{% set columns_to_group_by = 'table_name, column_name, metric, interval_length_sec' %}

with median_value as (
    select distinct
        table_name,
        column_name,
        metric,
        interval_length_sec,
        avg(value) {% if target.type not in postgres_type_db() %} over(partition by {{ columns_to_group_by }}) {% endif %} as last_avg,
        {{ percentile(percentile_field='value', partition_field=columns_to_group_by, percent='0.25') }} as last_first_quartile,
        {{ percentile(percentile_field='value', partition_field=columns_to_group_by, percent='0.5') }} as last_median,
        {{ percentile(percentile_field='value', partition_field=columns_to_group_by, percent='0.75') }} as last_third_quartile
    from
        {{ ref('f2dq_base_metrics') }}
    where
        time_window_end > {{- anamaly_detection_time_window_start() -}} and
        time_window_end <= {{- time_window_end() -}}
    {% if target.type in postgres_type_db() %} 
        group by
            {{ columns_to_group_by }}
    {% endif %}
    
), abs_deviation as (
    select 
        s.table_name,
        s.column_name,
        s.metric,
        s.interval_length_sec,
        abs( s.value - mv.last_avg ) as absolute_deviation_from_mean,
        abs( s.value - mv.last_median ) as absolute_deviation_from_median
    from
        {{ ref('f2dq_base_metrics') }} s
    left join 
        median_value mv
        on
            s.table_name = mv.table_name and
            s.column_name = mv.column_name and
            s.metric = mv.metric and
            s.interval_length_sec = mv.interval_length_sec
    where
        s.time_window_end > {{- anamaly_detection_time_window_start() -}} and
        s.time_window_end <= {{- time_window_end() -}}
), median_abs_deviation as (
    select distinct
        table_name,
        column_name,
        metric,
        interval_length_sec,
        avg(absolute_deviation_from_mean) {% if target.type not in postgres_type_db() %} over(partition by {{ columns_to_group_by }}) {% endif %} as mean_absolute_deviation,
        {{ percentile(percentile_field='absolute_deviation_from_median', partition_field=columns_to_group_by, percent='0.5') }} as median_absolute_deviation
    from
        abs_deviation
    {% if target.type in postgres_type_db() %} 
        group by
            {{ columns_to_group_by }}
    {% endif %}
), stats as (
    select
        table_name,
        column_name,
        metric,
        stddev(value) as last_stddev,
        max(time_window_end) as last_metric_time,
        interval_length_sec,
        max(computed_on) as computed_on
    from
        {{ ref('f2dq_base_metrics') }}
    where
        time_window_end > {{- anamaly_detection_time_window_start() -}} and
        time_window_end <= {{- time_window_end() -}}
    group by
        {{ columns_to_group_by }}
)

select
    s.table_name,
    s.column_name,
    s.metric,
    mv.last_avg,
    s.last_stddev,
    s.last_metric_time,
    s.interval_length_sec,
    s.computed_on,
    mv.last_median,
    mv.last_first_quartile,
    mv.last_third_quartile,
    md.median_absolute_deviation last_median_absolute_deviation,
    md.mean_absolute_deviation last_mean_absolute_deviation
from
    stats s
left join
    median_value mv
    on
        s.table_name = mv.table_name and
        s.column_name = mv.column_name and
        s.metric = mv.metric and
        s.interval_length_sec = mv.interval_length_sec
left join
    median_abs_deviation md
    on 
        s.table_name = md.table_name and
        s.column_name = md.column_name and
        s.metric = md.metric and
        s.interval_length_sec = md.interval_length_sec