Files
dbt_cloud/analyses/exchange/company_conversion_v2.sql
T
2023-03-28 23:57:11 +08:00

341 lines
10 KiB
SQL

-- MARCRO for count the cummulative_activity_number
{% set funnel_activity = ['register','email_verified','identity_documents_uploaded','identity_documents_verified','first_time_booking','first_time_order','first_time_order_completed','repeat_completed_order_after_30days','repeat_completed_order_after_60days']%}
-- IMPORT
WITH companies AS (
SELECT * FROM {{ ref('dim_exchange__companies') }}
),
transaction_orders AS (
SELECT * FROM {{ ref('fct_exchange__transaction_orders') }}
),
company_identity_documents AS (
SELECT * FROM {{ ref('fct_exchange__company_identity_documents') }}
),
email_verifications AS (
SELECT * FROM {{ ref('fct_exchange__email_verifications') }}
),
bookings AS (
SELECT * FROM {{ ref('fct_exchange__bookings') }}
),
-- LOGIC
remove_supplier_company AS (
SELECT
*
FROM companies
WHERE business_type NOT IN ('1','3')
),
clean_company_transaction_orders AS (
SELECT
transaction_orders.*
FROM transaction_orders
-- Remove supplier (If any) 16/3/2023 Currently do not have any supplier in transaction orders
INNER JOIN remove_supplier_company
ON (transaction_orders.company_id = remove_supplier_company.id)
),
clean_company_bookings AS (
SELECT
bookings.*
FROM bookings
-- Remove supplier (If any) 16/3/2023 Currently do not have any supplier in transaction orders
INNER JOIN remove_supplier_company
ON (bookings.company_id = remove_supplier_company.id)
),
company_first_time_order_date AS (
SELECT
id,
company_id,
created_at
FROM clean_company_transaction_orders
WHERE
is_first_time_company_completed = '1'
),
--start defind funnel
repeat_completed_order_after_60days_activities AS (
SELECT
clean_company_transaction_orders.company_id,
0 AS is_data_cleansing_generate_row,
'repeat_completed_order_after_60days' AS activity,
MIN(clean_company_transaction_orders.created_at) AS activity_datetime
FROM clean_company_transaction_orders
LEFT JOIN company_first_time_order_date
ON (clean_company_transaction_orders.company_id = company_first_time_order_date.company_id)
WHERE
DATEDIFF(day, company_first_time_order_date.created_at, clean_company_transaction_orders.created_at) >= 60
GROUP BY
clean_company_transaction_orders.company_id
),
repeat_completed_order_after_30days_activities AS (
SELECT
clean_company_transaction_orders.company_id,
0 AS is_data_cleansing_generate_row,
'repeat_completed_order_after_30days' AS activity,
MIN(clean_company_transaction_orders.created_at) AS activity_datetime
FROM clean_company_transaction_orders
LEFT JOIN company_first_time_order_date
ON (clean_company_transaction_orders.company_id = company_first_time_order_date.company_id)
WHERE
DATEDIFF(day, company_first_time_order_date.created_at, clean_company_transaction_orders.created_at) >= 30
GROUP BY
clean_company_transaction_orders.company_id
),
first_time_order_completed_activities AS (
SELECT
clean_company_transaction_orders.company_id,
0 AS is_data_cleansing_generate_row,
'first_time_order_completed' AS activity,
MIN(clean_company_transaction_orders.created_at) AS activity_datetime
FROM clean_company_transaction_orders
WHERE
clean_company_transaction_orders.is_first_time_company_completed = 1
GROUP BY
clean_company_transaction_orders.company_id
),
first_time_order_activities AS (
SELECT
clean_company_transaction_orders.company_id,
0 AS is_data_cleansing_generate_row,
'first_time_order' AS activity,
MIN(clean_company_transaction_orders.created_at) AS activity_datetime
FROM clean_company_transaction_orders
WHERE
clean_company_transaction_orders.is_first_time_company = 1
GROUP BY
clean_company_transaction_orders.company_id
),
first_time_booking_activities AS (
SELECT
IFNULL( unclean_first_time_booking_activities.company_id , first_time_order_activities.company_id ) AS company_id,
IFF( unclean_first_time_booking_activities.company_id IS NULL, 1, 0) AS is_data_cleansing_generate_row,
'first_time_booking' AS activity,
IFNULL( unclean_first_time_booking_activities.activity_datetime , first_time_order_activities.activity_datetime ) AS activity_datetime
FROM
(
SELECT
clean_company_bookings.company_id,
'first_time_booking' AS activity,
MIN(clean_company_bookings.booking_created_datetime) AS activity_datetime
FROM clean_company_bookings
WHERE
clean_company_bookings.is_first_time_company = 1
GROUP BY
clean_company_bookings.company_id
) AS unclean_first_time_booking_activities
FULL OUTER JOIN first_time_order_activities
ON (unclean_first_time_booking_activities.company_id = first_time_order_activities.company_id)
),
identity_documents_verified_activities AS (
SELECT
IFNULL( unclean_identity_documents_verified_activities.company_id , first_time_booking_activities.company_id ) AS company_id,
IFF( unclean_identity_documents_verified_activities.company_id IS NULL, 1, 0) AS is_data_cleansing_generate_row,
'identity_documents_verified' AS activity,
IFNULL( unclean_identity_documents_verified_activities.activity_datetime , first_time_booking_activities.activity_datetime ) AS activity_datetime
FROM
(
SELECT
company_id,
'identity_documents_verified' AS activity,
MIN(identity_created_datetime) AS activity_datetime
FROM company_identity_documents
WHERE
identity_status = '2'
GROUP BY
company_id
) AS unclean_identity_documents_verified_activities
FULL OUTER JOIN first_time_booking_activities
ON (unclean_identity_documents_verified_activities.company_id = first_time_booking_activities.company_id)
),
identity_documents_uploaded_activities AS (
SELECT
IFNULL( unclean_identity_documents_uploaded_activities.company_id , identity_documents_verified_activities.company_id ) AS company_id,
IFF( unclean_identity_documents_uploaded_activities.company_id IS NULL, 1, 0) AS is_data_cleansing_generate_row,
'identity_documents_uploaded' AS activity,
IFNULL( unclean_identity_documents_uploaded_activities.activity_datetime , identity_documents_verified_activities.activity_datetime ) AS activity_datetime
FROM
(
SELECT
company_id,
'identity_documents_uploaded' AS activity,
MIN(identity_created_datetime) AS activity_datetime
FROM company_identity_documents
GROUP BY
company_id
) AS unclean_identity_documents_uploaded_activities
FULL OUTER JOIN identity_documents_verified_activities
ON (unclean_identity_documents_uploaded_activities.company_id = identity_documents_verified_activities.company_id)
),
email_verified_activities AS (
SELECT
IFNULL( unclean_email_verified_activities.company_id , identity_documents_uploaded_activities.company_id ) AS company_id,
IFF( unclean_email_verified_activities.company_id IS NULL, 1, 0) AS is_data_cleansing_generate_row,
'email_verified' AS activity,
IFNULL( unclean_email_verified_activities.activity_datetime , identity_documents_uploaded_activities.activity_datetime ) AS activity_datetime
FROM
(
SELECT
company_id,
'email_verified' AS activity,
MIN(verification_email_created_datetime) AS activity_datetime
FROM email_verifications
WHERE
is_completed = '1'
GROUP BY
company_id
) AS unclean_email_verified_activities
FULL OUTER JOIN identity_documents_uploaded_activities
ON (unclean_email_verified_activities.company_id = identity_documents_uploaded_activities.company_id)
),
register_activities AS (
SELECT
IFNULL( unclean_register_activities.company_id , email_verified_activities.company_id ) AS company_id,
IFF( unclean_register_activities.company_id IS NULL, 1, 0) AS is_data_cleansing_generate_row,
'register' AS activity,
IFNULL( unclean_register_activities.activity_datetime , email_verified_activities.activity_datetime ) AS activity_datetime
FROM
(
SELECT
id AS company_id,
'register' AS activity,
MIN(created_at) AS activity_datetime
FROM remove_supplier_company
GROUP BY
id
) AS unclean_register_activities
FULL OUTER JOIN email_verified_activities
ON (unclean_register_activities.company_id = email_verified_activities.company_id)
),
--all activites Union into a table
union_all_activities AS (
SELECT *
FROM register_activities
{% for activity in funnel_activity[1:] %}
UNION
SELECT *
FROM {{activity}}_activities
{% endfor %}
),
union_all_activities_flag_migrated_company AS (
SELECT
union_all_activities.*,
remove_supplier_company.is_migrated_company
FROM union_all_activities
LEFT JOIN remove_supplier_company
ON (union_all_activities.company_id = remove_supplier_company.id)
),
--FINAL
sem_exchange__company_funnels AS (
SELECT
company_id,
is_data_cleansing_generate_row,
is_migrated_company,
activity_datetime,
{% for activity in funnel_activity %}
count(iff(activity = '{{activity}}', company_id, NULL))
OVER (ORDER BY activity_datetime) AS cumulative_{{activity}}_activity,
{% endfor %}
{% for activity in funnel_activity %}
count(iff(activity = '{{activity}}' AND is_migrated_company = 0, company_id, NULL))
OVER (ORDER BY activity_datetime) AS exclude_migrated_cumulative_{{activity}}_activity,
{% endfor %}
'__macro_end' AS __macro_end
FROM union_all_activities_flag_migrated_company
ORDER BY activity_datetime
)
SELECT * FROM sem_exchange__company_funnels