Time Spines

Introduction

A time spine entity is a list of times (like consecutive dates), that has relations to time columns of other entities. The main use cases for a time spine are:

Filling in missing data - for example when counting new users by day, a day without users should be counted as 0. But without a time spine, if counting on the new users table on a missing date, then it will just not appear.
Providing a common time for different metrics - most metrics are based on time. When metrics are on different entities how to count them to the same day? Connect those entities to a time spine, and count them to the date in the spine.

A time spine in Honeydew is modeled as an entity, marked as a time spine.

A time spine is always a shared dimension.

Building a time spine

The time spine is an entity. It can be based on a table in the data warehouse, or on a custom SQL query, such as:

-- Snowflake SQL for a per-day time spine spanning 2020-2030
SELECT
    DATEADD(DAY, row_number() over (order by seq), '2020-01-01'::date)::DATE AS DATE,
    DAYOFMONTH(DATE) as DAY_OF_MONTH,
    TO_VARCHAR(DATE, 'dy') as DAY_OF_WEEK,
    DAYOFWEEK(DATE) as DAY_OF_WEEK_INDEX,
    DAYOFYEAR(DATE) as DAY_OF_YEAR,
    DATE_TRUNC('month', DATE) as MONTH,
    MONTHNAME(DATE) as MONTH_NAME,
    MONTH(DATE) as MONTH_NUM,
    DATE_TRUNC('quarter', DATE) as QUARTER,
    'Q' || QUARTER(DATE) as QUARTER_OF_YEAR,
    DATE_TRUNC('week', DATE) as WEEK,
    WEEKOFYEAR(DATE) as WEEK_OF_YEAR,
    YEAR(DATE) as YEAR,
FROM (SELECT SEQ4() as seq FROM TABLE(GENERATOR(ROWCOUNT=>365*10)))

The time spine entity should be identified by setting the is_time_spine metadata tag in its YAML configuration.
Multiple time spines are not supported.

Always prefer creating time spines as tables and not as custom SQL entities.Snowflake does not cache queries that use table generators. Using a time spine as custom SQL without materialization will disable caching for queries that involve the time spine.

The time spine should have the granularity column as key - in a per-day spine, the date is the key. Make sure to set the timegrain attribute for the granularity column, to enforce that granularity.

Connecting a time spine

time spines can be connected to entities via a relationship. By convention, when connecting an entity to a time spines, the following relationship properties should be set:

Key: Per-date granularity
Join type: many-to-one (a time spine is always a shared dimension)
Join type: right (a time spine is always filling missing dates)
Cross filtering direction: one-to-many (a time spine can filter other entities, but is never filtered by them)

When building a time spine from the UI, the default configuration is set automatically.

Default date field

When an entity is connected using a relationship to a time spine, the connecting field is called the “default date field”. For example, if orders is connected to a time spine on the orders.order_date = date.date field, then order_date is the default date field for all metrics acting on orders. Metrics within an entity that includes a default date field will use it for time metrics, utilizing the associated time spine. In particular,

For time metrics, Honeydew will populate any missing dates in the default date field. For example, consider a user counting TIME_METRIC(orders.count) by date.month (while date is a time spine and orders.order_date is the default date field used to connect orders with date). If there are no valid order_date rows (i.e. no orders) between March 1st and March 31st, then Honeydew will fill March as a month with zero orders.
When using time offset syntax (TIME_METRIC(orders.count, offset => '1 month')) the offset will be relative to the default date field.
When using period-to-date syntax the accumulation will be relative to the default field.

The Honeydew convention for a per-day time spine is to call the entity date

Quick Start

Semantic Ecosystem

Modeling Reference

Context Layer

Management

Integrations

Security

Release Notes

Introduction

Building a time spine

Connecting a time spine

Default date field

​Introduction

​Building a time spine

​Connecting a time spine

​Default date field

Introduction

Building a time spine

Connecting a time spine

Default date field