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a/docs/build/lift-data-from-tabular-data-such-as-csv-xslx-or-database-tables/graph-settings.png and b/docs/build/lift-data-from-tabular-data-such-as-csv-xslx-or-database-tables/graph-settings.png differ diff --git a/docs/build/lift-data-from-tabular-data-such-as-csv-xslx-or-database-tables/index.md b/docs/build/lift-data-from-tabular-data-such-as-csv-xslx-or-database-tables/index.md index 62fb4d209..1c7024693 100644 --- a/docs/build/lift-data-from-tabular-data-such-as-csv-xslx-or-database-tables/index.md +++ b/docs/build/lift-data-from-tabular-data-such-as-csv-xslx-or-database-tables/index.md @@ -5,11 +5,11 @@ tags: - BeginnersTutorial - KnowledgeGraph --- -# Lift data from tabular data such as CSV, XSLX or database tables +# Lift data from tabular data ## Introduction -This beginner-level tutorial shows how you can build a Knowledge Graph based on input data from a **comma-separated value file** (.csv), an **excel file** (.xlsx) or a **database table** (jdbc). +This beginner-level tutorial shows how you can build a Knowledge Graph based on tabular input data. This tutorial will use a **comma-separated value file** (.csv), it applied equally to other tabular inputs such as **excel files** (.xlsx) or **database tables** (jdbc). !!! Tutorial Package @@ -41,16 +41,6 @@ The following material is used in this tutorial, you should download the files a | I241-8776317 | Component Confabulation | Z249-1364492, L557-1467804, C721-7900144, ... | Corinna.Ludwig@company.org | 1082,00 EUR | | … | … | … | … | … | -- Sample Excel file: [products.xlsx](products.xlsx) - - !!! info - - | ProductID | ProductName | Height | Width | Depth | Weigth | ProductManager | Price | - | ------------ | ------------------ | ------ | ----- | ----- | ------ | --------------------------- | -------- | - | I241-8776317 | Strain Compensator | 12 | 68 | 15 | 8 | Baldwin.Dirksen@company.org | 0,50 EUR | - | D215-3449390 | Gauge Crystal | 77 | 58 | 19 | 15 | Wanja.Hoffmann@company.org | 2,00 EUR | - | … | … | … | … | … | … | … | … | - --- ## 1 Install the required Ontologies / Vocabularies @@ -59,14 +49,14 @@ The vocabulary contains the classes and properties needed to map the data into t === "Corporate Memory" - 1. Click the :eccenca-application-explore: **Knowledge graphs** icon in the main menu. + 1. Click the :eccenca-application-explore: **Knowledge graphs** icon in the main menu under **EXPLORE**. In the **Graphs** drop-down, click :eccenca-item-add-artefact: **Add new graph** and select the **New graph from File** option. ![Add new graph](ldftds-add-new-graph.png){ class="bordered"} ![New graph from File option](ldftds-new-graph-from-file.png){ class="bordered" width="70%"} - 2. In the next step, select the RDF file via **browse** or add it via drag-and-drop. Define the **Target graph URI** (should be populated automatically as `http://ld.company.org/prod-vocab/` as derived from the uploaded file) and confirm to add / replace this graph in the final dialog step. + 2. In the next step, select the RDF file via **browse** or add it via drag-and-drop. Define the **Target graph URI** (should be populated automatically as `http://ld.company.org/prod-vocab/` as derived from the uploaded file) and confirm to add / replace this graph in the final dialog step. Tick the **Add new graph** checkbox and click **Upload**. ![Define Target graph URI](ldftds-define-target-graph-uri.png){ class="bordered" width="70%"} @@ -80,7 +70,7 @@ The vocabulary contains the classes and properties needed to map the data into t ## 2 Uploading of the data (file) -1. Click the :eccenca-artefact-project: **Projects** icon in the main menu under the **Build** section. +1. Click the :eccenca-artefact-project: **Projects** icon in the main menu under the **BUILD** section. Then click on **Create new** :eccenca-item-add-artefact: in the top right corner to create a new project. ![Create new project](ldftds-create-project.png){ class="bordered" } @@ -108,19 +98,17 @@ The vocabulary contains the classes and properties needed to map the data into t 1. Within your project, click on **Create workflow**. - ![](create-workflow.png){ class="bordered" width="50%" } + ![Create Workflow](create-workflow.png){ class="bordered" } 2. Fill out a label and click **Create**. - ![](workflow.png){ class="bordered" width="50%" } + ![Label name](workflow.png){ class="bordered" width="50%" } 3. Drag and drop the **[services.csv](services.csv) sample file** on the grid. 4. Optionally change the Label, then click on **Create**. - ![](add-services-csv.png){ class="bordered" width="50%" } - - 5. Create a second **dataset** by drag & drop it on the grid using [products.xlsx](products.xlsx) file. + ![Add services csv](add-services-csv.png){ class="bordered" width="50%" } === "cmemc" @@ -128,44 +116,47 @@ The vocabulary contains the classes and properties needed to map the data into t $ cmemc project create tutorial-csv $ cmemc dataset create --project tutorial-csv services.csv - - $ cmemc dataset create --project tutorial-csv products.xlsx ``` === "JDBC" Instead of uploading the [services.csv](services.csv) sample file into Corporate Memory, you can also load it into a SQL database and access it from Corporate Memory using the JDBC protocol. - 1. In the project, Click **Create** and select the **JDBC endpoint** type. + 1. Click again on **Create new** :eccenca-item-add-artefact: in the top right corner. In the **Create new item** window, select **JDBC endpoint** type and click **Add**. ![](build-dataset-types-jdbc.png){ class="bordered" width="50%" } - 2. Define a **Label** for the dataset, specify the **JDBC Driver connection URL**, the **table** name and the **user** and **password** to connect to the database. _In this example we will use:_ + 2. Define a **Label** for the dataset, specify the **JDBC Driver connection URL**, the **table** name and the **user** and **password** to connect to the database. + In this example we will use: - - Name: _**Services_ServiceDB**_ - - JDBC Driver Connection URL: _**jdbc:mysql://mysql:3306/ServicesDB**_ - - table: _**Services**_ - - username: _**root**_ - - password: _**\*\*\*\***_ + - Name: `Services_ServiceDB` + - JDBC Driver Connection URL: `jdbc:mysql://mysql:3306/ServicesDB` + - table: `Services` + - username: `root` + - password: `***` ![](create-new-dataset-jdbc.png){ class="bordered" width="50%" } - The general form of the JDBC connection string is: + 3. Click **Create**. - ```text - jdbc:://:/ - ``` + !!! info + + The general form of the JDBC connection string is: - Default JDBC connection strings for popular Relational Database Management Systems: + ```text + jdbc:://:/ + ``` - | Vendor | Default JDBC Connection String | Default Port | - | -------------------- | ----------------------------------------------- | ------------ | - | Microsoft SQL Server | jdbc:sqlserver::1433/ | 1433 | - | PostgreSQL | jdbc:postgresql::5432/ | 5432 | - | MySQL | jdbc:mysql::3306/ | 3306 | - | MariaDB | jdbc:mariadb::3306/ | 3306 | - | IBM DB2* | jdbc:db2::50000/ | 50000 | - | Oracle* | jdbc:oracle:thin::1521/ | 1521 | + Default JDBC connection strings for popular Relational Database Management Systems: + + | Vendor | Default JDBC Connection String | Default Port | + | -------------------- | ----------------------------------------------- | ------------ | + | Microsoft SQL Server | jdbc:sqlserver::1433/ | 1433 | + | PostgreSQL | jdbc:postgresql::5432/ | 5432 | + | MySQL | jdbc:mysql::3306/ | 3306 | + | MariaDB | jdbc:mariadb::3306/ | 3306 | + | IBM DB2* | jdbc:db2::50000/ | 50000 | + | Oracle* | jdbc:oracle:thin::1521/ | 1521 | !!! info @@ -183,15 +174,16 @@ The transformation defines how an input dataset (e.g. CSV) will be transformed i 1. Click on the right dot and select **Connect to the newly created Transformation**. - ![](create-transformation.png){ class="bordered" width="50%" } + ![Create transformation](create-transformation.png){ class="bordered" } + +2. Fill out the **Label** with `Lift Service Database`. -2. Fill out the **Label** with _**Lift Service Database**_. +3. Scroll down to **Target vocabularies**, select **Select individual vocabularies** and choose `pv: Products-Vocab` in the drop-down list. - ![](transformation-label.png){ class="bordered" width="50%" } -3. Scroll down to **Target vocabularies** and choose **Products vocabulary**. + ![Label transformation](transformation-label.png){ class="bordered" width="50%" } - ![](select-vocabulary.png){ class="bordered" width="50%" } + ![Select individual vocabularies](select-vocabulary.png){ class="bordered" width="50%" } 4. Click on **Create**. @@ -199,17 +191,19 @@ The transformation defines how an input dataset (e.g. CSV) will be transformed i ## 4 Configure Mapping -1. Click on the 3 Dots from the previous created Transformation an choose **Mapping Editor**. +1. Click on the 3 dots from the previous created Transformation an choose **Mapping Editor**. -2. Click **Mapping** in the main area to expand its menu. + ![Mapping Editor](choose-mapping-editor.png){ class="bordered" } -3. Click **Edit** to create a base mapping. +2. Expand the :eccenca-artefact-project: **Mapping** menu with the small arrow in the top right corner. + + ![Expand mapping](expand-mapping.png){ class="bordered" width="70%" } - ![](services-mapping-rule.png){ class="bordered" width="50%" } +3. Click **Edit** to create a base mapping. -4. Define the **Target entity type** from the vocabulary, the **URI pattern** and a **label** for the mapping. _In this example we will use:_ +4. Define the **Target entity type** from the vocabulary, the **URI pattern** and a **label** for the mapping. After typing the **Target entity type** you must click the custom entry: `Service` suggestion. Typing alone leaves it unset. In this example we will use: - - Target entity type: _**Service**_ + - Target entity type: `Service` - URI pattern: - Click **Create custom pattern** @@ -227,34 +221,34 @@ _Example RDF triple in our Knowledge Graph based on the mapping definition:_ ``` -1. Evaluate your mapping by clicking the Expand :material-greater-than: button in the **Examples of target data** property to see at most three generated base URIs. +6. Evaluate your mapping by clicking the :eccenca-toggler-showmore: button in the **Examples of target data** property to see at most three generated base URIs. - ![](mapping-inline-preview.png){ class="bordered" width="50%" } + ![Mapping Inline Preview](mapping-inline-preview.png){ class="bordered" width="50%" } We have now created the Service entities in the Knowledge Graph. As a next step, we will add the name of the Service entity. -2. Press the circular **Blue + button** on the lower right and select **Add value mapping**. +7. Click :eccenca-item-add-artefact: **Add mapping** on the lower right and select **Add value mapping**. - ![](services-mapping-add-rule.png){ class="bordered" width="50%" } + ![Add Mapping](services-mapping-add-rule.png){ class="bordered" } -3. Define the **Target property**, the **Data type**, the **Value path** (column name) and a **Label** for your value mapping. _In this example we will use:_ +8. Define the **Target property**, the **Data type**, the **Value path** (column name) and a **Label** for your value mapping. In this example we will use: - Target Property: `name` - - Data type: _**String**_ + - Data type: `String` - Value path: `ServiceName` (which corresponds to the column of that name) - An optional Label: `service name` ![](services-mapping-rule-edit.png){ class="bordered" width="50%" } -4. Click **Save**. +9. Click **Save**. --- ## 5 Evaluate a Transformation -Go the **Transform evaluation** tab of your transformation to view a list of generated entities. By clicking one of the generated entities, more details are provided. +Go to the **Transform evaluation** tab of your transformation to view a list of generated entities. By clicking one of the generated entities, more details are provided. -![](mapping-evaluation.png){ class="bordered" width="50%" } +![List of generated entities](mapping-evaluation.png){ class="bordered" width="70%" } --- @@ -262,37 +256,39 @@ Go the **Transform evaluation** tab of your transformation to view a list of gen 1. Switch back to the **Workflow view**. -2. Select the red dot on the right side and click **Connect to the newly created Knowledge graph**. +2. Select the orange dot on the right side and click **Connect to newly created Knowledge graph**. - ![](create-knowledge-graph.png){ class="bordered" width="50%" } + ![Create Knowdledge Graph](create-knowledge-graph.png){ class="bordered" } -3. Define a **Label** for the Knowledge Graph and provide a **graph** uri. Leave all the other parameters at the default values. In this example we will use: +3. Define a **Label** for the Knowledge Graph and provide a **Graph** URI. Leave all the other parameters at the default values. In this example we will use: - Label: `Service Knowledge Graph` - Graph: `http://ld.company.org/prod-instances/` + After typing the Graph URI you must click the Custom entry: `Service Knowledge Graph` suggestion. Typing alone leaves it unset. + ![](knowledge-graph.png){ class="bordered" width="50%" } 4. Click **Create**. 5. Press the :material-play: button and click on **Save and run workflow**. -6. Validate the results by selecting **Workflow report** In this example, 9x Service triples were created in our Knowledge Graph based on the mapping. +6. Verify a successful run by selecting **Workflow report**. - ![](mapping-execution-result.png){ class="bordered" width="50%" } + ![](mapping-execution-result.png){ class="bordered" width="70%" } -7. Click Knowledge Graph under **Explore** in the navigation on the left side of the page. +7. Click the :eccenca-application-explore: **Knowledge graphs** icon in the main menu under **EXPLORE**. ![](explore-knowledge-graph.png){ class="bordered" width="50%" } -8. Optionally, you can click on the Settings Icon and add more columns to the viw. +8. Optionally, you can click on the Settings Icon and add more columns to the view. - ![](graph-settings.png){ class="bordered" width="50%" } + ![Add columns](graph-settings.png){ class="bordered" width="50%" } 9. Here you can add `name` for example. - ![](add-name-column.png){ class="bordered" width="50%" } + ![Add name](add-name-column.png){ class="bordered" } 10. 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