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      "text": "%md\n## Forecasting Sales Using Exponential Smoothing Algorithm for Time Series Data\n\nOracle Machine Learning supports time series forecasting via the Exponential Smoothing algorithm within Oracle Autonomous Database.  This sales forecasting example is based on the SH.SALES example data. All computations occur inside Oracle Autonomous Database.\n\n\nCopyright (c) 2021 Oracle Corporation \n###### \u003ca href\u003d\"https://oss.oracle.com/licenses/upl/\" onclick\u003d\"return ! window.open(\u0027https://oss.oracle.com/licenses/upl/\u0027);\"\u003eThe Universal Permissive License (UPL), Version 1.0\u003c/a\u003e\n---",
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            "data": "\u003ch2\u003eForecasting Sales Using Exponential Smoothing Algorithm for Time Series Data\u003c/h2\u003e\n\u003cp\u003eOracle Machine Learning supports time series forecasting via the Exponential Smoothing algorithm within Oracle Autonomous Database.  This sales forecasting example is based on the SH.SALES example data. All computations occur inside Oracle Autonomous Database.\u003c/p\u003e\n\u003cp\u003eCopyright (c) 2021 Oracle Corporation\u003c/p\u003e\n\u003ch6\u003e\u003ca href\u003d\"https: //oss.oracle.com/licenses/upl/\" onclick\u003d\"return ! window.open(\u0027https://oss.oracle.com/licenses/upl/\u0027);\"\u003eThe Universal Permissive License (UPL), Version 1.0\u003c/a\u003e\u003c/h6\u003e\n\u003chr /\u003e\n"
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      "text": "%md\n\u003cdl\u003e\n\u003cimg src\u003d\"http://www.oracle.com/technetwork/database/options/advanced-analytics/timeseries-5663161.jpg\" alt\u003d\"OML Notebooks\" width\u003d\"300\"/\u003e\n\u003c/dl\u003e\n\n",
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      "title": "For more information...",
      "text": "%md \n\nOracle ADW Documentation \u003ca href\u003d\"https://docs.oracle.com/en/cloud/paas/autonomous-data-warehouse-cloud/index.html\" onclick\u003d\"return ! window.open(\u0027https://docs.oracle.com/en/cloud/paas/autonomous-data-warehouse-cloud/index.html\u0027);\"\u003ehttps://docs.oracle.com/en/cloud/paas/autonomous-data-warehouse-cloud/index.html\u003c/a\u003e\nOML folder on Oracle Github : \u003ca href\u003d\"https://github.com/oracle-samples/oracle-db-examples/tree/main/machine-learning\" onclick\u003d\"return ! window.open(\u0027https://github.com/oracle-samples/oracle-db-examples/tree/main/machine-learning\u0027);\"\u003ehttps://github.com/oracle-samples/oracle-db-examples/tree/main/machine-learning\u003c/a\u003e\nOML web page: \u003ca href\u003d\"https://www.oracle.com/machine-learning\" onclick\u003d\"return ! window.open(\u0027https://www.oracle.com/machine-learning\u0027);\"\u003ehttps://www.oracle.com/machine-learning\u003c/a\u003e\nOML Time Series documentation: \u003ca href\u003d\"https://www.oracle.com/goto/ml-time-series\" onclick\u003d\"return ! window.open(\u0027https://www.oracle.com/goto/ml-time-series\u0027);\"\u003ehttps://www.oracle.com/goto/ml-time-series\u003c/a\u003e",
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            "data": "\u003cp\u003eOracle ADW Documentation \u003ca href\u003d\"https: //docs.oracle.com/en/cloud/paas/autonomous-data-warehouse-cloud/index.html\" onclick\u003d\"return ! window.open(\u0027https://docs.oracle.com/en/cloud/paas/autonomous-data-warehouse-cloud/index.html\u0027);\"\u003ehttps://docs.oracle.com/en/cloud/paas/autonomous-data-warehouse-cloud/index.html\u003c/a\u003e\n\u003cbr  /\u003eOML folder on Oracle Github : \u003ca href\u003d\"https: //github.com/oracle-samples/oracle-db-examples/tree/main/machine-learning\" onclick\u003d\"return ! window.open(\u0027https://github.com/oracle-samples/oracle-db-examples/tree/main/machine-learning\u0027);\"\u003ehttps://github.com/oracle-samples/oracle-db-examples/tree/main/machine-learning\u003c/a\u003e\n\u003cbr  /\u003eOML web page: \u003ca href\u003d\"https: //www.oracle.com/machine-learning\" onclick\u003d\"return ! window.open(\u0027https://www.oracle.com/machine-learning\u0027);\"\u003ehttps://www.oracle.com/machine-learning\u003c/a\u003e\n\u003cbr  /\u003eOML Time Series documentation: \u003ca href\u003d\"https: //www.oracle.com/goto/ml-time-series\" onclick\u003d\"return ! window.open(\u0027https://www.oracle.com/goto/ml-time-series\u0027);\"\u003ehttps://www.oracle.com/goto/ml-time-series\u003c/a\u003e\u003c/p\u003e\n"
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    {
      "title": "Create a view for model building",
      "text": "%script\n\nCREATE OR REPLACE VIEW ESM_SH_DATA AS \nSELECT TIME_ID, AMOUNT_SOLD FROM SH.SALES; \n",
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00:00:00\t53.77\n2001-04-16 00:00:00\t53.77\n2001-04-16 00:00:00\t53.77\n2001-04-16 00:00:00\t53.77\n2001-04-16 00:00:00\t50.01\n2001-04-16 00:00:00\t50.01\n2001-04-16 00:00:00\t50.01\n2001-04-16 00:00:00\t50.01\n2001-04-16 00:00:00\t50.01\n2001-04-16 00:00:00\t50.01\n2001-04-16 00:00:00\t50.01\n2001-04-16 00:00:00\t50.01\n2001-04-16 00:00:00\t50.01\n2001-04-16 00:00:00\t50.01\n2001-04-16 00:00:00\t50.01\n2001-04-16 00:00:00\t50.01\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-25 00:00:00\t53.77\n2001-04-26 00:00:00\t53.77\n2001-04-26 00:00:00\t53.77\n2001-04-26 00:00:00\t53.77\n2001-04-26 00:00:00\t53.77\n2001-04-26 00:00:00\t53.77\n2001-04-26 00:00:00\t53.77\n2001-04-26 00:00:00\t53.77\n2001-04-26 00:00:00\t53.77\n2001-04-26 00:00:00\t53.77\n2001-04-26 00:00:00\t53.77\n2001-04-26 00:00:00\t53.77\n2001-04-26 00:00:00\t53.77\n2001-04-26 00:00:00\t50.01\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-04-28 00:00:00\t53.77\n2001-11-03 00:00:00\t52.3\n2001-05-03 00:00:00\t53.66\n2001-05-03 00:00:00\t53.66\n2001-11-03 00:00:00\t52.3\n2001-05-03 00:00:00\t53.66\n2001-05-03 00:00:00\t49.9\n2001-05-03 00:00:00\t49.9\n2001-11-03 00:00:00\t48.64\n2001-05-03 00:00:00\t49.9\n2001-05-03 00:00:00\t49.9\n2001-05-03 00:00:00\t49.9\n2001-05-03 00:00:00\t49.9\n2001-05-07 00:00:00\t53.66\n2001-05-07 00:00:00\t53.66\n2001-05-07 00:00:00\t53.66\n2001-11-07 00:00:00\t52.3\n2001-12-08 00:00:00\t52.02\n2001-05-07 00:00:00\t53.66\n2001-05-07 00:00:00\t53.66\n2001-05-07 00:00:00\t53.66\n2001-05-07 00:00:00\t53.66\n2001-05-07 00:00:00\t53.66\n2001-05-07 00:00:00\t53.66\n2001-11-07 00:00:00\t52.3\n2001-05-07 00:00:00\t53.66\n2001-05-07 00:00:00\t53.66\n2001-05-07 00:00:00\t53.66\n2001-12-08 00:00:00\t52.02\n2001-05-07 00:00:00\t53.66\n2001-05-07 00:00:00\t49.9\n2001-05-12 00:00:00\t53.66\n2001-05-12 00:00:00\t53.66\n2001-05-12 00:00:00\t53.66\n2001-05-12 00:00:00\t53.66\n2001-11-12 00:00:00\t52.3\n2001-05-12 00:00:00\t53.66\n2001-05-12 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-11-14 00:00:00\t52.3\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-12-15 00:00:00\t52.02\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-12-15 00:00:00\t52.02\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-12-15 00:00:00\t52.02\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-05-14 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-12-17 00:00:00\t52.02\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-12-17 00:00:00\t52.02\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-12-17 00:00:00\t52.02\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-16 00:00:00\t53.66\n2001-05-17 00:00:00\t53.66\n2001-12-18 00:00:00\t52.02\n2001-05-17 00:00:00\t53.66\n2001-05-17 00:00:00\t53.66\n2001-05-17 00:00:00\t53.66\n2001-05-17 00:00:00\t53.66\n2001-05-17 00:00:00\t53.66\n2001-05-17 00:00:00\t53.66\n2001-05-19 00:00:00\t53.66\n2001-05-19 00:00:00\t53.66\n2001-05-19 00:00:00\t53.66\n2001-05-19 00:00:00\t53.66\n2001-11-19 00:00:00\t52.3\n2001-05-19 00:00:00\t53.66\n2001-05-19 00:00:00\t53.66\n2001-05-19 00:00:00\t53.66\n2001-05-19 00:00:00\t53.66\n2001-11-19 00:00:00\t52.3\n2001-05-19 00:00:00\t53.66\n2001-05-19 00:00:00\t53.66\n2001-05-19 00:00:00\t53.66\n2001-05-19 00:00:00\t53.66\n2001-05-19 00:00:00\t53.66\n2001-05-19 00:00:00\t53.66\n2001-11-19 00:00:00\t48.64\n2001-05-19 00:00:00\t49.9\n2001-05-19 00:00:00\t49.9\n2001-05-19 00:00:00\t49.9\n2001-05-19 00:00:00\t49.9\n2001-05-19 00:00:00\t49.9\n2001-05-19 00:00:00\t49.9\n2001-05-19 00:00:00\t49.9\n2001-05-19 00:00:00\t49.9\n2001-05-19 00:00:00\t49.9\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t53.66\n2001-05-23 00:00:00\t49.9\n2001-05-23 00:00:00\t49.9\n2001-05-23 00:00:00\t49.9\n2001-05-23 00:00:00\t49.9\n2001-05-23 00:00:00\t49.9\n2001-05-23 00:00:00\t49.9\n2001-05-23 00:00:00\t49.9\n2001-05-26 00:00:00\t53.66\n2001-12-27 00:00:00\t52.02\n2001-05-26 00:00:00\t53.66\n2001-05-26 00:00:00\t53.66\n2001-05-26 00:00:00\t53.66\n2001-05-26 00:00:00\t53.66\n2001-05-26 00:00:00\t53.66\n2001-05-26 00:00:00\t53.66\n2001-05-26 00:00:00\t49.9\n2001-12-27 00:00:00\t48.38\n2001-05-26 00:00:00\t49.9\n2001-05-26 00:00:00\t49.9\n2001-05-26 00:00:00\t49.9\n2001-11-26 00:00:00\t48.64\n2001-05-26 00:00:00\t49.9\n2001-05-26 00:00:00\t49.9\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-11-30 00:00:00\t52.3\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-12-31 00:00:00\t52.02\n2001-12-31 00:00:00\t52.02\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t53.66\n2001-05-30 00:00:00\t49.9\n2001-05-30 00:00:00\t49.9\n2001-05-30 00:00:00\t49.9\n2001-05-30 00:00:00\t49.9\n2001-05-30 00:00:00\t49.9\n2001-05-30 00:00:00\t49.9\n2001-05-30 00:00:00\t49.9\n2001-05-30 00:00:00\t49.9\n2001-05-30 00:00:00\t49.9\n2001-05-30 00:00:00\t49.9\n2001-06-02 00:00:00\t53.56\n2001-06-02 00:00:00\t53.56\n2001-06-02 00:00:00\t53.56\n2001-06-02 00:00:00\t53.56\n2001-06-02 00:00:00\t49.81\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-03 00:00:00\t53.56\n2001-06-08 00:00:00\t53.56\n2001-06-08 00:00:00\t49.81\n2001-06-08 00:00:00\t49.81\n2001-06-13 00:00:00\t53.56\n2001-06-13 00:00:00\t53.56\n2001-06-13 00:00:00\t53.56\n2001-06-13 00:00:00\t53.56\n2001-06-13 00:00:00\t53.56\n2001-06-13 00:00:00\t53.56\n2001-06-13 00:00:00\t53.56\n2001-06-13 00:00:00\t53.56\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-13 00:00:00\t49.81\n2001-06-16 00:00:00\t53.56\n2001-06-16 00:00:00\t53.56\n2001-06-16 00:00:00\t53.56\n2001-06-16 00:00:00\t53.56\n2001-06-16 00:00:00\t53.56\n2001-06-16 00:00:00\t53.56\n2001-06-16 00:00:00\t53.56\n2001-06-16 00:00:00\t53.56\n2001-06-16 00:00:00\t53.56\n2001-06-16 00:00:00\t53.56\n2001-06-16 00:00:00\t53.56\n2001-06-16 00:00:00\t49.81\n2001-06-16 00:00:00\t49.81\n2001-06-16 00:00:00\t49.81\n2001-06-16 00:00:00\t49.81\n2001-06-16 00:00:00\t49.81\n2001-06-16 00:00:00\t49.81\n2001-06-16 00:00:00\t49.81\n2001-06-16 00:00:00\t49.81\n2001-06-16 00:00:00\t49.81\n2001-06-25 00:00:00\t53.56\n2001-06-25 00:00:00\t53.56\n2001-06-25 00:00:00\t53.56\n2001-06-25 00:00:00\t53.56\n2001-06-25 00:00:00\t53.56\n2001-06-25 00:00:00\t53.56\n2001-06-25 00:00:00\t49.81\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-26 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-06-28 00:00:00\t53.56\n2001-07-02 00:00:00\t53.48\n2001-07-02 00:00:00\t53.48\n2001-07-02 00:00:00\t53.48\n2001-07-02 00:00:00\t53.48\n2001-07-02 00:00:00\t53.48\n2001-07-02 00:00:00\t53.48\n2001-07-02 00:00:00\t53.48\n2001-07-02 00:00:00\t53.48\n2001-07-02 00:00:00\t53.48\n2001-07-02 00:00:00\t53.48\n2001-07-02 00:00:00\t53.48\n2001-07-02 00:00:00\t49.74\n2001-07-02 00:00:00\t49.74\n2001-07-02 00:00:00\t49.74\n2001-07-07 00:00:00\t53.48\n2001-07-07 00:00:00\t53.48\n2001-07-07 00:00:00\t53.48\n2001-07-07 00:00:00\t53.48\n2001-07-07 00:00:00\t53.48\n2001-07-07 00:00:00\t53.48\n2001-07-07 00:00:00\t53.48\n2001-07-07 00:00:00\t53.48\n2001-07-07 00:00:00\t53.48\n2001-07-07 00:00:00\t49.74\n2001-07-07 00:00:00\t49.74\n2001-07-07 00:00:00\t49.74\n2001-07-07 00:00:00\t49.74\n2001-07-07 00:00:00\t49.74\n2001-07-07 00:00:00\t49.74\n2001-07-07 00:00:00\t49.74\n2001-07-08 00:00:00\t53.48\n2001-07-08 00:00:00\t53.48\n2001-07-08 00:00:00\t53.48\n2001-07-08 00:00:00\t49.74\n2001-07-08 00:00:00\t49.74\n2001-07-10 00:00:00\t53.48\n2001-07-10 00:00:00\t53.48\n2001-07-10 00:00:00\t53.48\n2001-07-10 00:00:00\t53.48\n2001-07-10 00:00:00\t53.48\n2001-07-10 00:00:00\t49.74\n2001-07-10 00:00:00\t49.74\n2001-07-13 00:00:00\t53.48\n2001-07-13 00:00:00\t53.48\n2001-07-13 00:00:00\t53.48\n2001-07-13 00:00:00\t53.48\n2001-07-13 00:00:00\t53.48\n2001-07-13 00:00:00\t53.48\n2001-07-13 00:00:00\t53.48\n2001-07-13 00:00:00\t53.48\n2001-07-13 00:00:00\t53.48\n2001-07-13 00:00:00\t53.48\n2001-07-13 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t53.48\n2001-07-17 00:00:00\t49.74\n2001-07-20 00:00:00\t53.48\n2001-07-20 00:00:00\t53.48\n2001-07-20 00:00:00\t53.48\n2001-07-20 00:00:00\t53.48\n2001-07-20 00:00:00\t53.48\n2001-07-20 00:00:00\t53.48\n2001-07-20 00:00:00\t53.48\n2001-07-20 00:00:00\t53.48\n2001-07-20 00:00:00\t53.48\n2001-07-20 00:00:00\t53.48\n2001-07-20 00:00:00\t53.48\n2001-07-20 00:00:00\t53.48\n2001-07-23 00:00:00\t53.48\n2001-07-23 00:00:00\t53.48\n2001-07-23 00:00:00\t53.48\n2001-07-23 00:00:00\t53.48\n2001-07-23 00:00:00\t53.48\n2001-07-23 00:00:00\t53.48\n2001-07-23 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t53.48\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-28 00:00:00\t49.74\n2001-07-30 00:00:00\t53.48\n2001-07-30 00:00:00\t53.48\n2001-07-30 00:00:00\t53.48\n2001-07-30 00:00:00\t53.48\n2001-07-30 00:00:00\t53.48\n2001-07-30 00:00:00\t53.48\n2001-07-30 00:00:00\t53.48\n2001-07-30 00:00:00\t53.48\n2001-07-30 00:00:00\t53.48\n2001-07-30 00:00:00\t53.48\n2001-07-30 00:00:00\t49.74\n2001-07-30 00:00:00\t49.74\n2001-07-30 00:00:00\t49.74\n2001-07-30 00:00:00\t49.74\n2001-07-30 00:00:00\t49.74\n2001-07-30 00:00:00\t49.74\n2001-07-30 00:00:00\t49.74\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t53.06\n2001-08-02 00:00:00\t49.35\n2001-08-02 00:00:00\t49.35\n2001-08-02 00:00:00\t49.35\n2001-08-02 00:00:00\t49.35\n2001-08-02 00:00:00\t49.35\n2001-08-02 00:00:00\t49.35\n2001-08-02 00:00:00\t49.35\n2001-08-07 00:00:00\t53.06\n2001-08-07 00:00:00\t49.35\n2001-08-07 00:00:00\t49.35\n2001-08-07 00:00:00\t49.35\n2001-08-07 00:00:00\t49.35\n2001-08-07 00:00:00\t49.35\n2001-08-08 00:00:00\t53.06\n2001-08-08 00:00:00\t53.06\n2001-08-08 00:00:00\t53.06\n2001-08-08 00:00:00\t53.06\n2001-08-08 00:00:00\t53.06\n2001-08-08 00:00:00\t53.06\n2001-08-08 00:00:00\t53.06\n2001-08-08 00:00:00\t53.06\n2001-08-08 00:00:00\t53.06\n2001-08-08 00:00:00\t53.06\n2001-08-08 00:00:00\t53.06\n2001-08-08 00:00:00\t53.06\n2001-08-08 00:00:00\t49.35\n2001-08-08 00:00:00\t49.35\n2001-08-08 00:00:00\t49.35\n2001-08-08 00:00:00\t49.35\n2001-08-08 00:00:00\t49.35\n2001-08-08 00:00:00\t49.35\n2001-08-08 00:00:00\t49.35\n2001-08-08 00:00:00\t49.35\n2001-08-08 00:00:00\t49.35\n2001-08-08 00:00:00\t49.35\n2001-08-10 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t53.06\n2001-08-13 00:00:00\t49.35\n2001-08-13 00:00:00\t49.35\n2001-08-13 00:00:00\t49.35\n2001-08-13 00:00:00\t49.35\n2001-08-13 00:00:00\t49.35\n2001-08-13 00:00:00\t49.35\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t53.06\n2001-08-17 00:00:00\t49.35\n2001-08-17 00:00:00\t49.35\n2001-08-17 00:00:00\t49.35\n2001-08-17 00:00:00\t49.35\n2001-08-20 00:00:00\t53.06\n2001-08-20 00:00:00\t53.06\n2001-08-20 00:00:00\t53.06\n2001-08-20 00:00:00\t53.06\n2001-08-20 00:00:00\t53.06\n2001-08-20 00:00:00\t53.06\n2001-08-20 00:00:00\t53.06\n2001-08-20 00:00:00\t53.06\n2001-08-20 00:00:00\t49.35\n2001-08-20 00:00:00\t49.35\n2001-08-20 00:00:00\t49.35\n2001-08-20 00:00:00\t49.35\n2001-08-20 00:00:00\t49.35\n2001-08-20 00:00:00\t49.35\n2001-08-20 00:00:00\t49.35\n2001-08-20 00:00:00\t49.35\n2001-08-23 00:00:00\t53.06\n2001-08-23 00:00:00\t53.06\n2001-08-23 00:00:00\t53.06\n2001-08-23 00:00:00\t53.06\n2001-08-23 00:00:00\t53.06\n2001-08-23 00:00:00\t53.06\n2001-08-23 00:00:00\t53.06\n2001-08-23 00:00:00\t53.06\n2001-08-23 00:00:00\t53.06\n2001-08-23 00:00:00\t53.06\n2001-08-28 00:00:00\t53.06\n2001-08-28 00:00:00\t53.06\n2001-08-28 00:00:00\t53.06\n2001-08-28 00:00:00\t53.06\n2001-08-28 00:00:00\t53.06\n2001-08-28 00:00:00\t53.06\n2001-08-28 00:00:00\t53.06\n2001-08-28 00:00:00\t53.06\n2001-08-28 00:00:00\t53.06\n2001-08-28 00:00:00\t53.06\n2001-08-28 00:00:00\t49.35\n2001-08-28 00:00:00\t49.35\n2001-08-28 00:00:00\t49.35\n2001-08-28 00:00:00\t49.35\n2001-08-28 00:00:00\t49.35\n2001-08-28 00:00:00\t49.35\n2001-08-28 00:00:00\t49.35\n2001-08-28 00:00:00\t49.35\n2001-08-28 00:00:00\t49.35\n2001-08-28 00:00:00\t49.35\n2001-08-28 00:00:00\t49.35\n2001-09-03 00:00:00\t52.73\n2001-09-03 00:00:00\t52.73\n2001-09-03 00:00:00\t52.73\n2001-09-03 00:00:00\t52.73\n2001-09-03 00:00:00\t52.73\n2001-09-03 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-07 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t52.73\n2001-09-12 00:00:00\t49.04\n2001-09-12 00:00:00\t49.04\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t52.73\n2001-09-14 00:00:00\t49.04\n2001-09-14 00:00:00\t49.04\n2001-09-14 00:00:00\t49.04\n2001-09-14 00:00:00\t49.04\n2001-09-14 00:00:00\t49.04\n2001-09-16 00:00:00\t52.73\n2001-09-16 00:00:00\t52.73\n2001-09-16 00:00:00\t52.73\n2001-09-16 00:00:00\t52.73\n2001-09-16 00:00:00\t52.73\n2001-09-16 00:00:00\t52.73\n2001-09-16 00:00:00\t52.73\n2001-09-16 00:00:00\t52.73\n2001-09-16 00:00:00\t52.73\n2001-09-16 00:00:00\t52.73\n2001-09-16 00:00:00\t52.73\n2001-09-16 00:00:00\t52.73\n2001-09-16 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t52.73\n2001-09-17 00:00:00\t49.04\n2001-09-17 00:00:00\t49.04\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-19 00:00:00\t52.73\n2001-09-23 00:00:00\t52.73\n2001-09-23 00:00:00\t52.73\n2001-09-23 00:00:00\t52.73\n2001-09-23 00:00:00\t52.73\n2001-09-23 00:00:00\t52.73\n2001-09-23 00:00:00\t52.73\n2001-09-23 00:00:00\t52.73\n2001-09-23 00:00:00\t52.73\n2001-09-23 00:00:00\t52.73\n2001-09-23 00:00:00\t52.73\n2001-10-23 00:00:00\t52.87\n2001-09-23 00:00:00\t52.73\n2001-09-23 00:00:00\t52.73\n2001-09-23 00:00:00\t52.73\n2001-09-23 00:00:00\t49.04\n2001-09-23 00:00:00\t49.04\n2001-09-23 00:00:00\t49.04\n2001-09-23 00:00:00\t49.04\n2001-09-23 00:00:00\t49.04\n2001-09-26 00:00:00\t52.73\n2001-09-26 00:00:00\t52.73\n2001-09-26 00:00:00\t52.73\n2001-09-26 00:00:00\t52.73\n2001-09-26 00:00:00\t52.73\n2001-09-26 00:00:00\t52.73\n2001-09-26 00:00:00\t52.73\n2001-09-26 00:00:00\t52.73\n2001-09-26 00:00:00\t52.73\n2001-09-26 00:00:00\t49.04\n2001-10-02 00:00:00\t52.87\n2001-10-02 00:00:00\t52.87\n2001-10-02 00:00:00\t52.87\n2001-10-02 00:00:00\t52.87\n2001-10-02 00:00:00\t49.17\n2001-10-02 00:00:00\t49.17\n2001-10-02 00:00:00\t49.17\n2001-10-02 00:00:00\t49.17\n2001-10-02 00:00:00\t49.17\n2001-10-02 00:00:00\t49.17\n2001-10-02 00:00:00\t49.17\n2001-10-02 00:00:00\t49.17\n2001-10-02 00:00:00\t49.17\n2001-10-02 00:00:00\t49.17\n2001-10-02 00:00:00\t49.17\n2001-10-02 00:00:00\t49.17\n2001-10-02 00:00:00\t49.17\n2001-10-08 00:00:00\t52.87\n2001-10-08 00:00:00\t52.87\n2001-10-08 00:00:00\t52.87\n2001-10-08 00:00:00\t52.87\n2001-10-08 00:00:00\t52.87\n2001-10-08 00:00:00\t52.87\n2001-10-08 00:00:00\t52.87\n2001-10-08 00:00:00\t52.87\n2001-10-08 00:00:00\t52.87\n2001-10-08 00:00:00\t52.87\n2001-10-08 00:00:00\t52.87\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-08 00:00:00\t49.17\n2001-10-10 00:00:00\t52.87\n2001-10-10 00:00:00\t52.87\n2001-10-10 00:00:00\t52.87\n2001-10-10 00:00:00\t52.87\n2001-10-10 00:00:00\t52.87\n2001-10-10 00:00:00\t52.87\n2001-10-10 00:00:00\t52.87\n2001-10-10 00:00:00\t49.17\n2001-10-10 00:00:00\t49.17\n2001-10-10 00:00:00\t49.17\n2001-10-10 00:00:00\t49.17\n2001-10-10 00:00:00\t49.17\n2001-10-10 00:00:00\t49.17\n2001-10-13 00:00:00\t52.87\n2001-10-13 00:00:00\t52.87\n2001-10-13 00:00:00\t52.87\n2001-10-13 00:00:00\t52.87\n2001-10-13 00:00:00\t52.87\n2001-10-13 00:00:00\t52.87\n2001-10-13 00:00:00\t52.87\n2001-10-13 00:00:00\t52.87\n2001-10-13 00:00:00\t52.87\n2001-10-13 00:00:00\t52.87\n2001-10-13 00:00:00\t52.87\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-13 00:00:00\t49.17\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n2001-10-17 00:00:00\t52.87\n"
          }
        ]
      },
      "apps": [],
      "interrupted": false,
      "runtimeInfos": {},
      "progressUpdateIntervalMs": 500,
      "jobName": "paragraph_1676676377649_-1826663972",
      "id": "20230217-232617_1791516273",
      "dateCreated": "2019-11-24T20:07:04+0000",
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      "text": "%md\n\n### Examples of possible setting overrides for ESM \n\nIf the user does not override the default settings, then relevant settings are determined by the algorithm\n\nA complete list of settings can be found in the Documentation link:\n\n-- Algorithm Settings: [Exponential Smoothing](https://docs.oracle.com/en/database/oracle/oracle-database/21/arpls/DBMS_DATA_MINING.html#GUID-A95A0A38-8A5A-4470-B49F-80D81C588BFC)\n\n-- Specify the interval of the data set or a unit of interval size, like day, week, month, etc. This setting applies only to the time column with datetime type.  For example, if you want to predict for quarterly sales, the setting is `EXSM_INTERVAL_QTR`.\n    v_setlst(\u0027EXSM_INTERVAL\u0027) :\u003d \u0027EXSM_INTERVAL_QTR\u0027;\n    \n-- Specify how many predictions to make. For example, if you want to display each value representing a quarter, then a value of 4 gives four values (Quarters) prediction into the future\n    v_setlst(\u0027EXSM_PREDICTION_STEP\u0027) :\u003d \u00274\u0027;\n    \n-- Specify the type of exponential smoothing model to be used. As an example, EXSM_WINTERS represents the Holt-Winters triple exponential smoothing model with additive trend and multiplicative seasonality. This type of model considers various combinations of additive and multiplicative trend, seasonality and error, with and without trend damping. Other options are \u0027EXSM_SIMPLE\u0027, \u0027EXSM_SIMPLE_MULT_ERR\u0027, \u0027EXSM_HOLT\u0027, \u0027EXSM_HOLT_DAMPED\u0027, \u0027EXSM_MULT_TREND\u0027, \u0027EXSM_MULT_TREND_DAMPED\u0027, \u0027EXSM_SEASON_ADD\u0027, \u0027EXSM_SEASON_MUL\u0027, \u0027EXSM_WINTERS\u0027, \u0027EXSM_WINTERS_DAMPED\u0027, \u0027EXSM_ADDWINTERS\u0027, \u0027EXSM_ADDWINTERS_DAMPED\u0027,\u0027EXSM_WINTERS_MUL_TREND\u0027, \u0027EXSM_WINTERS_MUL_TREND_DMP\u0027.\n\n    v_setlst(\u0027EXSM_MODEL\u0027) :\u003d \u0027EXSM_WINTERS\u0027;\n    \n-- Specify how long a season lasts. The parameter specifies a positive integer value as the length of seasonal cycle. The value it takes must be larger than 1. For example, 4 means that every group of four values forms a seasonal cycle, which makes sense if you are using 4 quarters to represent a year.\n    v_setlst(\u0027EXSM_SEASONALITY\u0027) :\u003d \u00274\u0027;\n\n-- Specify how to handle missing values. In time series, the special value EXSM_MISS_AUTO indicates that, if the series contains missing values it is to be treated as an irregular time series.     \n    v_setlst(\u0027EXSM_SETMISSING\u0027) :\u003d \u0027EXSM_MISS_AUTO\u0027;",
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            "data": "\u003ch3\u003eExamples of possible setting overrides for ESM\u003c/h3\u003e\n\u003cp\u003eIf the user does not override the default settings, then relevant settings are determined by the algorithm\u003c/p\u003e\n\u003cp\u003eA complete list of settings can be found in the Documentation link:\u003c/p\u003e\n\u003cp\u003e\u0026ndash; Algorithm Settings: \u003ca href\u003d\"https://docs.oracle.com/en/database/oracle/oracle-database/21/arpls/DBMS_DATA_MINING.html#GUID-A95A0A38-8A5A-4470-B49F-80D81C588BFC\"\u003eExponential Smoothing\u003c/a\u003e\u003c/p\u003e\n\u003cp\u003e\u0026ndash; Specify the interval of the data set or a unit of interval size, like day, week, month, etc. This setting applies only to the time column with datetime type.  For example, if you want to predict for quarterly sales, the setting is \u003ccode\u003eEXSM_INTERVAL_QTR\u003c/code\u003e.\u003c/p\u003e\n\u003cpre\u003e\u003ccode\u003ev_setlst(\u0027EXSM_INTERVAL\u0027) :\u003d \u0027EXSM_INTERVAL_QTR\u0027;\n\u003c/code\u003e\u003c/pre\u003e\n\u003cp\u003e\u0026ndash; Specify how many predictions to make. For example, if you want to display each value representing a quarter, then a value of 4 gives four values (Quarters) prediction into the future\u003c/p\u003e\n\u003cpre\u003e\u003ccode\u003ev_setlst(\u0027EXSM_PREDICTION_STEP\u0027) :\u003d \u00274\u0027;\n\u003c/code\u003e\u003c/pre\u003e\n\u003cp\u003e\u0026ndash; Specify the type of exponential smoothing model to be used. As an example, EXSM_WINTERS represents the Holt-Winters triple exponential smoothing model with additive trend and multiplicative seasonality. This type of model considers various combinations of additive and multiplicative trend, seasonality and error, with and without trend damping. Other options are \u0027EXSM_SIMPLE\u0027, \u0027EXSM_SIMPLE_MULT_ERR\u0027, \u0027EXSM_HOLT\u0027, \u0027EXSM_HOLT_DAMPED\u0027, \u0027EXSM_MULT_TREND\u0027, \u0027EXSM_MULT_TREND_DAMPED\u0027, \u0027EXSM_SEASON_ADD\u0027, \u0027EXSM_SEASON_MUL\u0027, \u0027EXSM_WINTERS\u0027, \u0027EXSM_WINTERS_DAMPED\u0027, \u0027EXSM_ADDWINTERS\u0027, \u0027EXSM_ADDWINTERS_DAMPED\u0027,\u0027EXSM_WINTERS_MUL_TREND\u0027, \u0027EXSM_WINTERS_MUL_TREND_DMP\u0027.\u003c/p\u003e\n\u003cpre\u003e\u003ccode\u003ev_setlst(\u0027EXSM_MODEL\u0027) :\u003d \u0027EXSM_WINTERS\u0027;\n\u003c/code\u003e\u003c/pre\u003e\n\u003cp\u003e\u0026ndash; Specify how long a season lasts. The parameter specifies a positive integer value as the length of seasonal cycle. The value it takes must be larger than 1. For example, 4 means that every group of four values forms a seasonal cycle, which makes sense if you are using 4 quarters to represent a year.\u003c/p\u003e\n\u003cpre\u003e\u003ccode\u003ev_setlst(\u0027EXSM_SEASONALITY\u0027) :\u003d \u00274\u0027;\n\u003c/code\u003e\u003c/pre\u003e\n\u003cp\u003e\u0026ndash; Specify how to handle missing values. In time series, the special value EXSM_MISS_AUTO indicates that, if the series contains missing values it is to be treated as an irregular time series.\u003c/p\u003e\n\u003cpre\u003e\u003ccode\u003ev_setlst(\u0027EXSM_SETMISSING\u0027) :\u003d \u0027EXSM_MISS_AUTO\u0027;\n\u003c/code\u003e\u003c/pre\u003e\n"
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      "title": "Create a Holt-Winters Model using quarterly parameters",
      "text": "%script\n\nBEGIN DBMS_DATA_MINING.DROP_MODEL(\u0027ESM_SALES_FORECAST_1\u0027);\nEXCEPTION WHEN OTHERS THEN NULL; END;\n/\nDECLARE\n    v_setlst DBMS_DATA_MINING.SETTING_LIST;\nBEGIN\n    \n    v_setlst(\u0027ALGO_NAME\u0027)            :\u003d \u0027ALGO_EXPONENTIAL_SMOOTHING\u0027;\n    v_setlst(\u0027EXSM_INTERVAL\u0027)        :\u003d \u0027EXSM_INTERVAL_QTR\u0027; -- accumulation int\u0027l \u003d quarter\n    v_setlst(\u0027EXSM_PREDICTION_STEP\u0027) :\u003d \u00274\u0027;                 -- prediction step \u003d 4 quarters\n    v_setlst(\u0027EXSM_MODEL\u0027)           :\u003d \u0027EXSM_WINTERS\u0027;      -- ESM model \u003d Holt-Winters\n    v_setlst(\u0027EXSM_SEASONALITY\u0027)     :\u003d \u00274\u0027;                 -- seasonal cycle \u003d 4 quarters    \n\n    DBMS_DATA_MINING.CREATE_MODEL2(\n        MODEL_NAME          \u003d\u003e \u0027ESM_SALES_FORECAST_1\u0027,\n        MINING_FUNCTION     \u003d\u003e \u0027TIME_SERIES\u0027,\n        DATA_QUERY          \u003d\u003e \u0027select * from ESM_SH_DATA\u0027,\n        SET_LIST            \u003d\u003e v_setlst,\n        CASE_ID_COLUMN_NAME \u003d\u003e \u0027TIME_ID\u0027,\n        TARGET_COLUMN_NAME  \u003d\u003e\u0027AMOUNT_SOLD\u0027);\nEND;\n",
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      "title": "Review the forecast model settings",
      "text": "%sql\n\nSELECT SETTING_NAME, SETTING_VALUE\nFROM   USER_MINING_MODEL_SETTINGS\nWHERE  MODEL_NAME \u003d UPPER(\u0027ESM_SALES_FORECAST_1\u0027)\nORDER BY SETTING_NAME;\n",
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            "data": "SETTING_NAME\tSETTING_VALUE\nALGO_NAME\tALGO_EXPONENTIAL_SMOOTHING\nEXSM_ACCUMULATE\tEXSM_ACCU_TOTAL\nEXSM_CONFIDENCE_LEVEL\t.95\nEXSM_INTERVAL\tEXSM_INTERVAL_QTR\nEXSM_MODEL\tEXSM_WINTERS\nEXSM_NMSE\t3\nEXSM_OPTIMIZATION_CRIT\tEXSM_OPT_CRIT_LIK\nEXSM_PREDICTION_STEP\t4\nEXSM_SEASONALITY\t4\nEXSM_SETMISSING\tEXSM_MISS_AUTO\nODMS_DETAILS\tODMS_ENABLE\nODMS_MISSING_VALUE_TREATMENT\tODMS_MISSING_VALUE_AUTO\nODMS_SAMPLING\tODMS_SAMPLING_DISABLE\nPREP_AUTO\tON\n"
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      "title": "Review global diagnostics and model quality for forecast model",
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      "title": "Forecast AMOUNT_SOLD",
      "text": "%sql\n\n-- Sort results by descending date so latest points are shown first\n-- The model predicts 4 values into the future with LOWER and UPPER condifence bounds\n\nSELECT TO_CHAR(CASE_ID,\u0027YYYY-MON\u0027) DATE_ID, \n       round(VALUE,2) ACTUAL_SOLD, \n       round(PREDICTION,2) FORECAST_SOLD, \n       round(LOWER,2) LOWER_BOUND, round(UPPER,2) UPPER_BOUND\nFROM   DM$VPESM_SALES_FORECAST_1\nORDER BY CASE_ID DESC;\n  ",
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