{% set metric_names = (
    "created_guest_journeys_not_cancelled",
    "started_guest_journeys_not_cancelled",
    "completed_guest_journeys_not_cancelled",
    "created_guest_journeys",
    "started_guest_journeys",
    "completed_guest_journeys",
    "total_csat_score_count",
    "average_csat_score",
    "deposit_fees_in_gbp",
    "waiver_payments_in_gbp",
    "checkin_cover_fees_in_gbp",
    "total_guest_payments_in_gbp",
    "py_created_guest_journeys_not_cancelled",
    "py_started_guest_journeys_not_cancelled",
    "py_completed_guest_journeys_not_cancelled",
    "py_created_guest_journeys",
    "py_started_guest_journeys",
    "py_completed_guest_journeys",
    "py_total_csat_score_count",
    "py_average_csat_score",
    "py_deposit_fees_in_gbp",
    "py_waiver_payments_in_gbp",
    "py_checkin_cover_fees_in_gbp",
    "py_total_guest_payments_in_gbp",
) %}
{% set sigma_threshold = var("sigma_threshold", 3) %}
{% set days_to_consider = 14 %}
{% set yesterday = "(current_date - interval '1 day')" %}

with
    recent_data as (
        select *
        from {{ ref("kpis__product_guest_daily_metrics") }}
        where
            date_day
            between {{ yesterday }}
            - interval '{{ days_to_consider }} "days"' and {{ yesterday }}
    ),
    metrics_recent_data as (
        select
            {% for metric in metric_names %}
                avg({{ metric }}) as avg_{{ metric }},
                stddev({{ metric }}) as stddev_{{ metric }}
                {% if not loop.last %},{% endif %}
            {% endfor %}
        from recent_data
    ),
    outliers as (
        select
            rd.date_day,
            {% for metric in metric_names %}
                case
                    when
                        abs(rd.{{ metric }} - metrics_recent_data.avg_{{ metric }}) > (
                            metrics_recent_data.stddev_{{ metric }}
                            * {{ sigma_threshold }}
                        )
                    then 1
                    else 0
                end as is_outlier_{{ metric }}
                {% if not loop.last %},{% endif %}
            {% endfor %}
        from recent_data rd
        cross join metrics_recent_data
        where rd.date_day = {{ yesterday }}
    )
select
    {% for metric in metric_names %}
        sum(is_outlier_{{ metric }}) as outlier_count_{{ metric }}
        {% if not loop.last %},{% endif %}
    {% endfor %}
from outliers
having
    {% for metric in metric_names %}
        sum(is_outlier_{{ metric }}) > 0 {% if not loop.last %} or {% endif %}
    {% endfor %}