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‎FeaturePreview/Enterprise_Feature_Store/EFS_Getting_Started_Python.ipynb

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"source": [
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"<header>\n",
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" <p style='font-size:36px;font-family:Arial; color:#F0F0F0; background-color: #00233c; padding-left: 20pt; padding-top: 20pt;padding-bottom: 10pt; padding-right: 20pt;'>\n",
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" Enterprise Feature Store Functions - Getting Started\n",
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" Using the Enterprise Feature Store Functions\n",
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" <br>\n",
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" <img id=\"teradata-logo\" src=\"https://storage.googleapis.com/clearscape_analytics_demo_data/DEMO_Logo/teradata.svg\" alt=\"Teradata\" style=\"width: 125px; height: auto; margin-top: 20pt;\">\n",
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" </p>\n",
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"metadata": {},
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"source": [
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"<hr style=\"height:2px;border:none;background-color:#00233C;\">\n",
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"<b style = 'font-size:20px;font-family:Arial;color:#00233C'>2. Setup a Feature Store Repository and Grant access on it to different users. </b>\n"
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"<b style = 'font-size:20px;font-family:Arial;color:#00233C'>3. Setup a Feature Store Repository and Grant access on it to different users. </b>\n"
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"metadata": {},
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"source": [
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"<hr style=\"height:2px;border:none;background-color:#00233C;\">\n",
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"<p style = 'font-size:20px;font-family:Arial;color:#00233C'><b>3. Create and Register objects with FeatureStore </b></p>\n",
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>3.1 Create and Register Feature </b>"
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"<p style = 'font-size:20px;font-family:Arial;color:#00233C'><b>4. Create and Register objects with FeatureStore </b></p>\n",
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>4.1 Create and Register Feature </b>"
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"tags": []
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},
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"source": [
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>3.1.1.Creating a Feature</b></p>"
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>4.1.1 Creating a Feature</b></p>"
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"tags": []
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},
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"source": [
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>3.1.2 Register Feature with FeatureStore `fs` </b></p>"
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>4.1.2 Register Feature with FeatureStore `fs` </b></p>"
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"metadata": {},
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"source": [
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"<hr style=\"height:1px;border:none;background-color:#00233C;\">\n",
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"<p style = 'font-size:18px;font-family:Arial;color:#00233C'><b>3.2 Create and Register Entity </b></p>"
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"<p style = 'font-size:18px;font-family:Arial;color:#00233C'><b>4.2 Create and Register Entity </b></p>"
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]
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>3.2.1 Creating an Entity </b></p>"
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>4.2.1 Creating an Entity </b></p>"
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>3.2.2 Register Entity with FeatureStore `fs` </b></p>"
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>4.2.2 Register Entity with FeatureStore `fs` </b></p>"
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"metadata": {},
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"source": [
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"<hr style=\"height:1px;border:none;background-color:#00233C;\">\n",
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"<p style = 'font-size:18px;font-family:Arial;color:#00233C'><b>3.3 Create and Register DataSource </b></p>\n",
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"<p style = 'font-size:18px;font-family:Arial;color:#00233C'><b>4.3 Create and Register DataSource </b></p>\n",
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"<li style = 'font-size:16px;font-family:Arial;color:#00233C'>DataSource can be either created from a SQL Query or from Teradata DataFrame.</li>\n",
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"<li style = 'font-size:16px;font-family:Arial;color:#00233C'>DataSource has argument `timestamp_col_name` which accepts the name of Column in DataSource which indicates when the corresponding record is created. This is much helpfull to get historic dataset. </li>"
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>3.3.1 Creating a DataSource from Teradata DataFrame</b></p>"
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>4.3.1 Creating a DataSource from Teradata DataFrame</b></p>"
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"cell_type": "markdown",
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"metadata": {},
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>3.3.2 Creating a DataSource from SQL Query</b></p>"
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>4.3.2 Creating a DataSource from SQL Query</b></p>"
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>3.3.3 Register DataSource with FeatureStore `fs`</b></p>"
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>4.3.3 Register DataSource with FeatureStore `fs`</b></p>"
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"metadata": {},
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"source": [
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"<hr style=\"height:1px;border:none;background-color:#00233C;\">\n",
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"<p style = 'font-size:18px;font-family:Arial;color:#00233C'><b>3.4 Create and Register FeatureGroup </b></p>\n",
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"<p style = 'font-size:18px;font-family:Arial;color:#00233C'><b>4.4 Create and Register FeatureGroup </b></p>\n",
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"<li style = 'font-size:16px;font-family:Arial;color:#00233C'>FeatureGroup can be created using Teradata DataFrame.</li>\n",
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"<li style = 'font-size:16px;font-family:Arial;color:#00233C'>FeatureGroup can be created using SQL Query. </li>\n",
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"<li style = 'font-size:16px;font-family:Arial;color:#00233C'>FeatureGroup can be created using objects of Feature, Entity, DataSource. </li>\n"
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"cell_type": "markdown",
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"source": [
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>3.4.1 Creating a FeatureGroup from Teradata DataFrame\n",
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>4.4.1 Creating a FeatureGroup from Teradata DataFrame\n",
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"</b></p>"
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>3.4.2 Creating a FeatureGroup from SQL Query\n",
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>4.4.2 Creating a FeatureGroup from SQL Query\n",
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"</b></p>"
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"source": [
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>3.4.3 Creating a FeatureGroup using objects of Feature, Entity and DataSource\n",
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>4.4.3 Creating a FeatureGroup using objects of Feature, Entity and DataSource\n",
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"</b></p>"
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"source": [
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>3.4.4 Register FeatureGroup with FeatureStore `fs`\n",
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"<p style = 'font-size:16px;font-family:Arial;color:#00233C'><b>4.4.4 Register FeatureGroup with FeatureStore `fs`\n",
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"</b></p>"
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"<hr style=\"height:2px;border:none;background-color:#00233C;\">\n",
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"<b style = 'font-size:20px;font-family:Arial;color:#00233C'>4. Searching inside Teradata Enterprise Feature Store </b>"
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"<b style = 'font-size:20px;font-family:Arial;color:#00233C'>5. Searching inside Teradata Enterprise Feature Store </b>"
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"<hr style=\"height:2px;border:none;background-color:#00233C;\">\n",
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"<b style = 'font-size:20px;font-family:Arial;color:#00233C'>5. Modifying FeatureStore Objects </b>"
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"<b style = 'font-size:20px;font-family:Arial;color:#00233C'>6. Modifying FeatureStore Objects </b>"
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"<hr style=\"height:1px;border:none;background-color:#00233C;\">\n",
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>5.1 Update description for Feature PatientAge </b>"
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>6.1 Update description for Feature PatientAge </b>"
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"<hr style=\"height:1px;border:none;background-color:#00233C;\">\n",
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>5.2 Update description for Entity PatientEntity</b>"
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>6.2 Update description for Entity PatientEntity</b>"
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"<hr style=\"height:1px;border:none;background-color:#00233C;\">\n",
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>5.3 Update timestamp_col_name for DataSource PatientProfileSource</b>"
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>6.3 Update timestamp_col_name for DataSource PatientProfileSource</b>"
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"<hr style=\"height:1px;border:none;background-color:#00233C;\">\n",
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>5.4 Update FeatureGroup</b>\n",
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>6.4 Update FeatureGroup</b>\n",
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"<li style = 'font-size:16px;font-family:Arial;color:#00233C'> Note: Updating FeatureGroup will update the underlying Feature(s), DataSource, Entity.</li>"
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"<hr style=\"height:1px;border:none;background-color:#00233C;\">\n",
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>5.5 How to add a new Feature or change Entity or DataSource to an Existing FeatureGroup</b>\n",
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>6.5 How to add a new Feature or change Entity or DataSource to an Existing FeatureGroup</b>\n",
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"<li style = 'font-size:16px;font-family:Arial;color:#00233C'> You can always modify FeatureGroup with `FeatureGroup.apply()` method.</li>\n",
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"<li style = 'font-size:16px;font-family:Arial;color:#00233C'> Note: `FeatureGroup.apply()` will not update details to `repo`. You should do `FeatureStore.apply()` to update repo.</li>\n"
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"<hr style=\"height:1px;border:none;background-color:#00233C;\">\n",
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>5.6 How to remove a new Feature from an Existing FeatureGroup</b>\n",
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>6.6 How to remove a new Feature from an Existing FeatureGroup</b>\n",
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"<li style = 'font-size:16px;font-family:Arial;color:#00233C'> You can use `FeatureGroup.remove()` method to remove object from FeatureGroup.</li>\n",
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"<li style = 'font-size:16px;font-family:Arial;color:#00233C'> Note: `FeatureGroup.remove()` will not update details to `repo`. You should do `FeatureStore.apply()` to update repo.</li>\n"
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"<b style = 'font-size:20px;font-family:Arial;color:#00233C'>7. Combining multiple FeatureGroups </b>"
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"<b style = 'font-size:20px;font-family:Arial;color:#00233C'>8. Archive and Delete objects in FeatureStore </b>"
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>7.1 Archive a Feature. Delete the archived Feature.</b>\n"
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>8.1 Archive a Feature. Delete the archived Feature.</b>\n"
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>7.2 Archive a FeatureGroup. Delete the archived objects.</b>"
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"<b style = 'font-size:18px;font-family:Arial;color:#00233C'>8.2 Archive a FeatureGroup. Delete the archived objects.</b>"
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"<b style = 'font-size:20px;font-family:Arial;color:#00233C'>8. Creating Datasets and historic Datasets for ML models </b>\n"
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"<b style = 'font-size:20px;font-family:Arial;color:#00233C'>8.3 Creating Datasets and historic Datasets for ML models </b>\n"
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{

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