() and add_events() to timeout after 100 seconds. If this timeout limit is hit, a requests.Timeout will be raised. Due to a bug in the requests library, you might also see an SSLError (https://github.com/kennethreitz/requests/issues/1294)
Create Scoped Keys
The Python client enables you to create Scoped Keys easily. For example:
from keen.client import KeenClient
from keen import scoped_keys
api_key = KEEN_MASTER_KEY
write_key = scoped_keys.encrypt(api_key, {"allowed_operations": ["write"]})
read_key = scoped_keys.encrypt(api_key, {"allowed_operations": ["read"]})
write_key and read_key now contain scoped keys based on your master API key.
Testing
To run tests:
python setup.py tests
Changelog
0.3.25
Replaced defunct pycrypto library with cryptodome.
Fixed UnicodeDecodeError under PY3 while installing in Windows.
0.3.24
Updated documentation
0.3.23
Added status code to JSON parse error response
0.3.22
Added support for python 3.5
0.3.21
Fixed bug with scoped key generation not working with newer Keen projects.
0.3.20
Added saved_queries support
Added Python 3.4 support
0.3.19
Added base_url as a possible env variable
0.3.18
Updated error handling to except ValueError
0.3.17
Fixed timestamp overriding keen addons
Added get_collection and get_all_collections methods
0.3.16
Added all_keys parameter which allows users to expose all keys in query response.
Added delete_events method.
0.3.15
Added better error handling to surface all errors from HTTP API calls.
0.3.14
Added compatibility for pip 1.0
0.3.13
Added compatibility for pip < 1.5.6
0.3.12
Made requirements more flexible.
0.3.11
Added requirements.txt to pypi package.
0.3.10
Fixed requirements in setup.py
Updated test inputs and documentation.
0.3.9
Added `master_key` parameter.
0.3.8
Mocked tests.
Added `median` query method.
Added support for $python setup.py test.
0.3.7
Upgraded to requests==2.5.1
0.3.6
Added `max_age` parameter for caching.
0.3.5
Added client configurable timeout to gets.
0.3.4
Added `percentile` query method.
0.3.3
Support `interval` parameter for multi analyses on the keen module.
0.3.2
Reuse internal requests’ session inside an instance of KeenApi.
0.3.1
Support `property_names` parameter for extractions.
0.3.0
Added client configurable timeout to posts.
Upgraded to requests==2.2.1.
0.2.3
Fixed sys.version_info issue with Python 2.6.
0.2.2
Added interval to multi_analysis.
0.2.1
Added stacktrace_id and unique_id to Keen API errors.
0.2.0
Added add_events method to keen/__init__.py so it can be used at a module level.
Added method to generate image beacon URLs.
0.1.9
Added support for publishing events in batches
Added support for configuring client automatically from environment
Added methods on keen module directly
0.1.8
Added querying support
0.1.7
Bugfix to use write key when sending events - do not use 0.1.6!
0.1.6
Changed project token -> project ID.
Added support for read and write scoped keys.
Added support for generating scoped keys yourself.
Added support for python 2.6, 3.2, and 3.3
0.1.5
Added documentation.
To Do
Asynchronous insert
Scoped keys
Questions & Support
If you have any questions, bugs, or suggestions, please report them via Github Issues. We’d love to hear your feedback and ideas!
Contributing
This is an open source project and we love involvement from the community! Hit us up with pull requests and issues.
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