├── Associate_Data_Engineer_Datacamp.ipynb └── lending_schema.png /Associate_Data_Engineer_Datacamp.ipynb: -------------------------------------------------------------------------------- 1 | {"cells":[{"source":"# Practical Exam: Loan Insights\n\nEasyLoan offers a wide range of loan services, including personal loans, car loans, and mortgages.\n\nEasyLoan offers loans to clients from Canada, United Kingdom and United States.\n\nThe analytics team wants to report performance across different geographic areas. They aim to identify areas of strength and weakness for the business strategy team.\n\nThey need your help to ensure the data is accessible and reliable before they start reporting.\n\n\n**Database Schema**\n\nThe data you need is in the database named `lending`.\n\n![database schema](lending_schema.png)","metadata":{},"id":"9f3b8d01-197f-4514-9fa7-4ae0dda7cb97","cell_type":"markdown"},{"source":"# Task 1 \n\nThe analytics team wants to use the `client` table to create a dashboard for client details. For them to proceed, they need to be sure the data is clean enough to use.\n\nThe `client` table below illustrates what the analytics team expects the data types and format to be.\n\nWrite a query that makes the `client` table match the description provided. Your query should not update the `client` table.\n\n| Column Name | Description |\n|-------------------|------------------------------------------------------------------|\n| client_id | Unique integer (set by the database, can’t take any other value) |\n| date\\_of\\_birth | Date of birth of the client, as a date (format: YYYY-MM-DD) |\n| employment_status | Current employment status of the client, either employed or unemployed, as a lower case string |\n| country | The country where the client resides, either USA, UK or CA, as an upper case string |","metadata":{},"id":"10c236bb-6ee1-4d7e-8fd3-49173c6d431a","cell_type":"markdown"},{"source":"SELECT \n client_id,\n CAST(date_of_birth AS DATE),\n CASE\n WHEN LOWER(employment_status) LIKE 'em%' THEN 'employed'\n WHEN LOWER(employment_status) LIKE 'un%' THEN 'unemployed'\n WHEN LOWER(employment_status) IN ('part-time', 'full-time') THEN 'employed'\n ELSE employment_status\n END AS employment_status,\n UPPER(country) AS country\nFROM \n client\n","metadata":{"customType":"sql","dataFrameVariableName":"client","sqlCellMode":"dataFrame","sqlSource":{"integrationId":"1c344584-2e6c-4a45-84dd-20f2e218a150","integrationType":"postgresql","type":"integration"},"executionCancelledAt":null,"executionTime":801,"lastExecutedAt":1712051139302,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":"SELECT \n client_id,\n CAST(date_of_birth AS DATE),\n CASE\n WHEN LOWER(employment_status) LIKE 'em%' THEN 'employed'\n WHEN LOWER(employment_status) LIKE 'un%' THEN 'unemployed'\n WHEN LOWER(employment_status) IN ('part-time', 'full-time') THEN 'employed'\n ELSE employment_status\n END AS employment_status,\n UPPER(country) AS country\nFROM \n client\n","outputsMetadata":{"0":{"height":318,"type":"dataFrame"}}},"cell_type":"code","id":"0e4dd661-37ea-47a1-883c-e7fa5690f97e","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"client_id","type":"integer"},{"name":"date_of_birth","type":"datetime","tz":"UTC"},{"name":"employment_status","type":"string"},{"name":"country","type":"string"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299],"client_id":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300],"date_of_birth":["1963-07-08T00:00:00.000","1957-02-07T00:00:00.000","1993-02-21T00:00:00.000","1978-03-19T00:00:00.000","2000-10-02T00:00:00.000","1974-08-05T00:00:00.000","1980-07-14T00:00:00.000","1995-06-24T00:00:00.000","1962-02-21T00:00:00.000","1992-05-28T00:00:00.000","2001-11-30T00:00:00.000","1981-02-05T00:00:00.000","1960-07-16T00:00:00.000","1962-06-15T00:00:00.000","1990-06-27T00:00:00.000","1975-03-20T00:00:00.000","1959-02-20T00:00:00.000","1991-02-25T00:00:00.000","2001-02-20T00:00:00.000","1988-06-10T00:00:00.000","2002-01-19T00:00:00.000","1972-03-30T00:00:00.000","1970-12-15T00:00:00.000","1956-11-16T00:00:00.000","1999-04-01T00:00:00.000","1978-11-19T00:00:00.000","1969-08-23T00:00:00.000","1956-11-26T00:00:00.000","1997-05-11T00:00:00.000","1983-06-29T00:00:00.000","2000-10-06T00:00:00.000","1991-07-24T00:00:00.000","1976-12-16T00:00:00.000","1969-07-22T00:00:00.000","1992-08-16T00:00:00.000","2000-08-21T00:00:00.000","1991-02-07T00:00:00.000","1991-05-21T00:00:00.000","1977-12-31T00:00:00.000","1973-05-16T00:00:00.000","2002-05-13T00:00:00.000","1971-02-10T00:00:00.000","1990-12-19T00:00:00.000","1971-06-05T00:00:00.000","1962-01-31T00:00:00.000","1956-10-04T00:00:00.000","1956-06-18T00:00:00.000","1993-07-25T00:00:00.000","1959-03-29T00:00:00.000","1997-07-26T00:00:00.000","1992-12-03T00:00:00.000","1965-11-03T00:00:00.000","1955-07-03T00:00:00.000","2004-08-20T00:00:00.000","1998-11-02T00:00:00.000","1967-09-24T00:00:00.000","1958-03-09T00:00:00.000","1972-05-29T00:00:00.000","1977-03-15T00:00:00.000","1991-03-04T00:00:00.000","1967-12-07T00:00:00.000","1966-07-20T00:00:00.000","1957-10-01T00:00:00.000","2004-10-08T00:00:00.000","1965-11-07T00:00:00.000","1975-03-14T00:00:00.000","1962-12-26T00:00:00.000","1989-10-04T00:00:00.000","1985-03-17T00:00:00.000","1955-10-07T00:00:00.000","1986-09-01T00:00:00.000","1974-12-06T00:00:00.000","1979-09-09T00:00:00.000","1975-10-27T00:00:00.000","1963-05-29T00:00:00.000","1957-09-16T00:00:00.000","1973-02-20T00:00:00.000","1991-07-07T00:00:00.000","1968-03-25T00:00:00.000","1986-08-30T00:00:00.000","1995-04-08T00:00:00.000","1979-08-13T00:00:00.000","1979-12-10T00:00:00.000","1972-09-21T00:00:00.000","1971-04-20T00:00:00.000","1955-05-02T00:00:00.000","1956-11-17T00:00: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client_id date_of_birth employment_status country\n0 1 1963-07-08 00:00:00+00:00 unemployed USA\n1 2 1957-02-07 00:00:00+00:00 unemployed UK\n2 3 1993-02-21 00:00:00+00:00 employed CA\n3 4 1978-03-19 00:00:00+00:00 employed CA\n4 5 2000-10-02 00:00:00+00:00 employed USA\n.. ... ... ... ...\n295 296 1963-05-02 00:00:00+00:00 employed CA\n296 297 2004-08-25 00:00:00+00:00 employed UK\n297 298 1997-08-03 00:00:00+00:00 unemployed UK\n298 299 2004-08-16 00:00:00+00:00 unemployed CA\n299 300 1965-03-02 00:00:00+00:00 employed USA\n\n[300 rows x 4 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
client_iddate_of_birthemployment_statuscountry
011963-07-08 00:00:00+00:00unemployedUSA
121957-02-07 00:00:00+00:00unemployedUK
231993-02-21 00:00:00+00:00employedCA
341978-03-19 00:00:00+00:00employedCA
452000-10-02 00:00:00+00:00employedUSA
...............
2952961963-05-02 00:00:00+00:00employedCA
2962972004-08-25 00:00:00+00:00employedUK
2972981997-08-03 00:00:00+00:00unemployedUK
2982992004-08-16 00:00:00+00:00unemployedCA
2993001965-03-02 00:00:00+00:00employedUSA
\n

300 rows × 4 columns

\n
"},"metadata":{},"execution_count":72,"@datacamp/metadata":{"executedQuery":"SELECT \n client_id,\n CAST(date_of_birth AS DATE),\n CASE\n WHEN LOWER(employment_status) LIKE 'em%' THEN 'employed'\n WHEN LOWER(employment_status) LIKE 'un%' THEN 'unemployed'\n WHEN LOWER(employment_status) IN ('part-time', 'full-time') THEN 'employed'\n ELSE employment_status\n END AS employment_status,\n UPPER(country) AS country\nFROM \n client","executedQueryParameters":[]}}],"execution_count":72},{"source":"**This solution should be correct, yet Datacamp is accepting the one above. After numerous attempts, I managed to resolve it, though there remains a space before 'DD'. Please feel free to address this issue.**","metadata":{},"cell_type":"markdown","id":"324e0cac-311f-4876-8c3e-fb738a8634a6"},{"source":"SELECT \n client_id,\n SUBSTRING(TO_CHAR(date_of_birth::DATE, 'YYYY-MM- DD'), 1, 11) AS date_of_birth,\n CASE\n WHEN LOWER(employment_status) LIKE 'em%' THEN 'employed'\n WHEN LOWER(employment_status) LIKE 'un%' THEN 'unemployed'\n WHEN LOWER(employment_status) IN ('part-time', 'full-time') THEN 'employed'\n ELSE employment_status\n END AS employment_status,\n UPPER(country) AS country\nFROM \n client","metadata":{"customType":"sql","dataFrameVariableName":"df","sqlCellMode":"dataFrame","sqlSource":{"integrationId":"1c344584-2e6c-4a45-84dd-20f2e218a150","integrationType":"postgresql","type":"integration"},"executionCancelledAt":null,"executionTime":null,"lastExecutedAt":null,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":null,"outputsMetadata":{"0":{"height":318,"type":"dataFrame"}}},"cell_type":"code","id":"aa658792-1bc4-4743-9c4c-fcf1caf830a6","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"client_id","type":"integer"},{"name":"date_of_birth","type":"string"},{"name":"employment_status","type":"string"},{"name":"country","type":"string"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299],"client_id":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300],"date_of_birth":["1963-07- 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client_id date_of_birth employment_status country\n0 1 1963-07- 08 unemployed USA\n1 2 1957-02- 07 unemployed UK\n2 3 1993-02- 21 employed CA\n3 4 1978-03- 19 employed CA\n4 5 2000-10- 02 employed USA\n.. ... ... ... ...\n295 296 1963-05- 02 employed CA\n296 297 2004-08- 25 employed UK\n297 298 1997-08- 03 unemployed UK\n298 299 2004-08- 16 unemployed CA\n299 300 1965-03- 02 employed USA\n\n[300 rows x 4 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
client_iddate_of_birthemployment_statuscountry
011963-07- 08unemployedUSA
121957-02- 07unemployedUK
231993-02- 21employedCA
341978-03- 19employedCA
452000-10- 02employedUSA
...............
2952961963-05- 02employedCA
2962972004-08- 25employedUK
2972981997-08- 03unemployedUK
2982992004-08- 16unemployedCA
2993001965-03- 02employedUSA
\n

300 rows × 4 columns

\n
"},"metadata":{},"execution_count":1,"@datacamp/metadata":{"executedQuery":"SELECT \n client_id,\n SUBSTRING(TO_CHAR(date_of_birth::DATE, 'YYYY-MM- DD'), 1, 11) AS date_of_birth,\n CASE\n WHEN LOWER(employment_status) LIKE 'em%' THEN 'employed'\n WHEN LOWER(employment_status) LIKE 'un%' THEN 'unemployed'\n WHEN LOWER(employment_status) IN ('part-time', 'full-time') THEN 'employed'\n ELSE employment_status\n END AS employment_status,\n UPPER(country) AS country\nFROM \n client","executedQueryParameters":[]}}],"execution_count":1},{"source":"# Task 2\n\nYou have been told that there was a problem in the backend system as some of the `repayment_channel` values are missing. \n\nThe missing values are critical to the analysis so they need to be filled in before proceeding.\n\nLuckily, they have discovered a pattern in the missing values:\n\n- Repayment higher than 4000 dollars should be made via `bank account`.\n- Repayment lower than 1000 dollars should be made via `mail`.\n\nWrite a query that makes the `repayment` table match this criteria.","metadata":{},"id":"096eeec8-8655-4910-9d57-5bda7bebe922","cell_type":"markdown"},{"source":"SELECT \n repayment_id, \n loan_id,\n repayment_date,\n repayment_amount,\n CASE \n WHEN repayment_channel = '-' THEN\n CASE \n WHEN repayment_amount > 4000 THEN 'bank account'\n WHEN repayment_amount < 1000 THEN 'mail'\n ELSE repayment_channel\n END\n ELSE repayment_channel\n END AS repayment_channel\nFROM repayment;\n\n","metadata":{"customType":"sql","dataFrameVariableName":"repayment","sqlCellMode":"dataFrame","sqlSource":{"integrationId":"1c344584-2e6c-4a45-84dd-20f2e218a150","integrationType":"postgresql","type":"integration"},"executionCancelledAt":null,"executionTime":null,"lastExecutedAt":null,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":null,"outputsMetadata":{"0":{"height":318,"type":"dataFrame"}}},"cell_type":"code","id":"3bb20a28-3955-440c-b5c8-a29d58e2df57","outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"repayment_id","type":"integer"},{"name":"loan_id","type":"integer"},{"name":"repayment_date","type":"datetime","tz":"UTC"},{"name":"repayment_amount","type":"number"},{"name":"repayment_channel","type":"string"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1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1231.25 debit card\n1499 1500 560 ... 361.11 mail\n\n[1500 rows x 5 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
repayment_idloan_idrepayment_daterepayment_amountrepayment_channel
013572022-10-16 00:00:00+00:001675.83bank account
128052023-01-12 00:00:00+00:00867.22debit card
238432022-06-02 00:00:00+00:00718.83phone
342432022-12-26 00:00:00+00:001620.97credit card
459912023-03-18 00:00:00+00:002182.17phone
..................
149514961922023-02-11 00:00:00+00:002506.47debit card
149614979992022-11-21 00:00:00+00:001324.61bank account
149714989662023-01-26 00:00:00+00:001375.81debit card
14981499202023-03-30 00:00:00+00:001231.25debit card
149915005602022-04-21 00:00:00+00:00361.11mail
\n

1500 rows × 5 columns

\n
"},"metadata":{},"execution_count":61,"@datacamp/metadata":{"executedQuery":"SELECT \n repayment_id, \n loan_id,\n repayment_date,\n repayment_amount,\n CASE \n WHEN repayment_channel = '-' THEN\n CASE \n WHEN repayment_amount > 4000 THEN 'bank account'\n WHEN repayment_amount < 1000 THEN 'mail'\n ELSE repayment_channel\n END\n ELSE repayment_channel\n END AS repayment_channel\nFROM repayment;","executedQueryParameters":[]}}],"execution_count":61},{"source":"# Task 3\n\nStarting on January 1st, 2022, all US clients started to use an online system to sign contracts.\n\nThe analytics team wants to analyze the loans for US clients who used the new online system.\n\nWrite a query that returns the data for the analytics team. Your output should include `client_id`,`contract_date`, `principal_amount` and `loan_type` columns.\n\n![database schema](lending_schema.png)","metadata":{},"id":"09e654fb-faec-4bf9-8eec-8dddc94b5aba","cell_type":"markdown"},{"source":"SELECT lo.client_id,\n con.contract_date,\n lo.principal_amount,\n lo.loan_type\nFROM loan lo\nJOIN contract con ON lo.contract_id = con.contract_id\nJOIN client cli ON lo.client_id = cli.client_id\nWHERE con.contract_date >= '2022-01-01' AND cli.country = 'USA';\n\n\n","metadata":{"customType":"sql","dataFrameVariableName":"us_loans","sqlCellMode":"dataFrame","sqlSource":{"integrationId":"1c344584-2e6c-4a45-84dd-20f2e218a150","integrationType":"postgresql","type":"integration"},"executionCancelledAt":null,"executionTime":null,"lastExecutedAt":null,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":null,"outputsMetadata":{"0":{"height":318,"type":"dataFrame"}}},"id":"35a87137-c671-497e-9caf-c5bdda0bc783","cell_type":"code","execution_count":62,"outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"client_id","type":"integer"},{"name":"contract_date","type":"datetime","tz":"UTC"},{"name":"principal_amount","type":"integer"},{"name":"loan_type","type":"string"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93],"client_id":[267,50,280,79,245,181,194,251,128,211,86,267,50,42,252,225,105,57,232,172,24,88,282,105,70,109,46,156,210,14,171,157,54,208,136,280,42,56,225,160,89,38,182,147,39,154,8,73,282,267,122,12,1,54,234,89,270,210,1,282,280,271,227,286,95,267,284,126,281,50,123,151,136,147,181,136,300,154,128,44,225,86,147,242,8,89,123,135,234,8,232,95,123,211],"contract_date":["2022-03-08T00:00:00.000","2022-01-13T00:00:00.000","2022-01-02T00:00:00.000","2022-01-24T00:00:00.000","2022-01-03T00:00:00.000","2022-02-16T00:00:00.000","2022-01-03T00:00:00.000","2022-04-14T00:00:00.000","2022-03-27T00:00:00.000","2022-03-18T00:00:00.000","2022-03-14T00:00:00.000","2022-03-07T00:00:00.000","2022-03-24T00:00:00.000","2022-01-10T00:00:00.000","2022-03-24T00:00:00.000","2022-03-27T00:00:00.000","2022-03-07T00:00:00.000","2022-04-03T00:00:00.000","2022-03-10T00:00:00.000","2022-01-31T00:00:00.000","2022-02-17T00:00:00.000","2022-02-17T00:00:00.000","2022-02-11T00:00:00.000","2022-02-06T00:00:00.000","2022-03-24T00:00:00.000","2022-01-21T00:00:00.000","2022-04-07T00:00:00.000","2022-03-13T00:00:00.000","2022-01-01T00:00:00.000","2022-01-27T00:00:00.000","2022-04-03T00:00:00.000","2022-01-03T00:00:00.000","2022-02-10T00:00:00.000","2022-01-12T00:00:00.000","2022-01-08T00:00:00.000","2022-03-20T00:00:00.000","2022-01-31T00:00:00.000","2022-02-23T00:00:00.000","2022-01-29T00:00:00.000","2022-04-01T00:00:00.000","2022-03-14T00:00:00.000","2022-04-02T00:00:00.000","2022-04-12T00:00:00.000","2022-02-18T00:00:00.000","2022-04-14T00:00:00.000","2022-03-24T00:00:00.000","2022-01-08T00:00:00.000","2022-04-14T00:00:00.000","2022-02-07T00:00:00.000","2022-01-24T00:00:00.000","2022-02-17T00:00:00.000","2022-02-04T00:00:00.000","2022-01-03T00:00:00.000","2022-02-16T00:00:00.000","2022-01-12T00:00:00.000","2022-02-21T00:00:00.000","2022-01-28T00:00:00.000","2022-02-15T00:00:00.000","2022-03-24T00:00:00.000","2022-03-24T00:00:00.000","2022-03-07T00:00:00.000","2022-03-14T00:00:00.000","2022-01-31T00:00:00.000","2022-04-06T00:00:00.000","2022-01-31T00:00:00.000","2022-01-12T00:00:00.000","2022-01-16T00:00:00.000","2022-01-17T00:00:00.000","2022-04-03T00:00:00.000","2022-02-12T00:00:00.000","2022-01-11T00:00:00.000","2022-03-24T00:00:00.000","2022-03-10T00:00:00.000","2022-03-18T00:00:00.000","2022-01-03T00:00:00.000","2022-02-11T00:00:00.000","2022-02-14T00:00:00.000","2022-01-03T00:00:00.000","2022-02-16T00:00:00.000","2022-04-03T00:00:00.000","2022-01-03T00:00:00.000","2022-01-26T00:00:00.000","2022-01-28T00:00:00.000","2022-01-27T00:00:00.000","2022-04-06T00:00:00.000","2022-01-11T00:00:00.000","2022-01-21T00:00:00.000","2022-02-13T00:00:00.000","2022-01-08T00:00:00.000","2022-01-13T00:00:00.000","2022-02-08T00:00:00.000","2022-03-20T00:00:00.000","2022-03-06T00:00:00.000","2022-02-23T00:00:00.000"],"principal_amount":[179230,143729,171122,43784,95003,45866,174800,93214,44186,107766,189723,89311,150547,44279,161071,96093,54247,72734,23091,182274,76143,149806,196673,194934,179598,198782,133511,145258,142956,186635,53064,137595,62475,153975,38320,40417,134307,129726,78817,196207,39459,61322,116800,105363,122335,148392,13484,135750,17008,128020,108920,69421,95309,197907,17567,139309,41049,101467,87435,121069,68929,86787,165942,16380,20160,134996,159759,133626,124385,168308,76458,57558,108071,103599,33656,22017,130415,99160,95172,37105,78484,189413,188427,73543,145411,155954,63570,188202,187802,148282,78386,39098,48213,147004],"loan_type":["personal","mortgage","car","mortgage","mortgage","mortgage","car","personal","personal","car","car","personal","personal","mortgage","car","personal","mortgage","mortgage","car","car","car","car","personal","personal","mortgage","personal","mortgage","car","car","personal","personal","mortgage","personal","car","car","personal","mortgage","mortgage","mort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client_id contract_date principal_amount loan_type\n0 267 2022-03-08 00:00:00+00:00 179230 personal\n1 50 2022-01-13 00:00:00+00:00 143729 mortgage\n2 280 2022-01-02 00:00:00+00:00 171122 car\n3 79 2022-01-24 00:00:00+00:00 43784 mortgage\n4 245 2022-01-03 00:00:00+00:00 95003 mortgage\n.. ... ... ... ...\n89 8 2022-01-13 00:00:00+00:00 148282 personal\n90 232 2022-02-08 00:00:00+00:00 78386 personal\n91 95 2022-03-20 00:00:00+00:00 39098 personal\n92 123 2022-03-06 00:00:00+00:00 48213 car\n93 211 2022-02-23 00:00:00+00:00 147004 mortgage\n\n[94 rows x 4 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
client_idcontract_dateprincipal_amountloan_type
02672022-03-08 00:00:00+00:00179230personal
1502022-01-13 00:00:00+00:00143729mortgage
22802022-01-02 00:00:00+00:00171122car
3792022-01-24 00:00:00+00:0043784mortgage
42452022-01-03 00:00:00+00:0095003mortgage
...............
8982022-01-13 00:00:00+00:00148282personal
902322022-02-08 00:00:00+00:0078386personal
91952022-03-20 00:00:00+00:0039098personal
921232022-03-06 00:00:00+00:0048213car
932112022-02-23 00:00:00+00:00147004mortgage
\n

94 rows × 4 columns

\n
"},"metadata":{},"execution_count":62,"@datacamp/metadata":{"executedQuery":"SELECT lo.client_id,\n con.contract_date,\n lo.principal_amount,\n lo.loan_type\nFROM loan lo\nJOIN contract con ON lo.contract_id = con.contract_id\nJOIN client cli ON lo.client_id = cli.client_id\nWHERE con.contract_date >= '2022-01-01' AND cli.country = 'USA';","executedQueryParameters":[]}}]},{"source":"# Task 4\n\nThe business strategy team is considering offering a more competitive rate to the US market. \n\nThe analytic team want to compare the average interest rates offered by the company for the same loan type in different countries to determine if there are significant differences.\n\nWrite a query that returns the data for the analytics team. Your output should include `loan_type`, `country` and `avg_rate` columns.\n\n![database schema](lending_schema.png)","metadata":{},"id":"bde39658-4eb4-4c8a-b3de-dd0ee17092b0","cell_type":"markdown"},{"source":"SELECT lo.loan_type,\n cli.country,\n AVG(lo.interest_rate) AS avg_rate\nFROM loan lo\nJOIN client cli ON lo.client_id = cli.client_id\nGROUP BY lo.loan_type, cli.country;\n","metadata":{"customType":"sql","dataFrameVariableName":"average_data","sqlCellMode":"dataFrame","sqlSource":{"integrationId":"1c344584-2e6c-4a45-84dd-20f2e218a150","integrationType":"postgresql","type":"integration"},"executionCancelledAt":null,"executionTime":null,"lastExecutedAt":null,"lastScheduledRunId":null,"lastSuccessfullyExecutedCode":null,"outputsMetadata":{"0":{"height":293,"type":"dataFrame"}}},"id":"9b8ebc99-1d44-4c0e-b3af-f14e1f9bf61e","cell_type":"code","execution_count":63,"outputs":[{"output_type":"execute_result","data":{"application/com.datacamp.data-table.v2+json":{"table":{"schema":{"fields":[{"name":"index","type":"integer"},{"name":"loan_type","type":"string"},{"name":"country","type":"string"},{"name":"avg_rate","type":"number"}],"primaryKey":["index"],"pandas_version":"1.4.0"},"data":{"index":[0,1,2,3,4,5,6,7,8],"loan_type":["car","personal","personal","mortgage","mortgage","car","personal","mortgage","car"],"country":["USA","CA","USA","CA","UK","UK","UK","USA","CA"],"avg_rate":[0.1036363636,0.2172527473,0.2027205882,0.0440677966,0.0422807018,0.1226126126,0.1987378641,0.0438596491,0.112038835]}},"total_rows":9,"truncation_type":null},"text/plain":" loan_type country avg_rate\n0 car USA 0.103636\n1 personal CA 0.217253\n2 personal USA 0.202721\n3 mortgage CA 0.044068\n4 mortgage UK 0.042281\n5 car UK 0.122613\n6 personal UK 0.198738\n7 mortgage USA 0.043860\n8 car CA 0.112039","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
loan_typecountryavg_rate
0carUSA0.103636
1personalCA0.217253
2personalUSA0.202721
3mortgageCA0.044068
4mortgageUK0.042281
5carUK0.122613
6personalUK0.198738
7mortgageUSA0.043860
8carCA0.112039
\n
"},"metadata":{},"execution_count":63,"@datacamp/metadata":{"executedQuery":"SELECT lo.loan_type,\n cli.country,\n AVG(lo.interest_rate) AS avg_rate\nFROM loan lo\nJOIN client cli ON lo.client_id = cli.client_id\nGROUP BY lo.loan_type, cli.country;","executedQueryParameters":[]}}]}],"metadata":{"kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.8.10","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"editor":"DataCamp Workspace"},"nbformat":4,"nbformat_minor":5} -------------------------------------------------------------------------------- /lending_schema.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/prakharsdev/DataCamp_Associate_Data_Engineer/50cd6b674c36e77eb72a692c14d1f917b1f48e12/lending_schema.png --------------------------------------------------------------------------------