{"paragraphs":[{"text":"%md\n### Playing Machine Learning with Oracle Autonomous Database and COVID-19 data\n\n#### Remember to change the user, password and url of the datafile stored in the object storage bucket in step 1!!!!\n#### Step 1: Data preparation\nFirst we create an external table with the data from the file stored in the object storage bucket
\nThen we create a table from the esternal table with date column
\nFinaly we create a table with data for the country data we want to work with.\n\n#### Step 2: Plotting deaths\nWe plot deaths so far\n#### Step 3: Creating the prediction model\nWe have choosed a times series prediction model
\nFirst, we create a table for the configuration paremeters of the model
\nThen we put values to the configuration table. Prediction interval in days and forecast for next 20 days
\nFinaly, we create the model on the table, target is deaths column and id is the column with date
\n#### Step 4: Plotting the prediction\nThe model creates a couple of tables in the schema<>\nBy querying the table we can plot the prediction<>\n```\nselect case_id, value, prediction from DM$P0CORONA_ES_TS order by case_id asc\n```\n","user":"JAVI","dateUpdated":"2020-04-13T18:22:24+0000","config":{"colWidth":12,"fontSize":9,"enabled":true,"results":{},"editorSetting":{"language":"md","editOnDblClick":false},"editorMode":"ace/mode/markdown","editorHide":true,"tableHide":false,"title":true},"settings":{"params":{},"forms":{}},"results":{"code":"SUCCESS","msg":[{"type":"HTML","data":"

Playing Machine Learning with Oracle Autonomous Database and COVID-19 data

\n

Remember to change the user, password and url of the datafile stored in the object storage bucket in step 1!!!!

\n

Step 1: Data preparation

\n

First we create an external table with the data from the file stored in the object storage bucket
\n
Then we create a table from the esternal table with date column
\n
Finaly we create a table with data for the country data we want to work with.

\n

Step 2: Plotting deaths

\n

We plot deaths so far

\n

Step 3: Creating the prediction model

\n

We have choosed a times series prediction model
\n
First, we create a table for the configuration paremeters of the model
\n
Then we put values to the configuration table. Prediction interval in days and forecast for next 20 days
\n
Finaly, we create the model on the table, target is deaths column and id is the column with date

\n

Step 4: Plotting the prediction

\n

The model creates a couple of tables in the schema<>\n
By querying the table we can plot the prediction<>

\n
select case_id, value, prediction from DM$P0CORONA_ES_TS order by case_id asc\n
\n"}]},"jobName":"paragraph_1586792047114_1649820958","id":"20200413-153407_635639554","dateCreated":"2020-04-13T15:34:07+0000","dateStarted":"2020-04-13T18:22:20+0000","dateFinished":"2020-04-13T18:22:20+0000","status":"FINISHED","progressUpdateIntervalMs":500,"commited":true,"focus":true,"$$hashKey":"object:146","title":"0. A few notes"},{"title":"1. Data preparation","text":"%script\nBEGIN execute immediate 'drop table CORONAEXT PURGE';EXCEPTION WHEN OTHERS THEN NULL; END;\n/\nBEGIN execute immediate 'drop table CORONA PURGE';EXCEPTION WHEN OTHERS THEN NULL; END;\n/\nBEGIN execute immediate 'drop table CORONA_ES PURGE';EXCEPTION WHEN OTHERS THEN NULL; END;\n/\nBEGIN DBMS_CLOUD.drop_CREDENTIAL(credential_name => 'CORONACRED');EXCEPTION WHEN OTHERS THEN NULL; END;\n/\n--\n-- Rembember to put your own user, password and url!!!!!!!\n--\nbegin\n DBMS_CLOUD.CREATE_CREDENTIAL( credential_name => 'CORONACRED', username => 'xxxxxxxxx@gmail.com', password => 'yyyyyy');\n DBMS_CLOUD.CREATE_EXTERNAL_TABLE( \n table_name =>'CORONAEXT', \n credential_name =>'CORONACRED', \n file_uri_list => 'https://objectstorage.eu-frankfurt-1.oraclecloud.com/n/zzzzzzzzzz/b/corona/o/coronadata.txt',\n format => json_object('delimiter' value ',', 'recorddelimiter' value 'newline', 'skipheaders' value '1', 'rejectlimit' value '0'),\n\n column_list => \n 'dateRep varchar2(10), \n day number,\n month number,\n year number,\n cases number,\n deaths number,\n countriesAndTerritories varchar2(128),\n geoId varchar2(32),\n countryterritoryCode varchar2(32),\n popData2018 number'\n );\n --\n DBMS_CLOUD.VALIDATE_EXTERNAL_TABLE ('CORONAEXT');\nend;\n/\nselect * from coronaext where rownum<3;\n/\ncreate table corona as select to_date(dateRep,'dd/mm/yyyy') as fecha, deaths, cases, countryterritoryCode from coronaext;\n/\ncreate table corona_es as select fecha, deaths, cases, countryterritoryCode from corona where countryterritoryCode in ('ESP');\n/","user":"JAVI","dateUpdated":"2020-04-13T18:24:27+0000","config":{"colWidth":12,"fontSize":9,"enabled":true,"results":{},"editorSetting":{"language":"plsql","editOnDblClick":false},"editorMode":"ace/mode/plsql","tableHide":true,"title":true,"editorHide":true},"settings":{"params":{},"forms":{}},"results":{"code":"SUCCESS","msg":[{"type":"TEXT","data":"\nPL/SQL procedure successfully completed.\n\n\n---------------------------\n\nPL/SQL procedure successfully completed.\n\n\n---------------------------\n\nPL/SQL procedure successfully completed.\n\n\n---------------------------\n\nPL/SQL procedure successfully completed.\n\n\n---------------------------\n\nPL/SQL procedure successfully completed.\n\n\n---------------------------\nDATEREP DAY MONTH YEAR CASES DEATHS COUNTRIESANDTERRITORIES GEOID COUNTRYTERRITORYCODE POPDATA2018 \n13/04/2020 13 4 2020 52 0 Afghanistan AF AFG 37172386 \n12/04/2020 12 4 2020 34 3 Afghanistan AF AFG 37172386 \n\n\n\n---------------------------\n\n---------------------------\n\nTable CORONA created.\n\n\n---------------------------\n\n---------------------------\n\nTable CORONA_ES created.\n\n\n---------------------------\n\n---------------------------\n"}]},"jobName":"paragraph_1586737604928_-262296278","id":"20200413-002644_210943697","dateCreated":"2020-04-06T22:52:47+0000","dateStarted":"2020-04-13T18:23:18+0000","dateFinished":"2020-04-13T18:23:20+0000","status":"FINISHED","progressUpdateIntervalMs":500,"commited":true,"$$hashKey":"object:147"},{"title":"2. Plot deaths","text":"%sql\nselect fecha, deaths, cases from corona_es order by fecha asc","user":"JAVI","dateUpdated":"2020-04-13T18:15:29+0000","config":{"colWidth":12,"fontSize":9,"enabled":true,"results":{"0":{"graph":{"mode":"scatterChart","height":300,"optionOpen":false,"setting":{"table":{"tableGridState":{},"tableColumnTypeState":{"names":{"DATEREP":"string","DEATHS":"string","CASES":"string","COUNTRYTERRITORYCODE":"string"},"updated":false},"tableOptionSpecHash":"[{\"name\":\"useFilter\",\"valueType\":\"boolean\",\"defaultValue\":false,\"widget\":\"checkbox\",\"description\":\"Enable filter for columns\"},{\"name\":\"showPagination\",\"valueType\":\"boolean\",\"defaultValue\":false,\"widget\":\"checkbox\",\"description\":\"Enable pagination for better navigation\"},{\"name\":\"showAggregationFooter\",\"valueType\":\"boolean\",\"defaultValue\":false,\"widget\":\"checkbox\",\"description\":\"Enable a footer for displaying aggregated values\"}]","tableOptionValue":{"useFilter":false,"showPagination":false,"showAggregationFooter":false},"updated":false,"initialized":false},"lineChart":{"rotate":{"degree":"-45"},"xLabelStatus":"default"},"multiBarChart":{"rotate":{"degree":"-45"},"xLabelStatus":"default"},"stackedAreaChart":{"rotate":{"degree":"-45"},"xLabelStatus":"default"},"scatterChart":{"xAxis":{"name":"FECHA","index":0,"aggr":"sum"},"yAxis":{"name":"DEATHS","index":1,"aggr":"sum"}}},"keys":[],"groups":[],"values":[{"name":"DEATHS","index":1,"aggr":"count"}]},"helium":{}}},"editorSetting":{"language":"sql","editOnDblClick":false},"editorMode":"ace/mode/osql","tableHide":true,"title":true,"editorHide":true},"settings":{"params":{},"forms":{}},"results":{"code":"SUCCESS","msg":[{"type":"TABLE","data":"FECHA\tDEATHS\tCASES\n2019-12-31 00:00:00\t0\t0\n2020-01-01 00:00:00\t0\t0\n2020-01-02 00:00:00\t0\t0\n2020-01-03 00:00:00\t0\t0\n2020-01-04 00:00:00\t0\t0\n2020-01-05 00:00:00\t0\t0\n2020-01-06 00:00:00\t0\t0\n2020-01-07 00:00:00\t0\t0\n2020-01-08 00:00:00\t0\t0\n2020-01-09 00:00:00\t0\t0\n2020-01-10 00:00:00\t0\t0\n2020-01-11 00:00:00\t0\t0\n2020-01-12 00:00:00\t0\t0\n2020-01-13 00:00:00\t0\t0\n2020-01-14 00:00:00\t0\t0\n2020-01-15 00:00:00\t0\t0\n2020-01-16 00:00:00\t0\t0\n2020-01-17 00:00:00\t0\t0\n2020-01-18 00:00:00\t0\t0\n2020-01-19 00:00:00\t0\t0\n2020-01-20 00:00:00\t0\t0\n2020-01-21 00:00:00\t0\t0\n2020-01-22 00:00:00\t0\t0\n2020-01-23 00:00:00\t0\t0\n2020-01-24 00:00:00\t0\t0\n2020-01-25 00:00:00\t0\t0\n2020-01-26 00:00:00\t0\t0\n2020-01-27 00:00:00\t0\t0\n2020-01-28 00:00:00\t0\t0\n2020-01-29 00:00:00\t0\t0\n2020-01-30 00:00:00\t0\t0\n2020-01-31 00:00:00\t0\t0\n2020-02-01 00:00:00\t0\t1\n2020-02-02 00:00:00\t0\t0\n2020-02-03 00:00:00\t0\t0\n2020-02-04 00:00:00\t0\t0\n2020-02-05 00:00:00\t0\t0\n2020-02-06 00:00:00\t0\t0\n2020-02-07 00:00:00\t0\t0\n2020-02-08 00:00:00\t0\t0\n2020-02-09 00:00:00\t0\t0\n2020-02-10 00:00:00\t0\t1\n2020-02-11 00:00:00\t0\t0\n2020-02-12 00:00:00\t0\t0\n2020-02-13 00:00:00\t0\t0\n2020-02-14 00:00:00\t0\t0\n2020-02-15 00:00:00\t0\t0\n2020-02-16 00:00:00\t0\t0\n2020-02-17 00:00:00\t0\t0\n2020-02-18 00:00:00\t0\t0\n2020-02-19 00:00:00\t0\t0\n2020-02-20 00:00:00\t0\t0\n2020-02-21 00:00:00\t0\t0\n2020-02-22 00:00:00\t0\t0\n2020-02-23 00:00:00\t0\t0\n2020-02-24 00:00:00\t0\t0\n2020-02-25 00:00:00\t0\t1\n2020-02-26 00:00:00\t0\t4\n2020-02-27 00:00:00\t0\t5\n2020-02-28 00:00:00\t0\t13\n2020-02-29 00:00:00\t0\t9\n2020-03-01 00:00:00\t0\t32\n2020-03-02 00:00:00\t0\t17\n2020-03-03 00:00:00\t0\t31\n2020-03-04 00:00:00\t0\t37\n2020-03-05 00:00:00\t1\t49\n2020-03-06 00:00:00\t2\t61\n2020-03-07 00:00:00\t2\t113\n2020-03-08 00:00:00\t0\t56\n2020-03-09 00:00:00\t0\t159\n2020-03-10 00:00:00\t23\t615\n2020-03-11 00:00:00\t7\t435\n2020-03-12 00:00:00\t12\t501\n2020-03-13 00:00:00\t37\t864\n2020-03-14 00:00:00\t37\t1227\n2020-03-15 00:00:00\t15\t1522\n2020-03-16 00:00:00\t152\t2000\n2020-03-17 00:00:00\t21\t1438\n2020-03-18 00:00:00\t182\t1987\n2020-03-19 00:00:00\t107\t2538\n2020-03-20 00:00:00\t169\t3431\n2020-03-21 00:00:00\t235\t2833\n2020-03-22 00:00:00\t324\t4946\n2020-03-23 00:00:00\t394\t3646\n2020-03-24 00:00:00\t462\t4517\n2020-03-25 00:00:00\t514\t6584\n2020-03-26 00:00:00\t738\t7937\n2020-03-27 00:00:00\t655\t8578\n2020-03-28 00:00:00\t769\t7871\n2020-03-29 00:00:00\t832\t8189\n2020-03-30 00:00:00\t838\t6549\n2020-03-31 00:00:00\t812\t6398\n2020-04-01 00:00:00\t849\t9222\n2020-04-02 00:00:00\t864\t7719\n2020-04-03 00:00:00\t950\t8102\n2020-04-04 00:00:00\t932\t7472\n2020-04-05 00:00:00\t809\t7026\n2020-04-06 00:00:00\t674\t6023\n2020-04-07 00:00:00\t637\t4273\n2020-04-08 00:00:00\t743\t5478\n2020-04-09 00:00:00\t757\t6180\n2020-04-10 00:00:00\t683\t5756\n2020-04-11 00:00:00\t605\t4576\n2020-04-12 00:00:00\t510\t4830\n2020-04-13 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Creating the prediction model","text":"%script\nBEGIN execute immediate 'drop table CORONA_SETTINGS PURGE';EXCEPTION WHEN OTHERS THEN NULL; END;\n/\nbegin\n execute immediate 'CREATE TABLE CORONA_SETTINGS (\tSETTING_NAME VARCHAR2(30 BYTE), SETTING_VALUE VARCHAR2(4000 BYTE))';\n execute immediate 'Insert into CORONA_SETTINGS (SETTING_NAME,SETTING_VALUE) values (''ALGO_NAME'',''ALGO_EXPONENTIAL_SMOOTHING'')';\n execute immediate 'Insert into CORONA_SETTINGS (SETTING_NAME,SETTING_VALUE) values (''EXSM_MODEL'',''EXSM_MULT_TREND'')';\n execute immediate 'Insert into CORONA_SETTINGS (SETTING_NAME,SETTING_VALUE) values (''EXSM_INTERVAL'',''EXSM_INTERVAL_DAY'')';\n execute immediate 'Insert into CORONA_SETTINGS (SETTING_NAME,SETTING_VALUE) values (''EXSM_PREDICTION_STEP'',''20'')';\nend;\n/\nBEGIN DBMS_DATA_MINING.DROP_MODEL('CORONA_ES_TS');\nEXCEPTION WHEN OTHERS THEN NULL; END;\n/\nDECLARE\n --V_XLST DBMS_DATA_MINING_TRANSFORM.TRANSFORM_LIST;\nBEGIN\n DBMS_DATA_MINING.CREATE_MODEL(\n MODEL_NAME => 'CORONA_ES_TS',\n MINING_FUNCTION => DBMS_DATA_MINING.TIME_SERIES,\n DATA_TABLE_NAME => 'CORONA_ES',\n CASE_ID_COLUMN_NAME => 'FECHA',\n TARGET_COLUMN_NAME => 'DEATHS',\n SETTINGS_TABLE_NAME => 'CORONA_SETTINGS',\n XFORM_LIST => null);\nEND;","user":"JAVI","dateUpdated":"2020-04-13T18:13:53+0000","config":{"colWidth":12,"fontSize":9,"enabled":true,"results":{},"editorSetting":{"language":"plsql","editOnDblClick":false},"editorMode":"ace/mode/plsql","tableHide":true,"editorHide":true,"title":true},"settings":{"params":{},"forms":{}},"results":{"code":"SUCCESS","msg":[{"type":"TEXT","data":"\nPL/SQL procedure successfully completed.\n\n\n---------------------------\n\nPL/SQL procedure successfully completed.\n\n\n---------------------------\n\nPL/SQL procedure successfully completed.\n\n\n---------------------------\n\nPL/SQL procedure successfully completed.\n\n"}]},"jobName":"paragraph_1586737604928_1015973578","id":"20200413-002644_2136290587","dateCreated":"2020-04-07T23:19:52+0000","dateStarted":"2020-04-13T17:38:44+0000","dateFinished":"2020-04-13T17:38:53+0000","status":"FINISHED","progressUpdateIntervalMs":500,"commited":true,"$$hashKey":"object:149"},{"title":"4. 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