# Description
New model for Verification Product Payments (Waiver, Deposit, Fee + not assigned set as Unknown).
This includes:
* Similar upper case and coalesce for payment status and verification product name
* Rename of paway_minimum_commission_local_curr as it was not clear (this needs to be handled separately)
* Waiver payaway stuff
* No tax handling
Audit passed with following considerations:
```
-- THIS GOES INTO AN AUDIT FILE
{% set old_query %}
select
*
from dwh_hybrid.intermediate.int_core__verification_product_payments
{% endset %}
{% set new_query %}
select
id_verification_to_payment,
id_payment,
is_refundable,
created_at_utc,
updated_at_utc,
payment_due_at_utc,
payment_due_date_utc,
payment_paid_at_utc,
payment_paid_date_utc,
payment_reference,
refund_due_at_utc,
refund_due_date_utc,
payment_refunded_at_utc,
payment_refunded_date_utc,
refund_payment_reference,
id_user_host,
id_guest_user as id_user_guest,
id_verification,
id_verification_request,
coalesce(
upper(verification_payment_type), 'UNKNOWN'
) as verification_product_name,
currency,
total_amount_in_txn_currency,
total_amount_in_gbp,
is_host_taking_waiver_risk,
payaway_percentage,
payaway_minimum_commission_local_curr as payaway_minimum_commission_in_txn_currency,
amount_due_to_host_in_txn_currency,
amount_due_to_host_in_gbp,
superhog_fee_in_txn_currency,
superhog_fee_in_gbp,
coalesce(upper(payment_status),'UNKNOWN') as payment_status,
notes
from dwh_hybrid.intermediate.int_core__verification_payments_v2
where (verification_payment_type != 'CheckInCover' or verification_payment_type is null)
{% endset %}
{{
audit_helper.compare_and_classify_query_results(
old_query,
new_query,
primary_key_columns=["id_verification_to_payment"],
columns=[
"id_verification_to_payment",
"id_payment",
"is_refundable",
"created_at_utc",
"updated_at_utc",
"payment_due_at_utc",
"payment_due_date_utc",
"payment_paid_at_utc",
"payment_paid_date_utc",
"payment_reference",
"refund_due_at_utc",
"refund_due_date_utc",
"payment_refunded_at_utc",
"payment_refunded_date_utc",
"refund_payment_reference",
"id_user_host",
"id_user_guest",
"id_verification",
"id_verification_request",
"verification_product_name",
"currency",
"total_amount_in_txn_currency",
"total_amount_in_gbp",
"is_host_taking_waiver_risk",
"payaway_percentage",
"payaway_minimum_commission_in_txn_currency",
"amount_due_to_host_in_txn_currency",
"amount_due_to_host_in_gbp",
"superhog_fee_in_txn_currency",
...
# Description
Creates skeleton for new KPIs data flow for created_bookings metric. Details are accessible [here](https://www.notion.so/knowyourguest-superhog/KPIs-Refactor-Let-s-go-daily-2024-10-23-1280446ff9c980dc87a3dc7453e95f06?pvs=4#12a0446ff9c98085bf4dfc77f6fc22f7)
In essence:
* Models are created in intermediate in a kpis folder.
* Models have a daily segmentation. This includes `created_bookings` models, but also the daily lifecycle per listing and the segmentation. It also adds a `dimension_dates` model specific for KPIs. These have all the dimensions already in place and handle all the crazy logic.
* Other time aggregation models simply read from existing daily models which are much easier (`int_kpis__metric_mtd_created_bookings` and `int_kpis__metric_monthly_created_bookings`).
* Dimensionality aggregation can be easily added within a given timeframe (daily, mtd, monthly). For instance, I do it for mtd in the `int_kpis__aggregated_mtd_created_bookings` and for monthly in `int_kpis__aggregated_monthly_created_bookings`
* Macro configuration for dimensions: Allows to set any specific dimension for `aggregated` models. By default, the subset of global, by billing country, by number of listings and by deal apply - since these are needed for Main KPIs. I added an example with Dash Source, that currently does not exist and it's currently configured as only appearing for created bookings.
* Testing `aggregated` models completeness. A new macro called `assert_dimension_completeness` is available that ensures additive metrics are consistent vs. the global result, configurable at schema level.
* Testing refactor impact. I'm aware that changing the lifecycle model to daily impacts the volumes for listing segments. For the rest, I added a `tmp` test that checks that the dimension and dimension value per date exactly match comparing new vs. old computation.
Latest edits:
* Changed naming convention
* Split of MTD and Monthly. Now these are 2 different entities, as stated in `int_kpis__dimension_dates`.
* Added start_date and end_date for models that contemplate a range (mtd, monthly).
* Added a small readme entry in the kpis folders. Mostly it states nomenclature and some first conventions.
Dbt docs:
# Checklist
- [X] The edited models and dependants run properly with production data.
- [X] The edited models are sufficiently documented.
- [X] The edited models contain PK tests, and I've ran and passed them.
- [ ] I have checked for DRY opportunities with other models and docs. **Likely we'll be able to add macros for mtd and dim_agg models. We will see later on.**
- [ ] I've picked the right materialization for the affected models. **Models run ok except for the daily lifecycle of listings, which lasts several minutes in the first run. Model curr...
