diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..eba1110 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,2 @@ +# Auto detect text files and perform LF normalization +* text=auto \ No newline at end of file diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml new file mode 100644 index 0000000..a240637 --- /dev/null +++ b/.github/workflows/deploy.yml @@ -0,0 +1,52 @@ +name: deploy-book + +on: + # Trigger the workflow on push to main branch + push: + branches: + - main + +env: + BASE_URL: /${{ github.event.repository.name }} + +# Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued. +# However, do NOT cancel in-progress runs as we want to allow these production deployments to complete. +concurrency: + group: "pages" + cancel-in-progress: false + +jobs: + deploy-book: + runs-on: ubuntu-latest + # Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages + permissions: + pages: write + id-token: write + steps: + - uses: actions/checkout@v3 + + # Install dependencies + - name: Set up Python 3.11 + uses: actions/setup-python@v4 + with: + python-version: 3.11 + + - name: Install dependencies + run: | + pip install -r requirements.txt + + # Build the book + - name: Build the book + run: | + jupyter-book build data_management_learning_path/ + + # Upload the book's HTML as an artifact + - name: Upload artifact + uses: actions/upload-pages-artifact@v2 + with: + path: "data_management_learning_path/_build/html" + + # Deploy the book's HTML to GitHub Pages + - name: Deploy to GitHub Pages + id: deployment + uses: actions/deploy-pages@v2 diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..b348c6c --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +.venv/ +_build/ \ No newline at end of file diff --git a/CONDUCT.md b/CONDUCT.md new file mode 100644 index 0000000..3f5562b --- /dev/null +++ b/CONDUCT.md @@ -0,0 +1,44 @@ + +# Code of Conduct + +## Our Pledge + +In the interest of fostering an open and welcoming environment, we as contributors and maintainers pledge to making participation in our project and our community a harassment-free experience for everyone, regardless of age, body size, disability, ethnicity, gender identity and expression, level of experience, nationality, personal appearance, race, religion, or sexual identity and orientation. + +## Our Standards + +Examples of behavior that contributes to creating a positive environment include: + +* Using welcoming and inclusive language +* Being respectful of differing viewpoints and experiences +* Gracefully accepting constructive criticism +* Focusing on what is best for the community +* Showing empathy towards other community members + +Examples of unacceptable behavior by participants include: + +* The use of sexualized language or imagery and unwelcome sexual attention or advances +* Trolling, insulting/derogatory comments, and personal or political attacks +* Public or private harassment +* Publishing others' private information, such as a physical or electronic address, without explicit permission +* Other conduct which could reasonably be considered inappropriate in a professional setting + +## Our Responsibilities + +Project maintainers are responsible for clarifying the standards of acceptable behavior and are expected to take appropriate and fair corrective action in response to any instances of unacceptable behavior. + +Project maintainers have the right and responsibility to remove, edit, or reject comments, commits, code, wiki edits, issues, and other contributions that are not aligned to this Code of Conduct, or to ban temporarily or permanently any contributor for other behaviors that they deem inappropriate, threatening, offensive, or harmful. + +## Scope + +This Code of Conduct applies both within project spaces and in public spaces when an individual is representing the project or its community. Examples of representing a project or community include using an official project e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event. Representation of a project may be further defined and clarified by project maintainers. + +## Enforcement + +Instances of abusive, harassing, or otherwise unacceptable behavior may be reported by contacting the project team. The project team will review and investigate all complaints, and will respond in a way that it deems appropriate to the circumstances. The project team is obligated to maintain confidentiality with regard to the reporter of an incident. Further details of specific enforcement policies may be posted separately. + +Project maintainers who do not follow or enforce the Code of Conduct in good faith may face temporary or permanent repercussions as determined by other members of the project's leadership. + +## Attribution + +This Code of Conduct is adapted from the [Contributor Covenant, version 1.4](http://contributor-covenant.org/version/1/4). diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000..2f8c20a --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,56 @@ +# Contributing + +Contributions are welcome, and they are greatly appreciated! Every little bit +helps, and credit will always be given. You can contribute in the ways listed below. + +## Report Bugs + +Report bugs using GitHub issues. + +If you are reporting a bug, please include: + +* Your operating system name and version. +* Any details about your local setup that might be helpful in troubleshooting. +* Detailed steps to reproduce the bug. + +## Fix Bugs + +Look through the GitHub issues for bugs. Anything tagged with "bug" and "help +wanted" is open to whoever wants to implement it. + +## Implement Features + +Look through the GitHub issues for features. Anything tagged with "enhancement" +and "help wanted" is open to whoever wants to implement it. + +## Write Documentation + +Data Management Learning Path could always use more documentation, whether as part of the +official Data Management Learning Path docs, in docstrings, or even on the web in blog posts, +articles, and such. + +## Submit Feedback + +The best way to send feedback is to file an issue on GitHub. + +If you are proposing a feature: + +* Explain in detail how it would work. +* Keep the scope as narrow as possible, to make it easier to implement. +* Remember that this is a volunteer-driven project, and that contributions + are welcome :) + +## Get Started + +Ready to contribute? Here's how to set up `Data Management Learning Path` for local development. + +1. Fork the repo on GitHub. +2. Clone your fork locally. +3. Install your local copy into a virtualenv, e.g., using `conda`. +4. Create a branch for local development and make changes locally. +5. Commit your changes and push your branch to GitHub. +6. Submit a pull request through the GitHub website. + +## Code of Conduct + +Please note that the Data Management Learning Path project is released with a [Contributor Code of Conduct](CONDUCT.md). By contributing to this project you agree to abide by its terms. diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..bfef380 --- /dev/null +++ b/LICENSE @@ -0,0 +1,437 @@ +Attribution-NonCommercial-ShareAlike 4.0 International + +======================================================================= + +Creative Commons Corporation ("Creative Commons") is not a law firm and +does not provide legal services or legal advice. Distribution of +Creative Commons public licenses does not create a lawyer-client or +other relationship. Creative Commons makes its licenses and related +information available on an "as-is" basis. 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Distribution of +Creative Commons public licenses does not create a lawyer-client or +other relationship. Creative Commons makes its licenses and related +information available on an "as-is" basis. Creative Commons gives no +warranties regarding its licenses, any material licensed under their +terms and conditions, or any related information. Creative Commons +disclaims all liability for damages resulting from their use to the +fullest extent possible. + +Using Creative Commons Public Licenses + +Creative Commons public licenses provide a standard set of terms and +conditions that creators and other rights holders may use to share +original works of authorship and other material subject to copyright +and certain other rights specified in the public license below. 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More considerations + for the public: + wiki.creativecommons.org/Considerations_for_licensees + +======================================================================= + +Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International +Public License + +By exercising the Licensed Rights (defined below), You accept and agree +to be bound by the terms and conditions of this Creative Commons +Attribution-NonCommercial-ShareAlike 4.0 International Public License +("Public License"). To the extent this Public License may be +interpreted as a contract, You are granted the Licensed Rights in +consideration of Your acceptance of these terms and conditions, and the +Licensor grants You such rights in consideration of benefits the +Licensor receives from making the Licensed Material available under +these terms and conditions. + + +Section 1 -- Definitions. + + a. Adapted Material means material subject to Copyright and Similar + Rights that is derived from or based upon the Licensed Material + and in which the Licensed Material is translated, altered, + arranged, transformed, or otherwise modified in a manner requiring + permission under the Copyright and Similar Rights held by the + Licensor. For purposes of this Public License, where the Licensed + Material is a musical work, performance, or sound recording, + Adapted Material is always produced where the Licensed Material is + synched in timed relation with a moving image. + + b. Adapter's License means the license You apply to Your Copyright + and Similar Rights in Your contributions to Adapted Material in + accordance with the terms and conditions of this Public License. + + c. BY-NC-SA Compatible License means a license listed at + creativecommons.org/compatiblelicenses, approved by Creative + Commons as essentially the equivalent of this Public License. + + d. 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Except for the limited purpose of indicating that +material is shared under a Creative Commons public license or as +otherwise permitted by the Creative Commons policies published at +creativecommons.org/policies, Creative Commons does not authorize the +use of the trademark "Creative Commons" or any other trademark or logo +of Creative Commons without its prior written consent including, +without limitation, in connection with any unauthorized modifications +to any of its public licenses or any other arrangements, +understandings, or agreements concerning use of licensed material. For +the avoidance of doubt, this paragraph does not form part of the +public licenses. + +Creative Commons may be contacted at creativecommons.org. \ No newline at end of file diff --git a/data_management_learning_path/_config.yml b/data_management_learning_path/_config.yml new file mode 100644 index 0000000..8037b96 --- /dev/null +++ b/data_management_learning_path/_config.yml @@ -0,0 +1,44 @@ +####################################################################################### +# A default configuration that will be loaded for all jupyter books +# See the documentation for help and more options: +# https://jupyterbook.org/customize/config.html + +####################################################################################### +# Book settings +title : Data Management Learning Path # The title of the book. Will be placed in the left navbar. +author : Peak Solution GmbH # The author of the book +copyright : "2024" # Copyright year to be placed in the footer +logo : logo.png # A path to the book logo + +# Patterns to skip when building the book. Can be glob-style (e.g. "*skip.ipynb") +#exclude_patterns : [_build, Thumbs.db, .DS_Store, "**.ipynb_checkpoints"] +# Auto-exclude files not in the toc +only_build_toc_files : true + +# Force re-execution of notebooks on each build. +# See https://jupyterbook.org/content/execute.html +execute: + exclude_patterns: + - '*test_exd_service' + execute_notebooks: force + +# Define the name of the latex output file for PDF builds +latex: + latex_documents: + targetname: data_management_learning_path.tex + +# Add a bibtex file so that we can create citations +bibtex_bibfiles: + - references.bib + +# Information about where the book exists on the web +repository: + url: https://github.com/peak-solution/data_management_learning_path # Online location of your book + path_to_book: data_management_learning_path # Optional path to your book, relative to the repository root + branch: main # Which branch of the repository should be used when creating links (optional) + +# Add GitHub buttons to your book +# See https://jupyterbook.org/customize/config.html#add-a-link-to-your-repository +html: + use_issues_button: true + use_repository_button: true \ No newline at end of file diff --git a/data_management_learning_path/_toc.yml b/data_management_learning_path/_toc.yml new file mode 100644 index 0000000..cba829d --- /dev/null +++ b/data_management_learning_path/_toc.yml @@ -0,0 +1,38 @@ +# Table of contents +# Learn more at https://jupyterbook.org/customize/toc.html + +format: jb-book +root: index +parts: + - caption: Work with ASAM ODS data + chapters: + - file: ods/0_overview + - file: ods/3_explore_the_data_model + - file: ods/1_query-asam-server + - file: ods/2_load_measurement + - file: ods/4_kaggl_electric_motor_temperature_example +# - file: ods/JAQueL + - caption: Connecting data with ExD Services + chapters: + - file: exd_api/overview + - file: exd_api/develop + - file: exd_api/test_exd_service + - url: https://github.com/peak-solution/asam_ods_exd_api_mdf4/blob/main/README.md + title: ASAM ODS EXD-API MDF4 plugin (external) +# - file: exd_api/exd_api_overview +# - file: exd_api/exd_api_check_attributes +# - file: exd_api/exd_api_access_csv +# - file: exd_api/exd_api_import_file + + + +#chapters: +#- file: overview +# sections: +# - file: ods/0_overview +# - file: ods/1_query-asam-server +# - file: ods/2_load_mearesult +# - file: ods/3_explore_the_data_model +# - file: ods/4_Kaggl_Electric_Motor_Temperature_Example +# sections: +# - file: contend diff --git a/data_management_learning_path/exd_api/develop.md b/data_management_learning_path/exd_api/develop.md new file mode 100644 index 0000000..a1a59ea --- /dev/null +++ b/data_management_learning_path/exd_api/develop.md @@ -0,0 +1,13 @@ +# Developing ASAM ODS External Data Services + +Developing an External Data Service (ExD Service) starts with getting the gRPC definition file (.proto file) from the [ASAM GitHub repository](https://github.com/asam-ev/ASAM-ODS-Interfaces). Use the gRPC tools to generate the initial server code from the .proto file. The gRPC tools support many different programming language and you best choose a programming languages which already provides a library for the file or data format you want to create your ExD Service for. + +The ease-of-use and rich eco system makes Python a popular programming language for writing gRPC services and you can find some examples of Python based ExD services like the [MDF4 ExD Service](https://github.com/peak-solution/asam_ods_exd_api_mdf4/blob/main/README.md) here or in the [totonga GitHub repository](https://github.com/totonga/). + +Please note, that once you're done programming your ExD-Service, it must be registered with the ASAM ODS Server and the according import service to make your data show-up in an ASAM ODS server eventually. + +## License + +Copyright © 2024 [Peak Solution GmbH](https://peak-solution.de) + +The training material in this repository is licensed under a Creative Commons BY-NC-SA 4.0 license. See [LICENSE](../LICENSE) file for more information. \ No newline at end of file diff --git a/data_management_learning_path/exd_api/overview.md b/data_management_learning_path/exd_api/overview.md new file mode 100644 index 0000000..1585972 --- /dev/null +++ b/data_management_learning_path/exd_api/overview.md @@ -0,0 +1,30 @@ +# What are ASAM ODS External Data Services? + +The conversion of legacy data into standard data formats often requires data conversion. This can lead to an increased volume of data due to data copies and to an interruption of existing tool chains that use this data. + +To avoid these conflicts, ASAM ODS has introduced 'External Data Services' with version 6.2. External Data Services enable access to legacy data through microservices that expose the metadata and mass data they contain. + +As a member of the ASAM ODS working group, Peak Solution was significantly involved in the definition of ExD-Services and the Peak ASAM ODS Server has supported ExD-Services from the very beginning. + +## Working principle of ASAM ODS External Data Services + +External Data Services (ExD-Services) exchange data via the [Google gRPC protocol](https://grpc.io/). + +The data provided by the ExD Service splits into two different operations: meta data retrieval (GetStructure) and bulk/channel data retrieval (GetValue). The meta data is returned in form of name-value pairs and is used to provide descriptive and semantic information about the data and so offering extended searching capabilities. + +![ExD Service calling sequence](/images/ExternalData.png) + +Looking at a typical calling sequence, you can see that once a new file (or data item) has been detected (1), the ExD-Service is called (GetStructure) by the importer to deliver the meta data of that specific file (2). The ExD-Service then reads the file (3), creates the return structure (4) and returns the requested data (5). +One part of the returned meta data - often in combination with the file and the folder name - is then being used to identify and create the data context, respective the needed data hierarchy (6). +The other part is then being used to create the data structure in the server for receiving the bulk/channel data in subsequent calls and for (optionally) providing the file for download (7). + +Now all needed data and information is available in the ASAM ODS server, such that clients can start using the data. +To do so, they connect to the ASAM ODS server (8) and typically start explore the hierarchical data structure (9) until the point is reached accessing the actual channel data (10). + +To access the channel data, the ASAM ODS server delegates the client call to the ExD-Service (11) by calling GetValue - including information about the file and the channel(s) in request. The ExD-Service uses this information to open the file, retrieve the data (12) and return it to the ASAM ODS Server (13) which relays it back to the client (14). From the client perspective there is no difference between a call directly handled by the ASAM ODS server or delegated to an ExD-Service. + +## License + +Copyright © 2024 [Peak Solution GmbH](https://peak-solution.de) + +The training material in this repository is licensed under a Creative Commons BY-NC-SA 4.0 license. See [LICENSE](../LICENSE) file for more information. diff --git a/data_management_learning_path/exd_api/test_exd_service.ipynb b/data_management_learning_path/exd_api/test_exd_service.ipynb new file mode 100644 index 0000000..1a54022 --- /dev/null +++ b/data_management_learning_path/exd_api/test_exd_service.ipynb @@ -0,0 +1,535 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Test ASAM ODS EXD-API Plugins\n", + "\n", + "Once you have created your (first) ExD-Service, you can now do a simple test, if it will work in combination with an ASAM ODS server.\n", + "\n", + "Therefore, the meta data will be read first (GetStructure) during the \"Import Phase\"; afterward the channel/bulk data (GetValues) is being accessed." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Prepare Python Environment to Access GRPC Service" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c1b80c2f-5830-425b-909e-fd2cf5b895d0", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import pathlib\n", + "\n", + "import grpc\n", + "from google.protobuf.json_format import MessageToJson\n", + "\n", + "from odsbox.proto import ods_external_data_pb2\n", + "from odsbox.proto import ods_external_data_pb2_grpc" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## EXD-API\n", + "\n", + "The EXD-API plugin is running as a RPC service at a given URL.\n", + "Running `exd_api_server.py`´will run the plugin at the given URL." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "exd_api_plugin_url = \"localhost:50051\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import Phase\n", + "\n", + "We will open a MDF4 file using the EXD-API and extract the internal structure of the file to import it into the ASAM ODS server." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "3c6367c9-5361-4229-96e1-57f7ff9de98e", + "metadata": {}, + "outputs": [], + "source": [ + "data_file_path = os.path.abspath(\"data/simple.mf4\")\n", + "if not os.path.exists(data_file_path):\n", + " raise Exception(\"Data file is missing\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c1d79d60-bce7-4b9c-95e4-9be54734bd69", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "file:///c:/Users/AKR/github/asam_ods_exd_api_mdf4/data/simple.mf4\n" + ] + } + ], + "source": [ + "import_file_url = pathlib.Path(data_file_path).as_uri()\n", + "import_file_parameters = \"\"\n", + "print(import_file_url)\n", + "\n", + "# Will be filled from Structure\n", + "access_file_url = None\n", + "access_file_parameters = None" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Extract Infos from Structure\n", + "\n", + "The structure contains infos about groups and channels to create corresponding measurements, submatrices and measurement_quantities" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\n", + " \"identifier\": {\n", + " \"url\": \"file:///c:/Users/AKR/github/asam_ods_exd_api_mdf4/data/simple.mf4\",\n", + " \"parameters\": \"\"\n", + " },\n", + " \"name\": \"simple.mf4\",\n", + " \"groups\": [\n", + " {\n", + " \"id\": \"0\",\n", + " \"name\": \"\",\n", + " \"totalNumberOfChannels\": \"10\",\n", + " \"numberOfRows\": \"563\",\n", + " \"channels\": [\n", + " {\n", + " \"id\": \"0\",\n", + " \"name\": \"time\",\n", + " \"dataType\": \"DT_DOUBLE\",\n", + " \"unitString\": \"s\",\n", + " \"attributes\": {\n", + " \"variables\": {\n", + " \"description\": {\n", + " \"stringArray\": {\n", + " \"values\": [\n", + " \"\"\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"1\",\n", + " \"name\": \"abs_time\",\n", + " \"dataType\": \"DT_LONGLONG\",\n", + " \"unitString\": \"ns\",\n", + " \"attributes\": {\n", + " \"variables\": {\n", + " \"description\": {\n", + " \"stringArray\": {\n", + " \"values\": [\n", + " \"absolute timestamp in nano seconds\"\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"2\",\n", + " \"name\": \"acc_x\",\n", + " \"dataType\": \"DT_LONG\",\n", + " \"unitString\": \"mg\",\n", + " \"attributes\": {\n", + " \"variables\": {\n", + " \"description\": {\n", + " \"stringArray\": {\n", + " \"values\": [\n", + " \"acceleration x in millie gram\"\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"3\",\n", + " \"name\": \"acc_y\",\n", + " \"dataType\": \"DT_LONG\",\n", + " \"unitString\": \"mg\",\n", + " \"attributes\": {\n", + " \"variables\": {\n", + " \"description\": {\n", + " \"stringArray\": {\n", + " \"values\": [\n", + " \"acceleration y in millie gram\"\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"4\",\n", + " \"name\": \"acc_z\",\n", + " \"dataType\": \"DT_LONG\",\n", + " \"unitString\": \"mg\",\n", + " \"attributes\": {\n", + " \"variables\": {\n", + " \"description\": {\n", + " \"stringArray\": {\n", + " \"values\": [\n", + " \"acceleration z in millie gram\"\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"5\",\n", + " \"name\": \"light\",\n", + " \"dataType\": \"DT_LONG\",\n", + " \"unitString\": \"-\",\n", + " \"attributes\": {\n", + " \"variables\": {\n", + " \"description\": {\n", + " \"stringArray\": {\n", + " \"values\": [\n", + " \"luminosity\"\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"6\",\n", + " \"name\": \"temp\",\n", + " \"dataType\": \"DT_LONG\",\n", + " \"unitString\": \"degC\",\n", + " \"attributes\": {\n", + " \"variables\": {\n", + " \"description\": {\n", + " \"stringArray\": {\n", + " \"values\": [\n", + " \"temperature in degree celsius\"\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"7\",\n", + " \"name\": \"comp_x\",\n", + " \"dataType\": \"DT_LONG\",\n", + " \"unitString\": \"nT\",\n", + " \"attributes\": {\n", + " \"variables\": {\n", + " \"description\": {\n", + " \"stringArray\": {\n", + " \"values\": [\n", + " \"compass x in nano tesla\"\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"8\",\n", + " \"name\": \"comp_y\",\n", + " \"dataType\": \"DT_LONG\",\n", + " \"unitString\": \"nT\",\n", + " \"attributes\": {\n", + " \"variables\": {\n", + " \"description\": {\n", + " \"stringArray\": {\n", + " \"values\": [\n", + " \"compass y in nano tesla\"\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"9\",\n", + " \"name\": \"comp_z\",\n", + " \"dataType\": \"DT_LONG\",\n", + " \"unitString\": \"nT\",\n", + " \"attributes\": {\n", + " \"variables\": {\n", + " \"description\": {\n", + " \"stringArray\": {\n", + " \"values\": [\n", + " \"compass z in nano tesla\"\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " }\n", + " }\n", + " ],\n", + " \"attributes\": {}\n", + " }\n", + " ],\n", + " \"attributes\": {}\n", + "}\n" + ] + } + ], + "source": [ + "with grpc.insecure_channel(exd_api_plugin_url) as channel:\n", + " stub = ods_external_data_pb2_grpc.ExternalDataReaderStub(channel)\n", + "\n", + " # import file into ASAM ODS Server physical storage\n", + " import_identifier = ods_external_data_pb2.Identifier(url=import_file_url, parameters=import_file_parameters)\n", + "\n", + " import_handle = stub.Open(import_identifier)\n", + " try:\n", + " structure = stub.GetStructure(ods_external_data_pb2.StructureRequest(handle=import_handle))\n", + " print(MessageToJson(structure))\n", + "\n", + " access_file_url = structure.identifier.url\n", + " access_file_parameters = structure.identifier.parameters\n", + "\n", + " for group in structure.groups:\n", + " group_id = group.id\n", + " for channel in group.channels:\n", + " channel_id = channel.id\n", + " finally:\n", + " stub.Close(import_handle)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Access Bulk Data\n", + "\n", + "With the stored information the ASAM ODS server can access the bulk data from the EXD-API plugin" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\n", + " \"channels\": [\n", + " {\n", + " \"id\": \"0\",\n", + " \"values\": {\n", + " \"dataType\": \"DT_DOUBLE\",\n", + " \"unitId\": \"0\",\n", + " \"doubleArray\": {\n", + " \"values\": [\n", + " 0.0,\n", + " 17905500.0,\n", + " 30515300.0\n", + " ]\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"1\",\n", + " \"values\": {\n", + " \"dataType\": \"DT_LONGLONG\",\n", + " \"unitId\": \"0\",\n", + " \"longlongArray\": {\n", + " \"values\": [\n", + " \"1686082945335777300\",\n", + " \"1686082945353682800\",\n", + " \"1686082945366292600\"\n", + " ]\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"2\",\n", + " \"values\": {\n", + " \"dataType\": \"DT_LONG\",\n", + " \"unitId\": \"0\",\n", + " \"longArray\": {\n", + " \"values\": [\n", + " 112,\n", + " 112,\n", + " 112\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " ]\n", + "}\n", + "{\n", + " \"channels\": [\n", + " {\n", + " \"id\": \"0\",\n", + " \"values\": {\n", + " \"dataType\": \"DT_DOUBLE\",\n", + " \"unitId\": \"0\",\n", + " \"doubleArray\": {\n", + " \"values\": [\n", + " 48317800.0,\n", + " 66109300.0,\n", + " 84173500.0,\n", + " 101965900.0,\n", + " 121611700.0,\n", + " 138016000.0,\n", + " 150423100.0,\n", + " 168052100.0,\n", + " 186278500.0,\n", + " 203702900.0\n", + " ]\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"1\",\n", + " \"values\": {\n", + " \"dataType\": \"DT_LONGLONG\",\n", + " \"unitId\": \"0\",\n", + " \"longlongArray\": {\n", + " \"values\": [\n", + " \"1686082945384095100\",\n", + " \"1686082945401886600\",\n", + " \"1686082945419950800\",\n", + " \"1686082945437743200\",\n", + " \"1686082945457389000\",\n", + " \"1686082945473793300\",\n", + " \"1686082945486200400\",\n", + " \"1686082945503829400\",\n", + " \"1686082945522055800\",\n", + " \"1686082945539480200\"\n", + " ]\n", + " }\n", + " }\n", + " },\n", + " {\n", + " \"id\": \"2\",\n", + " \"values\": {\n", + " \"dataType\": \"DT_LONG\",\n", + " \"unitId\": \"0\",\n", + " \"longArray\": {\n", + " \"values\": [\n", + " 112,\n", + " 112,\n", + " 112,\n", + " 112,\n", + " 112,\n", + " 112,\n", + " 112,\n", + " 112,\n", + " 112,\n", + " 112\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " ]\n", + "}\n" + ] + } + ], + "source": [ + "with grpc.insecure_channel(exd_api_plugin_url) as channel:\n", + " stub = ods_external_data_pb2_grpc.ExternalDataReaderStub(channel)\n", + "\n", + " # info from physical storage\n", + " access_group_id = 0\n", + " access_channel_ids = [0, 1, 2]\n", + " access_identifier = ods_external_data_pb2.Identifier(url=access_file_url, parameters=access_file_parameters)\n", + "\n", + " # open bulk access\n", + " access_handle = stub.Open(access_identifier)\n", + " try:\n", + " request = ods_external_data_pb2.ValuesRequest(\n", + " handle=access_handle, group_id=access_group_id, channel_ids=access_channel_ids\n", + " )\n", + "\n", + " # read first chunk\n", + " request.start = 0\n", + " request.limit = 3\n", + " values = stub.GetValues(request)\n", + " print(MessageToJson(values))\n", + "\n", + " # read second chunk\n", + " request.start = 3\n", + " request.limit = 10\n", + " values = stub.GetValues(request)\n", + " print(MessageToJson(values))\n", + "\n", + " finally:\n", + " stub.Close(access_handle)" + ] + }, + { + "cell_type": "markdown", + "id": "56dc394d", + "metadata": {}, + "source": [ + "## License\n", + "\n", + "Copyright © 2024 [Peak Solution GmbH](https://peak-solution.de)\n", + "\n", + "The training material in this repository is licensed under a Creative Commons BY-NC-SA 4.0 license. See [LICENSE](../LICENSE) file for more information." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/data_management_learning_path/images/ExternalData.png b/data_management_learning_path/images/ExternalData.png new file mode 100644 index 0000000..792b220 Binary files /dev/null and b/data_management_learning_path/images/ExternalData.png differ diff --git a/data_management_learning_path/index.md b/data_management_learning_path/index.md new file mode 100644 index 0000000..441017d --- /dev/null +++ b/data_management_learning_path/index.md @@ -0,0 +1,21 @@ +# Data Management Learning Path + +## About this curriculum + +In this collection of notebooks we will introduce and guide you through the major concepts of data management. +The back end of our data management framework is based on the ASAM ODS - such that you#ll learn data management skills using an established standard. +Even though ASAM ODS has its origins in the automotive industry, it can also be used in other industries such as aviation, white goods or land machineries - to only name a few. + +In the first chapter we explain how to work with an ASAM ODS server in general. +In the second chapter we address how to work with legacy data and ASAM ODS servers by using the External Data Services. + +## Course outline + +```{tableofcontents} +``` + +## License + +Copyright © 2024 [Peak Solution GmbH](https://peak-solution.de) + +The training material in this repository is licensed under a Creative Commons BY-NC-SA 4.0 license. See [LICENSE](../LICENSE) file for more information. \ No newline at end of file diff --git a/data_management_learning_path/logo.png b/data_management_learning_path/logo.png new file mode 100644 index 0000000..26c6f92 Binary files /dev/null and b/data_management_learning_path/logo.png differ diff --git a/data_management_learning_path/ods/0_overview.ipynb b/data_management_learning_path/ods/0_overview.ipynb new file mode 100644 index 0000000..c4879fc --- /dev/null +++ b/data_management_learning_path/ods/0_overview.ipynb @@ -0,0 +1,90 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Working with Data and Model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example Notebooks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Explore the Data Model\n", + "\n", + "The strength and flexibility of an ASAM ODS server is storing the data according to a data model which suites your data needs. Like an [Entity-relationship model](https://en.wikipedia.org/wiki/Entity%E2%80%93relationship_model) it defines your business objects, but adds additional semantic information. \n", + "\n", + "Working with <<_jaquel_queries>> requires some knowledge of your application model and the [ASAM ODS Base Model](https://www.asam.net/standards/detail/ods/wiki/). \n", + "\n", + "The notebook gives some ideas for looking into the data model.\n", + "\n", + "\n", + "- **Notebook**: [📓 Explore the Data Model](3_explore_the_data_model.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Query Peak ODS Server\n", + "\n", + "In the notebook you learn how to connect to a _Peak ODS Server_ and query for data (objects) in the server.\n", + "Starting from simple queries, over defining the returned data sets up to using referenced objects, all major aspects of programmatically data exploration are covered.\n", + "\n", + "- **Notebook**: [📓 Query Peak ODS Server](1_query-asam-server.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load measurement data\n", + "\n", + "The notebook explains how to receive time series (measurement) data from the _Peak ODS Server_ and converts it to [pandas.DataFrames](https://pandas.pydata.org/) for further processing.\n", + "\n", + "\n", + "- **Notebook**: [📓 Load measurement data](2_load_measurement.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## License\n", + "\n", + "Copyright © 2024 [Peak Solution GmbH](https://peak-solution.de)\n", + "\n", + "The training material in this repository is licensed under a Creative Commons BY-NC-SA 4.0 license. See [LICENSE](../LICENSE) file for more information." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/data_management_learning_path/ods/1_query-asam-server.ipynb b/data_management_learning_path/ods/1_query-asam-server.ipynb new file mode 100644 index 0000000..a72722d --- /dev/null +++ b/data_management_learning_path/ods/1_query-asam-server.ipynb @@ -0,0 +1,2499 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Query Peak ODS Server" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this example Notebook, we show you how to query (instance) data from your Peak ODS Server.\n", + "\n", + "The first sections are on initializing and connecting. The fun starts with \"Query Instances\"." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dependencies for this notebook" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The [ASAM ODSBox](https://pypi.org/project/odsbox/) contains some functionality that wraps the ODS HTTP API making using Python easier ;-)\n", + "\n", + "It contains:\n", + "- http wrapper implemented using protobuf and requests\n", + "- JAQueL implementation that converts MongoDB style JSON queries into a native ODS SelectStatement\n", + "- utility that converts ODS DataMatrices into pandas.DataFrame\n", + "\n", + "> All examples are using the JAQueL query style to help you getting started.\n", + "> Use `jaquel_to_select_statement` to convert JAQueL to a native ODS `SelectStatement`. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from odsbox.con_i import ConI" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ASAM ODS Queries" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Establish session" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ODS HTTP API is a session based API. The session ID is called conI in the ODS documentation. The [ASAM ODSBox](https://pypi.org/project/odsbox/) uses con_i as API object representing the session. Close this session to release the connection license. Otherwise the session will be auto closed after 30 minutes of inactivity." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "con_i = ConI(url='http://79.140.180.128:10032/api', auth=('Demo','mdm'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Query Instances" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Query Units" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Engineering units are contained in every ASAM ODS server, so we can use them to get started:\n", + "Lets search for all units in this server" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Unit.Id Unit.Name Unit.MimeType Unit.Description \\\n", + "0 1 m application/x-asam.aounit \n", + "1 2 kg application/x-asam.aounit \n", + "2 3 s application/x-asam.aounit \n", + "3 4 A application/x-asam.aounit \n", + "4 5 K application/x-asam.aounit \n", + ".. ... ... ... ... \n", + "95 96 kat/m^3 application/x-asam.aounit \n", + "96 97 Sv/s application/x-asam.aounit \n", + "97 98 A*s/kg application/x-asam.aounit \n", + "98 99 °C application/x-asam.aounit \n", + "99 100 rpm application/x-asam.aounit \n", + "\n", + " Unit.DateCreated Unit.Factor Unit.Offset Unit.dB \\\n", + "0 19700101000000 1.0 0.0 False \n", + "1 19700101000000 1.0 0.0 False \n", + "2 19700101000000 1.0 0.0 False \n", + "3 19700101000000 1.0 0.0 False \n", + "4 19700101000000 1.0 0.0 False \n", + ".. ... ... ... ... \n", + "95 19700101000000 1.0 0.0 False \n", + "96 19700101000000 1.0 0.0 False \n", + "97 19700101000000 1.0 0.0 False \n", + "98 19700101000000 1.0 0.0 False \n", + "99 19700101000000 1.0 0.0 False \n", + "\n", + " Unit.dB_reference_factor Unit.PhysDimension \n", + "0 0.0 3 \n", + "1 0.0 2 \n", + "2 0.0 1 \n", + "3 0.0 4 \n", + "4 0.0 5 \n", + ".. ... ... \n", + "95 0.0 71 \n", + "96 0.0 63 \n", + "97 0.0 64 \n", + "98 0.0 73 \n", + "99 0.0 73 \n", + "\n", + "[100 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# There is always one Entity derived from AoUnit\n", + "con_i.query_data({\n", + " \"AoUnit\":{}\n", + " })" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In our first query we've used the base name 'AoUnit' - so this query works on every ODS server. \n", + "In our query result above we see that the entity derived from 'AoUnit' is called 'Unit'. So we can use this directly." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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95kat/m^31.00.0catalytic_concentration
96Sv/s1.00.0equivalent_dose_rate
97A*s/kg1.00.0exposure_as_a_quantity
98°C1.00.0unknown
99rpm1.00.0unknown
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" + ], + "text/plain": [ + " Unit.Name Unit.Factor Unit.Offset PhysDimension.Name\n", + "95 kat/m^3 1.0 0.0 catalytic_concentration\n", + "96 Sv/s 1.0 0.0 equivalent_dose_rate\n", + "97 A*s/kg 1.0 0.0 exposure_as_a_quantity\n", + "98 °C 1.0 0.0 unknown\n", + "99 rpm 1.0 0.0 unknown" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"Unit\":{},\n", + " \"$attributes\":{\n", + " \"name\":1,\n", + " \"factor\":1,\n", + " \"offset\":1,\n", + " \"PhysDimension.name\":1\n", + " }\n", + " }).tail()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In addition to the 'name' of the physical dimension, we are also interested in the lenght exponent." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unit.NameUnit.FactorUnit.OffsetPhysDimension.NamePhysDimension.Length
95kat/m^31.00.0catalytic_concentration-3
96Sv/s1.00.0equivalent_dose_rate2
97A*s/kg1.00.0exposure_as_a_quantity0
98°C1.00.0unknown0
99rpm1.00.0unknown0
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" + ], + "text/plain": [ + " Unit.Name Unit.Factor Unit.Offset PhysDimension.Name \\\n", + "95 kat/m^3 1.0 0.0 catalytic_concentration \n", + "96 Sv/s 1.0 0.0 equivalent_dose_rate \n", + "97 A*s/kg 1.0 0.0 exposure_as_a_quantity \n", + "98 °C 1.0 0.0 unknown \n", + "99 rpm 1.0 0.0 unknown \n", + "\n", + " PhysDimension.Length \n", + "95 -3 \n", + "96 2 \n", + "97 0 \n", + "98 0 \n", + "99 0 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"Unit\":{},\n", + " \"$attributes\":{\n", + " \"name\":1,\n", + " \"factor\":1,\n", + " \"offset\":1,\n", + " \"PhysDimension.name\":1,\n", + " \"PhysDimension.length_exp\":1\n", + " }\n", + " }).tail()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ok, and if I'm only interested in Units with a physical dimension with a length exponent of '1'?" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unit.NameUnit.FactorUnit.OffsetPhysDimension.NamePhysDimension.Length
4N1.00.0force1
5N/s1.00.0momentum1
6W/m*K1.00.0thermal_conductivity1
7V/m1.00.0electric_field_strength1
8H/m1.00.0permeability1
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" + ], + "text/plain": [ + " Unit.Name Unit.Factor Unit.Offset PhysDimension.Name \\\n", + "4 N 1.0 0.0 force \n", + "5 N/s 1.0 0.0 momentum \n", + "6 W/m*K 1.0 0.0 thermal_conductivity \n", + "7 V/m 1.0 0.0 electric_field_strength \n", + "8 H/m 1.0 0.0 permeability \n", + "\n", + " PhysDimension.Length \n", + "4 1 \n", + "5 1 \n", + "6 1 \n", + "7 1 \n", + "8 1 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"Unit\":{\"PhysDimension.length_exp\":1},\n", + " \"$attributes\":{\n", + " \"name\":1,\n", + " \"factor\":1,\n", + " \"offset\":1,\n", + " \"PhysDimension.name\":1,\n", + " \"PhysDimension.length_exp\":1\n", + " }\n", + " }).tail()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + ".... or in those, where the 'name' of the physical dimension is 'length' ..." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unit.NameUnit.FactorUnit.OffsetPhysDimension.NamePhysDimension.Length
0m1.00.0length1
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" + ], + "text/plain": [ + " Unit.Name Unit.Factor Unit.Offset PhysDimension.Name PhysDimension.Length\n", + "0 m 1.0 0.0 length 1" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"Unit\":{\"PhysDimension.name\":\"length\"},\n", + " \"$attributes\":{\n", + " \"name\":1,\n", + " \"factor\":1,\n", + " \"offset\":1,\n", + " \"PhysDimension.name\":1,\n", + " \"PhysDimension.length_exp\":1\n", + " }\n", + " }).tail()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "... we can also make it easier getting a group of attributes of the same type in return... " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unit.NameUnit.FactorUnit.OffsetPhysDimension.NamePhysDimension.Length
0m1.00.0length1
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" + ], + "text/plain": [ + " Unit.Name Unit.Factor Unit.Offset PhysDimension.Name PhysDimension.Length\n", + "0 m 1.0 0.0 length 1" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"Unit\":{\"PhysDimension.name\":\"length\"},\n", + " \"$attributes\":{\n", + " \"name\":1,\n", + " \"factor\":1,\n", + " \"offset\":1,\n", + " \"PhysDimension\": {\n", + " \"name\":1,\n", + " \"length_exp\":1\n", + " }\n", + " }\n", + " }).tail()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All queries have used 'equal' as implicit operator before. Now lets use 'like' instead." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unit.NameUnit.FactorUnit.OffsetPhysDimension.NamePhysDimension.Length
3kg/m^31.00.0density-3
4km/h3.60.0velocity1
5kW*h3600000.00.0energy2
6kat1.00.0catalytic_activity0
7kat/m^31.00.0catalytic_concentration-3
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" + ], + "text/plain": [ + " Unit.Name Unit.Factor Unit.Offset PhysDimension.Name \\\n", + "3 kg/m^3 1.0 0.0 density \n", + "4 km/h 3.6 0.0 velocity \n", + "5 kW*h 3600000.0 0.0 energy \n", + "6 kat 1.0 0.0 catalytic_activity \n", + "7 kat/m^3 1.0 0.0 catalytic_concentration \n", + "\n", + " PhysDimension.Length \n", + "3 -3 \n", + "4 1 \n", + "5 2 \n", + "6 0 \n", + "7 -3 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"Unit\":{\n", + " \"name\":{\"$like\":\"k*\"}\n", + " },\n", + " \"$attributes\":{\n", + " \"name\":1,\n", + " \"factor\":1,\n", + " \"offset\":1,\n", + " \"PhysDimension\": {\n", + " \"name\":1,\n", + " \"length_exp\":1\n", + " }\n", + " }\n", + " }).tail()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Query Hierarchy elements\n", + "\n", + "When you think about using ASAM ODS as a tool to manage and harmonize measurement data files like CSV, XLSX, MDF4, ... you can think of the following data model:\n", + "\n", + "- *file* -> 'TestStep'\n", + "- *group*, *sheet* -> 'MeaResult'\n", + "- *channel*, *column* -> 'MeaQuantity'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So lets query for them and reduce the maximal amount returned to a fix number - here: 5." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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TestStep.IdTestStep.NameTestStep.MimeTypeTestStep.DescriptionTestStep.DateCreatedTestStep.OptionalTestStep.SortindexTestStep.MDMLinksTestStep.TestTestStep.TplTestStepTestStep.TestEquipmentTestStep.UnitUnderTestTestStep.TestSequenceTestStep.Classification
01ElectricMotorTemperatureTestapplication/x-asam.aosubtest.teststep19700101000000False0[]100000
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" + ], + "text/plain": [ + " TestStep.Id TestStep.Name \\\n", + "0 1 ElectricMotorTemperatureTest \n", + "\n", + " TestStep.MimeType TestStep.Description \\\n", + "0 application/x-asam.aosubtest.teststep \n", + "\n", + " TestStep.DateCreated TestStep.Optional TestStep.Sortindex \\\n", + "0 19700101000000 False 0 \n", + "\n", + " TestStep.MDMLinks TestStep.Test TestStep.TplTestStep \\\n", + "0 [] 1 0 \n", + "\n", + " TestStep.TestEquipment TestStep.UnitUnderTest TestStep.TestSequence \\\n", + "0 0 0 0 \n", + "\n", + " TestStep.Classification \n", + "0 0 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"TestStep\": {},\n", + " \"$options\": { \"$rowlimit\": 5 }\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MeaResult.IdMeaResult.NameMeaResult.MimeTypeMeaResult.DescriptionMeaResult.DateCreatedMeaResult.MeasurementBeginMeaResult.MeasurementEndMeaResult.MDMLinksMeaResult.TestStepMeaResult.TestEquipmentMeaResult.UnitUnderTestMeaResult.TestSequenceMeaResult.ClassificationMeaResult.TplMeaResult
01Profile_02application/x-asam.aomeasurement197001010000002024060700000020240607000000[]100000
12Profile_03application/x-asam.aomeasurement197001010000002024071300000020240713000000[]100000
23Profile_04application/x-asam.aomeasurement197001010000002024062700000020240627000000[]100000
34Profile_05application/x-asam.aomeasurement197001010000002024070900000020240709000000[]100000
45Profile_06application/x-asam.aomeasurement197001010000002024051500000020240515000000[]100000
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" + ], + "text/plain": [ + " MeaResult.Id MeaResult.Name MeaResult.MimeType \\\n", + "0 1 Profile_02 application/x-asam.aomeasurement \n", + "1 2 Profile_03 application/x-asam.aomeasurement \n", + "2 3 Profile_04 application/x-asam.aomeasurement \n", + "3 4 Profile_05 application/x-asam.aomeasurement \n", + "4 5 Profile_06 application/x-asam.aomeasurement \n", + "\n", + " MeaResult.Description MeaResult.DateCreated MeaResult.MeasurementBegin \\\n", + "0 19700101000000 20240607000000 \n", + "1 19700101000000 20240713000000 \n", + "2 19700101000000 20240627000000 \n", + "3 19700101000000 20240709000000 \n", + "4 19700101000000 20240515000000 \n", + "\n", + " MeaResult.MeasurementEnd MeaResult.MDMLinks MeaResult.TestStep \\\n", + "0 20240607000000 [] 1 \n", + "1 20240713000000 [] 1 \n", + "2 20240627000000 [] 1 \n", + "3 20240709000000 [] 1 \n", + "4 20240515000000 [] 1 \n", + "\n", + " MeaResult.TestEquipment MeaResult.UnitUnderTest MeaResult.TestSequence \\\n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", + "\n", + " MeaResult.Classification MeaResult.TplMeaResult \n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"MeaResult\": {},\n", + " \"$options\": { \"$rowlimit\": 5 }\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MeaQuantity.IdMeaQuantity.NameMeaQuantity.MimeTypeMeaQuantity.DescriptionMeaQuantity.InterpolationMeaQuantity.DataTypeMeaQuantity.RankMeaQuantity.DimensionMeaQuantity.TypeSizeMeaQuantity.MinimumMeaQuantity.MaximumMeaQuantity.AverageMeaQuantity.DeviationMeaQuantity.non_reference_channel_nameMeaQuantity.reference_channel_nameMeaQuantity.MeaResultMeaQuantity.QuantityMeaQuantity.UnitMeaQuantity.Classification
01Timeapplication/x-asam.aomeasurementquantityTime measured in 2 Hz070[]00.0000009678.5000004839.2500002794.0866311030
12U_qapplication/x-asam.aomeasurementquantityVoltage q-component measurement in dq-coordinates070[]03.9196058.7985125.8945082.23183810760
23Coolantapplication/x-asam.aomeasurementquantityCoolant temperature070[]015.59486519.77464718.5420540.32855810820
34Stator_windingapplication/x-asam.aomeasurementquantityStator winding temperature measured with therm...070[]019.428793103.28251651.11027037.97869910820
45U_dapplication/x-asam.aomeasurementquantityVoltage d-component measurement in dq-coordinates070[]0-9.8204811.701082-2.8154225.47447110760
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" + ], + "text/plain": [ + " MeaQuantity.Id MeaQuantity.Name MeaQuantity.MimeType \\\n", + "0 1 Time application/x-asam.aomeasurementquantity \n", + "1 2 U_q application/x-asam.aomeasurementquantity \n", + "2 3 Coolant application/x-asam.aomeasurementquantity \n", + "3 4 Stator_winding application/x-asam.aomeasurementquantity \n", + "4 5 U_d application/x-asam.aomeasurementquantity \n", + "\n", + " MeaQuantity.Description \\\n", + "0 Time measured in 2 Hz \n", + "1 Voltage q-component measurement in dq-coordinates \n", + "2 Coolant temperature \n", + "3 Stator winding temperature measured with therm... \n", + "4 Voltage d-component measurement in dq-coordinates \n", + "\n", + " MeaQuantity.Interpolation MeaQuantity.DataType MeaQuantity.Rank \\\n", + "0 0 7 0 \n", + "1 0 7 0 \n", + "2 0 7 0 \n", + "3 0 7 0 \n", + "4 0 7 0 \n", + "\n", + " MeaQuantity.Dimension MeaQuantity.TypeSize MeaQuantity.Minimum \\\n", + "0 [] 0 0.000000 \n", + "1 [] 0 3.919605 \n", + "2 [] 0 15.594865 \n", + "3 [] 0 19.428793 \n", + "4 [] 0 -9.820481 \n", + "\n", + " MeaQuantity.Maximum MeaQuantity.Average MeaQuantity.Deviation \\\n", + "0 9678.500000 4839.250000 2794.086631 \n", + "1 8.798512 5.894508 2.231838 \n", + "2 19.774647 18.542054 0.328558 \n", + "3 103.282516 51.110270 37.978699 \n", + "4 1.701082 -2.815422 5.474471 \n", + "\n", + " MeaQuantity.non_reference_channel_name MeaQuantity.reference_channel_name \\\n", + "0 \n", + "1 \n", + "2 \n", + "3 \n", + "4 \n", + "\n", + " MeaQuantity.MeaResult MeaQuantity.Quantity MeaQuantity.Unit \\\n", + "0 1 0 3 \n", + "1 1 0 76 \n", + "2 1 0 82 \n", + "3 1 0 82 \n", + "4 1 0 76 \n", + "\n", + " MeaQuantity.Classification \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"MeaQuantity\": {},\n", + " \"$options\": { \"$rowlimit\": 5 }\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Get parent properties\n", + "Consider you're looking for *columns* (MeaQuantity), but also being interested to which *sheet* (MeaResult) and *file* (TestStep) they belong, the following query will give you an idea how this works... " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MeaQuantity.IdMeaQuantity.NameMeaResult.IdMeaResult.NameTestStep.IdTestStep.NameUnit.Name
01Time1Profile_021ElectricMotorTemperatureTests
12U_q1Profile_021ElectricMotorTemperatureTestV
23Coolant1Profile_021ElectricMotorTemperatureTestgradC
34Stator_winding1Profile_021ElectricMotorTemperatureTestgradC
45U_d1Profile_021ElectricMotorTemperatureTestV
56Stator_tooth1Profile_021ElectricMotorTemperatureTestgradC
67Motor_speed1Profile_021ElectricMotorTemperatureTest1/min
78I_d1Profile_021ElectricMotorTemperatureTestA
89I_q1Profile_021ElectricMotorTemperatureTestA
910Pm1Profile_021ElectricMotorTemperatureTestgradC
\n", + "
" + ], + "text/plain": [ + " MeaQuantity.Id MeaQuantity.Name MeaResult.Id MeaResult.Name TestStep.Id \\\n", + "0 1 Time 1 Profile_02 1 \n", + "1 2 U_q 1 Profile_02 1 \n", + "2 3 Coolant 1 Profile_02 1 \n", + "3 4 Stator_winding 1 Profile_02 1 \n", + "4 5 U_d 1 Profile_02 1 \n", + "5 6 Stator_tooth 1 Profile_02 1 \n", + "6 7 Motor_speed 1 Profile_02 1 \n", + "7 8 I_d 1 Profile_02 1 \n", + "8 9 I_q 1 Profile_02 1 \n", + "9 10 Pm 1 Profile_02 1 \n", + "\n", + " TestStep.Name Unit.Name \n", + "0 ElectricMotorTemperatureTest s \n", + "1 ElectricMotorTemperatureTest V \n", + "2 ElectricMotorTemperatureTest gradC \n", + "3 ElectricMotorTemperatureTest gradC \n", + "4 ElectricMotorTemperatureTest V \n", + "5 ElectricMotorTemperatureTest gradC \n", + "6 ElectricMotorTemperatureTest 1/min \n", + "7 ElectricMotorTemperatureTest A \n", + "8 ElectricMotorTemperatureTest A \n", + "9 ElectricMotorTemperatureTest gradC " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"MeaQuantity\": {},\n", + " \"$attributes\": {\n", + " \"Id\": 1,\n", + " \"Name\": 1,\n", + " \"MeaResult\": {\n", + " \"Id\": 1,\n", + " \"Name\": 1,\n", + " \"TestStep\": {\n", + " \"Id\": 1,\n", + " \"Name\": 1\n", + " }\n", + " },\n", + " \"Unit.name\": 1\n", + " },\n", + " \"$options\": {\"$rowlimit\": 10}\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Parameter and ParameterSets" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Parameters are a flexible way to carry additional information, not being strictly pre-defined by the data model. Those parameters are name value pairs with an additional data type information, being grouped in parameter sets.\n", + "The following query returns the parameters belonging to certain MeaResult - including their parameter set information... " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultParameter.NameResultParameter.ValueResultParameter.DataTypeResultParameterSet.NameMeaResult.Id
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [ResultParameter.Name, ResultParameter.Value, ResultParameter.DataType, ResultParameterSet.Name, MeaResult.Id]\n", + "Index: []" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"ResultParameter\": {\"parameter_set.MeaResult.Name\": {\"$like\": \"Pend*\"}},\n", + " \"$attributes\": {\n", + " \"Name\": 1,\n", + " \"Value\": 1,\n", + " \"DataType\": 1,\n", + " \"parameter_set.Name\": 1,\n", + " \"parameter_set.MeaResult.Id\": 1\n", + " },\n", + " \"$options\": {\"$rowlimit\": 20}\n", + "})\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Given their flexible character, only minimal query capabilities can be offered for Parameters. Be aware that the conditions are combined by \"AND\" and lead to an empty result if you try to use multiple properties." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [ResultParameter.Name, ResultParameter.Value, ResultParameter.DataType, ResultParameterSet.Name, MeaResult.Id]\n", + "Index: []" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"ResultParameter\": {\n", + " \"parameter_set.MeaResult.Name\": {\"$like\": \"Pend*\"},\n", + " \"Name\":\"start_time\",\n", + " \"DataType\":1,\n", + " \"Value\": {\"$like\": \"2023*\"}\n", + " },\n", + " \"$attributes\": {\n", + " \"Name\": 1,\n", + " \"Value\": 1,\n", + " \"DataType\": 1,\n", + " \"parameter_set.Name\": 1,\n", + " \"parameter_set.MeaResult.Id\": 1\n", + " },\n", + " \"$options\": {\"$rowlimit\": 20}\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultParameter.NameResultParameter.ValueResultParameter.DataTypeResultParameterSet.NameMeaResult.Id
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [ResultParameter.Name, ResultParameter.Value, ResultParameter.DataType, ResultParameterSet.Name, MeaResult.Id]\n", + "Index: []" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"ResultParameter\": {\n", + " \"parameter_set.MeaResult.Name\": {\"$like\": \"Pend*\"},\n", + " \"$and\": [\n", + " {\n", + " \"Name\": \"start_time\",\n", + " \"DataType\": 1,\n", + " \"Value\": {\"$like\": \"2023*\"}\n", + " }\n", + " ]\n", + " },\n", + " \"$attributes\": {\n", + " \"Name\": 1,\n", + " \"Value\": 1,\n", + " \"DataType\": 1,\n", + " \"parameter_set.Name\": 1,\n", + " \"parameter_set.MeaResult.Id\": 1\n", + " },\n", + " \"$options\": {\"$rowlimit\": 20}\n", + "})\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Aggregates" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Distinct" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Test.Name
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" + ], + "text/plain": [ + " Test.Name\n", + "0 First Campaign" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"Test\": {},\n", + " \"$attributes\": {\n", + " \"name\": {\"$distinct\": 1}\n", + " }\n", + "})\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets do it adaptive with query condition" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Test.Name
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" + ], + "text/plain": [ + " Test.Name\n", + "0 First Campaign" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"Test\": {\"name\": {\"$like\": \"*\"}},\n", + " \"$attributes\": {\n", + " \"name\": {\"$distinct\": 1}\n", + " }\n", + "})\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Min & Max" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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" + ], + "text/plain": [ + " TestStep.DateCreated\n", + "0 19700101000000" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"TestStep\": {},\n", + " \"$attributes\": {\n", + " \"DateCreated\": {\"$max\": 1}\n", + " }\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " TestStep.DateCreated\n", + "0 19700101000000" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"TestStep\": {},\n", + " \"$attributes\": {\n", + " \"DateCreated\": {\"$min\": 1}\n", + " }\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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" + ], + "text/plain": [ + " TestStep.DateCreated\n", + "0 19700101000000" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"TestStep\": {},\n", + " \"$attributes\": {\n", + " \"DateCreated\": {\"$max\": 1, \"$min\": 1}\n", + " }\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets do it adaptive with query condition" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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" + ], + "text/plain": [ + " TestStep.DateCreated\n", + "0 19700101000000" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_i.query_data({\n", + " \"TestStep\": {\"Name\": {\"$like\": \"EngineNoise*\"}},\n", + " \"$attributes\": {\n", + " \"DateCreated\": {\"$max\": 1, \"$min\":1}\n", + " }\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Close session\n", + "Don't forget to close the session to release the connection license. Otherwise the session will be auto closed after 30 minutes of inactivity." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "con_i.logout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## License\n", + "\n", + "Copyright © 2024 [Peak Solution GmbH](https://peak-solution.de)\n", + "\n", + "The training material in this repository is licensed under a Creative Commons BY-NC-SA 4.0 license. See [LICENSE](../LICENSE) file for more information." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "369f2c481f4da34e4445cda3fffd2e751bd1c4d706f27375911949ba6bb62e1c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/data_management_learning_path/ods/2_load_measurement.ipynb b/data_management_learning_path/ods/2_load_measurement.ipynb new file mode 100644 index 0000000..3022f52 --- /dev/null +++ b/data_management_learning_path/ods/2_load_measurement.ipynb @@ -0,0 +1,665 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load Measurement Data (Time Series)\n", + "\n", + "In this example Notebook, we show you how to load time series (channel) data from your Peak ODS Server.\n", + "\n", + "The first sections are on initializing and connecting. The fun starts with \"Load Measurement\"." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dependencies for this notebook" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The [ASAM ODSBox](https://pypi.org/project/odsbox/) contain some functionality that wraps the ODS HTTP API making using Python easier ;-)\n", + "\n", + "It contains:\n", + "- http wrapper implemented using protobuf and requests\n", + "- utility that converts ODS DataMatrices into pandas.DataFrame" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from odsbox.con_i import ConI\n", + "from odsbox.submatrix_to_pandas import submatrix_to_pandas" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Connect to ASAM ODS server" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ODS HTTP API is a session based API. The session ID is called conI in the ODS documentation. The [ASAM ODSBox](https://pypi.org/project/odsbox/) uses con_i as API object representing the session. Close this session to release the connection license. Otherwise the session will be auto closed after 30 minutes of inactivity." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "conI = ConI(url='http://79.140.180.128:10032/api', auth=('Demo','mdm'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Measurement " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Query for available measurement data\n", + "Measurement (or time series) data is contained in a structure called 'Submatrix' containing the individual channels (columns) of the measurement.\n", + "In the example below the first 10 submatrices of some MDF4 files (see query pattern) are requested from the server.\n", + "Let's pick the first submatrix of that list for further data exploration." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " SubMatrix.Name SubMatrix.Id\n", + "0 group_0000 1\n", + "1 group_0000 2\n", + "2 group_0000 3\n", + "3 group_0000 4\n", + "4 group_0000 5\n", + "5 group_0000 6\n", + "6 group_0000 7\n", + "7 group_0000 8\n", + "8 group_0000 9\n", + "9 group_0000 10\n", + "Submatrix id: 1\n" + ] + } + ], + "source": [ + "sms = conI.query_data({\n", + "# \"SubMatrix\": {\"measurement.test.Name\": {\"$like\": \"Profile*.mf4\"}},\n", + " \"SubMatrix\": {\"measurement.Name\": {\"$like\": \"Profile*\"}},\n", + " \"$attributes\": {\n", + " \"Name\": 1,\n", + " \"Id\": 1\n", + " },\n", + " \"$options\": {\"$rowlimit\": 10}\n", + "})\n", + "\n", + "print(sms)\n", + "\n", + "# just pick the first one\n", + "submatrix_id = sms[\"SubMatrix.Id\"].iloc[0]\n", + "print(\"Submatrix id: \" + str(submatrix_id))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load measurement data and convert to DataFrame\n", + "From our imported library we use 'submatrix_to_dataframe' to get a pandas.DataFrame from that submatrix we've selected above..." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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U_qCoolantStator_windingU_dStator_toothMotor_speedI_dI_qPmStator_yokeAmbientTorque
time
0.049.64736618.02456319.063377-0.32886318.268650999.919312-1.9997691.09467125.89539318.14125422.607321-0.018755
0.549.66806818.02123519.061762-0.35156618.270451999.944580-2.0010551.09754925.88982418.13286422.605879-0.019826
1.049.67248218.01676019.058098-0.36371218.269810999.957214-2.0008881.09779425.88938118.07668922.603333-0.015597
1.549.65235118.00860219.058111-0.33839018.269352999.964417-1.9995121.09625725.89042318.11939822.595135-0.017599
2.049.66040417.99242819.069317-0.36395918.269024999.976379-2.0010591.09813225.89284518.16157722.599865-0.022728
\n", + "
" + ], + "text/plain": [ + " U_q Coolant Stator_winding U_d Stator_tooth \\\n", + "time \n", + "0.0 49.647366 18.024563 19.063377 -0.328863 18.268650 \n", + "0.5 49.668068 18.021235 19.061762 -0.351566 18.270451 \n", + "1.0 49.672482 18.016760 19.058098 -0.363712 18.269810 \n", + "1.5 49.652351 18.008602 19.058111 -0.338390 18.269352 \n", + "2.0 49.660404 17.992428 19.069317 -0.363959 18.269024 \n", + "\n", + " Motor_speed I_d I_q Pm Stator_yoke Ambient \\\n", + "time \n", + "0.0 999.919312 -1.999769 1.094671 25.895393 18.141254 22.607321 \n", + "0.5 999.944580 -2.001055 1.097549 25.889824 18.132864 22.605879 \n", + "1.0 999.957214 -2.000888 1.097794 25.889381 18.076689 22.603333 \n", + "1.5 999.964417 -1.999512 1.096257 25.890423 18.119398 22.595135 \n", + "2.0 999.976379 -2.001059 1.098132 25.892845 18.161577 22.599865 \n", + "\n", + " Torque \n", + "time \n", + "0.0 -0.018755 \n", + "0.5 -0.019826 \n", + "1.0 -0.015597 \n", + "1.5 -0.017599 \n", + "2.0 -0.022728 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = submatrix_to_pandas(conI, submatrix_id)\n", + "if \"time\" in df.columns: \n", + " df.set_index(\"time\", inplace=True)\n", + "df.head()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Working with the DataFrame\n", + "Now that the data is in a DataFrame, you can use all operations supported on DataFrames.\n", + "So let's dump the content of the DataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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U_qCoolantStator_windingU_dStator_toothMotor_speedI_dI_qPmStator_yokeAmbientTorque
count14788.00000014788.00000014788.00000014788.00000014788.00000014788.00000014788.00000014788.00000014788.00000014788.00000014788.00000014788.000000
mean47.17698418.80104330.747415-18.29017827.356993999.990768-19.47608756.47385833.21310023.78879522.76145043.519544
std3.1400750.3673559.56591421.0633576.1760080.00940020.48636564.9073154.1495204.2825800.63622150.840517
min43.35647617.91322919.058098-43.18404418.268650999.688477-43.5161401.09435125.88938118.07668919.852739-0.096329
25%43.50117018.52847222.157340-43.00309621.800301999.987488-43.5116971.09708729.25108119.85062022.3938160.171608
50%49.52243818.75480523.516482-0.36218823.189936999.990540-2.0018301.09799032.26719321.46312623.0971360.197358
75%49.97266519.08394542.790341-0.31538134.857414999.993774-2.000438132.61744737.46018028.99905923.209249103.087502
max50.06764619.96927343.397926-0.12418435.8245931000.435913-1.996639132.61917139.93896529.69821423.719465103.667618
\n", + "
" + ], + "text/plain": [ + " U_q Coolant Stator_winding U_d Stator_tooth \\\n", + "count 14788.000000 14788.000000 14788.000000 14788.000000 14788.000000 \n", + "mean 47.176984 18.801043 30.747415 -18.290178 27.356993 \n", + "std 3.140075 0.367355 9.565914 21.063357 6.176008 \n", + "min 43.356476 17.913229 19.058098 -43.184044 18.268650 \n", + "25% 43.501170 18.528472 22.157340 -43.003096 21.800301 \n", + "50% 49.522438 18.754805 23.516482 -0.362188 23.189936 \n", + "75% 49.972665 19.083945 42.790341 -0.315381 34.857414 \n", + "max 50.067646 19.969273 43.397926 -0.124184 35.824593 \n", + "\n", + " Motor_speed I_d I_q Pm Stator_yoke \\\n", + "count 14788.000000 14788.000000 14788.000000 14788.000000 14788.000000 \n", + "mean 999.990768 -19.476087 56.473858 33.213100 23.788795 \n", + "std 0.009400 20.486365 64.907315 4.149520 4.282580 \n", + "min 999.688477 -43.516140 1.094351 25.889381 18.076689 \n", + "25% 999.987488 -43.511697 1.097087 29.251081 19.850620 \n", + "50% 999.990540 -2.001830 1.097990 32.267193 21.463126 \n", + "75% 999.993774 -2.000438 132.617447 37.460180 28.999059 \n", + "max 1000.435913 -1.996639 132.619171 39.938965 29.698214 \n", + "\n", + " Ambient Torque \n", + "count 14788.000000 14788.000000 \n", + "mean 22.761450 43.519544 \n", + "std 0.636221 50.840517 \n", + "min 19.852739 -0.096329 \n", + "25% 22.393816 0.171608 \n", + "50% 23.097136 0.197358 \n", + "75% 23.209249 103.087502 \n", + "max 23.719465 103.667618 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "... and we can plot some curves (remember we set 'time' to be the index at the beginning) ..." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = df.plot(kind=\"line\", subplots=True, layout=(6,3), sharex=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "... or only one curve ..." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = df[df.columns[0]].plot(kind=\"line\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "... or get some information of the index channel - time axis should be monotonic ;-)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.index.is_monotonic_increasing" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Close Session\n", + "Don't forget to close the session to release the connection license. Otherwise the session will be auto closed after 30 minutes of inactivity." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "conI.logout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## License\n", + "\n", + "Copyright © 2024 [Peak Solution GmbH](https://peak-solution.de)\n", + "\n", + "The training material in this repository is licensed under a Creative Commons BY-NC-SA 4.0 license. See [LICENSE](../LICENSE) file for more information." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "369f2c481f4da34e4445cda3fffd2e751bd1c4d706f27375911949ba6bb62e1c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/data_management_learning_path/ods/3_explore_the_data_model.ipynb b/data_management_learning_path/ods/3_explore_the_data_model.ipynb new file mode 100644 index 0000000..2cbfb5b --- /dev/null +++ b/data_management_learning_path/ods/3_explore_the_data_model.ipynb @@ -0,0 +1,586 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Explore the ASAM ODS Data Model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this example Notebook, we show you how to explore the data model of your Peak ODS Server. \n", + "\n", + "\n", + "Understanding the data model is important once it comes to query (instance) data from your Peak ODS Server.\n", + "\n", + "The first sections are on initializing and connecting. The fun starts with \"ASAM ODS Data Model\"." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dependencies for this notebook" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The [ASAM ODSBox](https://pypi.org/project/odsbox/) contains some functionality that wraps the ODS HTTP API making using Python easier ;-)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from odsbox.con_i import ConI" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ASAM ODS Data Model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Establish session" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ODS HTTP API is a session based API. The session ID is called conI in the ODS documentation. The [ASAM ODSBox](https://pypi.org/project/odsbox/) uses con_i as API object representing the session. Close this session to release the connection license. Otherwise the session will be auto closed after 30 minutes of inactivity." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "conI = ConI(url='http://79.140.180.128:10032/api', auth=('Demo','mdm'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Explore the Data Model\n", + "\n", + "The data model describes the way your data is stored in the Peak ODS Server. The data model consists of entities (you can compare them to class-definitions) and their according attributes and relations to other entities." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "model = conI.model()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### List all Entities" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Entities are the major building blocks of the data model. You typically query for instances of entities to explore your data. \n", + "Let's list all entities to see what we have" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit\n", + "MeaResultFile\n", + "CatUnitUnderTestComp\n", + "TplUnitUnderTestComp\n", + "CatUnitUnderTestAttr\n", + "MDMGroup\n", + "TplTestStep\n", + "MeaResult\n", + "MDMLocalization\n", + "TplSensorAttr\n", + "TestSequence\n", + "UserParamFile\n", + "InitToken\n", + "Action\n", + "ValueList\n", + "TplSensor\n", + "ExtSystem\n", + "TplTestEquipmentComp\n", + "Condition\n", + "TplMeaResult\n", + "ExternalComponent\n", + "TestEquipment\n", + "DynToken\n", + "Classification\n", + "SysParamFile\n", + "CatSensorAttr\n", + "Environment\n", + "SystemParameter\n", + "ResultParameter\n", + "NameMap\n", + "ToCondition\n", + "CatTestSequenceAttr\n", + "TplParameter\n", + "Role\n", + "MDMRole\n", + "StructureLevel\n", + "LocalColumn\n", + "Test\n", + "TestFile\n", + "WorkflowParameterSet\n", + "ProjectDomain\n", + "TplTestStepUsage\n", + "CatSensor\n", + "StatusValidity\n", + "MDMLog\n", + "CatTestEquipmentAttr\n", + "MDMTagParameter\n", + "ValueListValue\n", + "TplTestSequenceComp\n", + "ExtSystemAttr\n", + "TplSubMatrix\n", + "DescriptiveFile\n", + "Project\n", + "Workflow\n", + "ExtCompFile\n", + "CatTestEquipmentComp\n", + "TplTestSequenceRoot\n", + "Domain\n", + "WorkflowRun\n", + "TestStep\n", + "FavouriteLists\n", + "TplTestEquipmentRoot\n", + "PhysDimension\n", + "TplGroup\n", + "UnitUnderTest\n", + "MDMTagParameterSet\n", + "SubMatrix\n", + "MDMFunction\n", + "TokenType\n", + "Status\n", + "User\n", + "TplUnitUnderTestAttr\n", + "MDMTag\n", + "CatTestSequenceComp\n", + "TestStepFile\n", + "TplTest\n", + "Quantity\n", + "TplParameterSet\n", + "MDMAttr\n", + "ResultParameterSet\n", + "TplUnitUnderTestRoot\n", + "TplTestEquipmentAttr\n", + "WorkflowParameter\n", + "TplTestSequenceAttr\n", + "ToAction\n", + "UserParameter\n", + "AttributeMap\n", + "ActionRun\n", + "MeaQuantity\n" + ] + } + ], + "source": [ + "for entity in model.entities:\n", + " print(entity)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Examine a specific entitiy\n", + "The entitiy definition contains some information of the entity itself and all attributes and references of this entity.\n", + "\n", + "Have a specifc look to the *base_name* - in other data models your specific entity may have a diferent name. You can use the base_name for data model agnostic queries. \n", + "\n", + "Also the *aid* can be of importance of you deal directly with the ASAM ODS REST API, not using JAQueL." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "name: \"Unit\"\n", + "base_name: \"AoUnit\"\n", + "aid: 53\n", + "attributes {\n", + " key: \"dB\"\n", + " value {\n", + " name: \"dB\"\n", + " data_type: DT_BOOLEAN\n", + " length: 1\n", + " id: 8\n", + " }\n", + "}\n", + "attributes {\n", + " key: \"dB_reference_factor\"\n", + " value {\n", + " name: \"dB_reference_factor\"\n", + " data_type: DT_FLOAT\n", + " length: 1\n", + " id: 9\n", + " }\n", + "}\n", + "attributes {\n", + " key: \"Offset\"\n", + " value {\n", + " name: \"Offset\"\n", + " base_name: \"offset\"\n", + " data_type: DT_DOUBLE\n", + " length: 1\n", + " obligatory: true\n", + " id: 4\n", + " }\n", + "}\n", + "attributes {\n", + " key: \"Name\"\n", + " value {\n", + " name: \"Name\"\n", + " base_name: \"name\"\n", + " data_type: DT_STRING\n", + " length: 50\n", + " obligatory: true\n", + " id: 2\n", + " }\n", + "}\n", + "attributes {\n", + " key: \"MimeType\"\n", + " value {\n", + " name: \"MimeType\"\n", + " base_name: \"mime_type\"\n", + " data_type: DT_STRING\n", + " length: 256\n", + " obligatory: true\n", + " id: 5\n", + " }\n", + "}\n", + "attributes {\n", + " key: \"Id\"\n", + " value {\n", + " name: \"Id\"\n", + " base_name: \"id\"\n", + " data_type: DT_LONGLONG\n", + " length: 1\n", + " obligatory: true\n", + " unique: true\n", + " autogenerated: true\n", + " id: 1\n", + " }\n", + "}\n", + "attributes {\n", + " key: \"Factor\"\n", + " value {\n", + " name: \"Factor\"\n", + " base_name: \"factor\"\n", + " data_type: DT_DOUBLE\n", + " length: 1\n", + " obligatory: true\n", + " id: 3\n", + " }\n", + "}\n", + "attributes {\n", + " key: \"Description\"\n", + " value {\n", + " name: \"Description\"\n", + " base_name: \"description\"\n", + " data_type: DT_STRING\n", + " length: 500\n", + " id: 6\n", + " }\n", + "}\n", + "attributes {\n", + " key: \"DateCreated\"\n", + " value {\n", + " name: \"DateCreated\"\n", + " base_name: \"version_date\"\n", + " data_type: DT_DATE\n", + " length: 30\n", + " id: 7\n", + " }\n", + "}\n", + "relations {\n", + " key: \"WorkflowParameter\"\n", + " value {\n", + " name: \"WorkflowParameter\"\n", + " base_name: \"parameters\"\n", + " inverse_name: \"Unit\"\n", + " inverse_base_name: \"unit\"\n", + " entity_name: \"WorkflowParameter\"\n", + " entity_aid: 72\n", + " virtual_reference: true\n", + " range_max: -1\n", + " inverse_range_max: 1\n", + " relation_type: RT_INFO\n", + " relationship: RS_INFO_FROM\n", + " }\n", + "}\n", + "relations {\n", + " key: \"TplParameter\"\n", + " value {\n", + " name: \"TplParameter\"\n", + " base_name: \"parameters\"\n", + " inverse_name: \"Unit\"\n", + " inverse_base_name: \"unit\"\n", + " entity_name: \"TplParameter\"\n", + " entity_aid: 70\n", + " virtual_reference: true\n", + " range_max: -1\n", + " inverse_range_max: 1\n", + " relation_type: RT_INFO\n", + " relationship: RS_INFO_FROM\n", + " }\n", + "}\n", + "relations {\n", + " key: \"ResultParameter\"\n", + " value {\n", + " name: \"ResultParameter\"\n", + " base_name: \"parameters\"\n", + " inverse_name: \"Unit\"\n", + " inverse_base_name: \"unit\"\n", + " entity_name: \"ResultParameter\"\n", + " entity_aid: 65\n", + " virtual_reference: true\n", + " range_max: -1\n", + " inverse_range_max: 1\n", + " relation_type: RT_INFO\n", + " relationship: RS_INFO_FROM\n", + " }\n", + "}\n", + "relations {\n", + " key: \"Quantities\"\n", + " value {\n", + " name: \"Quantities\"\n", + " base_name: \"quantities\"\n", + " inverse_name: \"Unit\"\n", + " inverse_base_name: \"default_unit\"\n", + " entity_name: \"Quantity\"\n", + " entity_aid: 54\n", + " virtual_reference: true\n", + " range_max: -1\n", + " inverse_range_max: 1\n", + " relation_type: RT_INFO\n", + " relationship: RS_INFO_FROM\n", + " }\n", + "}\n", + "relations {\n", + " key: \"PhysDimension\"\n", + " value {\n", + " name: \"PhysDimension\"\n", + " base_name: \"phys_dimension\"\n", + " inverse_name: \"Units\"\n", + " inverse_base_name: \"units\"\n", + " entity_name: \"PhysDimension\"\n", + " entity_aid: 46\n", + " range_min: 1\n", + " range_max: 1\n", + " inverse_range_max: -1\n", + " relation_type: RT_INFO\n", + " relationship: RS_INFO_TO\n", + " }\n", + "}\n", + "relations {\n", + " key: \"MeaQuantities\"\n", + " value {\n", + " name: \"MeaQuantities\"\n", + " base_name: \"measurement_quantities\"\n", + " inverse_name: \"Unit\"\n", + " inverse_base_name: \"unit\"\n", + " entity_name: \"MeaQuantity\"\n", + " entity_aid: 79\n", + " virtual_reference: true\n", + " range_max: -1\n", + " inverse_range_max: 1\n", + " relation_type: RT_INFO\n", + " relationship: RS_INFO_FROM\n", + " }\n", + "}\n", + "relations {\n", + " key: \"MDMTagParameter\"\n", + " value {\n", + " name: \"MDMTagParameter\"\n", + " base_name: \"parameters\"\n", + " inverse_name: \"Unit\"\n", + " inverse_base_name: \"unit\"\n", + " entity_name: \"MDMTagParameter\"\n", + " entity_aid: 64\n", + " virtual_reference: true\n", + " range_max: -1\n", + " inverse_range_max: 1\n", + " relation_type: RT_INFO\n", + " relationship: RS_INFO_FROM\n", + " }\n", + "}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.entities[\"Unit\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Examine Attributes\n", + "Looking at the attributes is also important when examine the data model. Like entities, also attributes can have a base_name to be used for data model agnostsic queries.\n", + "\n", + "Furthermore *data_type* and *obligatory* information is important - especially when it comes to writing data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "name: \"Name\"\n", + "base_name: \"name\"\n", + "data_type: DT_STRING\n", + "length: 50\n", + "obligatory: true\n", + "id: 2" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.entities[\"Unit\"].attributes[\"Name\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Examine Relations\n", + "Relations describe the connection between entities. In a data model relations are important for exploring the data neighbors.\n", + "Relations have names to identify them (think of identifying a specific tire like \"front left\") and the definition of the entity they're pointing to: the *entity_name*.\n", + "With *range_min* and *range_max* you can determine whether a relation is obligatory.\n", + "In case a relation has also a (parallel) backward relation, the *inverse_name* contains this information." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "name: \"PhysDimension\"\n", + "base_name: \"phys_dimension\"\n", + "inverse_name: \"Units\"\n", + "inverse_base_name: \"units\"\n", + "entity_name: \"PhysDimension\"\n", + "entity_aid: 46\n", + "range_min: 1\n", + "range_max: 1\n", + "inverse_range_max: -1\n", + "relation_type: RT_INFO\n", + "relationship: RS_INFO_TO" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.entities[\"Unit\"].relations[\"PhysDimension\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Close session\n", + "Don't forget to close the session to release the connection license. Otherwise the session will be auto closed after 30 minutes of inactivity." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "conI.logout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## License\n", + "\n", + "Copyright © 2024 [Peak Solution GmbH](https://peak-solution.de)\n", + "\n", + "The training material in this repository is licensed under a Creative Commons BY-NC-SA 4.0 license. See [LICENSE](../LICENSE) file for more information." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "369f2c481f4da34e4445cda3fffd2e751bd1c4d706f27375911949ba6bb62e1c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/data_management_learning_path/ods/4_kaggl_electric_motor_temperature_example.ipynb b/data_management_learning_path/ods/4_kaggl_electric_motor_temperature_example.ipynb new file mode 100644 index 0000000..765065b --- /dev/null +++ b/data_management_learning_path/ods/4_kaggl_electric_motor_temperature_example.ipynb @@ -0,0 +1,693 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analyzing Electric Motor Temperatures with ASAM ODS " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example Notebook shows how to implement __[Kirgsn](https://www.kaggle.com/wkirgsn)__ example notebook __[EDA and Baseline on Motor Temperature Estimation](https://www.kaggle.com/code/wkirgsn/eda-and-baseline-on-motor-temperature-estimation)__ from __[Kaggl](https://www.kaggle.com)__ using odsbox. \n", + "\n", + "The data are collected by the LEA (Power Electronics and Electrical Drives) Department of the Paderborn University from a permanent magnet synchronous motor (PMSM) which is deployed on a test bench: __[Electric Motor Temperature](https://www.kaggle.com/datasets/wkirgsn/electric-motor-temperature)__. \n", + "\n", + "\n", + "The first sections are on initializing and connecting. The fun starts with \"Load data\"." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dependencies for this notebook" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The [ASAM ODSBox](https://pypi.org/project/odsbox/) contains some functionality that wraps the ODS HTTP API making using Python easier ;-)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from odsbox.con_i import ConI\n", + "from odsbox.submatrix_to_pandas import submatrix_to_pandas" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Electric Motor Temperature" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Establish session" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ODS HTTP API is a session based API. The session ID is called conI in the ODS documentation. The [ASAM ODSBox](https://pypi.org/project/odsbox/) uses con_i as API object representing the session. Close this session to release the connection license. Otherwise the session will be auto closed after 30 minutes of inactivity." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "conI = ConI(url='http://79.140.180.128:10032/api', auth=('Demo','mdm'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import Libs" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.colors import rgb2hex\n", + "import seaborn as sns\n", + "from sklearn.decomposition import PCA" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load Data\n", + "\n", + "The electric motor example data is stored in individual measurements starting with \"Profile*\" and we query für all (69) measurement (or more precisely their submatrices).\n", + "\n", + "(We gave those measurements a random start date, which we use to order them by date...)\n", + "\n", + "> The mass data hasn't been touched yet and we can examine it a bit before we actually load it - a bit like `shape` an steroids." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " SubMatrix.SubMatrixNoRows\n", + "MeaResult.Name \n", + "Profile_17 15964\n", + "Profile_05 14788\n", + "Profile_12 21942\n", + "Profile_32 20960\n", + "Profile_21 17321\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mea_lenghts = conI.query_data({\n", + " \"SubMatrix\": {\"measurement.test.Name\": {\"$like\": \"Profile*\"}},\n", + " \"$attributes\": {\n", + " \"measurement.Name\": 1,\n", + " \"SubMatrixNoRows\": 1\n", + " },\n", + " \"$orderby\": {\n", + " \"measurement.measurement_begin\": 1\n", + " }\n", + "})\n", + "\n", + "mea_lenghts = mea_lenghts.set_index(mea_lenghts.columns[0])\n", + "print(mea_lenghts.head())\n", + "\n", + "ax = mea_lenghts.plot.barh(figsize=(10, 20), title='Sample size')\n", + "_ = ax.set_xticks(2*3600*np.arange(1, 8)) # 2Hz sample rate\n", + "_ = ax.set_xticklabels(list(range(1, 8)))\n", + "_ = ax.set_xlabel('Time in hours')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "ax = mea_lenghts.plot.hist(title='Sample size distribution', bins=50, figsize=(10, 5), grid=True)\n", + "_ = ax.set_xticks(2*3600*np.arange(1, 8)) # 2Hz sample rate\n", + "_ = ax.set_xticklabels(list(range(1, 8)))\n", + "_ = ax.set_xlabel('Time in hours')\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Distributions\n", + "\n", + "Until now, we haven't loaded any mass data, yet. \n", + "\n", + "In our data model, the individual profiles are not contained in a big single dataset. They are stored profile by profile in so called submatrices (we looked at them before a bit). So we go and fetch the first profile returned as DataFrame by using `submatrix_to_dataframe`. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Profile_68\n" + ] + }, + { + "data": { + "text/html": [ + "
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U_qCoolantStator_windingU_dStator_toothMotor_speedI_dI_qPmStator_yokeAmbientTorque
0-1.25062226.94873926.401552-0.26926726.165591-0.003114-2.0008751.09774528.01124826.14167026.2800882.785112e-07
1-0.51044226.95080026.3967210.11005026.17223521.150647-4.751546-14.42155628.00212326.15525326.275925-1.122167e+01
2-0.38858026.95377626.4086940.90783026.17715342.000488-15.815420-49.22815427.99619826.15935426.280659-3.799358e+01
3-0.26057626.96265426.4018381.67835926.18183260.023822-25.347121-77.32750127.99354026.17369926.280193-5.986944e+01
40.13421526.94877826.3969262.58136726.17265780.657265-32.076248-97.31556028.00160226.18149026.277929-7.541367e+01
\n", + "
" + ], + "text/plain": [ + " U_q Coolant Stator_winding U_d Stator_tooth Motor_speed \\\n", + "0 -1.250622 26.948739 26.401552 -0.269267 26.165591 -0.003114 \n", + "1 -0.510442 26.950800 26.396721 0.110050 26.172235 21.150647 \n", + "2 -0.388580 26.953776 26.408694 0.907830 26.177153 42.000488 \n", + "3 -0.260576 26.962654 26.401838 1.678359 26.181832 60.023822 \n", + "4 0.134215 26.948778 26.396926 2.581367 26.172657 80.657265 \n", + "\n", + " I_d I_q Pm Stator_yoke Ambient Torque \n", + "0 -2.000875 1.097745 28.011248 26.141670 26.280088 2.785112e-07 \n", + "1 -4.751546 -14.421556 28.002123 26.155253 26.275925 -1.122167e+01 \n", + "2 -15.815420 -49.228154 27.996198 26.159354 26.280659 -3.799358e+01 \n", + "3 -25.347121 -77.327501 27.993540 26.173699 26.280193 -5.986944e+01 \n", + "4 -32.076248 -97.315560 28.001602 26.181490 26.277929 -7.541367e+01 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_matrices = conI.query_data({\n", + " \"SubMatrix\": {\"measurement.name\": {\"$like\": \"Profile_68*\"}},\n", + " \"$attributes\": {\n", + " \"measurement.Name\": 1,\n", + " \"Id\": 1\n", + " },\n", + " \"$orderby\": {\n", + " \"measurement.measurement_begin\": 1\n", + " }\n", + "})\n", + "\n", + "# just pick the first one\n", + "dm_id = data_matrices[\"SubMatrix.Id\"][0]\n", + "profile_name = data_matrices[\"MeaResult.Name\"][0]\n", + "\n", + "print(profile_name)\n", + "\n", + "dm_df = submatrix_to_pandas(conI, dm_id)\n", + "if \"Time\" in dm_df.columns:\n", + " #dm_df.set_index(\"Time\", inplace=True)\n", + " dm_df = dm_df.drop(\"Time\", axis=1)\n", + "elif \"time\" in dm_df.columns:\n", + " #dm_df.set_index(\"time\", inplace=True)\n", + " dm_df = dm_df.drop(\"time\", axis=1)\n", + "dm_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "... and now plot the distribution ...." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "target_features = ['Pm', 'Stator_tooth', 'Stator_yoke', 'Stator_winding']\n", + "\n", + "# prepare colors\n", + "color_list = plt.cm.tab10(np.linspace(0, 1, 10)[list(range(10))+[0, 1]])\n", + "coi = target_features + [c for c in dm_df if c not in target_features] # columns of interest\n", + "feat_clrs = {k: rgb2hex(color_list[i][:3]) for i, k in enumerate(coi)} if color_list is not None else {}\n", + "\n", + "n_cols = 4\n", + "n_rows = np.ceil(dm_df.shape[1] / n_cols).astype(int)\n", + "fig, axes = plt.subplots(n_rows, n_cols, figsize=(2.8*n_cols, n_rows*3))\n", + "for i, (ax, col) in enumerate(zip(axes.flatten(), list(dm_df.columns))):\n", + " sns.histplot(dm_df[col], kde=True, stat=\"density\", ax=ax, color=feat_clrs[col])\n", + " if i % n_cols == 0:\n", + " ax.set_ylabel('Frequency')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "### Time series gestalt\n", + "\n", + "First we'll get an overview of the target temperature trends.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dm_df = submatrix_to_pandas(conI, dm_id)\n", + "if \"Time\" in dm_df.columns:\n", + " dm_df.set_index(\"Time\", inplace=True)\n", + "elif \"time\" in dm_df.columns:\n", + " dm_df.set_index(\"time\", inplace=True)\n", + "\n", + "coi = target_features\n", + "fig, ax = plt.subplots()\n", + "for c in coi:\n", + " lines = ax.plot(dm_df[c], label=c, color=feat_clrs[c])\n", + "ax.set_title(profile_name)\n", + "ax.set_ylabel('Temp in °C')\n", + "ax.set_xlabel('Time in sec')\n", + " \n", + "fig.tight_layout()\n", + "# _ = ax.legend(ncol=15, loc='lower center', bbox_to_anchor=(.5, 1), bbox_transform=fig.transFigure)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "Now we have a look at the input features" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coi = [c for c in dm_df if c not in target_features]\n", + "max_values_per_col = dm_df.abs().max(axis=0)\n", + "fig, ax = plt.subplots()\n", + "for c in coi:\n", + " lines = ax.plot(dm_df[c]/max_values_per_col[c], label=c, color=feat_clrs[c])\n", + "ax.set_title(profile_name)\n", + "ax.set_ylabel('Normalized feature')\n", + "ax.set_xlabel('Time in sec')\n", + "fig.tight_layout()\n", + "#_ = ax.legend(ncol=15, loc='lower center', bbox_to_anchor=(.5, 1), bbox_transform=fig.transFigure)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = dm_df[target_features].rolling(200).mean().plot(kind=\"line\", subplots=False, title=profile_name)\n", + "_ = dm_df.drop(target_features,axis=1).rolling(200).mean().plot(kind=\"line\", subplots=True, layout=(4,2), title=profile_name)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "### Operation points\n", + "\n", + "The operation point of a motor is often explained by its location in the motor_speed-torque-plane.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Motor speed in rpm')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(dm_df['Motor_speed'], dm_df['Torque'])\n", + "ax.set_title(profile_name)\n", + "ax.set_ylabel('Torque in Nm')\n", + "ax.set_xlabel('Motor speed in rpm')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that some driving cycles only capture little of the valid operation region, while other profiles do comprehensive random walks over the full operative range.\n", + "\n", + "Note that motors are power rated, and since power is defined as P=motorspeed⋅torque, there are elliptical borders that can't be exceeded.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "### Dimensionality reduced visualization\n", + "\n", + "Depict the sessions principal component axes, shifting the color from blue to red as the permanent magnet temperature rises.\n", + "\n", + "Showing the two most significant principal components.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "# normalize\n", + "dm_df = submatrix_to_pandas(conI, dm_id)\n", + "\n", + "dm_df = dm_df / dm_df.abs().max(axis=0)\n", + "transformed = PCA().fit_transform(dm_df.drop(target_features, axis=1))\n", + "sess_df = dm_df\n", + "_trans = transformed[sess_df.index, :]\n", + "plt.scatter(_trans[:, 0], _trans[:, 1], c=dm_df.loc[sess_df.index, 'Pm'].values, cmap=plt.get_cmap('coolwarm'), marker='.', vmin=dm_df['Pm'].min(), vmax=dm_df['Pm'].max())\n", + "plt.xlim(-1, 1)\n", + "plt.ylim(-1, 1)\n", + "plt.tick_params(axis='both', which='both', bottom=False, top=False,\n", + " labelbottom=False, right=False, left=False,\n", + " labelleft=False)\n", + "plt.tight_layout()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Close session\n", + "Don't forget to close the session to release the connection license. Otherwise the session will be auto closed after 30 minutes of inactivity." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "conI.logout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Acknowledgement \n", + "\n", + "The data used by this notebook is based on the Kaggle [Electric Motor Temperature](https://www.kaggle.com/datasets/wkirgsn/electric-motor-temperature) data provided by *Paderborn University* under the [CC BY-SA 4.0-License](\n", + "https://creativecommons.org/licenses/by-sa/4.0/)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## License\n", + "\n", + "Copyright © 2024 [Peak Solution GmbH](https://peak-solution.de)\n", + "\n", + "The training material in this repository is licensed under a Creative Commons BY-NC-SA 4.0 license. See [LICENSE](../LICENSE) file for more information." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "369f2c481f4da34e4445cda3fffd2e751bd1c4d706f27375911949ba6bb62e1c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/data_management_learning_path/references.bib b/data_management_learning_path/references.bib new file mode 100644 index 0000000..a49ba48 --- /dev/null +++ b/data_management_learning_path/references.bib @@ -0,0 +1,2 @@ +--- +--- \ No newline at end of file diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..e932004 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,6 @@ +jupyter-book +matplotlib +numpy +ghp-import +odsbox[exd-data] +scikit-learn