diff --git a/.github/workflows/sqlmesh.yml b/.github/workflows/sqlmesh.yml new file mode 100644 index 0000000..d383061 --- /dev/null +++ b/.github/workflows/sqlmesh.yml @@ -0,0 +1,41 @@ +name: SQLMesh Bot +run-name: 🚀SQLMesh Bot 🚀 +on: + pull_request: + types: + - synchronize + - opened +# The latest commit is the one that will be used to create the PR environment and deploy to production +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref || github.ref_name }} + cancel-in-progress: true +jobs: + sqlmesh: + name: SQLMesh Actions Workflow + runs-on: ubuntu-latest + permissions: + # Required to access code in PR + contents: write + # Required to post comments + issues: write + # Required to update check runs + checks: write + # Required to merge + pull-requests: write + steps: + - name: Setup Python + uses: actions/setup-python@v4 + - name: Checkout PR branch + uses: actions/checkout@v4 + with: + ref: refs/pull/${{ github.event.issue.pull_request && github.event.issue.number || github.event.pull_request.number }}/merge + - name: Install SQLMesh + Dependencies + run: pip install -r requirements.txt + shell: bash + - name: Run CI/CD Bot + run: | + sqlmesh_cicd -p ${{ github.workspace }} github --token ${{ secrets.GITHUB_TOKEN }} run-all + env: # TODO: update your GitHub secrets to include SNOWFLAKE_ACCOUNT, SNOWFLAKE_USER, SNOWFLAKE_PASSWORD, SNOWFLAKE_ROLE + SQLMESH_STATE_HOST: ${{ secrets.SQLMESH_STATE_HOST }} + SQLMESH_STATE_USERNAME: ${{ secrets.SQLMESH_STATE_USERNAME }} + SQLMESH_STATE_PASSWORD: ${{ secrets.SQLMESH_STATE_PASSWORD }} \ No newline at end of file diff --git a/README.md b/README.md index d300f05..392673c 100644 --- a/README.md +++ b/README.md @@ -2,8 +2,26 @@ This is a simple, loveable, and complete SQLMesh demo project with the goal of running multiple, realistic scenarios in 1 minute. -This repo is going to try something a bit novel compared to your standard demo projects. This will take you through different stories that illustrate the data engineering workflow. It'll engage your inner dialogue along with look and feel of the development experience. The hope is for you to better internalize and translate these stories to your own reality. Don't worry, these stories won't be too long-winded! +This repo is going to try something a bit novel compared to your standard demo projects. I'll take you through different stories that illustrate the data engineering workflow. It'll engage your inner dialogue along with look and feel of the development experience. The hope is for you to better internalize and translate these stories to your own reality. Don't worry, these stories won't be too long-winded! + +This is intentionally similar to what people may have experienced when I created this github repo at dbt Labs: [here](https://github.com/dbt-labs/jaffle_shop_duckdb) ## Story #1 How do I go about making a big breaking change to the logic of a core sql model? -Context: You're tasked with a... \ No newline at end of file +Context: You're tasked with a... + + + + + +========================================================================= +Portions of this project are modifications based on work created and shared by dbt Labs and used according to terms described in the Apache License, Version 2.0. + +The original work can be found at: +https://github.com/dbt-labs/jaffle_shop_duckdb + +This project includes or is based on `jaffle_shop_duckdb` by dbt Labs which is available under a "Apache License 2.0" license. + +For the original work and its license, see: +https://github.com/dbt-labs/jaffle_shop_duckdb/license +========================================================================= diff --git a/config.yaml b/config.yaml index 8d61adc..096ab34 100644 --- a/config.yaml +++ b/config.yaml @@ -3,7 +3,13 @@ gateways: connection: type: duckdb database: db.db - + state_connection: + type: postgres + host: {{ env_var('SQLMESH_STATE_HOST') }} + port: 5432 + user: {{ env_var('SQLMESH_STATE_USERNAME') }} + password: {{ env_var('SQLMESH_STATE_PASSWORD') }} + database: sqlmesh_state default_gateway: local model_defaults: diff --git a/db.db b/db.db index 45cd63b..162c68e 100644 Binary files a/db.db and b/db.db differ diff --git a/models/customers.sql b/models/customers.sql new file mode 100644 index 0000000..9e5f321 --- /dev/null +++ b/models/customers.sql @@ -0,0 +1,59 @@ +MODEL ( + name demo.customers, + cron '@daily', + grain customer_id, + audits (UNIQUE_VALUES(columns = ( + customer_id + )), NOT_NULL(columns = ( + customer_id + ))) +); + +WITH customers AS ( + SELECT + * + FROM demo.stg_customers +), orders AS ( + SELECT + * + FROM demo.stg_orders +), payments AS ( + SELECT + * + FROM demo.stg_payments +), customer_orders AS ( + SELECT + customer_id, + MIN(order_date) AS first_order, + MAX(order_date) AS most_recent_order, + COUNT(order_id) AS number_of_orders + FROM orders + GROUP BY + customer_id +), customer_payments AS ( + SELECT + orders.customer_id, + SUM(amount) AS total_amount + FROM payments + LEFT JOIN orders + ON payments.order_id = orders.order_id + GROUP BY + orders.customer_id +), final AS ( + SELECT + customers.customer_id, + customers.first_name, + customers.last_name, + customer_orders.first_order, + customer_orders.most_recent_order, + customer_orders.number_of_orders, + customer_payments.total_amount AS customer_lifetime_value + FROM customers + LEFT JOIN customer_orders + ON customers.customer_id = customer_orders.customer_id + LEFT JOIN customer_payments + ON customers.customer_id = customer_payments.customer_id +) +SELECT + * +FROM final \ No newline at end of file diff --git a/models/dim_accounts.sql b/models/dim_accounts.sql deleted file mode 100644 index cdae148..0000000 --- a/models/dim_accounts.sql +++ /dev/null @@ -1,46 +0,0 @@ -MODEL ( - name demo.dim_accounts, - cron '@daily', - grain org_id, - audits (UNIQUE_VALUES(columns = ( - org_id - )), NOT_NULL(columns = ( - org_id - ))) -); - -WITH accounts AS ( - /* prod */ - SELECT - org_id, - MIN(event_timestamp) AS created_at - FROM demo.seed_signed_in - GROUP BY - 1 -) /* --dev */ /* SELECT */ /* org_id */ /* , org_name */ /* , employee_range */ /* , created_at */ /* FROM {{ ref('org_created') }} */, user_count AS ( - SELECT - org_id, - COUNT(DISTINCT user_id) AS num_users - FROM demo.seed_user_created - GROUP BY - 1 -), subscriptions AS ( - SELECT - org_id, - event_timestamp AS sub_created_at, - plan AS sub_plan, - price AS sub_price - FROM demo.seed_subscription_created -) -SELECT - org_id, - created_at, - num_users, - sub_created_at, - sub_plan, - sub_price -FROM accounts -LEFT JOIN user_count - USING (org_id) -LEFT JOIN subscriptions - USING (org_id) \ No newline at end of file diff --git a/models/fct_sales.sql b/models/fct_sales.sql deleted file mode 100644 index ad42fb1..0000000 --- a/models/fct_sales.sql +++ /dev/null @@ -1,28 +0,0 @@ -MODEL ( - name demo.fct_sales, - cron '@daily', - grain date_month, - audits (UNIQUE_VALUES(columns = ( - date_month - )), NOT_NULL(columns = ( - date_month - ))) -); - -/* TODO: update this to feel like an actual fact table at the lowest grain */ -WITH final AS ( - SELECT - DATE_TRUNC('MONTH', sub_created_at) AS date_month, - COUNT(DISTINCT org_id) AS cnt_subscribers, - SUM(sub_price) AS sum_revenue - FROM demo.dim_accounts - WHERE - NOT sub_created_at IS NULL - GROUP BY - 1 - ORDER BY - 1 -) -SELECT - * -FROM final \ No newline at end of file diff --git a/models/orders.sql b/models/orders.sql new file mode 100644 index 0000000..0a2c2d9 --- /dev/null +++ b/models/orders.sql @@ -0,0 +1,50 @@ +MODEL ( + name demo.orders, + cron '@daily', + grain order_id, + audits (UNIQUE_VALUES(columns = ( + order_id + )), NOT_NULL(columns = ( + order_id + ))) +); + +@DEF(payment_methods, ['credit_card', 'coupon', 'bank_transfer', 'gift_card']); + +WITH orders AS ( + SELECT + * + FROM demo.stg_orders +), payments AS ( + SELECT + * + FROM demo.stg_payments +), order_payments AS ( + SELECT + order_id, + @EACH( + @payment_methods, + x -> SUM(CASE WHEN payment_method = x THEN amount ELSE 0 END) AS @{x}_amount + ), + SUM(amount) AS total_amount + FROM payments + GROUP BY + order_id +), final AS ( + SELECT + orders.order_id, + orders.customer_id, + orders.order_date, + orders.status, + @EACH( + @payment_methods, + x -> order_payments.@{x}_amount + ), + order_payments.total_amount AS amount + FROM orders + LEFT JOIN order_payments + ON orders.order_id = order_payments.order_id +) +SELECT + * +FROM final \ No newline at end of file diff --git a/models/seed_feature_used.sql b/models/seed_feature_used.sql deleted file mode 100644 index 43fb3fa..0000000 --- a/models/seed_feature_used.sql +++ /dev/null @@ -1,12 +0,0 @@ -MODEL ( - name demo.seed_feature_used, - kind SEED ( - path '../seeds/feature_used.csv' - ), - columns ( - org_id INT, - event_timestamp TIMESTAMP, - activity TEXT - ), - grain (org_id, event_timestamp, activity) -) \ No newline at end of file diff --git a/models/seed_org_created.sql b/models/seed_org_created.sql deleted file mode 100644 index 56d3d7b..0000000 --- a/models/seed_org_created.sql +++ /dev/null @@ -1,16 +0,0 @@ -MODEL ( - name demo.seed_org_created, - kind SEED ( - path '../seeds/org_created.csv' - ), - columns ( - org_id INT, - org_name TEXT, - domain TEXT, - employee_range TEXT, - created_at TIMESTAMP - ), - grain ( - org_id - ) -) \ No newline at end of file diff --git a/models/seed_raw_customers.sql b/models/seed_raw_customers.sql new file mode 100644 index 0000000..9d8047a --- /dev/null +++ b/models/seed_raw_customers.sql @@ -0,0 +1,14 @@ +MODEL ( + name demo.seed_raw_customers, + kind SEED ( + path '../seeds/raw_customers.csv' + ), + columns ( + id INT, + first_name TEXT(50), + last_name TEXT(50) + ), + grain ( + id + ) +) \ No newline at end of file diff --git a/models/seed_raw_orders.sql b/models/seed_raw_orders.sql new file mode 100644 index 0000000..8981a17 --- /dev/null +++ b/models/seed_raw_orders.sql @@ -0,0 +1,13 @@ +MODEL ( + name demo.seed_raw_orders, + kind SEED ( + path '../seeds/raw_orders.csv' + ), + columns ( + id INT, + user_id INT, + order_date DATE, + status TEXT(50) + ), + grain (id, user_id) +) \ No newline at end of file diff --git a/models/seed_raw_payments.sql b/models/seed_raw_payments.sql new file mode 100644 index 0000000..beb6331 --- /dev/null +++ b/models/seed_raw_payments.sql @@ -0,0 +1,13 @@ +MODEL ( + name demo.seed_raw_payments, + kind SEED ( + path '../seeds/raw_payments.csv' + ), + columns ( + id INT, + order_id INT, + payment_method TEXT(50), + amount INT + ), + grain (id, user_id) +) \ No newline at end of file diff --git a/models/seed_signed_in.sql b/models/seed_signed_in.sql deleted file mode 100644 index 0b429b4..0000000 --- a/models/seed_signed_in.sql +++ /dev/null @@ -1,12 +0,0 @@ -MODEL ( - name demo.seed_signed_in, - kind SEED ( - path '../seeds/signed_in.csv' - ), - columns ( - org_id INT, - event_timestamp TIMESTAMP, - activity TEXT - ), - grain (org_id, event_timestamp, activity) -) \ No newline at end of file diff --git a/models/seed_subscription_created.sql b/models/seed_subscription_created.sql deleted file mode 100644 index 25abcc2..0000000 --- a/models/seed_subscription_created.sql +++ /dev/null @@ -1,17 +0,0 @@ -MODEL ( - name demo.seed_subscription_created, - kind SEED ( - path '../seeds/subscription_created.csv' - ), - columns ( - org_id INT, - event_timestamp TIMESTAMP, - activity TEXT, - plan TEXT, - price INT, - deployment TEXT - ), - grain ( - org_id - ) -) \ No newline at end of file diff --git a/models/seed_user_created.sql b/models/seed_user_created.sql deleted file mode 100644 index 46357c0..0000000 --- a/models/seed_user_created.sql +++ /dev/null @@ -1,18 +0,0 @@ -MODEL ( - name demo.seed_user_created, - kind SEED ( - path '../seeds/user_created.csv' - ), - columns ( - user_id INT, - org_id INT, - first_name TEXT, - last_name TEXT, - email TEXT, - is_first_user BOOLEAN, - created_at TIMESTAMP - ), - grain ( - user_id - ) -) \ No newline at end of file diff --git a/models/staging/stg_customers.sql b/models/staging/stg_customers.sql new file mode 100644 index 0000000..0d8f3c4 --- /dev/null +++ b/models/staging/stg_customers.sql @@ -0,0 +1,17 @@ +MODEL ( + name demo.stg_customers, + cron '@daily', + grain org_id, + audits (UNIQUE_VALUES(columns = ( + customer_id + )), NOT_NULL(columns = ( + customer_id + ))) +); + +SELECT + id AS customer_id, + first_name, + last_name, + 1 as new_column -- non-breaking change +FROM demo.seed_raw_customers \ No newline at end of file diff --git a/models/staging/stg_orders.sql b/models/staging/stg_orders.sql new file mode 100644 index 0000000..154f7ef --- /dev/null +++ b/models/staging/stg_orders.sql @@ -0,0 +1,17 @@ +MODEL ( + name demo.stg_orders, + cron '@daily', + grain order_id, + audits (UNIQUE_VALUES(columns = ( + order_id + )), NOT_NULL(columns = ( + order_id + ))) +); + +SELECT + id AS order_id, + user_id AS customer_id, + order_date, + status +FROM demo.seed_raw_orders \ No newline at end of file diff --git a/models/staging/stg_payments.sql b/models/staging/stg_payments.sql new file mode 100644 index 0000000..78d1192 --- /dev/null +++ b/models/staging/stg_payments.sql @@ -0,0 +1,17 @@ +MODEL ( + name demo.stg_payments, + cron '@daily', + grain payment_id, + audits (UNIQUE_VALUES(columns = ( + payment_id + )), NOT_NULL(columns = ( + payment_id + ))) +); + +SELECT + id AS payment_id, + order_id, + payment_method, + amount / 100 AS amount /* `amount` is currently stored in cents, so we convert it to dollars */ +FROM demo.seed_raw_payments \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index 441be14..3a29408 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1 +1 @@ -sqlmesh[web]==0.82.3 \ No newline at end of file +sqlmesh[web,postgres,github]==0.82.3 \ No newline at end of file diff --git a/seeds/feature_used.csv b/seeds/feature_used.csv deleted file mode 100644 index 0e959a3..0000000 --- a/seeds/feature_used.csv +++ /dev/null @@ -1,4562 +0,0 @@ -org_id,event_timestamp,activity -100000001,2022-03-29T09:04:05Z,feature A -100000001,2022-03-29T20:24:28Z,feature A -100000001,2022-03-31T15:13:42Z,feature A -100000001,2022-03-31T23:01:37Z,feature A -100000001,2022-04-01T15:05:01Z,feature A -100000001,2022-04-02T01:39:46Z,feature A -100000001,2022-04-02T21:53:51Z,feature A -100000001,2022-04-03T16:53:48Z,feature A -100000001,2022-04-04T04:44:41Z,feature A -100000001,2022-04-04T22:13:49Z,feature A -100000001,2022-04-05T16:55:58Z,feature A -100000001,2022-04-06T08:16:05Z,feature A -100000001,2022-04-06T12:56:02Z,feature A 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Do,rexkwando.io,100-249,2022-10-05T01:11:29Z -100000149,Diagram Design,diagramdesign.com,1000+,2022-10-05T20:44:38Z -100000019,Weyland-Yutani Corporation,weyland-yutanicorp.dev,50-99,2022-04-11T23:46:27Z -100000060,Toughzap,toughzap.com,500-1000,2022-05-27T10:57:28Z -100000075,TelAmeriCorp,telamericorp.io,250-499,2022-06-11T13:30:31Z -100000028,Burger-Matic,burger-matic.io,100-249,2022-04-22T07:27:10Z -100000059,Mugatu Industries,mugatuindustries.io,250-499,2022-05-27T10:24:54Z -100000063,Merrick BioTech,merrickbiotech.ai,50-99,2022-05-29T21:56:20Z -100000064,Monsters Inc,monstersinc.edu,0-9,2022-05-30T14:48:16Z -100000081,Wallace Corporation,wallacecorp.com,1000+,2022-06-23T12:49:26Z -100000084,Stay Puft Corporation,staypuftcorp.com,500-1000,2022-06-25T02:21:00Z -100000085,Dinoco,dinoco.com,1000+,2022-06-26T13:25:53Z -100000092,Zoomit,zoomit.ai,100-249,2022-07-02T21:29:12Z -100000097,Flagler Beer,flaglerbeer.edu,0-9,2022-07-22T10:26:10Z -100000100,Ice Juice,icejuice.com,500-1000,2022-07-26T20:26:06Z -100000107,Paddy's Pub,paddyspub.com,1000+,2022-08-02T08:40:45Z -100000108,Bluth Company,bluthco.com,500-1000,2022-08-02T12:46:55Z -100000115,Hooli,hooli.com,1000+,2022-08-14T06:44:55Z -100000128,Globex Corporation,globexcorp.com,500-1000,2022-09-01T05:57:44Z -100000132,NOVA Laboratories,novalaboratories.com,500-1000,2022-09-09T08:41:45Z -100000137,Gorilla Electronics,gorillaelectronics.io,250-499,2022-09-18T10:26:20Z -100000141,Day One Again,dayoneagain.com,1000+,2022-09-23T06:49:37Z -100000144,Mike Prince Capital,mikeprincecapital.ai,100-249,2022-09-29T20:08:55Z -100000147,Gray Man Labs,graymanlabs.com,1000+,2022-10-05T03:30:38Z -100000151,Los Pollos Hermanos,lospolloshermanos.com,1000+,2022-10-09T06:25:15Z -100000152,Multi National United,multinationalunited.app,0-9,2022-10-12T00:11:05Z -100000154,Studio 78 Atlanta,studio78atlanta.com,500-1000,2022-10-16T16:17:05Z -100000098,Bubba Gump,bubbagump.com,500-1000,2022-07-24T23:32:08Z -100000104,Soho Trading Co,sohotradingco.app,0-9,2022-07-30T21:17:38Z -100000150,Tampico Furniture,Tampico Furniture.com,500-1000,2022-10-06T21:15:03Z -100000067,Soylent Corp,soylentcorp.com,1000+,2022-06-03T07:27:47Z -100000083,Y-corporation,y-corp.io,250-499,2022-06-24T08:07:39Z -100000116,Jack Rabbit Slim's,jackrabbitslims.edu,0-9,2022-08-18T06:05:31Z -100000139,Biased Data,biaseddata.edu,0-9,2022-09-19T20:32:14Z -100000130,Entertainment 720,entertainment720.ai,100-249,2022-09-03T15:54:13Z diff --git a/seeds/raw_customers.csv b/seeds/raw_customers.csv new file mode 100644 index 0000000..b3e6747 --- /dev/null +++ b/seeds/raw_customers.csv @@ -0,0 +1,101 @@ +id,first_name,last_name +1,Michael,P. +2,Shawn,M. +3,Kathleen,P. +4,Jimmy,C. +5,Katherine,R. +6,Sarah,R. +7,Martin,M. +8,Frank,R. +9,Jennifer,F. +10,Henry,W. +11,Fred,S. +12,Amy,D. +13,Kathleen,M. +14,Steve,F. +15,Teresa,H. +16,Amanda,H. +17,Kimberly,R. +18,Johnny,K. +19,Virginia,F. +20,Anna,A. +21,Willie,H. +22,Sean,H. +23,Mildred,A. +24,David,G. +25,Victor,H. +26,Aaron,R. +27,Benjamin,B. +28,Lisa,W. +29,Benjamin,K. +30,Christina,W. +31,Jane,G. +32,Thomas,O. +33,Katherine,M. +34,Jennifer,S. +35,Sara,T. +36,Harold,O. +37,Shirley,J. +38,Dennis,J. +39,Louise,W. +40,Maria,A. +41,Gloria,C. +42,Diana,S. +43,Kelly,N. +44,Jane,R. +45,Scott,B. +46,Norma,C. +47,Marie,P. +48,Lillian,C. +49,Judy,N. +50,Billy,L. +51,Howard,R. +52,Laura,F. +53,Anne,B. +54,Rose,M. +55,Nicholas,R. +56,Joshua,K. +57,Paul,W. +58,Kathryn,K. +59,Adam,A. +60,Norma,W. +61,Timothy,R. +62,Elizabeth,P. +63,Edward,G. +64,David,C. +65,Brenda,W. +66,Adam,W. +67,Michael,H. +68,Jesse,E. +69,Janet,P. +70,Helen,F. +71,Gerald,C. +72,Kathryn,O. +73,Alan,B. +74,Harry,A. +75,Andrea,H. +76,Barbara,W. +77,Anne,W. +78,Harry,H. +79,Jack,R. +80,Phillip,H. +81,Shirley,H. +82,Arthur,D. +83,Virginia,R. +84,Christina,R. +85,Theresa,M. +86,Jason,C. +87,Phillip,B. +88,Adam,T. +89,Margaret,J. +90,Paul,P. +91,Todd,W. +92,Willie,O. +93,Frances,R. +94,Gregory,H. +95,Lisa,P. +96,Jacqueline,A. +97,Shirley,D. +98,Nicole,M. +99,Mary,G. +100,Jean,M. diff --git a/seeds/raw_orders.csv b/seeds/raw_orders.csv new file mode 100644 index 0000000..7c2be07 --- /dev/null +++ b/seeds/raw_orders.csv @@ -0,0 +1,100 @@ +id,user_id,order_date,status +1,1,2018-01-01,returned +2,3,2018-01-02,completed +3,94,2018-01-04,completed +4,50,2018-01-05,completed +5,64,2018-01-05,completed +6,54,2018-01-07,completed +7,88,2018-01-09,completed +8,2,2018-01-11,returned +9,53,2018-01-12,completed +10,7,2018-01-14,completed +11,99,2018-01-14,completed +12,59,2018-01-15,completed +13,84,2018-01-17,completed +14,40,2018-01-17,returned +15,25,2018-01-17,completed +16,39,2018-01-18,completed +17,71,2018-01-18,completed +18,64,2018-01-20,returned +19,54,2018-01-22,completed +20,20,2018-01-23,completed +21,71,2018-01-23,completed +22,86,2018-01-24,completed +23,22,2018-01-26,return_pending +24,3,2018-01-27,completed +25,51,2018-01-28,completed +26,32,2018-01-28,completed 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--git a/seeds/raw_payments.csv b/seeds/raw_payments.csv new file mode 100644 index 0000000..a587baa --- /dev/null +++ b/seeds/raw_payments.csv @@ -0,0 +1,114 @@ +id,order_id,payment_method,amount +1,1,credit_card,1000 +2,2,credit_card,2000 +3,3,coupon,100 +4,4,coupon,2500 +5,5,bank_transfer,1700 +6,6,credit_card,600 +7,7,credit_card,1600 +8,8,credit_card,2300 +9,9,gift_card,2300 +10,9,bank_transfer,0 +11,10,bank_transfer,2600 +12,11,credit_card,2700 +13,12,credit_card,100 +14,13,credit_card,500 +15,13,bank_transfer,1400 +16,14,bank_transfer,300 +17,15,coupon,2200 +18,16,credit_card,1000 +19,17,bank_transfer,200 +20,18,credit_card,500 +21,18,credit_card,800 +22,19,gift_card,600 +23,20,bank_transfer,1500 +24,21,credit_card,1200 +25,22,bank_transfer,800 +26,23,gift_card,2300 +27,24,coupon,2600 +28,25,bank_transfer,2000 +29,25,credit_card,2200 +30,25,coupon,1600 +31,26,credit_card,3000 +32,27,credit_card,2300 +33,28,bank_transfer,1900 +34,29,bank_transfer,1200 +35,30,credit_card,1300 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