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sequential_values.sql
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sequential_values.sql
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{% test sequential_values(model, column_name, interval=1, datepart=None, group_by_columns = []) %}
{{ return(adapter.dispatch('test_sequential_values', 'dbt_utils')(model, column_name, interval, datepart, group_by_columns)) }}
{% endtest %}
{% macro default__test_sequential_values(model, column_name, interval=1, datepart=None, group_by_columns = []) %}
{% set previous_column_name = "previous_" ~ dbt_utils.slugify(column_name) %}
{% if group_by_columns|length() > 0 %}
{% set select_gb_cols = group_by_columns|join(',') + ', ' %}
{% set partition_gb_cols = 'partition by ' + group_by_columns|join(',') %}
{% endif %}
with windowed as (
select
{{ select_gb_cols }}
{{ column_name }},
lag({{ column_name }}) over (
{{partition_gb_cols}}
order by {{ column_name }}
) as {{ previous_column_name }}
from {{ model }}
),
validation_errors as (
select
*
from windowed
{% if datepart %}
where not(cast({{ column_name }} as {{ type_timestamp() }})= cast({{ dateadd(datepart, interval, previous_column_name) }} as {{ type_timestamp() }}))
{% else %}
where not({{ column_name }} = {{ previous_column_name }} + {{ interval }})
{% endif %}
)
select *
from validation_errors
{% endmacro %}