From e16eefbf88811e105f8db688aebc0471e844c9c3 Mon Sep 17 00:00:00 2001 From: oleh_mykolaishyn Date: Thu, 7 Nov 2024 22:20:21 +0200 Subject: [PATCH] microsoft demo wwi --- .github/cicd.yml | 41 -- .github/workflows/cicd.yml | 64 +++ .gitignore | 311 ++++++++++++ 01_raw | 1 - 02_data_product | 1 - data_product/.dockerignore | 2 + data_product/.env.dist | 28 ++ data_product/.flake8 | 4 + data_product/.releaserc | 62 +++ data_product/CHANGELOG.md | 23 + data_product/Dockerfile | 24 + data_product/Makefile | 45 ++ data_product/README.md | 99 ++++ .../data-product-microsoft-wwi.py | 234 +++++++++ .../data-product-microsoft-wwi.json | 63 +++ data_product/docker-compose.yml | 16 + .../documentation/run_locally/Ubuntu_22.04.md | 97 ++++ .../documentation/run_locally/Windows_10.md | 97 ++++ .../documentation/run_locally/Windows_11.md | 82 +++ .../run_locally/img/linux_containers.png | Bin 0 -> 58176 bytes .../run_locally/img/linux_delta.png | Bin 0 -> 214776 bytes 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create mode 100644 raw/src/raw_microsoft_wwi/schemas/system_versioned_tables_schemas/Warehouse_StockItems.json create mode 100644 raw/src/raw_microsoft_wwi/transformer/__init__.py create mode 100644 raw/src/raw_microsoft_wwi/transformer/transformer.py create mode 100644 raw/src/raw_microsoft_wwi/writer/__init__.py create mode 100644 raw/src/raw_microsoft_wwi/writer/writer.py create mode 100644 raw/src/raw_microsoft_wwi_fixtures_generator/__init__.py create mode 100644 raw/src/raw_microsoft_wwi_fixtures_generator/app.py create mode 100644 raw/src/raw_microsoft_wwi_fixtures_generator/writer/__init__.py create mode 100644 raw/src/raw_microsoft_wwi_fixtures_generator/writer/writer.py create mode 100644 raw/src/run_locally.py diff --git a/.github/cicd.yml b/.github/cicd.yml deleted file mode 100644 index 010eee7..0000000 --- a/.github/cicd.yml +++ /dev/null @@ -1,41 +0,0 @@ -name: 'Build and Deploy to Databricks' - -on: - workflow_dispatch: - inputs: - projectFolders: - description: 'List of folders to run' - required: true - type: choice - options: - - 01_raw - - 02_data_product - -jobs: - deploy: - name: "Build and Deploy Bundle" - runs-on: ubuntu-latest - - steps: - - uses: actions/checkout@v4 - - - run: pip install poetry - - # Download the Databricks CLI. - # See https://github.com/databricks/setup-cli - - uses: databricks/setup-cli@main - - - run: databricks bundle validate - working-directory: ./${{ github.event.inputs.projectFolders }}/ - env: - DATABRICKS_TOKEN: ${{ secrets.SP_TOKEN }} - DATABRICKS_BUNDLE_ENV: dev - - # Deploy the bundle to the "qa" target as defined - # in the bundle's settings file. - - run: databricks bundle deploy - working-directory: ./${{ github.event.inputs.projectFolders }}/ - env: - DATABRICKS_TOKEN: ${{ secrets.SP_TOKEN }} - DATABRICKS_BUNDLE_ENV: dev - diff --git a/.github/workflows/cicd.yml b/.github/workflows/cicd.yml new file mode 100644 index 0000000..fb77bd5 --- /dev/null +++ b/.github/workflows/cicd.yml @@ -0,0 +1,64 @@ +name: 'Deploy Microsoft WWI packages to Databricks' + +on: + workflow_dispatch: + inputs: + cluster_id: + description: 'Optionaly overwrite job cluster' + required: false + type: string + default: '' + +jobs: + deploy: + name: "Build and Deploy Bundle to the Workspaces" + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v4 + + - run: pip install poetry + + # Download the Databricks CLI. + # See https://github.com/databricks/setup-cli + - uses: databricks/setup-cli@main + + - name: Configure demo auth profile + run: | + echo -e "[demo]\nhost=${{ secrets.DATABRICKS_HOST }}" > .databrickscfg + + - name: Validation + run: | + databricks auth env --host ${{ secrets.DATABRICKS_HOST }} + databricks bundle validate \ + -p demo + env: + DATABRICKS_CONFIG_FILE: .databrickscfg + DATABRICKS_TOKEN: ${{ secrets.DATABRICKS_TOKEN }} + DATABRICKS_BUNDLE_ENV: demo + + # Deploy the bundle to the "demo" target as defined + # in the bundle's settings file. + - name: Deploy with custom cluster + if: ${{ github.event.inputs.cluster_id != '' }} + run: | + databricks bundle deploy \ + -c ${{ github.event.inputs.cluster_id }} \ + -p demo + + env: + DATABRICKS_CONFIG_FILE: .databrickscfg + DATABRICKS_TOKEN: ${{ secrets.DATABRICKS_TOKEN }} + DATABRICKS_BUNDLE_ENV: demo + + - name: Deploy with default cluster + if: ${{ github.event.inputs.cluster_id == '' }} + run: | + databricks bundle deploy \ + -p demo + + env: + DATABRICKS_CONFIG_FILE: .databrickscfg + DATABRICKS_TOKEN: ${{ secrets.DATABRICKS_TOKEN }} + DATABRICKS_BUNDLE_ENV: demo + diff --git a/.gitignore b/.gitignore new file mode 100755 index 0000000..924b425 --- /dev/null +++ b/.gitignore @@ -0,0 +1,311 @@ +.python-version +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +.idea/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +.idea/ +incremental_insert_test +delta_tables/ +.databricks \ No newline at end of file diff --git a/01_raw b/01_raw deleted file mode 160000 index c98d5ec..0000000 --- a/01_raw +++ /dev/null @@ -1 +0,0 @@ -Subproject commit c98d5ec747c636f4df48c826da9da4e3b2fc4a6b diff --git a/02_data_product b/02_data_product deleted file mode 160000 index dbd72d2..0000000 --- a/02_data_product +++ /dev/null @@ -1 +0,0 @@ -Subproject commit dbd72d22c33a7be593a69af658032d944ffdabcd diff --git a/data_product/.dockerignore b/data_product/.dockerignore new file mode 100644 index 0000000..b6befe6 --- /dev/null +++ b/data_product/.dockerignore @@ -0,0 +1,2 @@ +Dockerfile +.env diff --git a/data_product/.env.dist b/data_product/.env.dist new file mode 100644 index 0000000..856d06e --- /dev/null +++ b/data_product/.env.dist @@ -0,0 +1,28 @@ +COMPOSE_PROJECT_NAME=epmadpafic_product + +MSSQL_PORT=1433 +MSSQL_URL=localhost +MSSQL_PASSWORD=qwe7890 +MSSQL_USER_NAME=sa +MSSQL_DB_NAME=WideWorldImporters-Data-Product +MSSQL_DIMENSIONS_SCHEMA=Dimension +MSSQL_FACT_SCHEMA=Fact + +DELTA_TABLES_SRS=//delta-tables/source +DELTA_TABLES_DEST=//delta-tables/destination + +DATABRICKS_SCHEMA=data_product_microsoft_wwi + +APP_LOG_MODE=DEBUG +SPARK_LOG_MODE=WARN +PY4J_LOG_MODE=INFO + +SYNAPSE_URL=/ +SYNAPSE_TEMP_DIR=/ + +SNOWFLAKE_URL=/ +SNOWFLAKE_USER=/ +SNOWFLAKE_KEY=/ +SNOWFLAKE_DATABASE=/ +SNOWFLAKE_SCHEMA=/ +SNOWFLAKE_WAREHOUSE=/ diff --git a/data_product/.flake8 b/data_product/.flake8 new file mode 100644 index 0000000..43235f7 --- /dev/null +++ b/data_product/.flake8 @@ -0,0 +1,4 @@ +# Autoformatter friendly flake8 config (all formatting rules disabled) +[flake8] +#extend-ignore = E501 +ignore = E501, W504 diff --git a/data_product/.releaserc b/data_product/.releaserc new file mode 100644 index 0000000..55f7db8 --- /dev/null +++ b/data_product/.releaserc @@ -0,0 +1,62 @@ +{ + "branches": [ + "main" + ], + "tagFormat": "${version}", + "debug": "true", + "plugins": [ + [ + "@semantic-release/commit-analyzer", + { + "parserOpts": { + "mergePattern": "^Merged PR (\\d+): (\\w*)(?:\\(([\\w\\$\\.\\-\\* ]*)\\))?\\: (.*)$", + "mergeCorrespondence": [ + "id", + "type", + "scope", + "subject" + ], + "headerPattern": "undefined", + "headerCorrespondence": [] + } + } + ], + [ + "@semantic-release/release-notes-generator", + { + "parserOpts": { + "mergePattern": "^Merged PR (\\d+): (\\w*)(?:\\(([\\w\\$\\.\\-\\* ]*)\\))?\\: (.*)$", + "mergeCorrespondence": [ + "id", + "type", + "scope", + "subject" + ] + } + } + ], + [ + "@semantic-release/changelog", + { + "changelogFile": "CHANGELOG.md", + "changelogTitle": "# Semantic Versioning Changelog" + } + ], + [ + "@semantic-release/git", + { + "assets": [ + "CHANGELOG.md" + ] + } + ], + [ + "semantic-release-ado", + { + "varName": "version", + "setOnlyOnRelease": true, + "isOutput": true + } + ] + ] +} \ No newline at end of file diff --git a/data_product/CHANGELOG.md b/data_product/CHANGELOG.md new file mode 100644 index 0000000..2e59f74 --- /dev/null +++ b/data_product/CHANGELOG.md @@ -0,0 +1,23 @@ +# Semantic Versioning Changelog + +# [1.6.0](https://dev.azure.com/epma-dpaf/iacda/_git/data-product-microsoft-wwi/compare/1.5.11...1.6.0) (2023-08-29) + + +### Bug Fixes + +* added mergePattern to release notes generator in .releaserc ([707141c](https://dev.azure.com/epma-dpaf/iacda/_git/data-product-microsoft-wwi/commit/707141c535a95db3a8002afbf5a8f9ab3f64b1c9)) +* added variable to release branch parameter in semantic_versioning.yml ([782b38f](https://dev.azure.com/epma-dpaf/iacda/_git/data-product-microsoft-wwi/commit/782b38f3aab42e5217cc392bdfb7baa3579c4d74)) +* configured .releaserc accordingly to ADO merge commit message standard ([aced768](https://dev.azure.com/epma-dpaf/iacda/_git/data-product-microsoft-wwi/commit/aced76880ca28b47f6687fedc1f860dfa9836f65)) +* of using the project name parameter. ([6d396b0](https://dev.azure.com/epma-dpaf/iacda/_git/data-product-microsoft-wwi/commit/6d396b0eb6a7389bc831d66a3ccb24310a7b44da)) + + +### Features + +* update data product to use Unity Catalog ([255c820](https://dev.azure.com/epma-dpaf/iacda/_git/data-product-microsoft-wwi/commit/255c8208ce17b7f3ab1d9f21fc667fcd913d7e9d)) + +## [1.5.11](https://dev.azure.com/epma-dpaf/iacda/_git/data-product-microsoft-wwi/compare/1.5.10...1.5.11) (2023-02-27) + + +### Bug Fixes + +* renamed template to pull_request_validation_template in azure_pipelines/pr_title_validation.yml ([51b9557](https://dev.azure.com/epma-dpaf/iacda/_git/data-product-microsoft-wwi/commit/51b9557b3b5e473b327dbcee30ee2afdc9679d38)) diff --git a/data_product/Dockerfile b/data_product/Dockerfile new file mode 100644 index 0000000..6e07489 --- /dev/null +++ b/data_product/Dockerfile @@ -0,0 +1,24 @@ +FROM mcr.microsoft.com/mssql/server:2019-latest + +ARG ACCEPT_EULA=Y + +USER root + +RUN export ACCEPT_EULA=${ACCEPT_EULA} +RUN export DEBIAN_FRONTEND=noninteractive + +RUN ACCEPT_EULA=${ACCEPT_EULA} DEBIAN_FRONTEND=noninteractive + +RUN ACCEPT_EULA=${ACCEPT_EULA} DEBIAN_FRONTEND=noninteractive apt update -y +RUN ACCEPT_EULA=${ACCEPT_EULA} DEBIAN_FRONTEND=noninteractive apt upgrade -y + +RUN apt install curl -y + +RUN apt-get update && apt-get install -y gnupg2 +RUN curl https://packages.microsoft.com/keys/microsoft.asc | apt-key add - +RUN curl https://packages.microsoft.com/config/ubuntu/20.04/prod.list | tee /etc/apt/sources.list.d/msprod.list + +RUN apt-get update +RUN apt-get install mssql-tools unixodbc-dev -y + +RUN mkdir /opt/mssql/data diff --git a/data_product/Makefile b/data_product/Makefile new file mode 100755 index 0000000..16899cc --- /dev/null +++ b/data_product/Makefile @@ -0,0 +1,45 @@ +include .env + +# .PHONY: start build stop + +default: up +start: up +show: state +ps: state +status: state +run: exec + +up: + @echo "Starting $(COMPOSE_PROJECT_NAME)..." + docker compose up -d + +build: + @echo "Build and start $(COMPOSE_PROJECT_NAME)..." + docker compose up -d --build + +stop: + @echo "Stop $(COMPOSE_PROJECT_NAME)..." + docker compose stop + +down: + @echo "Down $(COMPOSE_PROJECT_NAME) and remove resources" + docker compose down -v + +state: + @echo "Show running containers" + docker compose ps + +exec: + @echo "Exec container $(COMPOSE_PROJECT_NAME) and bash" + docker exec -ti $(COMPOSE_PROJECT_NAME)-mssql bash + +restore: up + @echo "Restore WWI data to MSSQL db" + docker exec -ti $(COMPOSE_PROJECT_NAME)-mssql /opt/mssql-tools/bin/sqlcmd \ + -U $(MSSQL_USER_NAME) \ + -P $(MSSQL_PASSWORD) \ + -i /usr/sqlscripts/init_product_db.sql \ + -v MSSQL_DB_NAME=$(MSSQL_DB_NAME) MSSQL_DIMENSIONS_SCHEMA=$(MSSQL_DIMENSIONS_SCHEMA) MSSQL_FACT_SCHEMA=$(MSSQL_FACT_SCHEMA) + +%: + @: diff --git a/data_product/README.md b/data_product/README.md new file mode 100644 index 0000000..24756a7 --- /dev/null +++ b/data_product/README.md @@ -0,0 +1,99 @@ +# Wide World Importers data transformation using Spark + +## Project Description +“data-product-microsoft-wwi” project is the part of [IACDA accelerator](https://kb.epam.com/display/EPMADPAF/IACDA+-+Infrastructure+as+Code+Data+Accelerator) data pipelines. It was designed using the sample database for the fictitious company [Wide World Importers](https://learn.microsoft.com/en-us/sql/samples/wide-world-importers-what-is?view=sql-server-ver16) and rely on the Apache Spark and use Delta as a data format for storing data. “data-product-microsoft-wwi” project reads delta tables created by “raw-microsoft-wwi” project, changes the data structure, and creates Data Warehouse (transformation part). The logic of the pipelines is displayed on the schema below. + +![pipeline_schema.png](documentation/run_locally/img/pipeline_schema.png) + +This README describes how to work with the Project in your local environment. For more information on this data pipeline in general and instructions how to run it in Databricks please go to the [IACDA Databricks Data Pipelines](https://kb.epam.com/display/EPMADPAF/Databricks+Data+Pipelines). + +## Project repository main components + +1. Guides for Project local run +- `/documentation` – guides for various operating systems: Linux, Windows 10, Windows 11 with WSL + +2. Installation files +- `.env.dist` – distributive for environment settings (delta tables destination path etc.) +- `install.sh` – installation script +- `pyproject.toml`, `poetry.toml` – configuration files + +3. Sources to restore the WideWorldImporters Database in docker container - optional part (Database within the docker is only needed if you want to download application data into the Microsoft SQL Server using Spark) +- `Makefile`, `docker-compose.yml`, `init_product_db.sql` + +4. Project main resources +- `/src/raw_microsoft_wwi` – Loaders (Readers, Writers, Filter), Transformers, Configuration files etc. +- `/src/tests` – Loaders, Transformers, Fixtures for Project tests +- `/src/run_locally.py` – script for Project launch + +5. Project deploy tools +- `/azure_pipelines` – ".yml" pipelines to continuously test, build, and deploy Project code +- `/databricks_notebooks` and `/databricks_jobs` – resources for Project run in Azure Databricks + +6. Test data - optional part +- `/data/raw` – previously recorded delta tables from “raw-microsoft-wwi” project to launch “data-product-microsoft-wwi” without “raw-microsoft-wwi” running first. + + +7. E2E Testing tools +- `/e2e-testing-test-data` - data-product area e2e testing expected delta tables + + +## How to Install and Run the Project +Please, follow the guide that matches your operating system for local run: +- [Linux](documentation/run_locally/Ubuntu_22.04.md) +- [Windows 10](documentation/run_locally/Windows_10.md) +- [Windows 11 + WSL](documentation/run_locally/Windows_11.md) + +## How to Use the Project +Please note, that you have to build a `.whl` file before run the project “data-product-microsoft-wwi” in Databricks. Wheels (.whl file) - component of the Python ecosystem that helps to make package installs just work. Open the local “data-product-microsoft-wwi” project and run below command in console. + +```shell +$ poetry build -f wheel +``` + +As a result it creates a "dist" folder with `.whl` file. Then you have to open a `Databricks/Compute -> Your cluster -> Libraries -> Install new`. For more information about running in Databricks please go to the [IACDA Databricks Data Pipelines](https://kb.epam.com/display/EPMADPAF/Databricks+Data+Pipelines) + +## Unit tests +Run pytest as: +```shell +pytest src/tests +``` +If you want to see a code coverage: +```shell +pytest --cov=data_product_microsoft_wwi src/tests +``` + + +## E2E Tests +E2E testing is a part of Databricks CI/CD workflow. E2E tests is running automatically on deployment to Staging environment. See more details about CI/CD processes [here](https://kb.epam.com/pages/viewpage.action?pageId=1774421408) +E2E tests is executing on truncated version of [Wide World Importers database](https://learn.microsoft.com/en-us/sql/samples/wide-world-importers-what-is?view=sql-server-ver16). +To run E2E tests manually on Databricks, you have to: +1. Specify job run_mode parameter - is_e2e to True(by default it's False) +2. Specify raw_area_path variable - path of actual delta tables +3. Specify e2e_expected_data_path variable - location of expected delta tables +4. Wait till job execution will be finished :) + +After execution, you will get message with result of your tests. In case if tests failed - you will get detailed message with root cause of your fail. +For more detailed instructions how to run E2E tests in Databricks please visit [How to run E2E Tests on Databricks](https://kb.epam.com/display/EPMADPAF/How+to+run+E2E+Tests+on+Databricks) + + +## Troubleshooting +* If after the app running you got en Py4JJavaError `ModuleNotFoundError`. + It means Spark can't find the required jar files that he needs. Method to resolve. Try one of them in this sequence: + * Set `export PATH=$PATH:~/.ivy2/jars` + * Then add the command above to your `~/.bashrc` file + * Reboot your computer. It can help if you just installed Java. + * Copy required jar files from `.ivy2/jars` to `.venv/lib/python3.8/site-packages/pyspark/jars` + + +* If you have an exception when trying to run the app locally: + _java.net.ConnectException: Call From to localhost:9000 failed on connection exception: java.net.ConnectException: Connection refused_ + It probably means that Spark trying get files from HDFS by default. + To resolve it try to add the prefix `file://` before delta tables path in `.env` file. + E.g. `DELTA_TABLES_DEST=file:////delta-tables/source` + `DELTA_TABLES_DEST=file:////delta-tables/destination` + + +* If you got an error when trying to establish a connection to db like this: + _The driver could not establish a secure connection to SQL Server by using Secure Sockets Layer (SSL) encryption. + Error: "PKIX path building failed: sun.security.provider.certpath.SunCertPathBuilderException: unable to find valid certification path to requested target"._ + To resolve this issue try to `trustServerCertificate=true` as an option in db connection URL in the `run_locally.py` \ No newline at end of file diff --git a/data_product/bundle/databricks-notebooks/data-product-microsoft-wwi/data-product-microsoft-wwi.py b/data_product/bundle/databricks-notebooks/data-product-microsoft-wwi/data-product-microsoft-wwi.py new file mode 100644 index 0000000..f898081 --- /dev/null +++ b/data_product/bundle/databricks-notebooks/data-product-microsoft-wwi/data-product-microsoft-wwi.py @@ -0,0 +1,234 @@ +# Databricks notebook source +# MAGIC %md +# MAGIC Set config variables through widgets +# MAGIC * catalog - Databricks catalog where data ingested with raw-microsoft-wwi is located and to which data product tables will be written +# MAGIC * destination - choose a kind of destination loading. Default is 'delta' +# MAGIC * is_e2e - notebook run-mode. Could be True (e2e mode) or False (default mode). +# MAGIC * load_datetime - up to time for incremental loading. The format may be the year `2014` only, or more precisely `2014-01-01T00:00:00`. Default is '' +# MAGIC * source_tables_schema - Databricks schema where data ingested with raw-microsoft-wwi is located + +# COMMAND ---------- + +import arrow +import datetime + +dbutils.widgets.text("load_datetime", "") +dbutils.widgets.text("is_e2e", "False") +dbutils.widgets.dropdown("destination", "delta", ["delta"]) +dbutils.widgets.text("catalog", "wwi_demo") +dbutils.widgets.text("destination_schema", "02_data_product_microsoft_wwi") +dbutils.widgets.text("source_tables_schema", "raw_microsoft_wwi") +dbutils.widgets.text('raw_area_path', 'raw') +dbutils.widgets.text('data_product_area_path', 'data_product') + +load_datetime = dbutils.widgets.get("load_datetime") +catalog = dbutils.widgets.get("catalog") +source_tables_schema = dbutils.widgets.get("source_tables_schema") + +DESTINATIONS = dbutils.widgets.get("destination") + +formats = {4: '%Y', 19: '%Y-%m-%dT%H:%M:%S'} +DATE_TO = f"{datetime.datetime.now():%Y-%m-%d %H:%M:%S}" + +try: + if len(load_datetime) > 0: + DATE_TO = datetime.datetime.strptime(load_datetime, formats[len(load_datetime)]) + now = datetime.datetime.now() + if DATE_TO > now: + DATE_TO = now +except (NameError, ValueError, KeyError, TypeError) as err: + raise ValueError("Wrong format or symbol(s). Correct examples: '2014' or '2014-01-01T00:00:00' or leave blank to use datetime.now()") from err + +IS_E2E = eval(dbutils.widgets.get("is_e2e")) + +run_mode = "default" if not IS_E2E else "e2e_test" +if run_mode == "e2e_test": + print("Running in E2E mode") +else: + print("Running in default node") + +DATABRICKS_SCHEMA = ( + dbutils.widgets.get("destination_schema") if not run_mode == "e2e_test" else + "data_product_microsoft_wwi_actual_e2e_v2" +) +LOGGING_LEVEL = "WARNING" + +# Set attempts and back off factor +MAX_ATTEMPTS = 3 +BACKOFF_FACTOR = 1.5 +CALENDAR_START_DATE_STR = "2000-01-01" + +RAW_AREA_PATH = ( + dbutils.widgets.get('raw_area_path') if not run_mode == "e2e_test" else + dbutils.secrets.get(scope="external", key="raw-e2e-path") +) +DATA_PRODUCT_AREA_PATH = ( + dbutils.widgets.get('data_product_area_path') if not run_mode == "e2e_test" else + dbutils.secrets.get(scope="external", key="data-product-e2e-path") +) + +INPUT_DELTA_TABLES_PATH = f"{RAW_AREA_PATH}/microsoft-wwi/" +OUTPUT_DELTA_TABLES_PATH = f"{DATA_PRODUCT_AREA_PATH}/microsoft-wwi/" + +E2E_EXPECTED_DATA_PATH = ( + f"{dbutils.secrets.get(scope='external', key='e2e-expected-data-path')}" + f"/data-product/microsoft-wwi/" +) if run_mode == "e2e_test" else "" + +# COMMAND ---------- + +# MAGIC %md +# MAGIC Import required libs and set logging level. +# MAGIC Set path varaibles from vault + +# COMMAND ---------- + +from data_product_microsoft_wwi.app import TransformerFactory, TransformerType, TransformationType +from data_product_microsoft_wwi.configuration import merge_keys_names, output_table_name_path, \ + OutputDimensionsTableNames, OutputFactTableName +from data_product_microsoft_wwi.helpers import retry +from data_product_microsoft_wwi.loaders import SaveType +from data_product_microsoft_wwi.e2e_tests.e2e import run_e2e_workflow +from py4j.protocol import Py4JJavaError +import logging + +logging.getLogger().setLevel(LOGGING_LEVEL) + +transformer_factory = TransformerFactory(DATE_TO) +retry_decorator = retry(max_attempts=MAX_ATTEMPTS, backoff_factor=BACKOFF_FACTOR, expected_exceptions=[Py4JJavaError]) +dimensions_save_list = [ + OutputDimensionsTableNames.CITY, + OutputDimensionsTableNames.CUSTOMER, + OutputDimensionsTableNames.EMPLOYEE, + OutputDimensionsTableNames.CALENDAR, + OutputDimensionsTableNames.STOCK_ITEM, + OutputDimensionsTableNames.TRANSACTION_TYPE, + OutputDimensionsTableNames.SUPPLIER, + OutputDimensionsTableNames.PAYMENT_METHOD, +] + +facts_save_list = [ + OutputFactTableName.SALE, + OutputFactTableName.STOCK_HOLDING, + OutputFactTableName.ORDER, +] + +# COMMAND ---------- + +# MAGIC %md +# MAGIC Delta Lake loading + +# COMMAND ---------- + +if 'delta' in DESTINATIONS or 'all' in DESTINATIONS: + delta_transformer = transformer_factory.get_transformer(TransformerType.DELTA, + source_catalog=catalog, source_schema=source_tables_schema, + catalog=catalog, schema=DATABRICKS_SCHEMA, + merge_keys_names=merge_keys_names, + start_date=arrow.get(CALENDAR_START_DATE_STR).date()) + delta_transformer.transform(TransformationType.DIMENSIONS) + delta_transformer.save(SaveType.OVERWRITE, dimensions_save_list) + delta_transformer.transform(TransformationType.FACTS, DATE_TO) + delta_transformer.save(SaveType.MERGE if DATE_TO else SaveType.OVERWRITE, facts_save_list) + +# COMMAND ---------- + +# MAGIC %md +# MAGIC Azure SQL loading + +# COMMAND ---------- + +if 'sql' in DESTINATIONS or 'all' in DESTINATIONS: + DB_URL = dbutils.secrets.get(scope="external", key="mssql-wideworldimporters-data-product-database-url") + DB_USERNAME = dbutils.secrets.get(scope="external", key="mssql-server-databricks-username") + DB_PASSWORD = dbutils.secrets.get(scope="external", key="mssql-server-databricks-password") + + azure_transformer = transformer_factory.get_transformer(TransformerType.SQL, + source_catalog=catalog, source_schema=source_tables_schema, + db_url=DB_URL, + user=DB_USERNAME, + password=DB_PASSWORD, + output_table_name_paths=output_table_name_path, + merge_keys_names=merge_keys_names, + start_date=arrow.get(CALENDAR_START_DATE_STR).date() + ) + + azure_transformer.transform(TransformationType.DIMENSIONS) + retry_decorator(azure_transformer.save)(SaveType.OVERWRITE, dimensions_save_list) + + azure_transformer.transform(TransformationType.FACTS, DATE_TO) + retry_decorator(azure_transformer.save)(SaveType.APPEND if DATE_TO else SaveType.OVERWRITE, facts_save_list) + +# COMMAND ---------- + +# MAGIC %md +# MAGIC Synapse loading + +# COMMAND ---------- + +if 'synapse' in DESTINATIONS or 'all' in DESTINATIONS: + SYNAPSE_URL = dbutils.secrets.get(scope="external", key="synapse-dataproductdpafdevwesteurope-database-url") + SYNAPSE_TEMP_DIR = "abfss://dpaf-data@dpafdevwesteurope.dfs.core.windows.net/data/data-product/synapse_temp" + + synapse_transformer = transformer_factory.get_transformer(TransformerType.SYNAPSE, + source_catalog=catalog, + source_schema=source_tables_schema, + db_url=SYNAPSE_URL, + user=DB_USERNAME, + password=DB_PASSWORD, + temp_dir=SYNAPSE_TEMP_DIR, + output_table_name_paths=output_table_name_path, + merge_keys_names=merge_keys_names, + start_date=arrow.get(CALENDAR_START_DATE_STR).date() + ) + + retry_decorator(synapse_transformer.save)(SaveType.OVERWRITE, dimensions_save_list) + + synapse_transformer.transform(TransformationType.FACTS, DATE_TO) + retry_decorator(synapse_transformer.save)(SaveType.APPEND if DATE_TO else SaveType.OVERWRITE, + facts_save_list) + +# COMMAND ---------- + +# MAGIC %md +# MAGIC Snowflake loading + +# COMMAND ---------- + +if 'snowflake' in DESTINATIONS or 'all' in DESTINATIONS: + SNOWFLAKE_DATABASE = "AZURE-WWI-DATABRICKS" + SNOWFLAKE_SCHEMA = "TEST" + SNOWFLAKE_URL = dbutils.secrets.get(scope='external', key="snowflake-account-url") + SNOWFLAKE_USER = dbutils.secrets.get(scope='external', key="snowflake-dev-user") + SNOWFLAKE_KEY = dbutils.secrets.get(scope='external', key="snowflake-dev-user-password") + SNOWFLAKE_WAREHOUSE = dbutils.secrets.get(scope='external', key="snowflake-default-warehouse") + + snowflake_transformer = transformer_factory.get_transformer(TransformerType.SNOWFLAKE, + source_catalog=catalog, + source_schema=source_tables_schema, + snowflake_url=SNOWFLAKE_URL, + snowflake_user=SNOWFLAKE_USER, + snowflake_password=SNOWFLAKE_KEY, + snowflake_database=SNOWFLAKE_DATABASE, + snowflake_schema=SNOWFLAKE_SCHEMA, + snowflake_warehouse=SNOWFLAKE_WAREHOUSE, + output_table_name_paths=output_table_name_path, + merge_keys_names=merge_keys_names, + start_date=arrow.get(CALENDAR_START_DATE_STR).date() + ) + + retry_decorator(snowflake_transformer.save)(SaveType.OVERWRITE, dimensions_save_list) + + snowflake_transformer.transform(TransformationType.FACTS, DATE_TO) + retry_decorator(snowflake_transformer.save)(SaveType.APPEND if DATE_TO else SaveType.OVERWRITE, + facts_save_list) + +# COMMAND ---------- + +# MAGIC %md +# MAGIC E2E Test run + +# COMMAND ---------- + +if run_mode == "e2e_test": + run_e2e_workflow(E2E_EXPECTED_DATA_PATH, OUTPUT_DELTA_TABLES_PATH) diff --git a/data_product/databricks-jobs/data-product-microsoft-wwi.json b/data_product/databricks-jobs/data-product-microsoft-wwi.json new file mode 100644 index 0000000..d70647e --- /dev/null +++ b/data_product/databricks-jobs/data-product-microsoft-wwi.json @@ -0,0 +1,63 @@ +{ + "name": "data-product-microsoft-wwi", + "schedule": { + "quartz_cron_expression": "12 0 10 * * ?", + "timezone_id": "Europe/Kyiv", + "pause_status": "UNPAUSED" + }, + "max_concurrent_runs": 1, + "notebook_task": { + "notebook_path": "/notebooks/data-product-microsoft-wwi/data-product-microsoft-wwi", + "base_parameters": { + "is_e2e": "False", + "catalog": "main", + "source_tables_schema": "raw_microsoft_wwi" + }, + "source": "WORKSPACE" + }, + "new_cluster": { + "cluster_name": "", + "spark_version": "13.1.x-scala2.12", + "azure_attributes": { + "first_on_demand": 1, + "availability": "SPOT_WITH_FALLBACK_AZURE", + "spot_bid_max_price": -1 + }, + "node_type_id": "Standard_DS3_v2", + "spark_env_vars": { + "PYSPARK_PYTHON": "/databricks/python3/bin/python3" + }, + "cluster_log_conf": { + "dbfs": { + "destination": "dbfs:/mnt/dpaf2-data/cluster-logs/data-product-microsoft-wwi" + } + }, + "enable_elastic_disk": true, + "autoscale": { + "min_workers": 1, + "max_workers": 5 + } + }, + "libraries": [ + { + "whl": "path_to_whl_lib" + }, + { + "maven": { + "coordinates": "com.microsoft.azure:spark-mssql-connector_2.12:1.2.0" + } + }, + { + "maven": { + "coordinates": "com.microsoft.sqlserver:mssql-jdbc:11.2.1.jre18" + } + } + ], + "timeout_seconds": 0, + "access_control_list": [ + { + "group_name": "users", + "permission_level": "CAN_MANAGE_RUN" + } + ] +} \ No newline at end of file diff --git a/data_product/docker-compose.yml b/data_product/docker-compose.yml new file mode 100644 index 0000000..96edd5f --- /dev/null +++ b/data_product/docker-compose.yml @@ -0,0 +1,16 @@ +version: '3.9' + +services: + epmadpafic: + build: . + container_name: ${COMPOSE_PROJECT_NAME}-mssql + ports: + - ${MSSQL_PORT}:1433 + environment: + ACCEPT_EULA: "Y" + MSSQL_SA_PASSWORD: ${MSSQL_PASSWORD} + volumes: + - ./init_product_db.sql:/usr/sqlscripts/init_product_db.sql + - mssql:/var/opt/mssql +volumes: + mssql: diff --git a/data_product/documentation/run_locally/Ubuntu_22.04.md b/data_product/documentation/run_locally/Ubuntu_22.04.md new file mode 100644 index 0000000..46a2775 --- /dev/null +++ b/data_product/documentation/run_locally/Ubuntu_22.04.md @@ -0,0 +1,97 @@ +# “data-product-microsoft-wwi” local run on Ubuntu 22.04 +> If you have “raw-microsoft-wwi” project installed on your machine, you can skip prerequisite tools installation as well as steps 3, 4. + + +### Prerequisitions +- Install JDK 11 version (if not installed) +```shell +$ sudo apt-get install openjdk-11-jdk +``` + +### 1 Download the “data-product-microsoft-wwi” project +Clone the “data-product-microsoft-wwi” project from [EPAM repository](https://git.epam.com/epma-dpaf/iacda/data-pipelines/databricks-data-product-microsoft-wwi) to your ”/home/” folder. + +### 2 Fill all variables in “.env.dist” file and then copy it with renaming into “.env” +Please change "DELTA_TABLES_SRS" and "DELTA_TABLES_DEST" variables for delta tables. User password must be specified according to the SQL Server Policy. Other variables changing is optional, defaults can be used +> You can use previously recorded delta tables from “raw-microsoft-wwi” application on your local machine (option 1) or use test dataset included in this application (option 2) +- Option 1 – variables example for using “raw-microsoft-wwi” delta tables +```shell +DELTA_TABLES_SRS=/home//raw-microsoft-wwi/delta-tables/destination +DELTA_TABLES_DEST=/home//data-product-microsoft-wwi/delta-tables/destination +``` +![linux_variables.png](img/linux_variables.png) +- Option 2 – variables example for using test delta tables +```shell +DELTA_TABLES_SRS=/home//data-product-microsoft-wwi/data/raw/microsoft-wwi +DELTA_TABLES_DEST=/home//data-product-microsoft-wwi/data/product +``` + +### 3 Install virtual environment (if not installed) +#### 3.1 Install homebrew Package Manager https://brew.sh/ +```shell +$ /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)" +``` +Run these three commands in your terminal to add Homebrew to your PATH changing your user_name: +```shell +$ echo '# Set PATH, MANPATH, etc., for Homebrew.' >> /home//.profile +$ echo 'eval "$(/home/linuxbrew/.linuxbrew/bin/brew shellenv)"' >> /home//.profile +$ eval "$(/home/linuxbrew/.linuxbrew/bin/brew shellenv)" +``` + +Install Homebrew's dependencies: +```shell +$ sudo apt-get install build-essential +``` + +#### 3.2 Install pyenv +```shell +$ brew install pyenv +``` + +### 4 Install [poetry](https://python-poetry.org/docs/#installing-with-the-official-installer) (if not installed) +```shell +$ curl -sSL https://install.python-poetry.org | python3 - +``` + +### 5 Check the “pyproject.toml” file and install dependencies using +```shell +$ ./install.sh 3.8.13 +``` + +If you have "ModuleNotFoundError: No module named 'distutils.cmd'" - install distutils and run "install.sh" again +```shell +$ sudo apt-get install python3.8-distutils +``` + +### 6 Copy the microsoft jdbc driver jars into Spark/jars +Copy the [mssql-jdbc-8.4.0.jre11](https://kb.epam.com/download/attachments/1755616936/mssql-jdbc-8.4.0.jre11.jar?version=1&modificationDate=1658487873772&api=v2) +and [spark-mssql-connector_2.12_3.0-1.0.0-alpha](https://kb.epam.com/download/attachments/1755616936/spark-mssql-connector_2.12_3.0-1.0.0-alpha.jar?version=1&modificationDate=1658487875128&api=v2). Place them into spark/jars, for example: +```shell +/home//data-product-microsoft-wwi/.venv/lib/python3.8/site-packages/pyspark/jars +``` + +### 7 Run the database (optional) +> Please skip this step if you are going to use delta tables as a loading destination. Database within the docker is only needed if you want to download application data into the Microsoft SQL Server using Spark + +You have to set up [Docker](https://www.docker.com/products/docker-desktop/) Desktop first (if not installed). + +#### 7.1 First launch: +Download WideWorldImporters database files and restore them within the docker image +```shell +$ make restore +``` +After DB restoring docker container is already up and connected to 1433 port with credentials you set in “.env”. Please check group “epmadpafic_product” running with “mssql” container. +![linux_containers.png](img/linux_containers.png) +#### 7.2 Second and further docker container starting +```shell +$ make up +``` + +### 8 Run the “data-product-microsoft-wwi” project +```shell +$ poetry run console load -d delta +``` +and you will get delta tables on path you set into “.env” by environment variable named “DELTA_TABLES_DEST” + +![linux_delta.png](img/linux_delta.png) + diff --git a/data_product/documentation/run_locally/Windows_10.md b/data_product/documentation/run_locally/Windows_10.md new file mode 100644 index 0000000..53991c9 --- /dev/null +++ b/data_product/documentation/run_locally/Windows_10.md @@ -0,0 +1,97 @@ +# “data-product-microsoft-wwi” local run on Windows 10 +> If you have “raw-microsoft-wwi” project installed on your machine, you can skip prerequisite tools installation. + +### Prerequisite tools +- Java (JDK) is required, please set up [JDK 11](https://www.oracle.com/java/technologies/javase/jdk11-archive-downloads.html) version (run `java --version` in the Terminal and check it). +- [Python](https://www.python.org/downloads/windows/) 3.8 - 3.10 installed (run `python -V` in the Terminal and check Python version) +- spark 3.2.2 version with hadoop 3.2 (download from [dirrect link](https://archive.apache.org/dist/spark/spark-3.2.2/spark-3.2.2-bin-hadoop3.2.tgz) or find in [official sources](https://spark.apache.org/downloads.html)) +- [winutils](https://github.com/cdarlint/winutils) for hadoop 3.2 on Windows + +Set Environment Variables after the Spark and Hadoop installation: +- Create `HADOOP_HOME` variable with its path as value, for example `C:\winutils-master\hadoop-3.2.2` +- Create `SPARK_HOME` variable with its path as value, for example `C:\spark-3.2.2-bin-hadoop3.2` +- Add two values with Hadoop and Spark paths to the `Path` variable (in the "System variables" section), for example: `C:\spark-3.2.2-bin-hadoop3.2\bin` and `C:\winutils-master\hadoop-3.2.2\bin` +- Create `PYSPARK_PYTHON` variable (optional) with `python` value if you plan to use several Python versions on your PC. Please note, that priority version of Python should be at the top of variables list. + +Please run `pyspark` in the Terminal and make sure that Python version in Pyspark log matches your Python version. +![win10_versions.png](img/win10_versions.png) +### 1 Clone the “data-product-microsoft-wwi” project +Generate Git Credentials and clone the “data-product-microsoft-wwi” project from [EPAM repository](https://git.epam.com/epma-dpaf/iacda/data-pipelines/databricks-data-product-microsoft-wwi) to your local folder. + +### 2 Fill all variables in “.env.dist” file and then copy it with renaming into “.env” +Please change "DELTA_TABLES_SRS" and "DELTA_TABLES_DEST" variables for delta tables. You can use sample dataset included in this application (option 1) or use previously recorded delta tables from “raw-microsoft-wwi” application on your local machine (option 2). +> You can specify either absolute or relative path. +- Option 1 – variables example for using test delta tables +```shell +DELTA_TABLES_SRS=data/raw/microsoft-wwi +DELTA_TABLES_DEST=data/product +``` +![win10_variables.png](img/win10_variables.png) +- Option 2 – variables example for using “raw-microsoft-wwi” delta tables +```shell +DELTA_TABLES_SRS=../raw-microsoft-wwi/delta-tables/destination +DELTA_TABLES_DEST=delta-tables/destination +``` +User password "MSSQL_PASSWORD" must be specified according to the SQL Server Policy. Other variables changing is optional, defaults can be used. + +### 3 Create virtual environment in “venv” project folder and activate it +```shell +python -m venv venv +``` + +```shell +.\venv\Scripts\activate +``` + +### 4 Install [poetry](https://python-poetry.org/docs/#installing-with-the-official-installer) +```shell +pip install poetry +``` + +### 5 Install Project dependencies +```shell +poetry install --with dev-dependencies +``` + +### 6 Copy the microsoft jdbc driver jars into Spark/jars +Copy the [mssql-jdbc-8.4.0.jre11](https://kb.epam.com/download/attachments/1755616936/mssql-jdbc-8.4.0.jre11.jar?version=1&modificationDate=1658487873772&api=v2) +and [spark-mssql-connector_2.12_3.0-1.0.0-alpha](https://kb.epam.com/download/attachments/1755616936/spark-mssql-connector_2.12_3.0-1.0.0-alpha.jar?version=1&modificationDate=1658487875128&api=v2). Place them into spark/jars. + +### 7 Run the database (optional) +> Please skip this step if you are going to use delta tables as a loading destination. Database within the docker is only needed if you want to download application data into the Microsoft SQL Server using Spark + +You have to set up [Docker](https://www.docker.com/products/docker-desktop/) Desktop first (if not installed). Please run `docker ps` in the Terminal and make sure that it shows not error response from daemon. + +#### 7.1 First launch: +Please use [chocolatey](https://community.chocolatey.org/courses/installation/installing) to run makefile +- Option 1. Run the following commands in PowerShell (as administrator) +```shell +Set-ExecutionPolicy Bypass -Scope Process -Force; [System.Net.ServicePointManager]::SecurityProtocol = [System.Net.ServicePointManager]::SecurityProtocol -bor 3072; iex ((New-Object System.Net.WebClient).DownloadString('https://community.chocolatey.org/install.ps1')) +choco install make +``` +- Option 2. Run the following commands in Terminal (as administrator) +```shell +@"%SystemRoot%\System32\WindowsPowerShell\v1.0\powershell.exe" -NoProfile -InputFormat None -ExecutionPolicy Bypass -Command "iex ((New-Object System.Net.WebClient).DownloadString('https://community.chocolatey.org/install.ps1'))" && SET "PATH=%PATH%;%ALLUSERSPROFILE%\chocolatey\bin" +choco install make +``` + +Download WideWorldImporters database files and restore them within the docker image +```shell +make restore +``` + +After DB restoring docker container is already up and connected to 1433 port with credentials you set in “.env”. Please check group “epmadpafic_product” running with “mssql” container. +![win10_containers.png](img/win10_containers.png) +#### 7.2 Second and further docker container starting +```shell +make up +``` + +### 8 Run the “data-product-microsoft-wwi” project +```shell +poetry run console load -d delta +``` +and you will get delta tables on path you set into “.env” by environment variable named “DELTA_TABLES_DEST” + +![win10_delta.png](img/win10_delta.png) + diff --git a/data_product/documentation/run_locally/Windows_11.md b/data_product/documentation/run_locally/Windows_11.md new file mode 100644 index 0000000..3ed2b81 --- /dev/null +++ b/data_product/documentation/run_locally/Windows_11.md @@ -0,0 +1,82 @@ +# “data-product-microsoft-wwi” local run on Windows 11 with WSL +> If you have “raw-microsoft-wwi” project installed on your machine, you can skip prerequisite tools installation as well as steps 1, 5, 7. + +### Prerequisite tools +- Java (JDK) is required. Please set up JDK 11 version. +```shell +$ sudo apt-get install openjdk-11-jdk +``` + +### 1 Install Linux on Windows with WSL (if not installed) +Windows 11 currently doesn't support delta, so you have to use [WSL](https://learn.microsoft.com/en-us/windows/wsl/install). + +### 2 Download the “data-product-microsoft-wwi” project +Download the “data-product-microsoft-wwi” project from [EPAM repository](https://git.epam.com/epma-dpaf/iacda/data-pipelines/databricks-data-product-microsoft-wwi) to your ”/home/” folder in WSL +![win11_ide.png](img/win11_ide.png) + +### 3 Fill all variables in “.env.dist” file and then copy it with renaming into “.env” +Please change "DELTA_TABLES_SRS" and "DELTA_TABLES_DEST" variables for delta tables. User password must be specified according to the SQL Server Policy. Other variables changing is optional, defaults can be used +> You can use previously recorded delta tables from “raw-microsoft-wwi” application on your local machine (option 1) or use test dataset included in this application (option 2) +- Option 1 – variables example for using “raw-microsoft-wwi” delta tables +```shell +DELTA_TABLES_SRS=/home//raw-microsoft-wwi/delta-tables/destination +DELTA_TABLES_DEST=/home//data-product-microsoft-wwi/delta-tables/destination +``` +![win11_variables.png](img/win11_variables.png) +- Option 2 – variables example for using test delta tables +```shell +DELTA_TABLES_SRS=/home//data-product-microsoft-wwi/data/raw/microsoft-wwi +DELTA_TABLES_DEST=/home//data-product-microsoft-wwi/data/product +``` +### 4 Install virtual environment +Install [“python venv”](https://docs.python.org/3/library/venv.html) module, then create and activate your virtual environment, for example +```shell +$ sudo apt install python3.8-venv +$ python3 -m venv venv +$ source venv/bin/activate +``` + +### 5 Install [poetry](https://python-poetry.org/docs/#installing-with-the-official-installer) (if not installed) +```shell +$ curl -sSL https://install.python-poetry.org | python3 - +``` + +### 6 Check the “pyproject.toml” file and install dependencies +Install dependencies using +```shell +$ poetry install +``` + +### 7 Copy the microsoft jdbc driver jars into Spark/jars +Copy the [mssql-jdbc-8.4.0.jre11](https://kb.epam.com/download/attachments/1755616936/mssql-jdbc-8.4.0.jre11.jar?version=1&modificationDate=1658487873772&api=v2) +and [spark-mssql-connector_2.12_3.0-1.0.0-alpha](https://kb.epam.com/download/attachments/1755616936/spark-mssql-connector_2.12_3.0-1.0.0-alpha.jar?version=1&modificationDate=1658487875128&api=v2). Place them into spark/jars, for example: +```shell +/home//data-product-microsoft-wwi/venv/lib/python3.8/site-packages/pyspark/jars +``` + +### 8 Run the database (optional) +> Please skip this step if you are going to use delta tables as a loading destination. Database within the docker is only needed if you want to download application data into the Microsoft SQL Server using Spark + +You have to set up [Docker](https://www.docker.com/products/docker-desktop/) Desktop first (if not installed). + +#### 8.1 First launch: +Download WideWorldImporters database files and restore them within the docker image +```shell +$ make restore +``` +After DB restoring docker container is already up and connected to 1433 port with credentials you set in “.env”. Please check group “epmadpafic_product” running with “mssql” container. +![win11_containers.png](img/win11_containers.png) + +#### 8.2 Second and further docker container starting +```shell +$ make up +``` + +### 9 Run the “data-product-microsoft-wwi” project +```shell +$ poetry run console load -d delta +``` +and you will get delta tables on path you set into “.env” by environment variable named “DELTA_TABLES_DEST” + +![win11_delta.png](img/win11_delta.png) + diff --git a/data_product/documentation/run_locally/img/linux_containers.png b/data_product/documentation/run_locally/img/linux_containers.png new file mode 100644 index 0000000000000000000000000000000000000000..3e02bb74501192a795033b04a67d8f3e4b05b190 GIT binary patch literal 58176 zcmdRVRajhGlqM1&IKdqPL4&(H1cwB7cXxLP5ZqmYy9Rf6Do{9uy9X(}V934QJ@VA^ zee*K)u=&ci{m8zzz zxU-p&tCfR2xvG_&+1o=XsF|RdKn8MF4#wY&Gl4T9jBG4yY~*aLe4OljtX$-uS=d-u z;Dq@Rp`gg2WF$mYJ+n{OyhPN@UhXgN1U=xGquxgbBU4dew)#4+IW;ryGga;)}ybLovkOfBf6bFw*MfK>c(1x5=gqYX7gFVx;q# 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zO~DH3k1FVI&W2OAK!F_ifxF6xKAva7mox*;8dC3JC)wwfE2j3!vCBBxYUY?P_M3#P zZanP?_q|H~T-9Gf2v&ZB(gvrhf_HB3*!Kx}HqWzMzW6blho ze$%^sh%MoiNWs@P5;(A}xj-i?hx~8wLN(5$#<7x6Fs C0?w@f literal 0 HcmV?d00001 diff --git a/data_product/init_product_db.sql b/data_product/init_product_db.sql new file mode 100644 index 0000000..8aeceae --- /dev/null +++ b/data_product/init_product_db.sql @@ -0,0 +1,11 @@ +CREATE DATABASE [$(MSSQL_DB_NAME)] +GO + +USE [$(MSSQL_DB_NAME)] +GO + +CREATE SCHEMA [$(MSSQL_DIMENSIONS_SCHEMA)] +GO + +CREATE SCHEMA [$(MSSQL_FACT_SCHEMA)] +GO diff --git a/data_product/install.sh b/data_product/install.sh new file mode 100755 index 0000000..17b9293 --- /dev/null +++ b/data_product/install.sh @@ -0,0 +1,6 @@ +#!/usr/bin/env bash + +pyenv install "$1" -s +pyenv local "$1" +poetry env use "$1" +poetry install diff --git a/data_product/poetry.toml b/data_product/poetry.toml new file mode 100644 index 0000000..ab1033b --- /dev/null +++ b/data_product/poetry.toml @@ -0,0 +1,2 @@ +[virtualenvs] +in-project = true diff --git a/data_product/pyproject.toml b/data_product/pyproject.toml new file mode 100644 index 0000000..463ea27 --- /dev/null +++ b/data_product/pyproject.toml @@ -0,0 +1,40 @@ +[tool.poetry] +name = "data_product_microsoft_wwi" +version = "1.6.0" +description = "Data product WWI Microsoft loader" +authors = [] +readme = 'README.md' + +[tool.poetry.scripts] +console = "run_locally:cli" + + +[tool.poetry.dependencies] +python = "^3.8" +delta-spark = "^1.2.1" +python-dotenv = "^0.20.0" +Deprecated = "^1.2.13" +arrow = "^1.2.2" + +[tool.poetry.dev-dependencies] +pytest = "^7.1.2" +pytest-mock = "^3.8.2" +pytest-cov = "^3.0.0" +click = "^8.1.3" +flake8 = "^5.0.4" +mypy = "^0.971" +types-Deprecated = "^1.2.9" + +[tool.pytest.ini_options] +minversion = "6.0" +addopts = "-ra -q" +testpaths = [ + "./src/tests" +] + +#[tool.setuptools.packages.find] +#where = ["src"] + +[build-system] +requires = ["poetry>=0.12"] +build-backend = "poetry.masonry.api" diff --git a/data_product/requirements.txt b/data_product/requirements.txt new file mode 100644 index 0000000..6408795 --- /dev/null +++ b/data_product/requirements.txt @@ -0,0 +1,10 @@ +arrow>=1.2.2 +delta-spark>=2.4.0 +deprecated>=1.2.13 +importlib-metadata==4.12.0 +py4j>=0.10.9.5 +pyspark==3.4.1 +python-dateutil>=2.8.2 +python-dotenv>=1.0.0 +pytest>=7.4.0 +click>=8.1.6 \ No newline at end of file diff --git a/data_product/src/data_product_microsoft_wwi/__init__.py b/data_product/src/data_product_microsoft_wwi/__init__.py new file mode 100644 index 0000000..f6bf071 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/__init__.py @@ -0,0 +1,8 @@ +from data_product_microsoft_wwi.app import DataProductTransformerAbstract, TransformerFactory, TransformerType + +__all__ = [ + "DataProductTransformerAbstract", + "TransformerType", + "TransformerFactory" +] + diff --git a/data_product/src/data_product_microsoft_wwi/app.py b/data_product/src/data_product_microsoft_wwi/app.py new file mode 100644 index 0000000..d299eba --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/app.py @@ -0,0 +1,292 @@ +import datetime +import logging +from abc import ABCMeta, abstractmethod +from enum import Enum +from typing import Optional, Dict + +from pyspark.sql import DataFrame + +from data_product_microsoft_wwi.configuration import InputTableNames, OutputDimensionsTableNames, \ + output_transformed_tables_primary_keys_names, OutputFactTableName +from data_product_microsoft_wwi.loaders import DeltaReader, SaveType +from data_product_microsoft_wwi.loaders.calendar import CalendarCreate +from data_product_microsoft_wwi.loaders.filter import DataFilter +from data_product_microsoft_wwi.loaders.readers import TablePath +from data_product_microsoft_wwi.loaders.writers import DataWriterAbstract, WriterFactory, WriterType +from data_product_microsoft_wwi.transformers import transform_employee, transform_city, transform_customer, \ + transform_stock_item, transform_transaction_type, transform_supplier, transform_payment_method, \ + transform_fact_stock_holding, transform_fact_order +from data_product_microsoft_wwi.transformers.transform_fact_sale import transform_fact_sale + + +class TransformerType(Enum): + DELTA = "Delta" + SQL = "SQL" + SYNAPSE = "Synapse" + SNOWFLAKE = "Snowflake" + + +class TransformationType(Enum): + DIMENSIONS = "Dimensions" + FACTS = "Facts" + ALL = "All" + + +class DataProductTransformerAbstract(metaclass=ABCMeta): + + def __init__(self, reader: DeltaReader, writer: DataWriterAbstract, load_to: Optional[datetime.datetime] = None): + self._offset_keys: Dict[TablePath, DataFrame] = {} + self._reader = reader + self._writer = writer + self._load_to = load_to + + def __get_transformed_df(self, df_name: OutputDimensionsTableNames): + if self._reader.data_frame_exists(TablePath(df_name)): + return self._reader.get_transformed_df(TablePath(df_name)) + else: + raise RuntimeError(f'dimension {df_name} is mandatory') + + def _fact_order_transform(self, load_to: Optional[datetime.datetime] = None): + if self._reader.data_frame_exists(OutputFactTableName.ORDER): + return self + + if load_to: + data_frame_filter = DataFilter() + date_time_since = data_frame_filter.get_since_date(self._reader, OutputFactTableName.ORDER, + 'RawDataLoadDatetime') + offset = data_frame_filter.get_offset(self._reader, OutputFactTableName.ORDER, + output_transformed_tables_primary_keys_names) + else: + offset = 0 + date_time_since = None + load_to = None + + self._reader.set_data_frame(OutputFactTableName.ORDER, + transform_fact_order( + sales_orders=self._reader.get_source_df( + InputTableNames.ORDERS), + sales_orderlines=self._reader.get_source_df( + InputTableNames.ORDERLINES), + warehouse_package_types=self._reader.get_source_df( + InputTableNames.PACKAGE_TYPES), + sales_customers=self._reader.get_source_df( + InputTableNames.CUSTOMERS), + dimension_city=self.__get_transformed_df( + OutputDimensionsTableNames.CITY), + dimension_customer=self.__get_transformed_df( + OutputDimensionsTableNames.CUSTOMER), + dimension_stock_item=self.__get_transformed_df( + OutputDimensionsTableNames.STOCK_ITEM), + dimension_employee=self.__get_transformed_df( + OutputDimensionsTableNames.EMPLOYEE), + since=date_time_since, + to=load_to, + offset=offset) + ) + + return self + + def _fact_stock_holding_transform(self, load_to: Optional[datetime.datetime] = None): + if self._reader.data_frame_exists(OutputFactTableName.STOCK_HOLDING): + return self + + if load_to: + data_frame_filter = DataFilter() + date_time_since = data_frame_filter.get_since_date(self._reader, OutputFactTableName.STOCK_HOLDING, + 'RawDataLoadDatetime') + offset = data_frame_filter.get_offset(self._reader, OutputFactTableName.STOCK_HOLDING, + output_transformed_tables_primary_keys_names) + else: + offset = 0 + date_time_since = None + load_to = None + + self._reader.set_data_frame(OutputFactTableName.STOCK_HOLDING, + transform_fact_stock_holding(stock_item_holdings=self._reader.get_source_df(InputTableNames.STOCK_ITEM_HOLDINGS), + dimension_stock_item=self.__get_transformed_df(OutputDimensionsTableNames.STOCK_ITEM), + since=date_time_since, + to=load_to, + offset=offset)) + + return self + + def _fact_sale_transform(self, load_to: Optional[datetime.datetime] = None): + if self._reader.data_frame_exists(OutputFactTableName.SALE): + return self + + if load_to: + data_frame_filter = DataFilter() + date_time_since = data_frame_filter.get_since_date(self._reader, OutputFactTableName.SALE, + 'RawDataLoadDatetime') + offset = data_frame_filter.get_offset(self._reader, OutputFactTableName.SALE, + output_transformed_tables_primary_keys_names) + else: + offset = 0 + date_time_since = None + load_to = None + + self._reader.set_data_frame(OutputFactTableName.SALE, transform_fact_sale( + invoices=self._reader.get_source_df(InputTableNames.INVOICES), + invoice_lines=self._reader.get_source_df(InputTableNames.INVOICE_LINES), + customers=self._reader.get_source_df(InputTableNames.CUSTOMERS), + stock_items=self._reader.get_source_df(InputTableNames.STOCK_ITEMS), + package_types=self._reader.get_source_df(InputTableNames.PACKAGE_TYPES), + dimension_employee=self.__get_transformed_df(OutputDimensionsTableNames.EMPLOYEE), + dimension_city=self.__get_transformed_df(OutputDimensionsTableNames.CITY), + dimension_customer=self.__get_transformed_df(OutputDimensionsTableNames.CUSTOMER), + dimension_stock_item=self.__get_transformed_df(OutputDimensionsTableNames.STOCK_ITEM), + offset=offset, + since=date_time_since, + to=load_to + )) + + return self + + def _city_transform(self): + if self._reader.data_frame_exists(OutputDimensionsTableNames.CITY): + return + + self._reader.set_data_frame(OutputDimensionsTableNames.CITY, transform_city( + cities=self._reader.get_source_df(InputTableNames.CITIES), + countries=self._reader.get_source_df(InputTableNames.COUNTRIES), + state_provinces=self._reader.get_source_df(InputTableNames.STATE_PROVINCES), + to=self._load_to, + )) + + def _employee_transform(self): + if self._reader.data_frame_exists(OutputDimensionsTableNames.EMPLOYEE): + return + + self._reader.set_data_frame(OutputDimensionsTableNames.EMPLOYEE, transform_employee( + people=self._reader.get_source_df(InputTableNames.PEOPLE), + to=self._load_to, + )) + + def _customer_transform(self): + if self._reader.data_frame_exists(OutputDimensionsTableNames.CUSTOMER): + return + + self._reader.set_data_frame(OutputDimensionsTableNames.CUSTOMER, transform_customer( + customers=self._reader.get_source_df(InputTableNames.CUSTOMERS), + customer_categories=self._reader.get_source_df(InputTableNames.CUSTOMER_CATEGORIES), + buying_groups=self._reader.get_source_df(InputTableNames.BUYING_GROUPS), + people=self._reader.get_source_df(InputTableNames.PEOPLE), + to=self._load_to, + )) + + def _stock_item_transform(self): + if self._reader.data_frame_exists(OutputDimensionsTableNames.STOCK_ITEM): + return + + self._reader.set_data_frame(OutputDimensionsTableNames.STOCK_ITEM, transform_stock_item( + colors=self._reader.get_source_df(InputTableNames.COLORS), + stock_groups=self._reader.get_source_df(InputTableNames.STOCK_GROUPS), + stock_items=self._reader.get_source_df(InputTableNames.STOCK_ITEMS), + stock_item_stock_groups=self._reader.get_source_df(InputTableNames.STOCK_ITEM_STOCK_GROUPS), + package_types=self._reader.get_source_df(InputTableNames.PACKAGE_TYPES), + to=self._load_to, + )) + + def _transaction_types_transform(self): + if self._reader.data_frame_exists(OutputDimensionsTableNames.TRANSACTION_TYPE): + return + + self._reader.set_data_frame(OutputDimensionsTableNames.TRANSACTION_TYPE, transform_transaction_type( + transactions_types=self._reader.get_source_df(InputTableNames.TRANSACTION_TYPES), + to=self._load_to, + )) + + def _supplier_transform(self): + if self._reader.data_frame_exists(OutputDimensionsTableNames.SUPPLIER): + return + + self._reader.set_data_frame(OutputDimensionsTableNames.SUPPLIER, transform_supplier( + suppliers=self._reader.get_source_df(InputTableNames.SUPPLIERS), + supplier_categories=self._reader.get_source_df(InputTableNames.SUPPLIER_CATEGORIES), + people=self._reader.get_source_df(InputTableNames.PEOPLE), + to=self._load_to, + )) + + def _payment_method_transform(self): + if self._reader.data_frame_exists(OutputDimensionsTableNames.PAYMENT_METHOD): + return + + self._reader.set_data_frame(OutputDimensionsTableNames.PAYMENT_METHOD, transform_payment_method( + payment_method=self._reader.get_source_df(InputTableNames.PAYMENT_METHODS), + to=self._load_to, + )) + + def save(self, save_type: SaveType, save_df_list: list): + for df_name in save_df_list: + df = self._reader.get_transformed_df(df_name) + if df: + self._writer.write(df, table_name=df_name, save_mode=save_type) + else: + logging.warning(f"Cant get {df_name} DataFrame for saving") + + def transform(self, transformation_type: TransformationType = TransformationType.ALL, + load_to: Optional[datetime.datetime] = None): + + if transformation_type == TransformationType.DIMENSIONS: + self._dimension_transform() + + elif transformation_type == TransformationType.FACTS or transformation_type == TransformationType.ALL: + self._dimension_transform() + self._fact_sale_transform(load_to) + self._fact_stock_holding_transform(load_to) + self._fact_order_transform(load_to) + + else: + logging.warning('transformation_type has not been identified') + + @abstractmethod + def _dimension_transform(self): + ... + + +class TransformerFactory: + def __init__(self, load_to: Optional[datetime.datetime] = None): + self._load_to = load_to + + def get_transformer(self, transformer_type: TransformerType, **kwargs) -> DataProductTransformerAbstract: + + delta_reader = DeltaReader(kwargs["source_catalog"], kwargs["source_schema"], + kwargs.get("catalog"), kwargs.get("schema")) + calendar = CalendarCreate(kwargs["start_date"]) + + if transformer_type == TransformerType.DELTA: + writer = WriterFactory.get_writer(WriterType.DELTA, **kwargs) + + elif transformer_type == TransformerType.SQL: + writer = WriterFactory.get_writer(WriterType.SQL, **kwargs) + + elif transformer_type == TransformerType.SYNAPSE: + writer = WriterFactory.get_writer(WriterType.SYNAPSE, **kwargs) + + elif transformer_type == TransformerType.SNOWFLAKE: + writer = WriterFactory.get_writer(WriterType.SNOWFLAKE, **kwargs) + else: + raise NotImplementedError(f"Transformer type {transformer_type} is not supported") + + return Transformer(delta_reader, writer, self._load_to, calendar) + + +class Transformer(DataProductTransformerAbstract): + def __init__(self, reader: DeltaReader, writer: DataWriterAbstract, load_to: Optional[datetime.datetime] = None, + calendar: Optional[CalendarCreate] = None): + super().__init__(reader, writer, load_to) + self._calendar = calendar + + def _dimension_transform(self): + self._city_transform() + self._employee_transform() + self._customer_transform() + self._stock_item_transform() + self._transaction_types_transform() + self._supplier_transform() + self._payment_method_transform() + + if self._calendar is not None: + self._reader.set_data_frame(OutputDimensionsTableNames.CALENDAR, self._calendar.get_calendar_dataframe()) + + return self diff --git a/data_product/src/data_product_microsoft_wwi/configuration.py b/data_product/src/data_product_microsoft_wwi/configuration.py new file mode 100644 index 0000000..774c972 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/configuration.py @@ -0,0 +1,123 @@ +from enum import Enum + + +class ResourcesConfigs: + """ + Set mandatory paths to data resources + """ + + def __init__(self, + db_url: str, + input_delta_tables_path: str, + output_delta_tables_path: str, + databricks_schema: str): + self.DB_URL = db_url + self.INPUT_DELTA_TABLES_PATH = input_delta_tables_path + self.OUTPUT_DELTA_TABLES_PATH = output_delta_tables_path + self.DATABRICKS_SCHEMA = databricks_schema + + +class InputTableNames(Enum): + BUYING_GROUPS = "sales_buyinggroups" + CITIES = "application_cities" + COLORS = "warehouse_colors" + COUNTRIES = "application_countries" + CUSTOMERS = "sales_customers" + CUSTOMER_CATEGORIES = "sales_customercategories" + INVOICES = "sales_invoices" + INVOICE_LINES = "sales_invoicelines" + PACKAGE_TYPES = "warehouse_packagetypes" + PEOPLE = "application_people" + STATE_PROVINCES = "application_stateprovinces" + STOCK_GROUPS = "warehouse_stockgroups" + STOCK_ITEMS = "warehouse_stockitems" + STOCK_ITEM_STOCK_GROUPS = "warehouse_stockitemstockgroups" + TRANSACTION_TYPES = "application_transactiontypes" + SUPPLIERS = "purchasing_suppliers" + SUPPLIER_CATEGORIES = "purchasing_suppliercategories" + PAYMENT_METHODS = "application_paymentmethods" + STOCK_ITEM_HOLDINGS = "warehouse_stockitemholdings" + ORDERS = "sales_orders" + ORDERLINES = "sales_orderlines" + + +input_table_name_path = { + InputTableNames.BUYING_GROUPS: "Sales", + InputTableNames.CITIES: "Application", + InputTableNames.COLORS: "Warehouse", + InputTableNames.COUNTRIES: "Application", + InputTableNames.CUSTOMERS: "Sales", + InputTableNames.CUSTOMER_CATEGORIES: "Sales", + InputTableNames.INVOICES: "Sales", + InputTableNames.INVOICE_LINES: "Sales", + InputTableNames.PACKAGE_TYPES: "Warehouse", + InputTableNames.PEOPLE: "Application", + InputTableNames.STATE_PROVINCES: "Application", + InputTableNames.STOCK_GROUPS: "Warehouse", + InputTableNames.STOCK_ITEMS: "Warehouse", + InputTableNames.STOCK_ITEM_STOCK_GROUPS: "Warehouse", + InputTableNames.TRANSACTION_TYPES: "Application", + InputTableNames.SUPPLIERS: "Purchasing", + InputTableNames.SUPPLIER_CATEGORIES: "Purchasing", + InputTableNames.PAYMENT_METHODS: "Application", + InputTableNames.STOCK_ITEM_HOLDINGS: "Warehouse", + InputTableNames.ORDERS: "Sales", + InputTableNames.ORDERLINES: "Sales", +} + + +class OutputDimensionsTableNames(Enum): + CALENDAR = "dimension_date" + CITY = "dimension_city" + CUSTOMER = "dimension_customer" + EMPLOYEE = "dimension_employee" + STOCK_ITEM = "dimension_stockitem" + TRANSACTION_TYPE = "dimension_transactiontype" + SUPPLIER = "dimension_supplier" + PAYMENT_METHOD = "dimension_paymentmethod" + + +class OutputFactTableName(Enum): + SALE = "fact_sale" + STOCK_HOLDING = "fact_stockholding" + ORDER = "fact_order" + +output_transformed_tables_primary_keys_names = { + OutputDimensionsTableNames.EMPLOYEE: 'EmployeeKey', + OutputDimensionsTableNames.CITY: 'CityKey', + OutputDimensionsTableNames.CUSTOMER: 'CustomerKey', + OutputDimensionsTableNames.STOCK_ITEM: 'StockItemKey', + OutputDimensionsTableNames.TRANSACTION_TYPE: 'TransactionTypeKey', + OutputDimensionsTableNames.SUPPLIER: 'SupplierKey', + OutputFactTableName.SALE: 'SaleKey', + OutputDimensionsTableNames.PAYMENT_METHOD: 'PaymentMethodKey', + OutputFactTableName.STOCK_HOLDING: 'StockHoldingKey', + OutputFactTableName.ORDER: 'OrderKey', +} + +merge_keys_names = { + OutputDimensionsTableNames.CITY: ['WWICityID', 'ValidFrom'], + OutputDimensionsTableNames.CUSTOMER: ['WWICustomerID', 'ValidFrom'], + OutputDimensionsTableNames.EMPLOYEE: ['WWIEmployeeID', 'ValidFrom'], + OutputFactTableName.SALE: ['StockItemKey', 'WWIInvoiceID'], + OutputDimensionsTableNames.STOCK_ITEM: ['WWIStockItemID', 'ValidFrom'], + OutputDimensionsTableNames.PAYMENT_METHOD: ['WWIPaymentMethodID', 'ValidFrom'], + OutputFactTableName.STOCK_HOLDING: ['StockItemKey'], + OutputFactTableName.ORDER: ['StockItemKey', 'WWIOrderID'], + OutputDimensionsTableNames.TRANSACTION_TYPE: ['TransactionTypeKey', 'ValidFrom'], + OutputDimensionsTableNames.SUPPLIER: ['SupplierKey', 'ValidFrom'], +} + +output_table_name_path = { + OutputDimensionsTableNames.CALENDAR: "Dimension", + OutputDimensionsTableNames.CITY: "Dimension", + OutputDimensionsTableNames.CUSTOMER: "Dimension", + OutputDimensionsTableNames.EMPLOYEE: "Dimension", + OutputFactTableName.SALE: "Fact", + OutputDimensionsTableNames.STOCK_ITEM: "Dimension", + OutputDimensionsTableNames.TRANSACTION_TYPE: "Dimension", + OutputDimensionsTableNames.SUPPLIER: "Dimension", + OutputDimensionsTableNames.PAYMENT_METHOD: "Dimension", + OutputFactTableName.STOCK_HOLDING: "Fact", + OutputFactTableName.ORDER: "Fact", +} diff --git a/data_product/src/data_product_microsoft_wwi/e2e_tests/__init__.py b/data_product/src/data_product_microsoft_wwi/e2e_tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/data_product/src/data_product_microsoft_wwi/e2e_tests/e2e.py b/data_product/src/data_product_microsoft_wwi/e2e_tests/e2e.py new file mode 100644 index 0000000..26a6829 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/e2e_tests/e2e.py @@ -0,0 +1,55 @@ +from data_product_microsoft_wwi.configuration import OutputFactTableName, OutputDimensionsTableNames, \ + output_table_name_path +from pyspark.sql import SparkSession + + +def assert_table(spark, delta_tables_expected_full, delta_tables_actual_full): + actual_data = load_delta_table(spark=spark, path=delta_tables_actual_full) + + expected_data = load_delta_table(spark=spark, path=delta_tables_expected_full) + + return ( + actual_data.exceptAll(expected_data).count() == 0 and + expected_data.exceptAll(actual_data).count() == 0 + ) + + +def assert_dimensions(spark, delta_tables_expected_path, delta_tables_actual_path): + for table_name in OutputDimensionsTableNames: + if not assert_table(spark=spark, + delta_tables_expected_full=(f'{delta_tables_expected_path}/Dimension/' + f'{table_name.value}'), + delta_tables_actual_full=f'{delta_tables_actual_path}/Dimension/' + f'{table_name.value}'): + raise Exception(f"Actual and expected data isn't same. E2E test failed." + f"Table {table_name} is not equal to expected table") + + +def assert_facts(spark, delta_tables_expected_path, delta_tables_actual_path): + for table_name in OutputFactTableName: + if not assert_table(spark=spark, + delta_tables_expected_full=f'{delta_tables_expected_path}/Fact/' + f'{table_name.value}', + delta_tables_actual_full=f'{delta_tables_actual_path}/Fact/' + f'{table_name.value}'): + raise Exception(f"Actual and expected data isn't same. E2E test failed." + f"Table {table_name} is not equal to expected table") + + +def run_e2e_workflow(delta_tables_expected_path, delta_tables_actual_path): + print("Starting compare actual tables with expected") + + spark = SparkSession.getActiveSession() + + assert_dimensions(spark, delta_tables_expected_path, delta_tables_actual_path) + assert_facts(spark, delta_tables_expected_path, delta_tables_actual_path) + + print("E2E test is finished. All actual delta tables are equal to expected") + + +def load_delta_table(spark, path): + return (spark + .read + .format("delta") + .load(path) + ) diff --git a/data_product/src/data_product_microsoft_wwi/helpers.py b/data_product/src/data_product_microsoft_wwi/helpers.py new file mode 100644 index 0000000..657d3fe --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/helpers.py @@ -0,0 +1,34 @@ +import logging +from functools import wraps +from time import sleep +from typing import List, Type + + +def retry(*, max_attempts: int, initial_delay=1.0, backoff_factor=2, expected_exceptions: List[Type[Exception]] = None): + assert backoff_factor >= 1, "Backoff factor should be >= 1" + expected_exceptions = tuple(expected_exceptions or (Exception,)) # freeze + + def decorator(f): + @wraps(f) + def wrapper(*args, **kwargs): + attempt = 0 + delay = initial_delay + while True: + try: + return f(*args, **kwargs) + except expected_exceptions: # accepts tuple, but not list + logging.warning(f"Error calling {f}", exc_info=True) + # run checks + if attempt >= max_attempts: + logging.error(f"Failed after {attempt} attempts, raising latest error") + raise + # wait and try again + logging.info(f"Sleeping for {delay} seconds") + sleep(delay) + delay *= backoff_factor + attempt += 1 + logging.info(f"Initiating retry {attempt}/{max_attempts}") + + return wrapper + + return decorator diff --git a/data_product/src/data_product_microsoft_wwi/loaders/__init__.py b/data_product/src/data_product_microsoft_wwi/loaders/__init__.py new file mode 100644 index 0000000..a01985d --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/loaders/__init__.py @@ -0,0 +1,9 @@ +from data_product_microsoft_wwi.loaders.readers import DeltaReader +from data_product_microsoft_wwi.loaders.writers import WriterFactory, WriterType, SaveType + +__all__ = [ + "DeltaReader", + "WriterFactory", + "WriterType", + "SaveType" +] diff --git a/data_product/src/data_product_microsoft_wwi/loaders/calendar.py b/data_product/src/data_product_microsoft_wwi/loaders/calendar.py new file mode 100644 index 0000000..4384b08 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/loaders/calendar.py @@ -0,0 +1,69 @@ +from datetime import date + +from pyspark.sql import DataFrame +from pyspark.sql.types import StructType, StructField, DateType + +from data_product_microsoft_wwi.loaders.common import SessionInit + + +class CalendarCreate(SessionInit): + + def __init__(self, start_date: date): + self._data_frame = None + self._start_date = start_date + + def get_calendar_dataframe(self) -> DataFrame: + if self._data_frame: + return self._data_frame + + spark_session = self.get_spark_session() + + schema = StructType([ + StructField('start_date', DateType(), True), + StructField('end_date', DateType(), True) + ]) + + data = [ + (self._start_date, date.today()) + ] + dates = spark_session.createDataFrame(data, schema) \ + .selectExpr('start_date', 'CAST(ADD_MONTHS(LAST_DAY(end_date), 12) AS DATE) AS end_date') + + start_date_with_days_count = dates \ + .selectExpr('start_date', 'EXPLODE(SEQUENCE(0, DATEDIFF(end_date, start_date) - 1, 1)) AS days_shift') + + date_sequence = start_date_with_days_count.selectExpr('days_shift AS id', + 'DATE_ADD(start_date, days_shift) AS full_date') + + self._data_frame = date_sequence.selectExpr( + "full_date AS Date", + "DAY(full_date) AS DayNumber", + "DAY(full_date) AS Day", + "DATE_FORMAT(full_date, 'MMMM') AS Month", + "DATE_FORMAT(full_date, 'MMM') AS ShortMonth", + "MONTH(full_date) AS CalendarMonthNumber", + "CONCAT('CY', YEAR(full_date), '-', DATE_FORMAT(full_date, 'MMM')) AS CalendarMonthLabel", + "YEAR(full_date) AS CalendarYear", + "CONCAT('CY', YEAR(full_date)) AS CalendarYearLabel", + '''CASE WHEN MONTH(full_date) IN (11, 12) + THEN (MONTH(full_date) - 10) + ELSE (MONTH(full_date) + 2) + END AS FiscalMonthNumber''', + '''CONCAT('FY', cast( + CASE WHEN MONTH(full_date) IN (11, 12) + THEN YEAR(full_date) + 1 + ELSE YEAR(full_date) + END AS string), '-', DATE_FORMAT(full_date, 'MMM')) AS FiscalMonthLabel''', + '''CASE WHEN MONTH(full_date) IN (11, 12) + THEN YEAR(full_date) + 1 + ELSE YEAR(full_date) + END AS FiscalYear''', + '''CONCAT('FY', cast( + CASE WHEN MONTH(full_date) IN (11, 12) + THEN YEAR(full_date) + 1 + ELSE YEAR(full_date) + END AS string)) AS FiscalYearLabel''', + "date_part('WEEK', full_date) AS ISOWeekNumber" + ) + + return self._data_frame diff --git a/data_product/src/data_product_microsoft_wwi/loaders/common.py b/data_product/src/data_product_microsoft_wwi/loaders/common.py new file mode 100644 index 0000000..b1ab143 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/loaders/common.py @@ -0,0 +1,26 @@ +from pyspark.sql import SparkSession + + +class SingletonMeta(type): + _instances = {} + + def __call__(cls, *args, **kwargs): + if cls not in cls._instances: + instance = super().__call__(*args, **kwargs) + cls._instances[cls] = instance + return cls._instances[cls] + + +class SingletonMetaBasic(metaclass=SingletonMeta): + pass + + +class SessionInit: + @staticmethod + def get_spark_session() -> SparkSession: + spark_session = SparkSession.getActiveSession() + if spark_session is None: + # TODO: invoke the spark session initialization implicitly for further version + raise RuntimeError('Spark session has not been init') + + return spark_session diff --git a/data_product/src/data_product_microsoft_wwi/loaders/filter.py b/data_product/src/data_product_microsoft_wwi/loaders/filter.py new file mode 100644 index 0000000..3133c82 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/loaders/filter.py @@ -0,0 +1,59 @@ +import logging +from datetime import datetime +from enum import Enum + +from pyspark.sql.dataframe import DataFrame +from pyspark.sql.functions import col, desc +from pyspark.sql.utils import AnalysisException + +DEFAULT_SINCE_DATETIME = datetime(year=1900, month=1, day=1) + + +class DataFilter: + class LoadDatetimeKeyError(Exception): + pass + + @staticmethod + def filter(since: datetime, to: datetime, data_frame: DataFrame) -> DataFrame: + try: + return data_frame.where((data_frame.LoadDatetime > since) & (data_frame.LoadDatetime <= to)) + + except AttributeError as e: + raise DataFilter.LoadDatetimeKeyError(str(e)) + + @staticmethod + def _get_last_value_by_key(data_frame_check: DataFrame, col_name: str): + try: + return data_frame_check.sort(desc(col_name)).select(col(col_name)).first()[0] + + except TypeError: + return 0 + + def get_offset(self, reader, table: Enum, output_transformed_tables_primary_keys_names: dict) -> int: + try: + offset = self._get_last_value_by_key( + reader.get_transformed_df(table), + str(output_transformed_tables_primary_keys_names.get(table)) + ) + 1 + except AnalysisException: + offset = 0 + + return offset + + def get_since_date(self, reader, table: Enum, key_name: str) -> datetime: + try: + # Get last value for LoadDatetime from product fact Sale + date_time_since = self._get_last_value_by_key(reader.get_transformed_df(table), key_name) + + if date_time_since is None: + date_time_since = DEFAULT_SINCE_DATETIME + + logging.info(f'Found last time loading to product tables: {date_time_since}') + + except (AnalysisException, TypeError) as e: + logging.warning( + f'It seems the table {table.value} does not exist or empty. Got error {str(e)}. ' + f'So set a since time as 1900 year') + date_time_since = DEFAULT_SINCE_DATETIME + + return date_time_since diff --git a/data_product/src/data_product_microsoft_wwi/loaders/readers.py b/data_product/src/data_product_microsoft_wwi/loaders/readers.py new file mode 100644 index 0000000..7d16596 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/loaders/readers.py @@ -0,0 +1,92 @@ +from abc import ABCMeta, abstractmethod +from enum import Enum +from typing import NewType, Union, Optional + +from pyspark.sql import DataFrame + +from data_product_microsoft_wwi.configuration import InputTableNames, input_table_name_path, OutputDimensionsTableNames, \ + output_table_name_path, OutputFactTableName +from data_product_microsoft_wwi.loaders.common import SessionInit, SingletonMetaBasic + +TablePath = NewType('TablePath', Union[InputTableNames, OutputDimensionsTableNames, OutputFactTableName]) + + +class DataReaderAbstract(metaclass=ABCMeta): + """ + Read and hold DataFrame + """ + + def __init__(self): + self._data_frames = {} + + def data_frame_exists(self, table_name: TablePath) -> bool: + return table_name in self._data_frames + + def set_data_frame(self, table_name: TablePath, data_frame: DataFrame): + """ + Set custom data frame to a dataframe warehouse + """ + self._data_frames[table_name] = data_frame + + def clear_data_frame_storage(self, df_name: Optional[Enum] = None): + if df_name: + del self._data_frames[df_name] + else: + self._data_frames = {} + + @staticmethod + def _get_table_path(table_name: TablePath) -> str: + if isinstance(table_name, InputTableNames): + return input_table_name_path.get(table_name) + elif isinstance(table_name, OutputDimensionsTableNames) or isinstance(table_name, OutputFactTableName): + return output_table_name_path.get(table_name) + else: + RuntimeError('`table_name` should be instance of `InputTableNames` or `OutputTableNames`') + + @abstractmethod + def get_source_df(self, table_name: TablePath): + ... + + +class CombineMetaClasses(type(SingletonMetaBasic), type(DataReaderAbstract)): + """ + It's a trick to combine multiple metaclass inheritance + """ + pass + + +class DeltaReader(SessionInit, DataReaderAbstract, metaclass=CombineMetaClasses): + """ + Read and hold DataFrame + """ + + def __init__(self, source_catalog: str, source_schema: str, + target_catalog: str | None = None, target_schema: str | None = None): + DataReaderAbstract.__init__(self) + self._data_frames = {} + self._source_catalog = source_catalog + self._source_schema = source_schema + self._target_catalog = target_catalog + self._target_schema = target_schema + + def get_table_from_delta(self, full_table_name: str): + return self.get_spark_session().read.format("delta").table(full_table_name) + + def get_transformed_df(self, table_name: TablePath) -> DataFrame: + if self._data_frames.get(table_name): + return self._data_frames.get(table_name) + elif self._target_catalog and self._target_schema: + self._data_frames[table_name] = \ + self.get_table_from_delta(f"{self._target_catalog}.{self._target_schema}.{str(table_name.value)}") + return self._data_frames[table_name] + else: + raise ValueError(f"Values target_catalog={self._target_catalog} and target_schema={self._target_schema} " + f"are not set for this type of transformer.") + + def get_source_df(self, table_name: TablePath) -> DataFrame: + if self._data_frames.get(table_name): + return self._data_frames.get(table_name) + else: + self._data_frames[table_name] = \ + self.get_table_from_delta(f"{self._source_catalog}.{self._source_schema}.{str(table_name.value)}") + return self._data_frames[table_name] diff --git a/data_product/src/data_product_microsoft_wwi/loaders/writers.py b/data_product/src/data_product_microsoft_wwi/loaders/writers.py new file mode 100755 index 0000000..ffc0336 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/loaders/writers.py @@ -0,0 +1,247 @@ +import copy +import logging +from abc import ABCMeta, abstractmethod +from enum import Enum +from typing import Optional, List + +from delta.tables import DeltaTable +from pyspark.sql import DataFrame +from pyspark.sql.utils import AnalysisException + +from data_product_microsoft_wwi.loaders.common import SessionInit, SingletonMeta + + +class WriterType(Enum): + DELTA = "Delta" + SQL = "SQL" + SYNAPSE = "Synapse" + SNOWFLAKE = "Snowflake" + + +class SaveType(Enum): + OVERWRITE = 'Overwrite' + APPEND = 'Append' + MERGE = 'Merge' + + +class DataWriterAbstract(metaclass=ABCMeta): + TYPE: str = '' + + @abstractmethod + def write(self, df: DataFrame, table_name: Enum, save_mode: SaveType): ... + + +class DeltaWriter(SessionInit, DataWriterAbstract): + __metaclass__ = SingletonMeta + + TYPE = WriterType.DELTA + + def __init__(self, catalog: str, schema: str, merge_keys_names: dict): + self._catalog = catalog + self._schema = schema + self._merge_keys_names = {k.value: v for k, v in merge_keys_names.items()} + self._database_is_created = False + + def write(self, df: DataFrame, table_name: Enum, save_mode: SaveType): + """ + Write down the data to delta table + """ + + spark_session = self.get_spark_session() + table_name = str(table_name.value) + + if self._database_is_created is False: + # Run spark SQL to create DB if it does not exist + self._database_is_created = True + spark_session.sql(f"USE CATALOG {self._catalog}") + spark_session.sql(f"CREATE SCHEMA IF NOT EXISTS {self._schema}") + spark_session.sql(f"GRANT USE SCHEMA, SELECT ON SCHEMA {self._schema} TO `account users`") + + full_table_name = f"{self._catalog}.{self._schema}.{table_name}" + if save_mode == SaveType.OVERWRITE: + self._overwrite(df, full_table_name) + elif save_mode == SaveType.APPEND: + self._append(df, full_table_name) + elif save_mode == SaveType.MERGE: + if not spark_session.catalog.tableExists(full_table_name): + self._overwrite(df, full_table_name) + else: + merge_keys = self._merge_keys_names.get(table_name) + self._merge(df, table_name, full_table_name, merge_keys) + else: + raise RuntimeError(f'Unacceptable kind of SaveType {save_mode.name}') + + def _overwrite(self, df: DataFrame, full_table_name: str): + (df.write + .format("delta") + .mode("overwrite") + .option("overwriteSchema", "true") + .saveAsTable(full_table_name)) + + def _append(self, df: DataFrame, full_table_name: str): + (df.write + .format("delta") + .mode("append") + .saveAsTable(full_table_name)) + + def _merge(self, df: DataFrame, table_name: str, full_table_name: str, merge_keys: Optional[List[Enum]]): + """ + Merge DataFrame with current Delta table + """ + spark_session = self.get_spark_session() + try: + logging.info(f'Try to get current table product for merging: {full_table_name}') + current_delta_table = DeltaTable.forName(spark_session, full_table_name) + except AnalysisException: + logging.warning( + f'Merging is impossible. Seems delta table {full_table_name} doesnt exist. try to save as new table') + + self._overwrite(df, full_table_name) # Save table as new and return + return + + # Exclude columns for updates + exclude_list = copy.copy(self._merge_keys_names.get(table_name)) + + ( + current_delta_table.alias("currentData") + .merge( + source=df.alias("newData"), + condition=" AND ".join(list(map(lambda x: f"currentData.{x} = newData.{x}", merge_keys))) + ) + .whenMatchedUpdate(set={column_name: f"newData.{column_name}" + for column_name in list(filter(lambda x: x not in exclude_list, df.columns))}) + .whenNotMatchedInsert( + values={column_name: f"newData.{column_name}" for column_name in df.columns}) + .execute() + ) + + +class SqlWriter(DataWriterAbstract): + """ + Write down data to JDBC DB + """ + TYPE = WriterType.SQL + + def __init__(self, db_url: str, user: str, password: str, output_table_name_paths: dict, + merge_df_keys_names: dict): + self._db_url_connect = f'{db_url};user={user};password={password}' + self._output_table_name_path = output_table_name_paths + self._merge_keys_names = merge_df_keys_names + + def write(self, df: DataFrame, table_name: Enum, save_mode: SaveType): + df = df.write.format("jdbc") + + df = (df + .option("url", self._db_url_connect) + .option("dbtable", f'{self._output_table_name_path.get(table_name)}.{table_name.value}') + .option("driver", "com.microsoft.sqlserver.jdbc.SQLServerDriver") + ) + + if save_mode == SaveType.OVERWRITE: + (df + .mode("overwrite") + .save()) + elif save_mode == SaveType.APPEND: + (df + .mode("append") + .save()) + else: + self._merge() + + def _merge(self): + raise NotImplementedError('Merge function for SQL is not implemented yet') + + +class SynapseWriter(DataWriterAbstract): + """ + Write down data to Synapse warehouse + """ + TYPE = WriterType.SYNAPSE + + def __init__(self, db_url: str, user: str, password: str, temp_dir: str, + output_table_name_paths: dict, merge_df_keys_names: dict): + self._synapse_url_connect = f'{db_url};user={user};password={password}' + self._db_temp_dir = temp_dir + self._output_table_name_path = output_table_name_paths + self._merge_keys_names = merge_df_keys_names + + def write(self, df: DataFrame, table_name: Enum, save_mode: SaveType): + df = df.write.format("com.databricks.spark.sqldw") + if save_mode == SaveType.OVERWRITE: + df = df.mode("overwrite") + if save_mode == SaveType.APPEND: + df = df.mode("append") + (df + .option("useAzureMSI", "true") + .option("url", self._synapse_url_connect) + .option("dbtable", f'{self._output_table_name_path.get(table_name)}.{table_name.value}') + .option("tempDir", self._db_temp_dir) + .save()) + + +class SnowflakeWriter(DataWriterAbstract): + """ + Write down data to Snowflake + """ + TYPE = WriterType.SNOWFLAKE + + def __init__(self, sf_url: str, sf_user: str, sf_password: str, + sf_database: str, sf_schema, sf_warehouse, + output_table_name_paths: dict, merge_df_keys_names: dict): + self._snowflake_url = sf_url + self._snowflake_user = sf_user + self._snowflake_password = sf_password + self._snowflake_database = sf_database + self._snowflake_schema = sf_schema + self._snowflake_warehouse = sf_warehouse + self._output_table_name_path = output_table_name_paths + self._merge_keys_names = merge_df_keys_names + + def write(self, df: DataFrame, table_name: Enum, save_mode: SaveType): + df = df.write.format("snowflake") + if save_mode == SaveType.OVERWRITE: + df = df.mode("overwrite") + if save_mode == SaveType.APPEND: + df = df.mode("append") + (df + .option("sfUrl", self._snowflake_url) + .option("sfUser", self._snowflake_user) + .option("sfPassword", self._snowflake_password) + .option("sfDatabase", self._snowflake_database) + .option("sfSchema", f'{self._output_table_name_path.get(table_name)}'.upper()) + .option("sfWarehouse", self._snowflake_warehouse) + .option("dbtable", f'{table_name.value}'.upper()) + .save()) + + +class WriterFactory: + @staticmethod + def get_writer(writer_type: WriterType, **kwargs) -> DataWriterAbstract: + if writer_type == WriterType.SQL: + return SqlWriter(db_url=kwargs['db_url'], + user=kwargs['user'], + password=kwargs['password'], + output_table_name_paths=kwargs['output_table_name_paths'], + merge_df_keys_names=kwargs['merge_keys_names']) + + elif writer_type == WriterType.DELTA: + return DeltaWriter(catalog=kwargs['catalog'], schema=kwargs['schema'], + merge_keys_names=kwargs['merge_keys_names']) + + elif writer_type == WriterType.SYNAPSE: + return SynapseWriter(db_url=kwargs['db_url'], + user=kwargs['user'], + password=kwargs['password'], + temp_dir=kwargs['temp_dir'], + output_table_name_paths=kwargs['output_table_name_paths'], + merge_df_keys_names=kwargs['merge_keys_names']) + + elif writer_type == WriterType.SNOWFLAKE: + return SnowflakeWriter(sf_url=kwargs['snowflake_url'], + sf_user=kwargs['snowflake_user'], + sf_password=kwargs['snowflake_password'], + sf_database=kwargs['snowflake_database'], + sf_schema=kwargs['snowflake_schema'], + sf_warehouse=kwargs['snowflake_warehouse'], + output_table_name_paths=kwargs['output_table_name_paths'], + merge_df_keys_names=kwargs['merge_keys_names']) diff --git a/data_product/src/data_product_microsoft_wwi/transformers/__init__.py b/data_product/src/data_product_microsoft_wwi/transformers/__init__.py new file mode 100755 index 0000000..4bd3210 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/__init__.py @@ -0,0 +1,23 @@ +from data_product_microsoft_wwi.transformers.transform_city import transform_city +from data_product_microsoft_wwi.transformers.transform_customer import transform_customer +from data_product_microsoft_wwi.transformers.transform_employee import transform_employee +from data_product_microsoft_wwi.transformers.transform_fact_sale import transform_fact_sale +from data_product_microsoft_wwi.transformers.transform_stock_item import transform_stock_item +from data_product_microsoft_wwi.transformers.transform_transaction_type import transform_transaction_type +from data_product_microsoft_wwi.transformers.transform_supplier import transform_supplier +from data_product_microsoft_wwi.transformers.transform_payment_method import transform_payment_method +from data_product_microsoft_wwi.transformers.transform_fact_stock_holding import transform_fact_stock_holding +from data_product_microsoft_wwi.transformers.transform_fact_order import transform_fact_order + +__all__ = [ + "transform_city", + "transform_customer", + "transform_employee", + "transform_stock_item", + "transform_fact_sale", + "transform_transaction_type", + "transform_supplier", + "transform_payment_method", + "transform_fact_stock_holding", + "transform_fact_order", +] diff --git a/data_product/src/data_product_microsoft_wwi/transformers/config.py b/data_product/src/data_product_microsoft_wwi/transformers/config.py new file mode 100644 index 0000000..04c2092 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/config.py @@ -0,0 +1,2 @@ +VALID_FROM = "2013-01-01 00:00:00.0000000" +VALID_TO = "2038-01-19 03:14:07.999999" diff --git a/data_product/src/data_product_microsoft_wwi/transformers/id_generator.py b/data_product/src/data_product_microsoft_wwi/transformers/id_generator.py new file mode 100644 index 0000000..9d5b5aa --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/id_generator.py @@ -0,0 +1,98 @@ +import pyspark.sql.functions as F +from pyspark.sql import DataFrame, Window +from pyspark.sql.types import LongType, IntegerType + + +def zip_with_key(df: DataFrame, key_name: str = 'Key', offset: int = 0, key_first: bool = True): + """ + Generate Key column to input DataFrame without converting to RDD and shuffling to one partition bottlenecks. + + Parameters + ---------- + df: DataFrame + Input sorted DataFrame to add Key column to. + key_name : str, default 'Key' + Name of the column with key. + offset : int, default 1 + Starting value of identifier. + key_first: bool, default True + The position of the key column to be added. + Returns + ------- + DataFrame + Input DataFrame with key column added. + """ + df_with_partition_id = ( + df + .withColumn('PartitionId', F.spark_partition_id()) + .withColumn('MonotonicId', F.monotonically_increasing_id()) + .cache() + ) + + partitions_offsets = ( + df_with_partition_id + .groupBy('PartitionId') + .agg( + F.count(F.lit(1)).alias('PartitionCount'), + F.first('MonotonicId').alias('MonotonicId') + ) + .orderBy('PartitionId') + .select( + F.col('PartitionId'), + (F.sum('PartitionCount') + .over(Window.orderBy('PartitionId').partitionBy(F.lit(1))) - F.col('PartitionCount') + - F.col('MonotonicId') + F.lit(offset)) + .alias('PartitionOffset') + ) + .collect() + ) + + partitions_offsets = {row['PartitionId']: row['PartitionOffset'] for row in partitions_offsets} + + map_partition_id_to_offset = F.udf(lambda partition_id: partitions_offsets[partition_id], LongType()) + + df_with_key = ( + df_with_partition_id + .withColumn('PartitionOffset', map_partition_id_to_offset(F.col('PartitionId'))) + .withColumn(key_name, F.col('PartitionOffset') + F.col('MonotonicId')) + .drop('PartitionId', 'MonotonicId', 'PartitionOffset') + .withColumn(key_name, F.col(key_name).cast(IntegerType())) + ) + + if key_first: + df_with_key = df_with_key.select(key_name, *df_with_key.columns[:-1]) + + return df_with_key + + +def zip_with_row_number_as_key(df: DataFrame, key_name: str = 'Key', offset: int = 0, + key_first: bool = True, order_by: str = 'ValidFrom'): + """ + Generate Key column based on row number. This causes moving all the data to one partition. + + Parameters + ---------- + df: DataFrame + Input sorted DataFrame to add Key column to. + key_name : str, default 'Key' + Name of the column with key. + offset : int, default 0 + Starting value of identifier. + key_first: bool, default True + Whether to put key column to be the first. + order_by: str, default 'ValidFrom' + Column name to sort by when applying row_number as key. + Returns + ------- + DataFrame + Input DataFrame with key column added. + """ + df_with_key = df.withColumn( + key_name, + F.row_number().over(Window.orderBy(order_by).partitionBy(F.lit(1))) + F.lit(offset - 1) + ) + + if key_first: + df_with_key = df_with_key.select(key_name, *df_with_key.columns[:-1]) + + return df_with_key diff --git a/data_product/src/data_product_microsoft_wwi/transformers/transform_city.py b/data_product/src/data_product_microsoft_wwi/transformers/transform_city.py new file mode 100644 index 0000000..cd9be14 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/transform_city.py @@ -0,0 +1,103 @@ +import datetime +from typing import Optional + +import pyspark.sql.functions as F +from pyspark.sql import DataFrame, SparkSession +from pyspark.sql.types import DoubleType +from pyspark.sql.window import Window + +from data_product_microsoft_wwi.transformers.config import VALID_FROM, VALID_TO +from data_product_microsoft_wwi.transformers.id_generator import zip_with_row_number_as_key + + +def transform_city(cities: DataFrame, + countries: DataFrame, + state_provinces: DataFrame, + to: Optional[datetime.datetime] = None, + offset: int = 0, + primary_key_name: str = 'CityKey') -> DataFrame: + if to: + cities = cities.where((F.col('LoadDatetime') <= to)) + state_provinces = state_provinces.where((F.col('LoadDatetime') <= to)) + countries = countries.where((F.col('LoadDatetime') <= to)) + + + cities_staging = ( + cities + .join( + state_provinces.alias('sp'), + [cities.StateProvinceID == F.col('sp.StateProvinceID')], + 'inner' + ) + .join( + countries.alias('c'), + [F.col('c.CountryID') == F.col('sp.CountryID')], + 'inner' + ) + .withColumn('RecordValidFrom', F.greatest(cities.ValidFrom, F.col('sp.ValidFrom'), F.col('c.ValidFrom'))) + .withColumn('RecordValidTo', F.least(cities.ValidTo, F.col('sp.ValidTo'), F.col('c.ValidTo'))) + .filter(F.col('RecordValidTo') > F.col('RecordValidFrom')) + .withColumn('LineageKey', F.lit(1)) + .drop_duplicates(['CityID', 'ValidFrom']) + .select( + cities.CityID.alias('WWICityID'), + cities.CityName.alias('City'), + state_provinces.StateProvinceName.alias('StateProvince'), + countries.CountryName.alias('Country'), + countries.Continent, + state_provinces.SalesTerritory, + countries.Region, + countries.Subregion, + cities.Location, + cities.LatestRecordedPopulation, + F.col('RecordValidFrom').alias('ValidFrom'), + F.col('RecordValidTo').alias('ValidTo'), + F.col('LineageKey') + ) + .fillna({'LatestRecordedPopulation': 0}) + ) + + cities_staging = cities_staging.withColumn("LocationCopy", + F.regexp_replace(cities_staging["Location"], "[\()]", "")) + + cities_staging = ( + cities_staging + .withColumn("EndOfTime", F.to_timestamp(F.lit(VALID_TO))) + .withColumn("DataProductLoadDatetime", F.to_timestamp(F.lit(to))) + .withColumn("Longitude", F.split(cities_staging["LocationCopy"], " ").getItem(1) + .cast(DoubleType())) + .withColumn("Latitude", F.split(cities_staging["LocationCopy"], " ").getItem(2) + .cast(DoubleType())) + .withColumn("WWICityIDGroupRowNumber", F.row_number().over(Window.partitionBy("WWICityID").orderBy(F.col("ValidFrom").desc()))) + .withColumn("ValidTo", (F.when((F.col("WWICityIDGroupRowNumber") == 1) & (F.col("ValidTo") > F.col("DataProductLoadDatetime")), F.col("EndOfTime")) + .when((F.col("WWICityIDGroupRowNumber") == 1) & (F.col("ValidTo") < F.col("DataProductLoadDatetime")), F.col("ValidTo")) + .when((F.col("WWICityIDGroupRowNumber") != 1), F.col("ValidTo")) + )) + ) + + cities_staging = ( + cities_staging + .drop(cities_staging['LocationCopy']) + .drop(cities_staging['EndOfTime']) + .drop(cities_staging['DataProductLoadDatetime']) + .drop(cities_staging['WWICityIDGroupRowNumber']) + ) + + + if offset == 0: + default_df = ( + SparkSession + .getActiveSession() + .createDataFrame( + [(0, 'Unknown', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', None, 0, None, None, 0, 0.0, 0.0)], + cities_staging.schema + ) + .withColumn('ValidFrom', F.to_timestamp(F.lit(VALID_FROM), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('ValidTo', F.to_timestamp(F.lit(VALID_TO), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + ) + + default_df = zip_with_row_number_as_key(default_df, key_name=primary_key_name) + return default_df.union(zip_with_row_number_as_key(cities_staging.orderBy('ValidFrom', 'WWICityID'), + key_name=primary_key_name, offset=1)) + else: + return zip_with_row_number_as_key(cities_staging, key_name=primary_key_name, offset=offset) diff --git a/data_product/src/data_product_microsoft_wwi/transformers/transform_customer.py b/data_product/src/data_product_microsoft_wwi/transformers/transform_customer.py new file mode 100644 index 0000000..e1cdf85 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/transform_customer.py @@ -0,0 +1,240 @@ +import datetime +from typing import Optional + +import pyspark.sql.functions as F +from pyspark.sql import DataFrame, SparkSession +from pyspark.sql.window import Window + +from data_product_microsoft_wwi.transformers.config import VALID_FROM, VALID_TO +from data_product_microsoft_wwi.transformers.id_generator import zip_with_row_number_as_key + + +def transform_customer(customers: DataFrame, + customer_categories: DataFrame, + buying_groups: DataFrame, + people: DataFrame, + to: Optional[datetime.datetime] = None, + offset: int = 0, + primary_key_name: str = 'CustomerKey') -> DataFrame: + initial_load_date = F.to_timestamp(F.lit(VALID_FROM), "yyyy-MM-dd HH:mm:ss.SSSSSSS") + end_of_time = F.to_timestamp(F.lit(VALID_TO), 'yyyy-MM-dd HH:mm:ss.SSSSSSS') + + changed_buying_groups = ( + buying_groups.alias('bg') + .filter(buying_groups.ValidFrom != initial_load_date) + .join( + customers.alias("c"), + [buying_groups.BuyingGroupID == F.col("c.BuyingGroupID"), + F.col("c.ValidFrom") <= buying_groups.ValidFrom, + buying_groups.ValidFrom < F.col("c.ValidTo")], + "inner") + .join( + customers.alias("bt"), + [F.col("c.BillToCustomerID") == F.col("bt.CustomerID"), + F.col("bt.ValidFrom") <= buying_groups.ValidFrom, + buying_groups.ValidFrom < F.col("bt.ValidTo")], + "inner") + .join( + customer_categories, + [customer_categories.CustomerCategoryID == F.col("c.CustomerCategoryID"), + customer_categories.ValidFrom <= buying_groups.ValidFrom, + buying_groups.ValidFrom < customer_categories.ValidTo], + "inner") + .join( + people, + [people.PersonID == F.col("c.PrimaryContactPersonID"), + people.ValidFrom <= buying_groups.ValidFrom, + buying_groups.ValidFrom < people.ValidTo], + "inner") + .select( + F.col("c.CustomerID").alias("WWICustomerID"), + F.col("c.CustomerName").alias("Customer"), + F.col("bt.CustomerName").alias("BillToCustomer"), + customer_categories.CustomerCategoryName.alias("Category"), + buying_groups.BuyingGroupName.alias("BuyingGroup"), + people.FullName.alias("PrimaryContact"), + F.col("c.DeliveryPostalCode").alias("PostalCode"), + F.col("bg.ValidFrom"), + F.col("bg.ValidTo"), + F.col("bg.LoadDatetime") + + ) + ) + + changed_people = ( + people.alias("p") + .filter(people.ValidFrom != initial_load_date) + .filter(people.ValidFrom != people.ValidTo) + .join( + customers.alias("c"), + [people.PersonID == F.col("c.PrimaryContactPersonID"), + F.col("c.ValidFrom") <= people.ValidFrom, + people.ValidFrom < F.col("c.ValidTo")], + "inner") + .join( + customers.alias("bt"), + [F.col("c.BillToCustomerID") == F.col("bt.CustomerID"), + F.col("bt.ValidFrom") <= people.ValidFrom, + people.ValidFrom < F.col("bt.ValidTo")], + "inner") + .join( + buying_groups, + [buying_groups.BuyingGroupID == F.col("c.BuyingGroupID"), + buying_groups.ValidFrom <= people.ValidFrom, + people.ValidFrom < buying_groups.ValidTo], + "inner") + .join( + customer_categories, + [customer_categories.CustomerCategoryID == F.col("c.CustomerCategoryID"), + customer_categories.ValidFrom <= people.ValidFrom, + people.ValidFrom < customer_categories.ValidTo], + "inner") + .select( + F.col("c.CustomerID").alias("WWICustomerID"), + F.col("c.CustomerName").alias("Customer"), + F.col("bt.CustomerName").alias("BillToCustomer"), + customer_categories.CustomerCategoryName.alias("Category"), + buying_groups.BuyingGroupName.alias("BuyingGroup"), + people.FullName.alias("PrimaryContact"), + F.col("c.DeliveryPostalCode").alias("PostalCode"), + F.col("p.ValidFrom"), + F.col("p.ValidTo"), + F.col("p.LoadDatetime") + ) + ) + + changed_customer_categories = ( + customer_categories.alias('cc') + .filter(customer_categories.ValidFrom != initial_load_date) + .join( + customers.alias("c"), + [customer_categories.CustomerCategoryID == F.col("c.CustomerCategoryID"), + F.col("c.ValidFrom") <= customer_categories.ValidFrom, + customer_categories.ValidFrom < F.col("c.ValidTo")], + "inner") + .join( + customers.alias("bt"), + [F.col("c.BillToCustomerID") == F.col("bt.CustomerID"), + F.col("bt.ValidFrom") <= customer_categories.ValidFrom, + customer_categories.ValidFrom < F.col("bt.ValidTo")], + "inner") + .join( + buying_groups, + [buying_groups.BuyingGroupID == F.col("c.BuyingGroupID"), + buying_groups.ValidFrom <= customer_categories.ValidFrom, + customer_categories.ValidFrom < buying_groups.ValidTo], + "inner") + .join( + people, + [people.PersonID == F.col("c.PrimaryContactPersonID"), + people.ValidFrom <= customer_categories.ValidFrom, + customer_categories.ValidFrom < people.ValidTo], + "inner") + .select( + F.col("c.CustomerID").alias("WWICustomerID"), + F.col("c.CustomerName").alias("Customer"), + F.col("bt.CustomerName").alias("BillToCustomer"), + customer_categories.CustomerCategoryName.alias("Category"), + buying_groups.BuyingGroupName.alias("BuyingGroup"), + people.FullName.alias("PrimaryContact"), + F.col("c.DeliveryPostalCode").alias("PostalCode"), + F.col("cc.ValidFrom"), + F.col("cc.ValidTo"), + F.col("cc.LoadDatetime") + ) + ) + + changed_customers = ( + customers.alias("c") + .join( + buying_groups, + [buying_groups.BuyingGroupID == F.col("c.BuyingGroupID"), + buying_groups.ValidFrom <= F.col("c.ValidFrom"), + F.col("c.ValidFrom") < buying_groups.ValidTo + ], + "inner") + .join( + customer_categories, + [customer_categories.CustomerCategoryID == F.col("c.CustomerCategoryID"), + customer_categories.ValidFrom <= F.col("c.ValidFrom"), + F.col("c.ValidFrom") < customer_categories.ValidTo + ], + "inner") + .join( + customers.alias("bt"), + [F.col("c.BillToCustomerID") == F.col("bt.CustomerID"), + F.col("bt.ValidFrom") <= F.col("c.ValidFrom"), + F.col("c.ValidFrom") < F.col("bt.ValidTo") + ], + "inner") + .join( + people, + [people.PersonID == F.col("c.PrimaryContactPersonID"), + people.ValidFrom <= F.col("c.ValidFrom"), + F.col("c.ValidFrom") < people.ValidTo + ], + "inner") + .select( + F.col("c.CustomerID").alias("WWICustomerID"), + F.col("c.CustomerName").alias("Customer"), + F.col("bt.CustomerName").alias("BillToCustomer"), + customer_categories.CustomerCategoryName.alias("Category"), + buying_groups.BuyingGroupName.alias("BuyingGroup"), + people.FullName.alias("PrimaryContact"), + F.col("c.DeliveryPostalCode").alias("PostalCode"), + F.col("c.ValidFrom"), + F.col("c.ValidTo"), + F.col("c.LoadDatetime") + + ) + ) + + customers_staging = ( + changed_customers.union(changed_customer_categories).union(changed_buying_groups).union(changed_people) + .withColumn("RawValidTo", F.col("ValidTo")) + .withColumn("EndOfTime", end_of_time) + .withColumn("DataProductLoadDatetime", F.to_timestamp(F.lit(to))) + .withColumn("ValidTo", F.lead("ValidFrom", 1).over(Window.partitionBy("WWICustomerID").orderBy("ValidFrom"))) + .withColumn("LineageKey", F.lit(0)) # TODO populate lineage column + .drop_duplicates(['WWICustomerID', 'ValidFrom']) + ) + + if to: + customers_staging = customers_staging.where((F.col('c.LoadDatetime') <= to)) + + customers_staging = ( + customers_staging + .withColumn("WWICustomerIDGroupRowNumber", F.row_number().over(Window.partitionBy("WWICustomerID").orderBy(F.col("ValidFrom").desc()))) + .withColumn("ValidTo", (F.when((F.col("WWICustomerIDGroupRowNumber") == 1) & (F.col("RawValidTo") > F.col("DataProductLoadDatetime")), F.col("EndOfTime")) + .when((F.col("WWICustomerIDGroupRowNumber") == 1) & (F.col("RawValidTo") < F.col("DataProductLoadDatetime")), F.col("RawValidTo")) + .when((F.col("WWICustomerIDGroupRowNumber") != 1), F.col("ValidTo")) + )) + ) + + customers_staging = ( + customers_staging + .drop("LoadDatetime") + .drop("RawValidTo") + .drop("DataProductLoadDatetime") + .drop("WWICustomerIDGroupRowNumber") + .drop("EndOfTime") + ) + + if offset == 0: + default_df = ( + SparkSession + .getActiveSession() + .createDataFrame( + [(0, 'Unknown', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', None, None, 0)], + customers_staging.schema + ) + .withColumn('ValidFrom', initial_load_date) + .withColumn('ValidTo', end_of_time) + ) + + default_df = zip_with_row_number_as_key(default_df, key_name=primary_key_name) + + return default_df.union(zip_with_row_number_as_key(customers_staging.orderBy('ValidFrom', 'WWICustomerID'), + key_name=primary_key_name, offset=1)) + else: + return zip_with_row_number_as_key(customers_staging, key_name=primary_key_name, offset=offset) diff --git a/data_product/src/data_product_microsoft_wwi/transformers/transform_employee.py b/data_product/src/data_product_microsoft_wwi/transformers/transform_employee.py new file mode 100644 index 0000000..25c0885 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/transform_employee.py @@ -0,0 +1,63 @@ +import datetime +from typing import Optional + +import pyspark.sql.functions as F +from pyspark.sql import DataFrame, SparkSession + +from data_product_microsoft_wwi.transformers.config import VALID_TO, VALID_FROM +from data_product_microsoft_wwi.transformers.id_generator import zip_with_row_number_as_key + + +def transform_employee(people: DataFrame, + to: Optional[datetime.datetime] = None, + offset: int = 0, + primary_key_name: str = 'EmployeeKey') -> DataFrame: + if to: + people = people.where((F.col('LoadDatetime') <= to)) + + employees_staging = ( + people + .where(people.IsEmployee == 1) + .where(F.col("ValidFrom") != F.col("ValidTo")) + .withColumn("LineageKey", F.lit(3)) + .drop_duplicates(['PersonID', 'ValidFrom']) + .select( + people.PersonID.alias('WWIEmployeeID'), + people.FullName.alias('Employee'), + people.PreferredName, + people.IsSalesperson, + people.Photo, + people.ValidFrom, + people.ValidTo, + F.col('LineageKey') + ) + .withColumn("ValidTo", (F.when(F.col("ValidTo") < F.lit(to), F.to_timestamp(F.col("ValidTo"))) + .otherwise(F.to_timestamp(F.lit(VALID_TO))))) + ) + + if offset == 0: + employees_staging_with_pk = zip_with_row_number_as_key(employees_staging.orderBy('ValidFrom', 'WWIEmployeeID'), + key_name=primary_key_name, offset=1) + if 0 != employees_staging.count(): + default_df = ( + SparkSession + .getActiveSession() + .createDataFrame( + [(0, 'Unknown', 'N/A', False, None, None, None, 0)], + employees_staging.schema + ) + .withColumn('ValidFrom', F.to_timestamp(F.lit(VALID_FROM), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('ValidTo', F.to_timestamp(F.lit(VALID_TO), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('LineageKey', F.lit(0)) + ) + + default_df = zip_with_row_number_as_key(default_df, key_name=primary_key_name) + + return default_df.union(employees_staging_with_pk) + + else: + return employees_staging_with_pk + + else: + return zip_with_row_number_as_key(employees_staging, key_name=primary_key_name, offset=offset) + # NOTE for reliable id generation on really big datasets zip_with_key() from id_generator should be used diff --git a/data_product/src/data_product_microsoft_wwi/transformers/transform_fact_order.py b/data_product/src/data_product_microsoft_wwi/transformers/transform_fact_order.py new file mode 100644 index 0000000..ead2864 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/transform_fact_order.py @@ -0,0 +1,154 @@ +import datetime +from typing import Optional + +from pyspark.sql import DataFrame +from pyspark.sql.functions import col, when, lit, round as pysp_round + +from data_product_microsoft_wwi.transformers.id_generator import zip_with_row_number_as_key + + +def transform_fact_order(sales_orders: DataFrame, + sales_orderlines: DataFrame, + warehouse_package_types: DataFrame, + sales_customers: DataFrame, + dimension_city: DataFrame, + dimension_customer: DataFrame, + dimension_stock_item: DataFrame, + dimension_employee: DataFrame, + since: Optional[datetime.datetime] = None, + to: Optional[datetime.datetime] = None, + offset: int = 0, + primary_key_name: str = 'OrderKey') -> DataFrame: + if since and to: + sales_orders = sales_orders.where((col('LoadDatetime') > since) & (col('LoadDatetime') <= to)) + + order_staging = ( + sales_orders.alias('so') + .join( + sales_orderlines.alias("sol"), + col("so.OrderID") == col("sol.OrderID"), + "inner" + ) + .join( + sales_customers.alias("sc"), + col("so.CustomerID") == col("sc.CustomerID"), + "inner" + ) + .join( + warehouse_package_types.alias("wpt"), + col("sol.PackageTypeID") == col("wpt.PackageTypeID"), + "inner" + ) + .withColumn('LineageKey', lit(9)) + .select( + col('so.OrderDate').cast('date').alias('OrderDateKey'), + col('sol.PickingCompletedWhen').cast('date').alias('PickedDateKey'), + col('so.OrderID').alias('WWIOrderID'), + col('so.BackorderOrderID').alias('WWIBackorderID'), + col('sol.Description').alias('Description'), + col('wpt.PackageTypeName').alias('Package'), + col('sol.Quantity').alias('Quantity'), + col('sol.UnitPrice').alias('UnitPrice'), + col('sol.TaxRate').alias('TaxRate'), + pysp_round(col('sol.Quantity') * col('sol.UnitPrice'), 2).alias("TotalExcludingTax"), + pysp_round(col('sol.Quantity') * col('sol.UnitPrice') * col('sol.TaxRate') / 100, 2) + .alias("TaxAmount"), + ( + pysp_round(col('sol.Quantity') * col('sol.UnitPrice'), 2) + + pysp_round(col('sol.Quantity') * col('sol.UnitPrice') * col('sol.TaxRate') / 100, 2) + ) + .alias('TotalIncludingTax'), + col('sc.DeliveryCityID').alias('WWICityID'), + col('sc.CustomerID').alias('WWICustomerID'), + col('sol.StockItemID').alias("WWIStockItemID"), + col('so.SalespersonPersonID').alias('WWISalespersonID'), + col('so.PickedByPersonID').alias('WWIPickerID'), + when( + col('sol.LastEditedWhen') > col('so.LastEditedWhen'), + col('sol.LastEditedWhen') + ) + .otherwise(col('so.LastEditedWhen')).alias('LastModifiedWhen'), + col('LineageKey'), + col('so.LoadDatetime') + ) + .orderBy(col('so.OrderID')) + ) + + fact_order = ( + order_staging.alias('os') + .join( + dimension_city.alias('dci'), + [ + col('os.WWICityID') == col('dci.WWICityID'), + col('os.LastModifiedWhen') > col('dci.ValidFrom'), + col('os.LastModifiedWhen') <= col('dci.ValidTo') + ], + 'left' + ) + .join( + dimension_customer.alias('dcu'), + [ + col('os.WWICustomerID') == col('dcu.WWICustomerID'), + col('os.LastModifiedWhen') > col('dcu.ValidFrom'), + col('os.LastModifiedWhen') <= col('dcu.ValidTo') + ], + 'left' + ) + .join( + dimension_stock_item.alias('dsi'), + [ + col('os.WWIStockItemID') == col('dsi.WWIStockItemID'), + col('os.LastModifiedWhen') > col('dsi.ValidFrom'), + col('os.LastModifiedWhen') <= col('dsi.ValidTo') + ], + 'left' + ) + .join( + dimension_employee.alias('des'), + [ + col('os.WWISalespersonID') == col('des.WWIEmployeeID'), + col('os.LastModifiedWhen') > col('des.ValidFrom'), + col('os.LastModifiedWhen') <= col('des.ValidTo') + ], + 'left' + ) + .join( + dimension_employee.alias('dep'), + [ + col('os.WWIPickerID') == col('dep.WWIEmployeeID'), + col('os.LastModifiedWhen') > col('dep.ValidFrom'), + col('os.LastModifiedWhen') <= col('dep.ValidTo') + ], + 'left' + ) + .drop_duplicates(['WWIOrderID', 'StockItemKey']) + .selectExpr( + "COALESCE(min(dci.CityKey) " + "OVER(PARTITION BY dci.WWICityID ORDER BY dci.ValidFrom), 0) AS CityKey", + "COALESCE(min(dcu.CustomerKey) " + "OVER(PARTITION BY dcu.WWICustomerID ORDER BY dcu.ValidFrom), 0) AS CustomerKey", + "COALESCE(min(dsi.StockItemKey) " + "OVER(PARTITION BY dsi.WWIStockItemID ORDER BY dsi.ValidFrom), 0) AS StockItemKey", + "os.OrderDateKey", + "os.PickedDateKey", + "COALESCE(min(des.EmployeeKey) " + "OVER(PARTITION BY des.WWIEmployeeID ORDER BY des.ValidFrom), 0) AS SalespersonKey", + "COALESCE(min(dep.EmployeeKey) " + "OVER(PARTITION BY dep.WWIEmployeeID ORDER BY dep.ValidFrom), 0) AS PickerKey", + "os.WWIOrderID", + "os.WWIBackorderID", + "os.Description", + "os.Package", + "os.Quantity", + "os.UnitPrice", + "os.TaxRate", + "os.TotalExcludingTax", + "os.TaxAmount", + "os.TotalIncludingTax", + "os.LineageKey", + "os.LoadDatetime AS RawDataLoadDatetime" + ) + ) + + return zip_with_row_number_as_key(fact_order, key_name=primary_key_name, offset=offset, order_by='WWIOrderID') + # NOTE for reliable id generation on really big datasets zip_with_key() from id_generator should be used diff --git a/data_product/src/data_product_microsoft_wwi/transformers/transform_fact_sale.py b/data_product/src/data_product_microsoft_wwi/transformers/transform_fact_sale.py new file mode 100644 index 0000000..fb489fa --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/transform_fact_sale.py @@ -0,0 +1,149 @@ +import datetime +from typing import Optional + +from pyspark.sql import DataFrame +from pyspark.sql.functions import col, when, lit + +from data_product_microsoft_wwi.transformers.id_generator import zip_with_row_number_as_key + + +def transform_fact_sale(invoices: DataFrame, + invoice_lines: DataFrame, + customers: DataFrame, + stock_items: DataFrame, + package_types: DataFrame, + dimension_employee: DataFrame, + dimension_city: DataFrame, + dimension_customer: DataFrame, + dimension_stock_item: DataFrame, + since: Optional[datetime.datetime] = None, + to: Optional[datetime.datetime] = None, + offset: int = 0, + primary_key_name: str = 'SaleKey') -> DataFrame: + if since and to: + invoices = invoices.where((col('LoadDatetime') > since) & (col('LoadDatetime') <= to)) + + sale_staging = ( + invoices.alias('i') + .join( + invoice_lines.alias('il'), + col('i.InvoiceId') == col('il.InvoiceId'), + 'inner') + .join( + stock_items.alias('si'), + col('il.StockItemID') == col('si.StockItemID'), + 'inner') + .join( + package_types.alias('pt'), + col('il.PackageTypeID') == col('pt.PackageTypeID'), + 'inner') + .join( + customers.alias('c'), + col('i.CustomerID') == col('c.CustomerID'), + 'inner') + .join( + customers.alias('bt'), + col('i.BillToCustomerID') == col('bt.CustomerID'), + 'inner') + .withColumn('TotalDryItems', + when(col('si.IsChillerStock') == 0, col('il.Quantity')).otherwise(0)) + .withColumn('TotalChillerItems', + when(col('si.IsChillerStock') != 0, col('il.Quantity')).otherwise(0)) + .withColumn('LastModifiedWhen', + when(col('il.LastEditedWhen') > col('i.LastEditedWhen'), col('il.LastEditedWhen')) + .otherwise(col('i.LastEditedWhen'))) + .withColumn('LineageKey', lit(11)) + .select( + col('i.InvoiceDate').cast('date').alias('InvoiceDateKey'), + col('i.ConfirmedDeliveryTime').cast('date').alias('DeliveryDateKey'), + col('i.InvoiceID').alias('WWIInvoiceID'), + col('il.Description').alias('Description'), + col('pt.PackageTypeName').alias('Package'), + col('il.Quantity').alias('Quantity'), + col('il.UnitPrice').alias('UnitPrice'), + col('il.TaxRate').alias('TaxRate'), + (col('il.ExtendedPrice') - col('il.TaxAmount')).alias('TotalExcludingTax'), + col('il.TaxAmount').alias('TaxAmount'), + col('il.LineProfit').alias('Profit'), + col('il.ExtendedPrice').alias('TotalIncludingTax'), + col('TotalDryItems'), + col('TotalChillerItems'), + col('c.DeliveryCityID').alias('WWICityID'), + col('i.CustomerID').alias('WWICustomerID'), + col('i.BillToCustomerID').alias('WWIBillToCustomerID'), + col('il.StockItemID').alias('WWIStockItemID'), + col('i.SalespersonPersonID').alias('WWISalespersonID'), + col('LineageKey'), + col('LastModifiedWhen'), + col('i.LoadDatetime') + ).orderBy(col('WWIInvoiceID'), col('InvoiceLineID')) + ) + + fact_sale = ( + sale_staging.alias('s') + .join( + dimension_city.alias('ci'), + [ + col('ci.WWICityID') == col('s.WWICityID') + ], + 'left') + .join( + dimension_customer.alias('cu'), + [ + col('cu.WWICustomerID') == col('s.WWICustomerID'), + col('s.LastModifiedWhen') > col('cu.ValidFrom'), + col('s.LastModifiedWhen') <= col('cu.ValidTo') + ], + 'left') + .join( + dimension_customer.alias('cus'), + [ + col('cus.WWICustomerID') == col('s.WWIBillToCustomerID'), + col('s.LastModifiedWhen') > col('cus.ValidFrom'), + col('s.LastModifiedWhen') <= col('cus.ValidTo') + ], + 'left') + .join( + dimension_stock_item.alias('si'), + [ + col('si.WWIStockItemID') == col('s.WWIStockItemID'), + col('s.LastModifiedWhen') > col('si.ValidFrom'), + col('s.LastModifiedWhen') <= col('si.ValidTo') + ], + 'left') + .join( + dimension_employee.alias('e'), + [ + col('e.WWIEmployeeID') == col('s.WWISalespersonID'), + col('s.LastModifiedWhen') > col('e.ValidFrom'), + col('s.LastModifiedWhen') <= col('e.ValidTo') + ], + 'left') + .drop_duplicates(['WWIInvoiceID', 'StockItemKey']) + .selectExpr( + "COALESCE(min(ci.CityKey) OVER(PARTITION BY ci.WWICityID ORDER BY ci.ValidFrom), 0) AS CityKey", + "COALESCE(min(cu.CustomerKey) OVER(PARTITION BY cu.WWICustomerID ORDER BY cu.ValidFrom), 0) AS CustomerKey", + "COALESCE(min(cus.CustomerKey) OVER(PARTITION BY cus.WWICustomerID order by cus.ValidFrom), 0) AS BillToCustomerKey", + "COALESCE(min(si.StockItemKey) OVER(PARTITION BY si.WWIStockItemID ORDER BY si.ValidFrom), 0) AS StockItemKey", + "s.InvoiceDateKey", + "s.DeliveryDateKey", + "COALESCE(min(e.EmployeeKey) OVER(PARTITION BY e.WWIEmployeeID, e.ValidFrom), 0) AS SalespersonKey", + "s.WWIInvoiceID", + "s.Description", + "s.Package", + "s.Quantity", + "s.UnitPrice", + "s.TaxRate", + "s.TotalExcludingTax", + "s.TaxAmount", + "s.Profit", + "s.TotalIncludingTax", + "s.TotalDryItems", + "s.TotalChillerItems", + "s.LineageKey", + "s.LoadDatetime AS RawDataLoadDatetime" + ) + ) + + return zip_with_row_number_as_key(fact_sale, key_name=primary_key_name, offset=offset, order_by='WWIInvoiceID') + # NOTE for reliable id generation on really big datasets zip_with_key() from id_generator should be used diff --git a/data_product/src/data_product_microsoft_wwi/transformers/transform_fact_stock_holding.py b/data_product/src/data_product_microsoft_wwi/transformers/transform_fact_stock_holding.py new file mode 100644 index 0000000..4d0c135 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/transform_fact_stock_holding.py @@ -0,0 +1,53 @@ +import datetime +from typing import Optional + +from pyspark.sql import DataFrame +from pyspark.sql.functions import col, lit + +from data_product_microsoft_wwi.transformers.id_generator import zip_with_row_number_as_key + + +def transform_fact_stock_holding(stock_item_holdings: DataFrame, + dimension_stock_item: DataFrame, + since: Optional[datetime.datetime] = None, + to: Optional[datetime.datetime] = None, + offset: int = 0, + primary_key_name: str = 'StockHoldingKey') -> DataFrame: + if since and to: + stock_item_holdings = stock_item_holdings.where((col('LoadDatetime') > since) & (col('LoadDatetime') <= to)) + + stock_holding_staging = stock_item_holdings.alias('sih') \ + .select(col('sih.QuantityOnHand').alias('QuantityOnHand'), + col('sih.BinLocation').alias('BinLocation'), + col('sih.LastStocktakeQuantity').alias('LastStocktakeQuantity'), + col('sih.LastCostPrice').alias('LastCostPrice'), + col('sih.ReorderLevel').alias('ReorderLevel'), + col('sih.TargetStockLevel').alias('TargetStockLevel'), + col('sih.StockItemID').alias('WWIStockItemID'), + col('sih.LoadDateTime').alias('LoadDateTime'), + col('sih.LoadDatetime').alias("RawDataLoadDatetime")) \ + .withColumn('LineageKey', lit(12)) \ + .orderBy(col('WWIStockItemID')) + + fact_stock_holding = stock_holding_staging.alias('s') \ + .join(dimension_stock_item.alias('si'), + [col('s.WWIStockItemID') == col('si.WWIStockItemID')], + how='left') \ + .coalesce(1) \ + .orderBy('ValidTo', ascending=False) \ + .dropDuplicates(['WWIStockItemID']) \ + .selectExpr( + "COALESCE(si.StockItemKey, 0) AS StockItemKey", + "s.QuantityOnHand", + "s.BinLocation", + "s.LastStocktakeQuantity", + "s.LastCostPrice", + "s.ReorderLevel", + "s.TargetStockLevel", + "s.LineageKey", + "s.RawDataLoadDatetime" + ) + + return zip_with_row_number_as_key(fact_stock_holding, key_name=primary_key_name, offset=offset, + order_by='StockItemKey') + # NOTE for reliable id generation on really big datasets zip_with_key() from id_generator should be used diff --git a/data_product/src/data_product_microsoft_wwi/transformers/transform_payment_method.py b/data_product/src/data_product_microsoft_wwi/transformers/transform_payment_method.py new file mode 100644 index 0000000..8b1abbf --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/transform_payment_method.py @@ -0,0 +1,49 @@ +import datetime +from typing import Optional + +import pyspark.sql.functions as F +from pyspark.sql import DataFrame, SparkSession + +from data_product_microsoft_wwi.transformers.config import VALID_FROM, VALID_TO +from data_product_microsoft_wwi.transformers.id_generator import zip_with_row_number_as_key + + +def transform_payment_method( + payment_method: DataFrame, + to: Optional[datetime.datetime] = None, + offset: int = 0, + primary_key_name: str = 'PaymentMethodKey' +) -> DataFrame: + if to: + payment_method = payment_method.where((F.col('LoadDatetime') <= to)) + + payment_method_staging = ( + payment_method + .withColumn("LineageKey", F.lit(4)) + .select( + payment_method.PaymentMethodID.alias('WWIPaymentMethodID'), + payment_method.PaymentMethodName.alias('PaymentMethod'), + payment_method.ValidFrom, + payment_method.ValidTo, + F.col('LineageKey') + ) + ) + + if offset == 0: + default_df = ( + SparkSession + .getActiveSession() + .createDataFrame( + [(0, 'Unknown', None, None, 0)], + payment_method_staging.schema + ) + .withColumn('ValidFrom', F.to_timestamp(F.lit(VALID_FROM), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('ValidTo', F.to_timestamp(F.lit(VALID_TO), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('LineageKey', F.lit(0)) + ) + + payment_method_staging = default_df.union(payment_method_staging).orderBy('ValidFrom', 'WWIPaymentMethodID', + ascending=True) + + return zip_with_row_number_as_key(payment_method_staging, key_name=primary_key_name, offset=offset) + # NOTE for reliable id generation on really big datasets zip_with_key() from id_generator should be used diff --git a/data_product/src/data_product_microsoft_wwi/transformers/transform_stock_item.py b/data_product/src/data_product_microsoft_wwi/transformers/transform_stock_item.py new file mode 100644 index 0000000..7d3e072 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/transform_stock_item.py @@ -0,0 +1,140 @@ +import datetime +from decimal import Decimal +from typing import Optional + +from pyspark.sql import DataFrame, SparkSession +from pyspark.sql import functions as F +from pyspark.sql.types import DecimalType +from pyspark.sql.window import Window + +from data_product_microsoft_wwi.transformers.config import VALID_FROM, VALID_TO +from data_product_microsoft_wwi.transformers.id_generator import zip_with_row_number_as_key + + +def transform_stock_item( + colors: DataFrame, + stock_groups: DataFrame, + stock_items: DataFrame, + stock_item_stock_groups: DataFrame, + package_types: DataFrame, + to: Optional[datetime.datetime] = None, + offset: int = 0, + primary_key_name: str = 'StockItemKey' +) -> DataFrame: + if to: + stock_groups = stock_groups.where((F.col('LoadDatetime') <= to)) + + stock_group_name = ( + stock_groups.alias("sg") + .join( + stock_item_stock_groups.alias("sisg"), + on=[F.col("sg.StockGroupID") == F.col("sisg.StockGroupID")], + how="inner", ) + .withColumn('LastGroup', + F.max('StockItemStockGroupID') + .over(Window.partitionBy(['StockItemID', 'LastEditedWhen']))) + .where(F.col('StockItemStockGroupID') == F.col('LastGroup')).drop('LastGroup')) + + join_stock_item = ( + stock_items.alias("si") + .join( + package_types.alias("spt"), + on=[ + F.col("si.UnitPackageID") == F.col("spt.PackageTypeID"), + F.col("spt.ValidFrom") <= F.col("si.ValidFrom"), + F.col("si.ValidFrom") < F.col("spt.ValidTo") + ], + how="inner", + ) + .join( + package_types.alias("bpt"), + on=[ + F.col("si.OuterPackageID") == F.col("bpt.PackageTypeID"), + F.col("bpt.ValidFrom") <= F.col("si.ValidFrom"), + F.col("si.ValidFrom") < F.col("bpt.ValidTo") + ], + how="inner", + ) + .join( + colors.alias("c"), + on=[ + F.col("si.ColorID") == F.col("c.ColorID"), + F.col("c.ValidFrom") <= F.col("si.ValidFrom"), + F.col("si.ValidFrom") < F.col("c.ValidTo") + ], + how="left_outer", + ) + ) + + stock_item_with_stock_group_name = ( + join_stock_item + .join( + stock_group_name.alias("sgn"), + on=[ + F.col("si.StockItemID") == F.col("sgn.StockItemID"), + F.col("sgn.ValidFrom") <= F.col("si.ValidFrom"), + F.col("si.ValidFrom") < F.col("sgn.ValidTo") + ], + how="left" + ) + ) + + if to: + stock_item_with_stock_group_name = stock_item_with_stock_group_name.where((F.col('si.LoadDatetime') <= to)) + + transformed_stock_item = ( + stock_item_with_stock_group_name + .select( + F.col("si.StockItemID").alias("WWIStockItemID"), + F.col("si.StockItemName").alias("StockItem"), + F.col("c.ColorName").alias("Color"), + F.col("spt.PackageTypeName").alias("SellingPackage"), + F.col("bpt.PackageTypeName").alias("BuyingPackage"), + F.col("si.Brand").alias("Brand"), + F.col("si.Size").alias("Size"), + F.col("si.LeadTimeDays").alias("LeadTimeDays"), + F.col("si.QuantityPerOuter").alias("QuantityPerOuter"), + F.col("si.IsChillerStock").alias("IsChillerStock"), + F.col("si.Barcode").alias("Barcode"), + F.col("si.TaxRate").alias("TaxRate") + .cast(DecimalType(18, 3)), + F.col("si.UnitPrice").alias("UnitPrice") + .cast(DecimalType(18, 2)), + F.col("si.RecommendedRetailPrice").alias("RecommendedRetailPrice") + .cast(DecimalType(18, 2)), + F.col("si.TypicalWeightPerUnit").alias("TypicalWeightPerUnit") + .cast(DecimalType(18, 3)), + F.col("si.Photo").alias("Photo"), + F.col("si.ValidFrom").alias("ValidFrom"), + F.col("si.ValidTo").alias("ValidTo"), + F.lit(0).alias("LineageKey") # TODO populate lineage column + ) + .withColumn( + "ValidTo", + F.lead("ValidFrom", 1, "9999-12-31 23:59:59") + .over(Window.partitionBy("WWIStockItemID").orderBy("ValidFrom")) + ) + .fillna("N/A", subset=["Color", "Brand", "Size", "Barcode"]) + ) + + if offset == 0: + default_df = ( + SparkSession + .getActiveSession() + .createDataFrame( + [(0, 'Unknown', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', 0, 0, False, 'N/A', + Decimal(0.000), Decimal(0.00), Decimal(0.00), Decimal(0.000), + None, None, None, 0)], + transformed_stock_item.schema + ) + .withColumn('ValidFrom', F.to_timestamp(F.lit(VALID_FROM), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('ValidTo', F.to_timestamp(F.lit(VALID_TO), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + ) + + default_df = zip_with_row_number_as_key(default_df, key_name=primary_key_name) + + return default_df.union(zip_with_row_number_as_key(transformed_stock_item.orderBy('ValidFrom', 'WWIStockItemID'), + key_name=primary_key_name, offset=1)) + else: + return zip_with_row_number_as_key(transformed_stock_item, key_name=primary_key_name, offset=offset) + # NOTE for reliable id generation on really big datasets zip_with_key() from id_generator should be used diff --git a/data_product/src/data_product_microsoft_wwi/transformers/transform_supplier.py b/data_product/src/data_product_microsoft_wwi/transformers/transform_supplier.py new file mode 100644 index 0000000..0925c5f --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/transform_supplier.py @@ -0,0 +1,67 @@ +import datetime +from typing import Optional + +import pyspark.sql.functions as F +from pyspark.sql import DataFrame, SparkSession + +from data_product_microsoft_wwi.transformers.config import VALID_FROM, VALID_TO +from data_product_microsoft_wwi.transformers.id_generator import zip_with_row_number_as_key + + +def transform_supplier(suppliers: DataFrame, + supplier_categories: DataFrame, + people: DataFrame, + to: Optional[datetime.datetime] = None, + offset: int = 0, + primary_key_name: str = 'SupplierKey') -> DataFrame: + if to: + suppliers = suppliers.where((F.col('LoadDatetime') <= to)) + supplier_categories = supplier_categories.where((F.col('LoadDatetime') <= to)) + people = people.where((F.col('LoadDatetime') <= to)) + + supplier_staging = ( + suppliers.alias('s') + .join( + supplier_categories.alias('sc'), + [(F.col('s.SupplierCategoryID') == F.col('sc.SupplierCategoryID')) & + ((F.col('s.ValidFrom') <= F.col('sc.ValidTo')) & (F.col('sc.ValidFrom') <= F.col('s.ValidTo')))], + 'inner' + ) + .join( + people.alias('p'), + [(F.col('s.PrimaryContactPersonID') == F.col('p.PersonID')) & + ((F.col('s.ValidFrom') <= F.col('p.ValidTo')) & (F.col('p.ValidFrom') <= F.col('s.ValidTo')))], + 'inner' + ) + .withColumn("LineageKey", F.lit(6)) + .select( + F.col('s.SupplierID').alias('WWISupplierID'), + F.col('s.SupplierName').alias('Supplier'), + F.col('sc.SupplierCategoryName').alias('Category'), + F.col('p.FullName').alias('PrimaryContact'), + F.col('s.SupplierReference').alias('SupplierReference'), + F.col('s.PaymentDays').alias('PaymentDays'), + F.col('s.DeliveryPostalCode').alias('PostalCode'), + F.col('s.ValidFrom').alias('ValidFrom'), + F.col('s.ValidTo').alias('ValidTo'), + F.col('LineageKey') + ) + ) + supplier_staging = supplier_staging.drop_duplicates() + + if offset == 0: + default_df = ( + SparkSession + .getActiveSession() + .createDataFrame( + [(0, 'Unknown', 'N/A', 'N/A', 'N/A', 0, 'N/A', None, None, 0)], + supplier_staging.schema + ) + .withColumn('ValidFrom', F.to_timestamp(F.lit(VALID_FROM), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('ValidTo', F.to_timestamp(F.lit(VALID_TO), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('LineageKey', F.lit(0)) + ) + + supplier_staging = default_df.union(supplier_staging).orderBy('WWISupplierID', ascending=True) + + return zip_with_row_number_as_key(supplier_staging, key_name=primary_key_name, offset=offset) diff --git a/data_product/src/data_product_microsoft_wwi/transformers/transform_transaction_type.py b/data_product/src/data_product_microsoft_wwi/transformers/transform_transaction_type.py new file mode 100644 index 0000000..f5d8e05 --- /dev/null +++ b/data_product/src/data_product_microsoft_wwi/transformers/transform_transaction_type.py @@ -0,0 +1,42 @@ +import datetime +from typing import Optional + +import pyspark.sql.functions as F +from pyspark.sql import DataFrame, SparkSession + +from data_product_microsoft_wwi.transformers.config import VALID_FROM, VALID_TO +from data_product_microsoft_wwi.transformers.id_generator import zip_with_row_number_as_key + + +def transform_transaction_type(transactions_types: DataFrame, + to: Optional[datetime.datetime] = None, + offset: int = 0, + primary_key_name: str = 'TransactionTypeKey') -> DataFrame: + + + if to: + transactions_types = transactions_types.where((F.col('LoadDatetime') <= to)) + transactions_types_staging = ( + transactions_types + .withColumn("LineageKey", F.lit(7)) + .drop_duplicates(['TransactionTypeID', 'ValidFrom']) + .select( + transactions_types.TransactionTypeID.alias('WWITransactionTypeID'), + transactions_types.TransactionTypeName.alias('TransactionType'), + transactions_types.ValidFrom, + transactions_types.ValidTo, + F.col('LineageKey'), + ) + ) + if offset == 0: + default_df = ( + SparkSession.getActiveSession() + .createDataFrame([(0, 'Unknown', None, None, 0)], + schema=transactions_types_staging.schema + ) + .withColumn('ValidFrom', F.to_timestamp(F.lit(VALID_FROM), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('ValidTo', F.to_timestamp(F.lit(VALID_TO), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('LineageKey', F.lit(0)) + ) + transactions_types_staging = default_df.union(transactions_types_staging).orderBy('ValidFrom', 'WWITransactionTypeID') + return zip_with_row_number_as_key(transactions_types_staging, key_name = primary_key_name, offset=offset) \ No newline at end of file diff --git a/data_product/src/helpers.py b/data_product/src/helpers.py new file mode 100644 index 0000000..a70aace --- /dev/null +++ b/data_product/src/helpers.py @@ -0,0 +1,33 @@ +import os +import sys +import logging + +from delta import configure_spark_with_delta_pip +from pyspark.sql import SparkSession + + +def local_spark_session_init(py4j_log_level: str = None, spark_log_level: str = None) -> SparkSession: + """Create spark session and apply configurations""" + scala_version = "2.12" + os.environ['PYSPARK_PYTHON'] = sys.executable + os.environ['PYSPARK_DRIVER_PYTHON'] = sys.executable + if py4j_log_level: + logger = logging.getLogger('py4j') + logger.setLevel(py4j_log_level) + + spark_session = configure_spark_with_delta_pip( + SparkSession.builder + .master('local[*]') + .appName('IaCDA') + .config("spark.sql.extensions", "io.delta.sql.DeltaSparkSessionExtension") + .config("spark.sql.catalog.spark_catalog", "org.apache.spark.sql.delta.catalog.DeltaCatalog"), + ["com.microsoft.sqlserver:mssql-jdbc:8.4.0.jre11", + f"com.microsoft.azure:spark-mssql-connector_{scala_version}_3.0:1.0.0-alpha"] + ).getOrCreate() + + if spark_log_level: + logger = logging.getLogger('py4j') + logger.setLevel(spark_log_level) + spark_session.sparkContext.setLogLevel(spark_log_level) + + return spark_session diff --git a/data_product/src/run_locally.py b/data_product/src/run_locally.py new file mode 100755 index 0000000..1523eb9 --- /dev/null +++ b/data_product/src/run_locally.py @@ -0,0 +1,212 @@ +import logging +import os +from pathlib import Path + +import arrow +import click +from dotenv import load_dotenv +from py4j.protocol import Py4JJavaError + +from data_product_microsoft_wwi.app import TransformerFactory, TransformerType, TransformationType +from data_product_microsoft_wwi.configuration import merge_keys_names, output_table_name_path, \ + output_transformed_tables_primary_keys_names, OutputDimensionsTableNames, OutputFactTableName +from data_product_microsoft_wwi.helpers import retry +from data_product_microsoft_wwi.loaders import SaveType +from helpers import local_spark_session_init + +load_dotenv(Path(__file__).parent / '../.env') + +logging.getLogger().setLevel(os.getenv('APP_LOG_MODE')) + + +@click.group() +def cli(): + pass + + +@cli.command(name='load', help='Full reload data') +@click.pass_context +@click.option('-t', '--to', type=str, default=None, help='DateTime to incremental loading') +@click.option('-m', '--max_attempts', type=int, default=3, help='DateTime to incremental loading') +@click.option('-b', '--backoff_factor', type=float, default=1.5, help='DateTime to incremental loading') +@click.option('-c', '--calendar_start_date', type=str, default='2000-01-01', help='Calendar start date') +@click.option('-d', '--destination', + type=click.Choice(['delta', 'sql', 'synapse', 'snowflake', 'all']), + multiple=True, + default=['all'], + show_default=True, + help='Destinations loading') +@click.argument('delta_tables_srs', envvar='DELTA_TABLES_SRS') +@click.argument('delta_tables_dest', envvar='DELTA_TABLES_DEST') +@click.argument('databricks_schema', envvar='DATABRICKS_SCHEMA') +@click.argument('py4j_log_mode', envvar='PY4J_LOG_MODE') +@click.argument('spark_log_mode', envvar='SPARK_LOG_MODE') +@click.argument('mssql_url', envvar='MSSQL_URL') +@click.argument('mssql_port', envvar='MSSQL_PORT') +@click.argument('mssql_db_name', envvar='MSSQL_DB_NAME') +@click.argument('mssql_user_name', envvar='MSSQL_USER_NAME') +@click.argument('mssql_password', envvar='MSSQL_PASSWORD') +@click.argument('synapse_url', envvar='SYNAPSE_URL') +@click.argument('synapse_temp_dir', envvar='SYNAPSE_TEMP_DIR') +@click.argument('snowflake_url', envvar='SNOWFLAKE_URL') +@click.argument('snowflake_user', envvar='SNOWFLAKE_USER') +@click.argument('snowflake_password', envvar='SNOWFLAKE_KEY') +@click.argument('snowflake_database', envvar='SNOWFLAKE_DATABASE') +@click.argument('snowflake_schema', envvar='SNOWFLAKE_SCHEMA') +@click.argument('snowflake_warehouse', envvar='SNOWFLAKE_WAREHOUSE') +def product_data_loading(ctx: click.Context, + to, + max_attempts, + backoff_factor, + calendar_start_date, + destination, + delta_tables_srs, + delta_tables_dest, + databricks_schema, + py4j_log_mode, + spark_log_mode, + mssql_url, + mssql_port, + mssql_db_name, + mssql_user_name, + mssql_password, + synapse_url, + synapse_temp_dir, + snowflake_url, + snowflake_user, + snowflake_password, + snowflake_database, + snowflake_schema, + snowflake_warehouse): + """ + Load product data + """ + + if to: + try: + click.secho('Try to make incremental loading') + date_to = arrow.get(to).datetime + click.secho(f'Parsed you --to param to {date_to}') + + except arrow.parser.ParserError: + click.secho(f'Cant parse --to parameter. {to}', fg='red') + ctx.exit(1) + else: + click.secho('Try to make full reloading') + date_to = None + + transformer_factory = TransformerFactory(date_to) + + _ = local_spark_session_init(py4j_log_mode, spark_log_mode) + + loading_start_time = arrow.utcnow() + + try: + + dimensions_save_list = [ + OutputDimensionsTableNames.CITY, + OutputDimensionsTableNames.CUSTOMER, + OutputDimensionsTableNames.EMPLOYEE, + OutputDimensionsTableNames.CALENDAR, + OutputDimensionsTableNames.STOCK_ITEM, + OutputDimensionsTableNames.TRANSACTION_TYPE, + OutputDimensionsTableNames.SUPPLIER, + OutputDimensionsTableNames.PAYMENT_METHOD, + ] + + facts_save_list = [ + OutputFactTableName.SALE, + OutputFactTableName.STOCK_HOLDING, + OutputFactTableName.ORDER, + ] + + retry_decorator = retry(max_attempts=max_attempts, backoff_factor=backoff_factor, + expected_exceptions=[Py4JJavaError]) + + if 'delta' in destination or 'all' in destination: + delta_transformer = transformer_factory.get_transformer(TransformerType.DELTA, + delta_tables_srs=delta_tables_srs, + delta_tables_dest=delta_tables_dest, + output_table_name_paths=output_table_name_path, + databricks_schema=databricks_schema, + merge_keys_names=merge_keys_names, + output_transformed_tables_primary_keys_names=output_transformed_tables_primary_keys_names, + start_date=arrow.get(calendar_start_date).date() + ) + delta_transformer.transform(TransformationType.DIMENSIONS) + delta_transformer.save(SaveType.OVERWRITE, dimensions_save_list) + delta_transformer.transform(TransformationType.FACTS, date_to) + delta_transformer.save(SaveType.MERGE if date_to else SaveType.OVERWRITE, facts_save_list) + + if 'sql' in destination or 'all' in destination: + azure_transformer = transformer_factory.get_transformer(TransformerType.SQL, + delta_tables_srs=delta_tables_srs, + delta_tables_dest=delta_tables_dest, + db_url=f'jdbc:sqlserver://{mssql_url}:{mssql_port};database={mssql_db_name}', + user=mssql_user_name, + password=mssql_password, + output_table_name_paths=output_table_name_path, + merge_keys_names=merge_keys_names, + start_date=arrow.get(calendar_start_date).date() + ) + + azure_transformer.transform(TransformationType.DIMENSIONS) + retry_decorator(azure_transformer.save)(SaveType.OVERWRITE, dimensions_save_list) + + azure_transformer.transform(TransformationType.FACTS, date_to) + retry_decorator(azure_transformer.save)(SaveType.APPEND if date_to else SaveType.OVERWRITE, + facts_save_list) + + if 'synapse' in destination or 'all' in destination: + synapse_transformer = transformer_factory.get_transformer(TransformerType.SYNAPSE, + delta_tables_srs=delta_tables_srs, + delta_tables_dest=delta_tables_dest, + db_url=synapse_url, + user=mssql_user_name, + password=mssql_password, + temp_dir=synapse_temp_dir, + output_table_name_paths=output_table_name_path, + merge_keys_names=merge_keys_names, + start_date=arrow.get(calendar_start_date).date() + ) + + synapse_transformer.transform(TransformationType.DIMENSIONS) + retry_decorator(synapse_transformer.save)(SaveType.OVERWRITE, dimensions_save_list) + + synapse_transformer.transform(TransformationType.FACTS, date_to) + retry_decorator(synapse_transformer.save)(SaveType.APPEND if date_to else SaveType.OVERWRITE, + facts_save_list) + + if 'snowflake' in destination or 'all' in destination: + snowflake_transformer = transformer_factory.get_transformer(TransformerType.SNOWFLAKE, + delta_tables_srs=delta_tables_srs, + delta_tables_dest=delta_tables_dest, + snowflake_url=snowflake_url, + snowflake_user=snowflake_user, + snowflake_password=snowflake_password, + snowflake_database=snowflake_database, + snowflake_schema=snowflake_schema, + snowflake_warehouse=snowflake_warehouse, + output_table_name_paths=output_table_name_path, + merge_keys_names=merge_keys_names, + start_date=arrow.get(calendar_start_date).date() + ) + + snowflake_transformer.transform(TransformationType.DIMENSIONS) + retry_decorator(snowflake_transformer.save)(SaveType.OVERWRITE, dimensions_save_list) + + snowflake_transformer.transform(TransformationType.FACTS, date_to) + retry_decorator(snowflake_transformer.save)(SaveType.APPEND if date_to else SaveType.OVERWRITE, + facts_save_list) + + except Exception as e: + # Just for debugging, catch and analyze errors + raise + + loading_end_time = arrow.utcnow() + + click.echo(f'Loading has been finished during {str(loading_end_time - loading_start_time)}') + + +if __name__ == '__main__': + cli() diff --git a/data_product/src/tests/__init__.py b/data_product/src/tests/__init__.py new file mode 100644 index 0000000..5a3f13a --- /dev/null +++ b/data_product/src/tests/__init__.py @@ -0,0 +1,7 @@ +from dotenv import load_dotenv +from pathlib import Path + +load_dotenv(Path(__file__).parent / '../../.env') + +INPUT_DELTA_TABLES_PATH = Path(__file__).with_name('resources').resolve() +OUTPUT_DELTA_TABLES_PATH = Path(__file__).with_name('results').resolve() diff --git a/data_product/src/tests/conftest.py b/data_product/src/tests/conftest.py new file mode 100644 index 0000000..f37ae1e --- /dev/null +++ b/data_product/src/tests/conftest.py @@ -0,0 +1,468 @@ +import os +from pathlib import Path + +import pytest +from pyspark.sql import SparkSession +from pyspark.sql.types import StructType, StructField, StringType, IntegerType, BooleanType, TimestampType, \ + LongType, DateType, DecimalType, DoubleType + +from data_product_microsoft_wwi.configuration import ResourcesConfigs +from helpers import local_spark_session_init + +fixtures_path = Path(__file__).parent / 'fixtures' + +SRS_SCHEMAS = { + 'People': StructType([ + StructField("PersonID", IntegerType(), False), + StructField("FullName", StringType(), True), + StructField("PreferredName", StringType(), True), + StructField("SearchName", StringType(), True), + StructField("IsPermittedToLogon", BooleanType(), True), + StructField("LogonName", StringType(), True), + StructField("IsExternalLogonProvider", BooleanType(), True), + StructField("HashedPassword", StringType(), True), + StructField("IsSystemUser", BooleanType(), True), + StructField("IsEmployee", BooleanType(), True), + StructField("IsSalesperson", BooleanType(), True), + StructField("UserPreferences", StringType(), True), + StructField("PhoneNumber", StringType(), True), + StructField("FaxNumber", StringType(), True), + StructField("EmailAddress", StringType(), True), + StructField("Photo", StringType(), True), + StructField("CustomFields", StringType(), True), + StructField("OtherLanguages", StringType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True), + ]), + 'Cities': StructType([ + StructField("CityID", IntegerType(), False), + StructField("CityName", StringType(), True), + StructField("StateProvinceID", IntegerType(), True), + StructField("Location", StringType(), True), + StructField("LatestRecordedPopulation", LongType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True), + ]), + 'Countries': StructType([ + StructField("CountryID", IntegerType(), False), + StructField("CountryName", StringType(), True), + StructField("FormalName", IntegerType(), True), + StructField("IsoAlpha3Code", StringType(), True), + StructField("IsoNumericCode", IntegerType(), True), + StructField("CountryType", StringType(), True), + StructField("LatestRecordedPopulation", LongType(), True), + StructField("Continent", StringType(), True), + StructField("Region", StringType(), True), + StructField("Subregion", StringType(), True), + StructField("Border", StringType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True), + ]), + 'StateProvinces': StructType([ + StructField("StateProvinceID", IntegerType(), False), + StructField("StateProvinceCode", StringType(), True), + StructField("StateProvinceName", StringType(), True), + StructField("CountryID", IntegerType(), True), + StructField("SalesTerritory", StringType(), True), + StructField("Border", StringType(), True), + StructField("LatestRecordedPopulation", LongType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True), + ]), + 'Invoices': StructType([ + StructField("InvoiceID", IntegerType(), False), + StructField("CustomerID", IntegerType(), True), + StructField("BillToCustomerID", IntegerType(), True), + StructField("OrderID", IntegerType(), True), + StructField("DeliveryMethodID", IntegerType(), True), + StructField("ContactPersonID", IntegerType(), True), + StructField("AccountsPersonID", IntegerType(), True), + StructField("SalespersonPersonID", IntegerType(), True), + StructField("PackedByPersonID", IntegerType(), True), + StructField("InvoiceDate", DateType(), True), + StructField("CustomerPurchaseOrderNumber", StringType(), True), + StructField("IsCreditNote", BooleanType(), True), + StructField("CreditNoteReason", StringType(), True), + StructField("Comments", StringType(), True), + StructField("DeliveryInstructions", StringType(), True), + StructField("InternalComments", StringType(), True), + StructField("TotalDryItems", IntegerType(), True), + StructField("TotalChillerItems", IntegerType(), True), + StructField("DeliveryRun", StringType(), True), + StructField("RunPosition", StringType(), True), + StructField("ReturnedDeliveryData", StringType(), True), + StructField("ConfirmedDeliveryTime", TimestampType(), True), + StructField("ConfirmedReceivedBy", StringType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("LastEditedWhen", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True), + ]), + 'InvoiceLines': StructType([ + StructField("InvoiceLineID", IntegerType(), False), + StructField("InvoiceID", IntegerType(), True), + StructField("StockItemID", IntegerType(), True), + StructField("Description", StringType(), True), + StructField("PackageTypeID", IntegerType(), True), + StructField("Quantity", IntegerType(), True), + StructField("UnitPrice", DecimalType(18, 2), True), + StructField("TaxRate", DecimalType(18, 3), True), + StructField("TaxAmount", DecimalType(18, 2), True), + StructField("LineProfit", DecimalType(18, 2), True), + StructField("ExtendedPrice", DecimalType(18, 2), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("LastEditedWhen", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True), + ]), + + 'Customers': StructType([ + StructField("CustomerID", IntegerType(), False), + StructField("CustomerName", StringType(), True), + StructField("BillToCustomerID", IntegerType(), True), + StructField("CustomerCategoryID", IntegerType(), True), + StructField("BuyingGroupID", IntegerType(), True), + StructField("PrimaryContactPersonID", IntegerType(), True), + StructField("AlternateContactPersonID", IntegerType(), True), + StructField("DeliveryMethodID", IntegerType(), True), + StructField("DeliveryCityID", IntegerType(), True), + StructField("PostalCityID", IntegerType(), True), + StructField("CreditLimit", DecimalType(18, 2), True), + StructField("AccountOpenedDate", DateType(), True), + StructField("StandardDiscountPercentage", DecimalType(18, 3), True), + StructField("IsStatementSent", BooleanType(), True), + StructField("IsOnCreditHold", BooleanType(), True), + StructField("PaymentDays", IntegerType(), True), + StructField("PhoneNumber", StringType(), True), + StructField("FaxNumber", StringType(), True), + StructField("DeliveryRun", StringType(), False), + StructField("RunPosition", StringType(), True), + StructField("WebsiteURL", StringType(), True), + StructField("DeliveryAddressLine1", StringType(), True), + StructField("DeliveryAddressLine2", StringType(), True), + StructField("DeliveryPostalCode", StringType(), True), + StructField("DeliveryLocation", StringType(), True), + StructField("PostalAddressLine1", StringType(), True), + StructField("PostalAddressLine2", StringType(), True), + StructField("PostalPostalCode", StringType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True), + ]), + + 'CustomerCategories': StructType([ + StructField("CustomerCategoryID", IntegerType(), False), + StructField("CustomerCategoryName", StringType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True), + ]), + 'BuyingGroups': StructType([ + StructField("BuyingGroupID", IntegerType(), False), + StructField("BuyingGroupName", StringType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True), + ]), + 'PackageTypes': StructType([ + StructField("PackageTypeID", IntegerType(), False), + StructField("PackageTypeName", StringType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True), + ]), + 'Colors': StructType([ + StructField("ColorID", IntegerType(), False), + StructField("ColorName", StringType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True), + ]), + + 'StockGroups': StructType([ + StructField("StockGroupID", IntegerType(), False), + StructField("StockGroupName", StringType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True), + ]), + + 'StockItems': StructType([ + StructField("StockItemID", IntegerType(), False), + StructField("StockItemName", StringType(), False), + StructField("SupplierID", IntegerType(), False), + StructField("ColorID", IntegerType(), True), + StructField("UnitPackageID", IntegerType(), False), + StructField("OuterPackageID", IntegerType(), False), + StructField("Brand", StringType(), True), + StructField("Size", StringType(), True), + StructField("LeadTimeDays", IntegerType(), False), + StructField("QuantityPerOuter", IntegerType(), False), + StructField("IsChillerStock", BooleanType(), False), + StructField("Barcode", StringType(), True), + StructField("TaxRate", DecimalType(18, 3), False), + StructField("UnitPrice", DecimalType(18, 2), False), + StructField("RecommendedRetailPrice", DecimalType(18, 2), True), + StructField("TypicalWeightPerUnit", DecimalType(18, 3), False), + StructField("MarketingComments", StringType(), True), + StructField("InternalComments", StringType(), True), + StructField("Photo", StringType(), True), + StructField("CustomFields", StringType(), True), + StructField("Tags", StringType(), True), + StructField("SearchDetails", StringType(), False), + StructField("LastEditedBy", IntegerType(), False), + StructField("ValidFrom", TimestampType(), False), + StructField("ValidTo", TimestampType(), False), + StructField("LoadDatetime", TimestampType(), True), + ]), + + 'StockItemStockGroups': StructType([ + StructField("StockItemStockGroupID", IntegerType(), False), + StructField("StockItemID", IntegerType(), False), + StructField("StockGroupID", IntegerType(), False), + StructField("LastEditedBy", IntegerType(), False), + StructField("LastEditedWhen", TimestampType(), False), + StructField("LoadDatetime", TimestampType(), True), + ]), + + "SalesOrders": StructType([ + StructField("OrderID", IntegerType(), True), + StructField("CustomerID", IntegerType(), True), + StructField("SalespersonPersonID", IntegerType(), True), + StructField("PickedByPersonID", IntegerType(), True), + StructField("ContactPersonID", IntegerType(), True), + StructField("BackorderOrderID", IntegerType(), True), + StructField("OrderDate", DateType(), True), + StructField("ExpectedDeliveryDate", DateType(), True), + StructField("CustomerPurchaseOrderNumber", StringType(), True), + StructField("IsUndersupplyBackordered", BooleanType(), True), + StructField("Comments", StringType(), True), + StructField("DeliveryInstructions", StringType(), True), + StructField("InternalComments", StringType(), True), + StructField("PickingCompletedWhen", TimestampType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("LastEditedWhen", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True) + ]), + + "SalesOrderLines": StructType([ + StructField("OrderLineID", IntegerType(), True), + StructField("OrderID", IntegerType(), True), + StructField("StockItemID", IntegerType(), True), + StructField("Description", StringType(), True), + StructField("PackageTypeID", IntegerType(), True), + StructField("Quantity", IntegerType(), True), + StructField("UnitPrice", DecimalType(18, 2), True), + StructField("TaxRate", DecimalType(18, 3), True), + StructField("PickedQuantity", IntegerType(), True), + StructField("PickingCompletedWhen", TimestampType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("LastEditedWhen", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True) + ]), + + "WarehousePackageTypes": StructType([ + StructField("PackageTypeID", IntegerType(), True), + StructField("PackageTypeName", StringType(), True), + StructField("LastEditedBy", IntegerType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True) + ]), + + "Suppliers": StructType([ + StructField("SupplierID", IntegerType(), True), + StructField("SupplierName", StringType(), True), + StructField("SupplierCategoryID", IntegerType(), True), + StructField("PrimaryContactPersonID", IntegerType(), True), + StructField("SupplierReference", StringType(), True), + StructField("PaymentDays", IntegerType(), True), + StructField("DeliveryPostalCode", StringType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True) + ]), + + "SupplierCategories": StructType([ + StructField("SupplierCategoryID", IntegerType(), True), + StructField("SupplierCategoryName", StringType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LoadDatetime", TimestampType(), True) + ]) +} + +DEST_SCHEMAS = { + 'Employee': StructType([ + StructField("EmployeeKey", IntegerType(), False), + StructField("WWIEmployeeID", IntegerType(), True), + StructField("Employee", StringType(), True), + StructField("PreferredName", StringType(), True), + StructField("IsSalesperson", BooleanType(), True), + StructField("Photo", StringType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LineageKey", IntegerType(), False) + ]), + 'City': StructType([ + StructField("CityKey", IntegerType(), False), + StructField("WWICityID", IntegerType(), True), + StructField("City", StringType(), True), + StructField("StateProvince", StringType(), True), + StructField("Country", StringType(), True), + StructField("Continent", StringType(), True), + StructField("SalesTerritory", StringType(), True), + StructField("Region", StringType(), True), + StructField("Subregion", StringType(), True), + StructField("Location", StringType(), True), + StructField("LatestRecordedPopulation", LongType(), False), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LineageKey", IntegerType(), False), + StructField("Longitude", DoubleType(), True), + StructField("Latitude", DoubleType(), True), + + ]), + + 'Sale': StructType([ + StructField("SaleKey", IntegerType(), False), + StructField("CityKey", IntegerType(), False), + StructField("CustomerKey", IntegerType(), False), + StructField("BillToCustomerKey", IntegerType(), False), + StructField("StockItemKey", IntegerType(), False), + StructField("InvoiceDateKey", DateType(), True), + StructField("DeliveryDateKey", DateType(), True), + StructField("SalespersonKey", IntegerType(), False), + StructField("WWIInvoiceID", IntegerType(), True), + StructField("Description", StringType(), True), + StructField("Package", StringType(), True), + StructField("Quantity", IntegerType(), True), + StructField("UnitPrice", DecimalType(18, 2), True), + StructField("TaxRate", DecimalType(18, 3), True), + StructField("TotalExcludingTax", DecimalType(19, 2), True), + StructField("TaxAmount", DecimalType(18, 2), True), + StructField("Profit", DecimalType(18, 2), True), + StructField("TotalIncludingTax", DecimalType(18, 2), True), + StructField("TotalDryItems", IntegerType(), True), + StructField("TotalChillerItems", IntegerType(), True), + StructField("LineageKey", IntegerType(), False), + StructField('RawDataLoadDatetime', TimestampType(), True) + ]), + + 'Date': StructType([ + StructField("Date", DateType(), True), + StructField("DayNumber", IntegerType(), True), + StructField("Day", IntegerType(), True), + StructField("Month", StringType(), True), + StructField("ShortMonth", StringType(), True), + StructField("CalendarMonthNumber", IntegerType(), True), + StructField("CalendarMonthLabel", StringType(), True), + StructField("CalendarYear", IntegerType(), True), + StructField("CalendarYearLabel", StringType(), True), + StructField("FiscalMonthNumber", IntegerType(), True), + StructField("FiscalMonthLabel", StringType(), True), + StructField("FiscalYear", IntegerType(), True), + StructField("FiscalYearLabel", StringType(), True), + StructField("ISOWeekNumber", IntegerType(), True) + ]), + + 'Customer': StructType([ + StructField("CustomerKey", IntegerType(), False), + StructField("WWICustomerID", IntegerType(), True), + StructField("Customer", StringType(), True), + StructField("BillToCustomer", StringType(), True), + StructField("Category", StringType(), True), + StructField("BuyingGroup", StringType(), True), + StructField("PrimaryContact", StringType(), True), + StructField("PostalCode", StringType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LineageKey", IntegerType(), False) + ]), + + 'StockItem': StructType([ + StructField("StockItemKey", IntegerType(), False), + StructField("WWIStockItemID", IntegerType(), True), + StructField("StockItem", StringType(), True), + StructField("Color", StringType(), False), + StructField("SellingPackage", StringType(), True), + StructField("BuyingPackage", StringType(), True), + StructField("Brand", StringType(), False), + StructField("Size", StringType(), False), + StructField("LeadTimeDays", IntegerType(), True), + StructField("QuantityPerOuter", IntegerType(), True), + StructField("IsChillerStock", BooleanType(), True), + StructField("Barcode", StringType(), False), + StructField("TaxRate", DecimalType(18, 3), True), + StructField("UnitPrice", DecimalType(18, 2), True), + StructField("RecommendedRetailPrice", DecimalType(18, 2), True), + StructField("TypicalWeightPerUnit", DecimalType(18, 3), True), + StructField("Photo", StringType(), True), + StructField("ValidFrom", TimestampType(), True), + StructField("ValidTo", TimestampType(), True), + StructField("LineageKey", IntegerType(), False), + ]), + + "FactOrder": StructType([ + StructField("OrderKey", IntegerType(), False), + StructField("CityKey", IntegerType(), False), + StructField("CustomerKey", IntegerType(), False), + StructField("StockItemKey", IntegerType(), False), + StructField("OrderDateKey", DateType(), True), + StructField("PickedDateKey", DateType(), True), + StructField("SalespersonKey", IntegerType(), False), + StructField("PickerKey", IntegerType(), False), + StructField("WWIOrderID", IntegerType(), True), + StructField("WWIBackorderID", IntegerType(), True), + StructField("Description", StringType(), True), + StructField("Package", StringType(), True), + StructField("Quantity", IntegerType(), True), + StructField("UnitPrice", DecimalType(18, 2), True), + StructField("TaxRate", DecimalType(18, 3), True), + StructField("TotalExcludingTax", DecimalType(30, 2), True), + StructField("TaxAmount", DecimalType(35, 2), True), + StructField("TotalIncludingTax", DecimalType(36, 2), True), + StructField("LineageKey", IntegerType(), False), + StructField("RawDataLoadDatetime", TimestampType(), True) + ]), + +} + + +@pytest.fixture(scope='session') +def spark_session() -> SparkSession: + return local_spark_session_init() + + +@pytest.fixture(scope='module') +def tsv_loader(request, spark_session): + return (spark_session.read.format("csv") + .option('header', True) + .option('sep', '\t') + .load(f'{fixtures_path}/{request.param[0]}', schema=request.param[1])) + + +@pytest.fixture(scope='session') +def config_loading(spark_session): + return ResourcesConfigs( + db_url=f'jdbc:sqlserver://{os.getenv("MSSQL_URL")}' + f':{os.getenv("MSSQL_PORT")};' + f'database={os.getenv("MSSQL_DB_NAME")};' + f'user={os.getenv("MSSQL_USER_NAME")};' + f'password={os.getenv("MSSQL_PASSWORD")}', + input_delta_tables_path=os.getenv("DELTA_TABLES_SRS"), + output_delta_tables_path=os.getenv("DELTA_TABLES_DEST"), + databricks_schema="data_product_microsoft_wwi" + ) diff --git a/data_product/src/tests/fixtures/Application/Cities/part-00000-9a5ed58c-f1a4-4fbd-adb7-c02951e605ad-c000.csv b/data_product/src/tests/fixtures/Application/Cities/part-00000-9a5ed58c-f1a4-4fbd-adb7-c02951e605ad-c000.csv new file mode 100644 index 0000000..0e88d8a --- /dev/null +++ b/data_product/src/tests/fixtures/Application/Cities/part-00000-9a5ed58c-f1a4-4fbd-adb7-c02951e605ad-c000.csv @@ -0,0 +1,101 @@ +CityID CityName StateProvinceID Location LatestRecordedPopulation LastEditedBy ValidFrom ValidTo LoadDatetime +1 Aaronsburg 39 POINT (-77.4533235 40.8997903) 613 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +3 Abanda 1 POINT (-85.5296753 33.100954) 192 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +4 Abbeville 42 POINT (-82.3790148 34.1781719) 5237 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +5 Abbeville 11 POINT (-83.3068243 31.9921223) 2908 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +6 Abbeville 1 POINT (-85.2504893 31.5718352) 2688 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +7 Abbeville 19 POINT (-92.1342921 29.9746502) 12257 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +8 Abbeville 25 POINT (-89.5031368 34.5031591) 419 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +9 Abbotsford 52 POINT (-90.315969 44.946356) 2310 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +10 Abbott 45 POINT (-97.0733361 31.8848809) 356 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +11 Abbott 4 POINT (-94.1938205 35.0734293) 356 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +12 Abbott 32 POINT (-104.2588701 36.3055851) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +13 Abbott 49 POINT (-80.1394911 37.4292967) 356 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +14 Abbott 51 POINT (-80.3214735 38.9217656) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +15 Abbottsburg 34 POINT (-78.7250179 34.517114) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +16 Abbottstown 39 POINT (-76.9847013 39.8864869) 1011 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +17 Abbyville 17 POINT (-98.2042299 37.9708468) 87 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +18 Abell 45 POINT (-101.458781 35.3933811) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +19 Abercrombie 35 POINT (-96.7303557 46.4477384) 263 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +20 Aberdeen 43 POINT (-98.4864829 45.4646985) 26091 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +21 Aberdeen 21 POINT (-76.1641197 39.5095556) 14959 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +22 Aberdeen 50 POINT (-123.8157218 46.9753708) 16896 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +23 Aberdeen 13 POINT (-112.8383265 42.9440784) 1994 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +24 Aberdeen 34 POINT (-79.4294789 35.131547) 6350 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +25 Aberdeen 25 POINT (-88.5436553 33.8251139) 5612 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +26 Aberdeen 36 POINT (-83.7610323 38.6556296) 1638 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +27 Aberdeen 18 POINT (-86.6816547 37.2539361) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +28 Aberfoil 1 POINT (-85.6877257 32.0704299) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +29 Abernant 1 POINT (-87.198053 33.2903926) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +30 Abernathy 45 POINT (-101.8429491 33.8323038) 2805 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +31 Abeytas 32 POINT (-106.8114154 34.4675637) 56 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +32 Abie 28 POINT (-96.9489211 41.3341756) 69 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +33 Abilene 45 POINT (-99.7331439 32.4487364) 117063 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +34 Abilene 17 POINT (-97.2139094 38.9172216) 6844 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +35 Abingdon 14 POINT (-90.4017954 40.8044833) 3319 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +36 Abingdon 49 POINT (-81.9773482 36.7098335) 8191 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +37 Abingdon 16 POINT (-92.1390672 41.0822387) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +38 Abingdon 21 POINT (-76.2791236 39.4623305) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +39 Abington 39 POINT (-75.1179512 40.1206656) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +40 Abington 22 POINT (-70.9453218 42.1048228) 15985 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +41 Abiquiu 32 POINT (-106.3186397 36.207241) 231 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +42 Abita Springs 19 POINT (-90.0375755 30.4785257) 2365 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +43 Abo 32 POINT (-106.3330712 34.4558977) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +44 Aboite 15 POINT (-85.3180293 41.0008805) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +45 Abraham 46 POINT (-112.7180077 39.3966197) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +46 Abram 45 POINT (-98.4111287 26.1997957) 2067 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +47 Abrams 52 POINT (-88.0598261 44.7791593) 340 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +48 Absarokee 27 POINT (-109.4429444 45.5204982) 1150 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +49 Absecon 31 POINT (-74.4957076 39.4284503) 8411 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +50 Academy 43 POINT (-99.0798134 43.4563876) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +51 Acampo 5 POINT (-121.2785588 38.1746398) 341 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +52 Accident 21 POINT (-79.319759 39.628696) 325 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +53 Accokeek 21 POINT (-77.0283092 38.6676168) 10573 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +54 Accomac 49 POINT (-75.6654845 37.7195742) 519 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +55 Accord 33 POINT (-74.2290366 41.7856489) 562 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +56 Accord 22 POINT (-70.8836552 42.1745451) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +57 Ace 45 POINT (-94.8243744 30.5363152) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +58 Aceitunas 40 POINT (-67.0649026 18.4432783) 1436 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +59 Acequia 13 POINT (-113.5969537 42.6679642) 124 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +60 Achille 37 POINT (-96.4109935885 33.8373817006) 492 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +61 Achilles 49 POINT (-76.4402257 37.2801422) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +62 Ackerly 45 POINT (-101.71597 32.5264993) 220 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +63 Ackerman 25 POINT (-89.1728434 33.3101243) 1510 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +64 Ackley 16 POINT (-93.0532553 42.5541451) 1589 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +65 Ackworth 16 POINT (-93.4727131 41.3669373) 83 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +66 Acme 50 POINT (-122.2051584 48.7170574) 246 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +67 Acme 45 POINT (-99.8239861 34.3167412) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +68 Acme 53 POINT (-106.9850706 44.9105275) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +69 Acme 19 POINT (-91.8204007 31.2857351) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +70 Acme 32 POINT (-104.3285785 33.5923153) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +71 Acoma 29 POINT (-114.1724807 37.5483023) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +72 Acomita 32 POINT (-107.5717171 35.0553199) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +73 Acorn 49 POINT (-76.6491233 38.0192976) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +74 Acra 33 POINT (-74.0554126 42.3109186) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +75 Acree 11 POINT (-83.9960153 31.5554539) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +76 Acton 20 POINT (-70.9097847 43.5342468) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +77 Acton 27 POINT (-108.6806978 45.9305083) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +78 Acton 22 POINT (-71.43284 42.4850931) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +79 Acton 5 POINT (-118.1967418 34.469994) 7596 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +80 Acushnet 22 POINT (-70.907816 41.6806593) 3073 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +81 Acworth 30 POINT (-72.2920317 43.2178539) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +82 Acworth 11 POINT (-84.6768796 34.0659329) 20425 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +83 Acy 19 POINT (-90.8203734 30.2188079) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +84 Ada 19 POINT (-93.1404423 32.5459856) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +85 Ada 52 POINT (-87.8956469 43.8769382) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +86 Ada 17 POINT (-97.8892088 39.1513917) 100 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +87 Ada 36 POINT (-83.8227149 40.7694969) 5952 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +88 Ada 37 POINT (-96.7021280885 34.7784784006) 16810 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +89 Ada 24 POINT (-96.5153463 47.299689) 1707 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +90 Adair 16 POINT (-94.6434132 41.5003898) 781 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +91 Adair 14 POINT (-90.4967942 40.4189309) 210 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +92 Adair 37 POINT (-95.2951414885 36.4407049006) 790 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +93 Adair Village 38 POINT (-123.2178759 44.6706763) 840 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +94 Adairsville 11 POINT (-84.9341093 34.3687021) 4648 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +95 Adairville 18 POINT (-86.8519417 36.6675425) 852 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +96 Adak 2 POINT (-176.6580556 51.88) 326 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +97 Adams 37 POINT (-101.100889188 36.7603623006) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +98 Adams 15 POINT (-85.559973 39.3825496) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +99 Adams 18 POINT (-82.7076584 38.0545335) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +100 Adams 25 POINT (-90.5606536 32.1598736) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +101 Adams 44 POINT (-87.0655564 36.5822667) 633 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 diff --git a/data_product/src/tests/fixtures/Application/Countries/part-00000-1e22d37b-e748-4aeb-a04d-d4565baee8f5-c000.csv b/data_product/src/tests/fixtures/Application/Countries/part-00000-1e22d37b-e748-4aeb-a04d-d4565baee8f5-c000.csv new file mode 100644 index 0000000..4b7be9e --- /dev/null +++ b/data_product/src/tests/fixtures/Application/Countries/part-00000-1e22d37b-e748-4aeb-a04d-d4565baee8f5-c000.csv @@ -0,0 +1,101 @@ +CountryID CountryName FormalName IsoAlpha3Code IsoNumericCode CountryType LatestRecordedPopulation Continent Region Subregion Border LastEditedBy ValidFrom ValidTo LoadDatetime +4 Algeria People's Democratic Republic of Algeria DZA 12 UN Member State 34178188 Africa Africa Northern Africa POLYGON ((8.5765625000000227 36.93720703125, 8.1271484375000114 36.9103515625, 7.9104492187500171 36.856347656249994, 7.7916015625000057 36.880273437499994, 7.6077148437500171 36.999755859375, 7.4324218750000171 37.05927734375, 7.2042968750000114 37.0923828125, 7.2384765625000114 36.968505859375, 7.1434570312500227 36.943359375, 6.9275390625000171 36.91943359375, 6.5758789062500114 37.00302734375, 6.4865234375000114 37.085742187499996, 6.3278320312500114 37.046044921874994, 6.2491210937500057 36.938330078125, 6.0647460937500171 36.8642578125, 5.7254882812500227 36.799609374999996, 5.4246093750000171 36.675439453124994, 5.29541015625 36.648242187499996, 5.1956054687500171 36.676806640624996, 4.9954101562500171 36.808056640625, 4.8778320312500227 36.86240234375, 4.7581054687500171 36.896337890625, 3.7790039062500114 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45.00019531250004 39.423535156250011))) 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 diff --git a/data_product/src/tests/fixtures/Application/DeliveryMethods/part-00000-0bc1b1ed-90fc-4b57-8122-711e64ea6371-c000.csv b/data_product/src/tests/fixtures/Application/DeliveryMethods/part-00000-0bc1b1ed-90fc-4b57-8122-711e64ea6371-c000.csv new file mode 100644 index 0000000..532d431 --- /dev/null +++ b/data_product/src/tests/fixtures/Application/DeliveryMethods/part-00000-0bc1b1ed-90fc-4b57-8122-711e64ea6371-c000.csv @@ -0,0 +1,11 @@ +DeliveryMethodID DeliveryMethodName LastEditedBy ValidFrom ValidTo LoadDatetime +1 Post 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +2 Courier 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +3 Delivery Van 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +4 Customer Collect 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +5 Van with Chiller 1 2013-01-01T00:00:00.000+02:00 2015-01-01T16:00:00.000+02:00 2014 +6 Customer Courier to Collect 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +7 Road Freight 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +8 Air Freight 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +9 Refrigerated Road Freight 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +10 Refrigerated Air Freight 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 diff --git a/data_product/src/tests/fixtures/Application/PaymentMethods/part-00000-0e469063-1f82-451d-a27b-b75755792f3d-c000.csv b/data_product/src/tests/fixtures/Application/PaymentMethods/part-00000-0e469063-1f82-451d-a27b-b75755792f3d-c000.csv new file mode 100644 index 0000000..bcd34b1 --- /dev/null +++ b/data_product/src/tests/fixtures/Application/PaymentMethods/part-00000-0e469063-1f82-451d-a27b-b75755792f3d-c000.csv @@ -0,0 +1,5 @@ +PaymentMethodID PaymentMethodName LastEditedBy ValidFrom ValidTo LoadDatetime +1 Cash 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +2 Check 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +3 Credit Card 1 2013-01-01T00:00:00.000+02:00 2016-01-01T16:00:00.000+02:00 2014 +4 EFT 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 diff --git a/data_product/src/tests/fixtures/Application/People/part-00000-85fc0ef6-2aa0-4c16-825b-dd7d6f35672d-c000.csv b/data_product/src/tests/fixtures/Application/People/part-00000-85fc0ef6-2aa0-4c16-825b-dd7d6f35672d-c000.csv new file mode 100644 index 0000000..55f3d66 --- /dev/null +++ b/data_product/src/tests/fixtures/Application/People/part-00000-85fc0ef6-2aa0-4c16-825b-dd7d6f35672d-c000.csv @@ -0,0 +1,102 @@ +PersonID FullName PreferredName SearchName IsPermittedToLogon LogonName IsExternalLogonProvider HashedPassword IsSystemUser IsEmployee IsSalesperson UserPreferences PhoneNumber FaxNumber EmailAddress Photo CustomFields OtherLanguages LastEditedBy ValidFrom ValidTo LoadDatetime +1 Data Conversion Only Data Conversion Only Data Conversion Only Data Conversion Only false NO LOGON false "" false false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" "" "" "" "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +5 Eva Muirden Eva Eva Eva Muirden false evam@wideworldimporters.com false [B@66ed17b1 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 evam@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-01-01T00:00:00.000+02:00 2014 +5 Eva Muirden Eva Eva Eva Muirden false evam@wideworldimporters.com false [B@66ed17b1 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 evam@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 2014 +16 Archer Lamble Archer Archer Archer Lamble false archerl@wideworldimporters.com false [B@3a97c3a3 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 archerl@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 2014 +21 Reio Kabin Reio Reio Reio Kabin false NO LOGON false "" false false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (847) 555-0100 (847) 555-0101 reio@adatum.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +22 Oliver Kivi Olly Olly Oliver Kivi false NO LOGON false "" false false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (847) 555-0100 (847) 555-0101 olly@adatum.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +23 Hanna Mihhailov Hanna Hanna Hanna Mihhailov false NO LOGON false "" false false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (360) 555-0100 (360) 555-0101 hannam@contoso.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +24 Paulus Lippmaa Paulus Paulus Paulus Lippmaa false NO LOGON false "" false false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (360) 555-0100 (360) 555-0101 paulusl@contoso.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +25 Kerstin Parn Kerstin Kerstin Kerstin Parn false NO LOGON false "" false false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0100 (415) 555-0101 kerstin@consolidatedmessenger.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +26 Helen Ahven Helen Helen Helen Ahven false NO LOGON false "" false false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0100 (415) 555-0101 helen@consolidatedmessenger.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +27 Bill Lawson Bill Bill Bill Lawson false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (203) 555-0107 (203) 555-0107 billl@fabrikam.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +28 Helen Moore Helen Helen Helen Moore false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (203) 555-0104 (203) 555-0107 helenm@fabrikam.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +29 Penny Buck Penny Penny Penny Buck false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (406) 555-0107 (406) 555-0109 pennyb@graphicdesigninstitute.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +30 Donna Smith Donna Donna Donna Smith false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (406) 555-0101 (406) 555-0109 donnas@graphicdesigninstitute.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +31 Madelaine Cartier Madelaine Madelaine Madelaine Cartier false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (423) 555-0101 (423) 555-0100 madelainec@humongousinsurance.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +32 Annette Talon Annette Annette Annette Talon false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (423) 555-0106 (423) 555-0100 annettet@humongousinsurance.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +33 Elias Myllari Elias Elias Elias Myllari false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (209) 555-0101 (209) 555-0106 eliasm@litwareinc.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +34 Vilma Niva Vilma Vilma Vilma Niva false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (209) 555-0103 (209) 555-0106 vilman@litwareinc.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +35 Prem Prabhu Prem Prem Prem Prabhu false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (423) 555-0102 (423) 555-0108 premp@lucernepublishing.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +36 Sunita Jadhav Sunita Sunita Sunita Jadhav false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (423) 555-0101 (423) 555-0108 sunitaj@lucernepublishing.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +37 Marcos Costa Marcos Marcos Marcos Costa false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (252) 555-0106 (252) 555-0101 marcosc@nodpublishers.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +38 Matheus Oliveira Matheus Matheus Matheus Oliveira false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (252) 555-0107 (252) 555-0101 matheuso@nodpublishers.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2014-04-25T08:10:00.000+03:00 2014 +39 Eliza Soderberg Eliza Eliza Eliza Soderberg false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (201) 555-0101 (201) 555-0106 elizas@northwindelectriccars.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2014-09-30T08:10:00.000+03:00 2014 +40 Sara Karlsson Sara Sara Sara Karlsson false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (201) 555-0100 (201) 555-0106 sarak@northwindelectriccars.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +41 Donald Jones Donald Donald Donald Jones false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (605) 555-0101 (605) 555-0101 donaldj@treyresearch.net "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +42 Sharon Graham Sharon Sharon Sharon Graham false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (605) 555-0106 (605) 555-0101 sharong@treyresearch.net "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +43 Hai Dam Hai Hai Hai Dam false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (218) 555-0101 (218) 555-0108 haid@thephone-company.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +44 Thanh Dinh Thanh Thanh Thanh Dinh false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (218) 555-0104 (218) 555-0108 thanhd@thephone-company.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +45 Hubert Helms Hubert Hubert Hubert Helms false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0103 (415) 555-0104 huberth@woodgrovebank.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +46 Donald Small Donald Donald Donald Small false NO LOGON false "" true false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0105 (415) 555-0104 donalds@woodgrovebank.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 2014 +1001 Waldemar Fisar Waldemar Waldemar Waldemar Fisar false NO LOGON false "" false false false "" (308) 555-0100 (308) 555-0101 waldemar@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2015-08-31T08:10:00.000+03:00 2014 +1002 Laimonis Berzins Laimonis Laimonis Laimonis Berzins false NO LOGON false "" false false false "" (308) 555-0100 (308) 555-0101 laimonis@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1003 Lorena Cindric Lorena Lorena Lorena Cindric false NO LOGON false "" false false false "" (406) 555-0100 (406) 555-0101 lorena@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1004 Hung Van Groesen Hung Hung Hung Van Groesen false NO LOGON false "" false false false "" (406) 555-0100 (406) 555-0101 hung@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1005 Bhaargav Rambhatla Bhaargav Bhaargav Bhaargav Rambhatla false NO LOGON false "" false false false "" (480) 555-0100 (480) 555-0101 bhaargav@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1006 Mudar Jevtic Mudar Mudar Mudar Jevtic false NO LOGON false "" false false false "" (480) 555-0100 (480) 555-0101 mudar@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1007 Daniel Roman Daniel Daniel Daniel Roman false NO LOGON false "" false false false "" (316) 555-0100 (316) 555-0101 daniel@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1008 Leyla Radnia Leyla Leyla Leyla Radnia false NO LOGON false "" false false false "" (316) 555-0100 (316) 555-0101 leyla@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1009 Johanna Huiting Johanna Johanna Johanna Huiting false NO LOGON false "" false false false "" (212) 555-0100 (212) 555-0101 johanna@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1010 Robert Ruutli Robert Robert Robert Ruutli false NO LOGON false "" false false false "" (212) 555-0100 (212) 555-0101 robert@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1011 Biswajeet Thakur Biswajeet Biswajeet Biswajeet Thakur false NO LOGON false "" false false false "" (701) 555-0100 (701) 555-0101 biswajeet@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1012 Radha Shah Radha Radha Radha Shah false NO LOGON false "" false false false "" (701) 555-0100 (701) 555-0101 radha@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1013 Kalidas Nadar Kalidas Kalidas Kalidas Nadar false NO LOGON false "" false false false "" (423) 555-0100 (423) 555-0101 kalidas@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1014 Filip Nedvidek Filip Filip Filip Nedvidek false NO LOGON false "" false false false "" (423) 555-0100 (423) 555-0101 filip@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1015 Kanti Kotadia Kanti Kanti Kanti Kotadia false NO LOGON false "" false false false "" (303) 555-0100 (303) 555-0101 kanti@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1016 Hoa Cu Hoa Hoa Hoa Cu false NO LOGON false "" false false false "" (303) 555-0100 (303) 555-0101 hoa@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1017 Sointu Aalto Sointu Sointu Sointu Aalto false NO LOGON false "" false false false "" (201) 555-0100 (201) 555-0101 sointu@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1018 Jae-Gon Min Jae-Gon Jae-Gon Jae-Gon Min false NO LOGON false "" false false false "" (201) 555-0100 (201) 555-0101 jae-gon@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1019 Siddhartha Parkar Siddhartha Siddhartha Siddhartha Parkar false NO LOGON false "" false false false "" (701) 555-0100 (701) 555-0101 siddhartha@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1020 Paula Matos Paula Paula Paula Matos false NO LOGON false "" false false false "" (701) 555-0100 (701) 555-0101 paula@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1021 Elnaz Javan Elnaz Elnaz Elnaz Javan false NO LOGON false "" false false false "" (215) 555-0100 (215) 555-0101 elnaz@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1022 Jayashish Ghatak Jayashish Jayashish Jayashish Ghatak false NO LOGON false "" false false false "" (215) 555-0100 (215) 555-0101 jayashish@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1023 Heloisa Fernandes Heloisa Heloisa Heloisa Fernandes false NO LOGON false "" false false false "" (218) 555-0100 (218) 555-0101 heloisa@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1024 Amornrat Rattanaporn Amornrat Amornrat Amornrat Rattanaporn false NO LOGON false "" false false false "" (218) 555-0100 (218) 555-0101 amornrat@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1025 Razeena Hosseini Razeena Razeena Razeena Hosseini false NO LOGON false "" false false false "" (217) 555-0100 (217) 555-0101 razeena@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1026 Leticia Ribeiro Leticia Leticia Leticia Ribeiro false NO LOGON false "" false false false "" (217) 555-0100 (217) 555-0101 leticia@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1027 Tereza Valentova Tereza Tereza Tereza Valentova false NO LOGON false "" false false false "" (240) 555-0100 (240) 555-0101 tereza@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1028 Brijesh Ganguly Brijesh Brijesh Brijesh Ganguly false NO LOGON false "" false false false "" (240) 555-0100 (240) 555-0101 brijesh@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1029 Filips Jaunzems Filips Filips Filips Jaunzems false NO LOGON false "" false false false "" (210) 555-0100 (210) 555-0101 filips@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1030 Bharati Bhowmick Bharati Bharati Bharati Bhowmick false NO LOGON false "" false false false "" (210) 555-0100 (210) 555-0101 bharati@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1031 Nitin Matondkar Nitin Nitin Nitin Matondkar false NO LOGON false "" false false false "" (314) 555-0100 (314) 555-0101 nitin@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1032 Joy Dutta Joy Joy Joy Dutta false NO LOGON false "" false false false "" (314) 555-0100 (314) 555-0101 joy@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1033 Adam Kubat Adam Adam Adam Kubat false NO LOGON false "" false false false "" (216) 555-0100 (216) 555-0101 adam@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1034 Gulzar Naidu Gulzar Gulzar Gulzar Naidu false NO LOGON false "" false false false "" (216) 555-0100 (216) 555-0101 gulzar@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1035 Isabelle Vodlan Isabelle Isabelle Isabelle Vodlan false NO LOGON false "" false false false "" (603) 555-0100 (603) 555-0101 isabelle@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1036 Prakash Sarma Prakash Prakash Prakash Sarma false NO LOGON false "" false false false "" (603) 555-0100 (603) 555-0101 prakash@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1037 Mithun Bhattacharya Mithun Mithun Mithun Bhattacharya false NO LOGON false "" false false false "" (907) 555-0100 (907) 555-0101 mithun@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1038 Sandhya Raju Sandhya Sandhya Sandhya Raju false NO LOGON false "" false false false "" (907) 555-0100 (907) 555-0101 sandhya@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1039 Nghi Hua Nghi Nghi Nghi Hua false NO LOGON false "" false false false "" (206) 555-0100 (206) 555-0101 nghi@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1040 Ravindra Parkar Ravindra Ravindra Ravindra Parkar false NO LOGON false "" false false false "" (206) 555-0100 (206) 555-0101 ravindra@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1041 Duleep Raju Duleep Duleep Duleep Raju false NO LOGON false "" false false false "" (215) 555-0100 (215) 555-0101 duleep@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1042 Vlatka Duvnjak Vlatka Vlatka Vlatka Duvnjak false NO LOGON false "" false false false "" (215) 555-0100 (215) 555-0101 vlatka@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1043 Cristina Longo Cristina Cristina Cristina Longo false NO LOGON false "" false false false "" (239) 555-0100 (239) 555-0101 cristina@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1044 Antonio Lucchese Antonio Antonio Antonio Lucchese false NO LOGON false "" false false false "" (239) 555-0100 (239) 555-0101 antonio@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1045 Hang Tang Hang Hang Hang Tang false NO LOGON false "" false false false "" (907) 555-0100 (907) 555-0101 hang@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1046 Hong Ang Hong Hong Hong Ang false NO LOGON false "" false false false "" (907) 555-0100 (907) 555-0101 hong@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1047 Intira Mookjai Intira Intira Intira Mookjai false NO LOGON false "" false false false "" (252) 555-0100 (252) 555-0101 intira@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1048 Young-Tae Kim Young-Tae Young-Tae Young-Tae Kim false NO LOGON false "" false false false "" (252) 555-0100 (252) 555-0101 young-tae@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2014-10-24T08:10:00.000+03:00 2014 +1049 Sulabha Khalsa Sulabha Sulabha Sulabha Khalsa false NO LOGON false "" false false false "" (209) 555-0100 (209) 555-0101 sulabha@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1050 Alessandro Milano Alessandro Alessandro Alessandro Milano false NO LOGON false "" false false false "" (209) 555-0100 (209) 555-0101 alessandro@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1051 Dhanishta Majji Dhanishta Dhanishta Dhanishta Majji false NO LOGON false "" false false false "" (319) 555-0100 (319) 555-0101 dhanishta@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1052 Nils Podnieks Nils Nils Nils Podnieks false NO LOGON false "" false false false "" (319) 555-0100 (319) 555-0101 nils@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1053 Paula Gonzales Paula Paula Paula Gonzales false NO LOGON false "" false false false "" (218) 555-0100 (218) 555-0101 paula@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1054 Chetana Dewangan Chetana Chetana Chetana Dewangan false NO LOGON false "" false false false "" (218) 555-0100 (218) 555-0101 chetana@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1055 Tatjana Utjesenovic Tatjana Tatjana Tatjana Utjesenovic false NO LOGON false "" false false false "" (212) 555-0100 (212) 555-0101 tatjana@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1056 Theresa Boose Theresa Theresa Theresa Boose false NO LOGON false "" false false false "" (212) 555-0100 (212) 555-0101 theresa@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1057 Karel Hanak Karel Karel Karel Hanak false NO LOGON false "" false false false "" (205) 555-0100 (205) 555-0101 karel@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2014-06-30T08:10:00.000+03:00 2014 +1058 Fernanda Fierro Fernanda Fernanda Fernanda Fierro false NO LOGON false "" false false false "" (205) 555-0100 (205) 555-0101 fernanda@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1059 Odessa Schneider Odessa Odessa Odessa Schneider false NO LOGON false "" false false false "" (206) 555-0100 (206) 555-0101 odessa@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1060 Konrads Sprogis Konrads Konrads Konrads Sprogis false NO LOGON false "" false false false "" (206) 555-0100 (206) 555-0101 konrads@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1061 Kimberly Pace Kimberly Kimberly Kimberly Pace false NO LOGON false "" false false false "" (206) 555-0100 (206) 555-0101 kimberly@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1062 Shobha Gupta Shobha Shobha Shobha Gupta false NO LOGON false "" false false false "" (206) 555-0100 (206) 555-0101 shobha@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1063 Nikolajs Kalejs Nikolajs Nikolajs Nikolajs Kalejs false NO LOGON false "" false false false "" (210) 555-0100 (210) 555-0101 nikolajs@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1064 Philippe Lamy Philippe Philippe Philippe Lamy false NO LOGON false "" false false false "" (210) 555-0100 (210) 555-0101 philippe@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1065 Haasini Rai Haasini Haasini Haasini Rai false NO LOGON false "" false false false "" (803) 555-0100 (803) 555-0101 haasini@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1066 Viktorie Melicharova Viktorie Viktorie Viktorie Melicharova false NO LOGON false "" false false false "" (803) 555-0100 (803) 555-0101 viktorie@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1067 Anjali Asthana Anjali Anjali Anjali Asthana false NO LOGON false "" false false false "" (210) 555-0100 (210) 555-0101 anjali@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1068 Hanuman Negi Hanuman Hanuman Hanuman Negi false NO LOGON false "" false false false "" (210) 555-0100 (210) 555-0101 hanuman@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1069 Shah Omidi Shah Shah Shah Omidi false NO LOGON false "" false false false "" (304) 555-0100 (304) 555-0101 shah@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1070 Chandra Mittal Chandra Chandra Chandra Mittal false NO LOGON false "" false false false "" (304) 555-0100 (304) 555-0101 chandra@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +1071 Ferhat Celik Ferhat Ferhat Ferhat Celik false NO LOGON false "" false false false "" (270) 555-0100 (270) 555-0101 ferhat@tailspintoys.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 \ No newline at end of file diff --git a/data_product/src/tests/fixtures/Application/StateProvinces/part-00000-e13753f7-4ef3-4313-9008-fa1d6a701177-c000.csv b/data_product/src/tests/fixtures/Application/StateProvinces/part-00000-e13753f7-4ef3-4313-9008-fa1d6a701177-c000.csv new file mode 100644 index 0000000..054a45c --- /dev/null +++ b/data_product/src/tests/fixtures/Application/StateProvinces/part-00000-e13753f7-4ef3-4313-9008-fa1d6a701177-c000.csv @@ -0,0 +1,101 @@ +StateProvinceID StateProvinceCode StateProvinceName CountryID SalesTerritory Border LatestRecordedPopulation LastEditedBy ValidFrom ValidTo LoadDatetime +1 AL Alabama 230 Southeast "" 4833722 1 2013-01-01T00:00:00.000+02:00 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a/data_product/src/tests/fixtures/Application/SystemParameters/part-00000-eac5a2fb-261f-4c4c-a876-62cb41a62004-c000.csv b/data_product/src/tests/fixtures/Application/SystemParameters/part-00000-eac5a2fb-261f-4c4c-a876-62cb41a62004-c000.csv new file mode 100644 index 0000000..093becd --- /dev/null +++ b/data_product/src/tests/fixtures/Application/SystemParameters/part-00000-eac5a2fb-261f-4c4c-a876-62cb41a62004-c000.csv @@ -0,0 +1,149 @@ +SystemParameterID DeliveryAddressLine1 DeliveryAddressLine2 DeliveryCityID DeliveryPostalCode DeliveryLocation PostalAddressLine1 PostalAddressLine2 PostalCityID PostalPostalCode ApplicationSettings LastEditedBy LastEditedWhen LoadDatetime +1 Suite 14 1968 Martin Luther King Junior Drive 30378 94129 POINT (-122.504086 37.765786) PO Box 201158 Golden Gate Park 30378 94129 "{ + \"Site\": { + \"SEO\": { + \"Title\": \"WWI | Site\", + \"Description\": \"Wide World Importers - Site\", + \"StockItemTitleTemplate\": \"WWI | Site | StockItem {0}\", + \"StockItemDescrTemplate\": \"StockItem {0} ({1}})\" + }, + \"Menu\": { + \"Home\": { + \"Url\": \"/\", + \"Alt\": \"Home\" + }, + \"StockItems\": { + \"Url\": \"/stockitem\", + \"Alt\": \"Stock item search\" + }, + \"Brands\": { + \"Url\": \"/brand\", + \"Alt\": \"Supplier listing\" + }, + \"Contact\": { + \"Url\": \"/contact-us\", + \"Alt\": \"Contact\", + \"email\": \"jane@wideworldimporters.com\" + } + }, + \"CSSTheme\": \"bootstrap-stockitems\", + \"Home\": { + \"Message\": \"New StockItems from Wide World Importers\", + \"PromoCategories\": [\"Gadgets\", \"Toys\"], + \"PromoCount\": 5, + \"NewStockItemsCount\": 5, + \"HotStockItemsCount\": 5 + }, + \"SearchResults\": { + \"SeoTitleTemplate\": \"WWI | Site | {0} | {1}\", + \"SeoDescrTemplate\": \"Wide World Importers | Stock Items {0} ({1}})\", + \"FacetCount\": 3 + } + }, + \"Customer\": { + \"SEO\": { + \"Title\": \"WWI | Customer Portal\", + \"Description\": \"Wide World Importers - Customer Site\", + \"StockItemTitleTemplate\": \"WWI | CustomerPortal | StockItem {0}\" + }, + \"CSSTheme\": \"bootstrap-admin\", + \"Dashboard\": { + \"PromoCategories\": \"\", + \"PromoCount\": 5, + \"NewStockItemsCount\": 5 + } + }, + \"Supplier\": { + \"SEO\": { + \"Title\": \"WWI | Supplier Portal\" + }, + \"CSSTheme\": \"bootstrap-admin\", + \"Dashboard\": { + \"StockItemsPerPage\": 10, + \"QuotesPerPage\": 25 + }, + \"Reports\": { + \"TopSales\": true, + \"ThisMonthSale\": true + } + }, + \"Warehouse\": { + \"SEO\": { + \"Title\": \"WWI | Warehouse Administration\", + \"Description\": \"WorldWideImporters - Site\", + \"StockItemTitleTemplate\": \"WWI | Site | StockItem {0}\" + }, + \"CSSTheme\": \"bootstrap-admin\" + }, + \"Logging\": { + \"configuration\": { + \"status\": \"error\", + \"name\": \"RoutingTest\", + \"packages\": \"org.apache.logging.log4j.test\", + \"properties\": { + \"property\": { + \"name\": \"filename\", + \"value\": \"target/rolling1/rollingtest-$${sd:type}.log\" + } + }, + \"ThresholdFilter\": { + \"level\": \"debug\" + }, + \"appenders\": { + \"Console\": { + \"name\": \"STDOUT\", + \"PatternLayout\": { + \"pattern\": \"%m%n\" + } + }, + \"List\": { + \"name\": \"List\", + \"ThresholdFilter\": { + \"level\": \"debug\" + } + }, + \"Routing\": { + \"name\": \"Routing\", + \"Routes\": { + \"pattern\": \"$${sd:type}\", + \"Route\": [{ + \"RollingFile\": { + \"name\": \"Rolling-${sd:type}\", + \"fileName\": \"${filename}\", + \"filePattern\": \"target/rolling1/test1-${sd:type}.%i.log.gz\", + \"PatternLayout\": { + \"pattern\": \"%d %p %c{1.} [%t] %m%n\" + }, + \"SizeBasedTriggeringPolicy\": { + \"size\": \"500\" + } + } + }, { + \"AppenderRef\": \"STDOUT\", + \"key\": \"Audit\" + }, { + \"AppenderRef\": \"List\", + \"key\": \"Service\" + }] + } + } + }, + \"loggers\": { + \"logger\": { + \"name\": \"EventLogger\", + \"level\": \"info\", + \"additivity\": \"false\", + \"AppenderRef\": { + \"ref\": \"Routing\" + } + }, + \"root\": { + \"level\": \"error\", + \"AppenderRef\": { + \"ref\": \"STDOUT\" + } + } + } + } + } +}" 1 2013-01-01T00:00:00.000+02:00 2014 diff --git a/data_product/src/tests/fixtures/Application/TransactionTypes/part-00000-a9f9e197-9aea-486e-9576-f28f495ffa06-c000.csv b/data_product/src/tests/fixtures/Application/TransactionTypes/part-00000-a9f9e197-9aea-486e-9576-f28f495ffa06-c000.csv new file mode 100644 index 0000000..5740980 --- /dev/null +++ b/data_product/src/tests/fixtures/Application/TransactionTypes/part-00000-a9f9e197-9aea-486e-9576-f28f495ffa06-c000.csv @@ -0,0 +1,13 @@ +TransactionTypeID TransactionTypeName LastEditedBy ValidFrom ValidTo LoadDatetime +1 Customer Invoice 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +2 Customer Credit Note 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +3 Customer Payment Received 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +4 Customer Refund 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +5 Supplier Invoice 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +6 Supplier Credit Note 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +7 Supplier Payment Issued 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +8 Supplier Refund 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +9 Stock Transfer 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +10 Stock Issue 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +11 Stock Receipt 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +12 Stock Adjustment at Stocktake 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 diff --git a/data_product/src/tests/fixtures/Sales/BuyingGroups/part-00000-70130530-cbd4-40bf-995b-d35f1ad4ad44-c000.csv b/data_product/src/tests/fixtures/Sales/BuyingGroups/part-00000-70130530-cbd4-40bf-995b-d35f1ad4ad44-c000.csv new file mode 100644 index 0000000..708e14e --- /dev/null +++ b/data_product/src/tests/fixtures/Sales/BuyingGroups/part-00000-70130530-cbd4-40bf-995b-d35f1ad4ad44-c000.csv @@ -0,0 +1,3 @@ +BuyingGroupID BuyingGroupName LastEditedBy ValidFrom ValidTo LoadDatetime +1 Tailspin Toys 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +2 Wingtip Toys 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 diff --git a/data_product/src/tests/fixtures/Sales/CustomerCategories/part-00000-f870992e-300e-4117-a949-f01c638bb60e-c000.csv b/data_product/src/tests/fixtures/Sales/CustomerCategories/part-00000-f870992e-300e-4117-a949-f01c638bb60e-c000.csv new file mode 100644 index 0000000..c15a9bb --- /dev/null +++ b/data_product/src/tests/fixtures/Sales/CustomerCategories/part-00000-f870992e-300e-4117-a949-f01c638bb60e-c000.csv @@ -0,0 +1,8 @@ +CustomerCategoryID CustomerCategoryName LastEditedBy ValidFrom ValidTo LoadDatetime +1 Agent 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +2 Wholesaler 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +3 Novelty Shop 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +4 Supermarket 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +5 Computer Store 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +6 Gift Store 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +7 Corporate 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 diff --git a/data_product/src/tests/fixtures/Sales/Customers/part-00000-6ae8f905-c938-44ed-9c48-6c38774a8130-c000.csv b/data_product/src/tests/fixtures/Sales/Customers/part-00000-6ae8f905-c938-44ed-9c48-6c38774a8130-c000.csv new file mode 100644 index 0000000..62e9014 --- /dev/null +++ b/data_product/src/tests/fixtures/Sales/Customers/part-00000-6ae8f905-c938-44ed-9c48-6c38774a8130-c000.csv @@ -0,0 +1,101 @@ +CustomerID CustomerName BillToCustomerID CustomerCategoryID BuyingGroupID PrimaryContactPersonID AlternateContactPersonID DeliveryMethodID DeliveryCityID PostalCityID CreditLimit AccountOpenedDate StandardDiscountPercentage IsStatementSent IsOnCreditHold PaymentDays PhoneNumber FaxNumber DeliveryRun RunPosition WebsiteURL DeliveryAddressLine1 DeliveryAddressLine2 DeliveryPostalCode DeliveryLocation PostalAddressLine1 PostalAddressLine2 PostalPostalCode LastEditedBy ValidFrom ValidTo LoadDatetime +1 Tailspin Toys (Head Office) 1 3 1 1001 1002 3 19586 19586 "" 2013-01-01 0.000 false false 7 (308) 555-0100 (308) 555-0101 "" "" http://www.tailspintoys.com Shop 38 1877 Mittal Road 90410 POINT (-102.6201979 41.4972022) PO Box 8975 Ribeiroville 90410 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +2 Tailspin Toys (Sylvanite, MT) 1 3 1 1003 1004 3 33475 33475 "" 2013-01-01 0.000 false false 7 (406) 555-0100 (406) 555-0101 "" "" http://www.tailspintoys.com/Sylvanite Shop 245 705 Dita Lane 90216 POINT (-115.8743507 48.7163356) PO Box 259 Jogiville 90216 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +3 Tailspin Toys (Peeples Valley, AZ) 1 3 1 1005 1006 3 26483 26483 "" 2013-01-01 0.000 false false 7 (480) 555-0100 (480) 555-0101 "" "" http://www.tailspintoys.com/PeeplesValley Unit 217 1970 Khandke Road 90205 POINT (-112.7271223 34.2689145) PO Box 3648 Lucescuville 90205 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +4 Tailspin Toys (Medicine Lodge, KS) 1 3 1 1007 1008 3 21692 21692 "" 2013-01-01 0.000 false false 7 (316) 555-0100 (316) 555-0101 "" "" http://www.tailspintoys.com/MedicineLodge Suite 164 967 Riutta Boulevard 90152 POINT (-98.580361 37.2811339) PO Box 5065 Maciasville 90152 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +5 Tailspin Toys (Gasport, NY) 1 3 1 1009 1010 3 12748 12748 "" 2013-01-01 0.000 false false 7 (212) 555-0100 (212) 555-0101 "" "" http://www.tailspintoys.com/Gasport Unit 176 1674 Skujins Boulevard 90261 POINT (-78.5761394 43.1992244) PO Box 6294 Kellnerovaville 90261 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +6 Tailspin Toys (Jessie, ND) 1 3 1 1011 1012 3 17054 17054 "" 2013-01-01 0.000 false false 7 (701) 555-0100 (701) 555-0101 "" "" http://www.tailspintoys.com/Jessie Shop 196 483 Raut Lane 90298 POINT (-98.2381519 47.542218) PO Box 571 Booseville 90298 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +7 Tailspin Toys (Frankewing, TN) 1 3 1 1013 1014 3 12152 12152 "" 2013-01-01 0.000 false false 7 (423) 555-0100 (423) 555-0101 "" "" http://www.tailspintoys.com/Frankewing Shop 27 904 Kellnerova Street 90761 POINT (-86.8511135 35.19258) PO Box 5684 Ghoshville 90761 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +8 Tailspin Toys (Bow Mar, CO) 1 3 1 1015 1016 3 3673 3673 "" 2013-01-01 0.000 false false 7 (303) 555-0100 (303) 555-0101 "" "" http://www.tailspintoys.com/BowMar Shop 282 752 Shaker Doust Boulevard 90484 POINT (-105.0499841 39.628321) PO Box 614 Vachaville 90484 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +9 Tailspin Toys (Netcong, NJ) 1 3 1 1017 1018 3 23805 23805 "" 2013-01-01 0.000 false false 7 (201) 555-0100 (201) 555-0101 "" "" http://www.tailspintoys.com/Netcong Shop 33 25 Kasesalu Street 90129 POINT (-74.7065516 40.8989877) PO Box 8369 Bouleville 90129 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +10 Tailspin Toys (Wimbledon, ND) 1 3 1 1019 1020 3 37403 37403 "" 2013-01-01 0.000 false false 7 (701) 555-0100 (701) 555-0101 "" "" http://www.tailspintoys.com/Wimbledon Unit 67 372 Joo Lane 90061 POINT (-98.4598177 47.1697143) PO Box 8702 Rajuville 90061 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +11 Tailspin Toys (Devault, PA) 1 3 1 1021 1022 3 8987 8987 "" 2013-01-01 0.000 false false 7 (215) 555-0100 (215) 555-0101 "" "" http://www.tailspintoys.com/Devault Unit 250 1432 Pullela Street 90185 POINT (-75.5351981 40.0745503) PO Box 2676 Rautville 90185 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +12 Tailspin Toys (Biscay, MN) 1 3 1 1023 1024 3 3081 3081 "" 2013-01-01 0.000 false false 7 (218) 555-0100 (218) 555-0101 "" "" http://www.tailspintoys.com/Biscay Suite 67 413 Keskkula Lane 90054 POINT (-94.2749801 44.8274625) PO Box 5649 Klausville 90054 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +13 Tailspin Toys (Stonefort, IL) 1 3 1 1025 1026 3 32887 32887 "" 2013-01-01 0.000 false false 7 (217) 555-0100 (217) 555-0101 "" "" http://www.tailspintoys.com/Stonefort Suite 185 1492 Shah Road 90685 POINT (-88.7081133 37.6142165) PO Box 1618 Hanville 90685 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +14 Tailspin Toys (Long Meadow, MD) 1 3 1 1027 1028 3 19908 19908 "" 2013-01-01 0.000 false false 7 (240) 555-0100 (240) 555-0101 "" "" http://www.tailspintoys.com/LongMeadow Unit 221 151 Vasiljevic Road 90633 POINT (-77.7122154 39.6862063) PO Box 2724 Viidingville 90633 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +15 Tailspin Toys (Batson, TX) 1 3 1 1029 1030 3 2111 2111 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/Batson Shop 124 671 Mudigonda Boulevard 90631 POINT (-94.6071417 30.2493767) PO Box 1645 Acharyaville 90631 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +16 Tailspin Toys (Coney Island, MO) 1 3 1 1031 1032 3 7409 7409 "" 2013-01-01 0.000 false false 7 (314) 555-0100 (314) 555-0101 "" "" http://www.tailspintoys.com/ConeyIsland Suite 111 27 Vidovic Boulevard 90467 POINT (-93.3971299 36.5931192) PO Box 260 Nishadville 90467 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +17 Tailspin Toys (East Fultonham, OH) 1 3 1 1033 1034 3 9791 9791 "" 2013-01-01 0.000 false false 7 (216) 555-0100 (216) 555-0101 "" "" http://www.tailspintoys.com/EastFultonham Unit 278 224 Hinojosa Road 90416 POINT (-82.1220868 39.8500679) PO Box 7519 Gillville 90416 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +18 Tailspin Toys (Goffstown, NH) 1 3 1 1035 1036 3 13304 13304 "" 2013-01-01 0.000 false false 7 (603) 555-0100 (603) 555-0101 "" "" http://www.tailspintoys.com/Goffstown Unit 166 1822 Gruber Lane 90321 POINT (-71.600349 43.0203609) PO Box 3254 Linnaville 90321 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +19 Tailspin Toys (Lemeta, AK) 1 3 1 1037 1038 3 19124 19124 "" 2013-01-01 0.000 false false 7 (907) 555-0100 (907) 555-0101 "" "" http://www.tailspintoys.com/Lemeta Unit 174 1507 Izmaylov Crescent 90303 POINT (-147.7322222 64.8597222) PO Box 7468 Kamasamudramville 90303 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +20 Tailspin Toys (College Place, WA) 1 3 1 1039 1040 3 7160 7160 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/CollegePlace Shop 151 1536 Bhutia Avenue 90050 POINT (-118.3883012 46.0493026) PO Box 5317 Profisville 90050 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +21 Tailspin Toys (Tresckow, PA) 1 3 1 1041 1042 3 34403 34403 "" 2013-01-01 0.000 false false 7 (215) 555-0100 (215) 555-0101 "" "" http://www.tailspintoys.com/Tresckow Shop 147 640 Chakraborty Street 90790 POINT (-75.9665916 40.9134194) PO Box 3237 Kasesaluville 90790 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +22 Tailspin Toys (Ward Ridge, FL) 1 3 1 1043 1044 3 35844 35844 "" 2013-01-01 0.000 false false 7 (239) 555-0100 (239) 555-0101 "" "" http://www.tailspintoys.com/WardRidge Shop 26 73 Berg Crescent 90784 POINT (-85.2849181 29.7885429) PO Box 4356 Liepaville 90784 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +23 Tailspin Toys (Ikatan, AK) 1 3 1 1045 1046 3 16411 16411 "" 2013-01-01 0.000 false false 7 (907) 555-0100 (907) 555-0101 "" "" http://www.tailspintoys.com/Ikatan Unit 300 1467 Chang Lane 90019 POINT (-163.3083333 54.75) PO Box 144 Vinjamuriville 90019 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +24 Tailspin Toys (Dundarrach, NC) 1 3 1 1047 1048 3 9524 9524 "" 2013-01-01 0.000 false false 7 (252) 555-0100 (252) 555-0101 "" "" http://www.tailspintoys.com/Dundarrach Shop 181 818 Paulet Avenue 90758 POINT (-79.155033 34.9293315) PO Box 8090 Novacek ville 90758 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +25 Tailspin Toys (Avenal, CA) 1 3 1 1049 1050 3 1604 1604 "" 2013-01-01 0.000 false false 7 (209) 555-0100 (209) 555-0101 "" "" http://www.tailspintoys.com/Avenal Shop 37 1143 Caune Crescent 90352 POINT (-120.1290272 36.0041223) PO Box 8769 Mitraville 90352 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +26 Tailspin Toys (Hedrick, IA) 1 3 1 1051 1052 3 15102 15102 "" 2013-01-01 0.000 false false 7 (319) 555-0100 (319) 555-0101 "" "" http://www.tailspintoys.com/Hedrick Shop 119 1022 Folliero Street 90331 POINT (-92.3087945 41.1725134) PO Box 9620 Ivanovville 90331 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +27 Tailspin Toys (Bowlus, MN) 1 3 1 1053 1054 3 3707 3707 "" 2013-01-01 0.000 false false 7 (218) 555-0100 (218) 555-0101 "" "" http://www.tailspintoys.com/Bowlus Shop 13 575 Pandit Crescent 90703 POINT (-94.4094468 45.8194098) PO Box 6430 Akbulutville 90703 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +28 Tailspin Toys (North Ridge, NY) 1 3 1 1055 1056 3 24700 24700 "" 2013-01-01 0.000 false false 7 (212) 555-0100 (212) 555-0101 "" "" http://www.tailspintoys.com/NorthRidge Unit 40 890 Hlouskova Avenue 90024 POINT (-78.8258709 43.2125562) PO Box 5352 Jarviville 90024 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +29 Tailspin Toys (Eulaton, AL) 1 3 1 1057 1058 3 10910 10910 "" 2013-01-01 0.000 false false 7 (205) 555-0100 (205) 555-0101 "" "" http://www.tailspintoys.com/Eulaton Shop 16 1606 Ahmadian Road 90571 POINT (-85.9124671 33.6456587) PO Box 5749 Celmaville 90571 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +30 Tailspin Toys (Koontzville, WA) 1 3 1 1059 1060 3 17999 17999 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/Koontzville Suite 144 1907 Naicker Boulevard 90288 POINT (-118.9472435 48.0157092) PO Box 3743 Kommineniville 90288 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +31 Tailspin Toys (Lake Stevens, WA) 1 3 1 1061 1062 3 18460 18460 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/LakeStevens Shop 238 1584 Hadrabova Street 90394 POINT (-122.0637425 48.015098) PO Box 108 Shasthriville 90394 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +32 Tailspin Toys (Maypearl, TX) 1 3 1 1063 1064 3 21367 21367 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/Maypearl Suite 157 1119 Friar Boulevard 90087 POINT (-97.0116691 32.3132003) PO Box 8076 Deyville 90087 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +33 Tailspin Toys (Boyden Arbor, SC) 1 3 1 1065 1066 3 3736 3736 "" 2013-01-01 0.000 false false 7 (803) 555-0100 (803) 555-0101 "" "" http://www.tailspintoys.com/BoydenArbor Shop 151 799 Karnik Boulevard 90497 POINT (-80.9456453 34.0240436) PO Box 135 Ghoshville 90497 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +34 Tailspin Toys (Dallardsville, TX) 1 3 1 1067 1068 3 8375 8375 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/Dallardsville Unit 103 1734 Jovicevic Crescent 90041 POINT (-94.6318698 30.6285363) PO Box 8084 Celikville 90041 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +35 Tailspin Toys (Slanesville, WV) 1 3 1 1069 1070 3 31758 31758 "" 2013-01-01 0.000 false false 7 (304) 555-0100 (304) 555-0101 "" "" http://www.tailspintoys.com/Slanesville Suite 150 1959 Sarma Road 90601 POINT (-78.5227886 39.3731537) PO Box 6433 Nilssonville 90601 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +36 Tailspin Toys (Ekron, KY) 1 3 1 1071 1072 3 10193 10193 "" 2013-01-01 0.000 false false 7 (270) 555-0100 (270) 555-0101 "" "" http://www.tailspintoys.com/Ekron Shop 2 155 Goransson Lane 90603 POINT (-86.1794145 37.9292349) PO Box 1444 Veturiville 90603 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +37 Tailspin Toys (Kerby, OR) 1 3 1 1073 1074 3 17591 17591 "" 2013-01-01 0.000 false false 7 (458) 555-0100 (458) 555-0101 "" "" http://www.tailspintoys.com/Kerby Unit 16 339 Dwivedi Lane 90686 POINT (-123.651735 42.1942798) PO Box 3676 Kasesaluville 90686 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +38 Tailspin Toys (Airport Drive, MO) 1 3 1 1075 1076 3 232 232 "" 2013-01-01 0.000 false false 7 (314) 555-0100 (314) 555-0101 "" "" http://www.tailspintoys.com/AirportDrive Unit 115 232 Abbasi Avenue 90211 POINT (-94.5107824 37.1425588) PO Box 4297 Tonville 90211 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +39 Tailspin Toys (Diablock, KY) 1 3 1 1077 1078 3 9040 9040 "" 2013-01-01 0.000 false false 7 (270) 555-0100 (270) 555-0101 "" "" http://www.tailspintoys.com/Diablock Shop 240 282 Barajas Street 90158 POINT (-83.1721162 37.2284289) PO Box 6862 Ghatakville 90158 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +40 Tailspin Toys (Impact, TX) 1 3 1 1079 1080 3 16433 16433 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/Impact Unit 249 760 Trung Crescent 90326 POINT (-99.7459225 32.4998459) PO Box 1853 Shakibaville 90326 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +41 Tailspin Toys (Olivette, MO) 1 3 1 1081 1082 3 25376 25376 "" 2013-01-01 0.000 false false 7 (314) 555-0100 (314) 555-0101 "" "" http://www.tailspintoys.com/Olivette Suite 262 1638 Couet Street 90042 POINT (-90.3759499 38.6653297) PO Box 101 Cavalcanteville 90042 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +42 Tailspin Toys (Arietta, NY) 1 3 1 1083 1084 3 1132 1132 "" 2013-01-01 0.000 false false 7 (212) 555-0100 (212) 555-0101 "" "" http://www.tailspintoys.com/Arietta Unit 61 474 Tran Lane 90124 POINT (-74.5176433 43.246181) PO Box 3520 Malakarville 90124 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +43 Tailspin Toys (Upper Preston, WA) 1 3 1 1085 1086 3 34910 34910 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/UpperPreston Suite 105 980 Preda Crescent 90687 POINT (-121.907615 47.5051019) PO Box 4991 Sarkarville 90687 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +44 Tailspin Toys (Amanda Park, WA) 1 3 1 1087 1088 3 696 696 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/AmandaPark Unit 117 254 Celmina Street 90258 POINT (-123.8860114 47.4631419) PO Box 1389 Dasville 90258 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +45 Tailspin Toys (Severna Park, MD) 1 3 1 1089 1090 3 31104 31104 "" 2013-01-01 0.000 false false 7 (240) 555-0100 (240) 555-0101 "" "" http://www.tailspintoys.com/SevernaPark Shop 214 384 Ang Road 90326 POINT (-76.5452409 39.070388) PO Box 7424 Yadavville 90326 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +46 Tailspin Toys (Jemison, AL) 1 3 1 1091 1092 3 16992 16992 "" 2013-01-01 0.000 false false 7 (205) 555-0100 (205) 555-0101 "" "" http://www.tailspintoys.com/Jemison Suite 31 589 Sagese Lane 90683 POINT (-86.7466522 32.9598451) PO Box 5872 Bachville 90683 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +47 Tailspin Toys (Lake Hughes, CA) 1 3 1 1093 1094 3 18375 18375 "" 2013-01-01 0.000 false false 7 (209) 555-0100 (209) 555-0101 "" "" http://www.tailspintoys.com/LakeHughes Unit 91 1371 Saarijarvi Avenue 90358 POINT (-118.4453598 34.6769294) PO Box 7635 Gunesville 90358 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +48 Tailspin Toys (Trentwood, WA) 1 3 1 1095 1096 3 34400 34400 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/Trentwood Shop 40 197 Jaramillo Street 90615 POINT (-117.2107634 47.6965622) PO Box 9285 Pasekville 90615 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +49 Tailspin Toys (Muir, MI) 1 3 1 1097 1098 3 23396 23396 "" 2013-01-01 0.000 false false 7 (231) 555-0100 (231) 555-0101 "" "" http://www.tailspintoys.com/Muir Shop 37 1148 Khalsa Boulevard 90717 POINT (-84.9425013 42.9958661) PO Box 1543 Patilville 90717 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +50 Tailspin Toys (Hambleton, WV) 1 3 1 1099 1100 3 14380 14380 "" 2013-01-01 0.000 false false 7 (304) 555-0100 (304) 555-0101 "" "" http://www.tailspintoys.com/Hambleton Unit 257 1715 Samaniego Street 90087 POINT (-79.6453386 39.0820511) PO Box 1053 Chatterjeeville 90087 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +51 Tailspin Toys (Imlaystown, NJ) 1 3 1 1101 1102 3 16430 16430 "" 2013-01-01 0.000 false false 7 (201) 555-0100 (201) 555-0101 "" "" http://www.tailspintoys.com/Imlaystown Suite 12 1305 Kaleja Street 90051 POINT (-74.5151531 40.1676117) PO Box 5129 Ghateville 90051 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +52 Tailspin Toys (Idria, CA) 1 3 1 1103 1104 3 16401 16401 "" 2013-01-01 0.000 false false 7 (209) 555-0100 (209) 555-0101 "" "" http://www.tailspintoys.com/Idria Shop 99 1189 Malakar Road 90556 POINT (-120.6743379 36.4169007) PO Box 4080 Nairville 90556 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +53 Tailspin Toys (Nanafalia, AL) 1 3 1 1105 1106 3 23560 23560 "" 2013-01-01 0.000 false false 7 (205) 555-0100 (205) 555-0101 "" "" http://www.tailspintoys.com/Nanafalia Suite 217 1729 Dey Road 90783 POINT (-87.9880691 32.1129257) PO Box 3979 Javanville 90783 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +54 Tailspin Toys (Railroad, PA) 1 3 1 1107 1108 3 28222 28222 "" 2013-01-01 0.000 false false 7 (215) 555-0100 (215) 555-0101 "" "" http://www.tailspintoys.com/Railroad Suite 158 1032 Duperre Street 90586 POINT (-76.6983049 39.7606585) PO Box 9885 Novakovicville 90586 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +55 Tailspin Toys (Gum Branch, GA) 1 3 1 1109 1110 3 14194 14194 "" 2013-01-01 0.000 false false 7 (229) 555-0100 (229) 555-0101 "" "" http://www.tailspintoys.com/GumBranch Suite 220 1500 Utjesenovic Lane 90559 POINT (-81.7267801 31.8582642) PO Box 3204 Gangulyville 90559 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +56 Tailspin Toys (Royal City, WA) 1 3 1 1111 1112 3 29729 29729 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/RoyalCity Shop 20 1098 Tatarescu Lane 90398 POINT (-119.6305912 46.9009701) PO Box 7314 Montyville 90398 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +57 Tailspin Toys (Lakemore, OH) 1 3 1 1113 1114 3 18514 18514 "" 2013-01-01 0.000 false false 7 (216) 555-0100 (216) 555-0101 "" "" http://www.tailspintoys.com/Lakemore Unit 136 1331 Dutta Crescent 90347 POINT (-81.4359458 41.0208896) PO Box 7331 Ghateville 90347 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +58 Tailspin Toys (Mappsburg, VA) 1 3 1 1115 1116 3 20868 20868 "" 2013-01-01 0.000 false false 7 (276) 555-0100 (276) 555-0101 "" "" http://www.tailspintoys.com/Mappsburg Shop 177 1736 Han Avenue 90678 POINT (-75.7635403 37.5776335) PO Box 4007 Viidingville 90678 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +59 Tailspin Toys (Edgartown, MA) 1 3 1 1117 1118 3 10055 10055 "" 2013-01-01 0.000 false false 7 (339) 555-0100 (339) 555-0101 "" "" http://www.tailspintoys.com/Edgartown Suite 157 659 Hybl Boulevard 90684 POINT (-70.5133599 41.3890052) PO Box 4268 Predaville 90684 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +60 Tailspin Toys (East Dailey, WV) 1 3 1 1119 1120 3 9772 9772 "" 2013-01-01 0.000 false false 7 (304) 555-0100 (304) 555-0101 "" "" http://www.tailspintoys.com/EastDailey Unit 188 838 Lucescu Street 90548 POINT (-79.8909006 38.7803866) PO Box 9407 Sikdarville 90548 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +61 Tailspin Toys (Fairfield Glade, TN) 1 3 1 1121 1122 3 11131 11131 "" 2013-01-01 0.000 false false 7 (423) 555-0100 (423) 555-0101 "" "" http://www.tailspintoys.com/FairfieldGlade Shop 233 1695 Hudecova Avenue 90050 POINT (-84.8863395 36.0003475) PO Box 9770 Korkmazville 90050 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +62 Tailspin Toys (Great Neck Estates, NY) 1 3 1 1123 1124 3 13800 13800 "" 2013-01-01 0.000 false false 7 (212) 555-0100 (212) 555-0101 "" "" http://www.tailspintoys.com/GreatNeckEstates Shop 263 551 Enestam Crescent 90240 POINT (-73.7367983 40.7870459) PO Box 4309 Holyville 90240 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +63 Tailspin Toys (Stallion Springs, CA) 1 3 1 1125 1126 3 32561 32561 "" 2013-01-01 0.000 false false 7 (209) 555-0100 (209) 555-0101 "" "" http://www.tailspintoys.com/StallionSprings Unit 175 1199 Cerkez Street 90076 POINT (-118.6425912 35.0888553) PO Box 1448 Blijlevenville 90076 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +64 Tailspin Toys (Hodgdon, ME) 1 3 1 1127 1128 3 15646 15646 "" 2013-01-01 0.000 false false 7 (207) 555-0100 (207) 555-0101 "" "" http://www.tailspintoys.com/Hodgdon Shop 133 967 Alizadeh Boulevard 90673 POINT (-67.8666846 46.0539429) PO Box 4452 Rambhatlaville 90673 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +65 Tailspin Toys (North Cowden, TX) 1 3 1 1129 1130 3 24579 24579 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/NorthCowden Suite 18 402 Nan Road 90406 POINT (-102.5129264 32.0045624) PO Box 7359 Barbosaville 90406 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +66 Tailspin Toys (Madaket, MA) 1 3 1 1131 1132 3 20475 20475 "" 2013-01-01 0.000 false false 7 (339) 555-0100 (339) 555-0101 "" "" http://www.tailspintoys.com/Madaket Suite 2 1052 Hoa Lane 90614 POINT (-70.1980734 41.2729019) PO Box 2583 Tonville 90614 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +67 Tailspin Toys (Sentinel Butte, ND) 1 3 1 1133 1134 3 31075 31075 "" 2013-01-01 0.000 false false 7 (701) 555-0100 (701) 555-0101 "" "" http://www.tailspintoys.com/SentinelButte Unit 18 1240 Utjesenovic Street 90422 POINT (-103.8388108 46.9183469) PO Box 1792 Tekinville 90422 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +68 Tailspin Toys (Gardere, LA) 1 3 1 1135 1136 3 12653 12653 "" 2013-01-01 0.000 false false 7 (225) 555-0100 (225) 555-0101 "" "" http://www.tailspintoys.com/Gardere Unit 72 1195 Rozitis Road 90136 POINT (-91.1401055 30.3457487) PO Box 1620 Deville 90136 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +69 Tailspin Toys (Lytle Creek, CA) 1 3 1 1137 1138 3 20413 20413 "" 2013-01-01 0.000 false false 7 (209) 555-0100 (209) 555-0101 "" "" http://www.tailspintoys.com/LytleCreek Unit 134 1204 Grgic Lane 90795 POINT (-117.5000512 34.2591728) PO Box 1749 Gomesville 90795 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +70 Tailspin Toys (New Baden, IL) 1 3 1 1139 1140 3 23843 23843 "" 2013-01-01 0.000 false false 7 (217) 555-0100 (217) 555-0101 "" "" http://www.tailspintoys.com/NewBaden Unit 7 98 Cetinkaya Street 90235 POINT (-89.7006499 38.5350488) PO Box 5351 Tonville 90235 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +71 Tailspin Toys (Good Hart, MI) 1 3 1 1141 1142 3 13375 13375 "" 2013-01-01 0.000 false false 7 (231) 555-0100 (231) 555-0101 "" "" http://www.tailspintoys.com/GoodHart Shop 80 2001 Rajanala Road 90466 POINT (-85.113118 45.5672308) PO Box 9785 Espositoville 90466 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +72 Tailspin Toys (Cortaro, AZ) 1 3 1 1143 1144 3 7672 7672 "" 2013-01-01 0.000 false false 7 (480) 555-0100 (480) 555-0101 "" "" http://www.tailspintoys.com/Cortaro Suite 231 1809 Ioveanu Lane 90351 POINT (-111.0884337 32.3561848) PO Box 3421 Mokkapativille 90351 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +73 Tailspin Toys (Cokato, MN) 1 3 1 1145 1146 3 7071 7071 "" 2013-01-01 0.000 false false 7 (218) 555-0100 (218) 555-0101 "" "" http://www.tailspintoys.com/Cokato Shop 194 591 Avotina Road 90311 POINT (-94.1899799 45.0757967) PO Box 2276 Javanville 90311 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +74 Tailspin Toys (Indios, PR) 1 3 1 1147 1148 3 16520 16520 "" 2013-01-01 0.000 false false 7 (787) 555-0100 (787) 555-0101 "" "" http://www.tailspintoys.com/Indios Unit 50 519 Jogi Street 90193 POINT (-66.8193421 17.9941326) PO Box 9182 Duongville 90193 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +75 Tailspin Toys (Windsor Locks, CT) 1 3 1 1149 1150 3 37473 37473 "" 2013-01-01 0.000 false false 7 (203) 555-0100 (203) 555-0101 "" "" http://www.tailspintoys.com/WindsorLocks Unit 276 605 Prieditis Lane 90456 POINT (-72.6273124 41.9292639) PO Box 8707 Baltinsville 90456 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +76 Tailspin Toys (Yewed, OK) 1 3 1 1151 1152 3 38042 38042 "" 2013-01-01 0.000 false false 7 (405) 555-0100 (405) 555-0101 "" "" http://www.tailspintoys.com/Yewed Unit 266 210 safranek Lane 90308 POINT (-98.4338585885 36.6862008006) PO Box 2130 Paikville 90308 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +77 Tailspin Toys (Hahira, GA) 1 3 1 1153 1154 3 14287 14287 "" 2013-01-01 0.000 false false 7 (229) 555-0100 (229) 555-0101 "" "" http://www.tailspintoys.com/Hahira Unit 176 1675 Ribeiro Street 90706 POINT (-83.3726575 30.9913064) PO Box 4226 Ankithamville 90706 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +78 Tailspin Toys (Sekiu, WA) 1 3 1 1155 1156 3 31010 31010 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/Sekiu Suite 54 1302 Jaunzems Lane 90686 POINT (-124.3013299 48.2622995) PO Box 938 Ghatakville 90686 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +79 Tailspin Toys (Page City, KS) 1 3 1 1157 1158 3 25933 25933 "" 2013-01-01 0.000 false false 7 (316) 555-0100 (316) 555-0101 "" "" http://www.tailspintoys.com/PageCity Suite 4 1000 Sykorova Boulevard 90316 POINT (-101.1462666 39.0897299) PO Box 2200 Korjusville 90316 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +80 Tailspin Toys (Valdese, NC) 1 3 1 1159 1160 3 34990 34990 "" 2013-01-01 0.000 false false 7 (252) 555-0100 (252) 555-0101 "" "" http://www.tailspintoys.com/Valdese Suite 127 199 Das Street 90541 POINT (-81.563149 35.7406864) PO Box 5945 Mitraville 90541 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +81 Tailspin Toys (Big Moose, NY) 1 3 1 1161 1162 3 2971 2971 "" 2013-01-01 0.000 false false 7 (212) 555-0100 (212) 555-0101 "" "" http://www.tailspintoys.com/BigMoose Suite 157 274 Poddar Lane 90798 POINT (-74.9151774 43.8183991) PO Box 9958 Rojumanongville 90798 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +82 Tailspin Toys (La Cueva, NM) 1 3 1 1163 1164 3 18087 18087 "" 2013-01-01 0.000 false false 7 (505) 555-0100 (505) 555-0101 "" "" http://www.tailspintoys.com/LaCueva Suite 166 1708 Ankitham Street 90253 POINT (-105.2491779 35.941705) PO Box 7013 Mokkapativille 90253 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +83 Tailspin Toys (Absecon, NJ) 1 3 1 1165 1166 3 49 49 "" 2013-01-01 0.000 false false 7 (201) 555-0100 (201) 555-0101 "" "" http://www.tailspintoys.com/Absecon Unit 148 1161 Chang Lane 90540 POINT (-74.4957076 39.4284503) PO Box 9374 Chuville 90540 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +84 Tailspin Toys (Aceitunas, PR) 1 3 1 1167 1168 3 58 58 "" 2013-01-01 0.000 false false 7 (787) 555-0100 (787) 555-0101 "" "" http://www.tailspintoys.com/Aceitunas Suite 243 328 Bhat Street 90213 POINT (-67.0649026 18.4432783) PO Box 4421 Dwivediville 90213 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +85 Tailspin Toys (Andrix, CO) 1 3 1 1169 1170 3 843 843 "" 2013-01-01 0.000 false false 7 (303) 555-0100 (303) 555-0101 "" "" http://www.tailspintoys.com/Andrix Shop 173 1155 Antunes Crescent 90653 POINT (-103.1927114 37.2794624) PO Box 9715 Bezansonville 90653 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +86 Tailspin Toys (New Lexington, OH) 1 3 1 1171 1172 3 24014 24014 "" 2013-01-01 0.000 false false 7 (216) 555-0100 (216) 555-0101 "" "" http://www.tailspintoys.com/NewLexington Unit 102 902 Ganguly Street 90637 POINT (-82.2084805 39.7139579) PO Box 937 Sikdarville 90637 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +87 Tailspin Toys (Sauquoit, NY) 1 3 1 1173 1174 3 30698 30698 "" 2013-01-01 0.000 false false 7 (212) 555-0100 (212) 555-0101 "" "" http://www.tailspintoys.com/Sauquoit Shop 282 1484 Wintle Lane 90199 POINT (-75.2598859 43.0042365) PO Box 1979 Polakville 90199 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +88 Tailspin Toys (Dracut, MA) 1 3 1 1175 1176 3 9379 9379 "" 2013-01-01 0.000 false false 7 (339) 555-0100 (339) 555-0101 "" "" http://www.tailspintoys.com/Dracut Shop 226 609 Sidhu Crescent 90519 POINT (-71.3020052 42.6703687) PO Box 7732 Duminaville 90519 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +89 Tailspin Toys (Victory Gardens, NJ) 1 3 1 1177 1178 3 35344 35344 "" 2013-01-01 0.000 false false 7 (201) 555-0100 (201) 555-0101 "" "" http://www.tailspintoys.com/VictoryGardens Shop 7 249 Arvidsson Avenue 90461 POINT (-74.5423796 40.8759325) PO Box 3983 Baltinsville 90461 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +90 Tailspin Toys (Tolna, ND) 1 3 1 1179 1180 3 34192 34192 "" 2013-01-01 0.000 false false 7 (701) 555-0100 (701) 555-0101 "" "" http://www.tailspintoys.com/Tolna Unit 91 777 Vassiljev Street 90089 POINT (-98.4401019 47.8272203) PO Box 8627 Fischerville 90089 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +91 Tailspin Toys (Alstead, NH) 1 3 1 1181 1182 3 600 600 "" 2013-01-01 0.000 false false 7 (603) 555-0100 (603) 555-0101 "" "" http://www.tailspintoys.com/Alstead Suite 50 520 Walkky Boulevard 90073 POINT (-72.3606431 43.1489663) PO Box 8729 Paruchuriville 90073 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +92 Tailspin Toys (Sans Souci, SC) 1 3 1 1183 1184 3 30548 30548 "" 2013-01-01 0.000 false false 7 (803) 555-0100 (803) 555-0101 "" "" http://www.tailspintoys.com/SansSouci Shop 104 1889 Smirnov Road 90553 POINT (-82.4240114 34.8778952) PO Box 8459 Ghoshville 90553 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +93 Tailspin Toys (Clewiston, FL) 1 3 1 1185 1186 3 6809 6809 "" 2013-01-01 0.000 false false 7 (239) 555-0100 (239) 555-0101 "" "" http://www.tailspintoys.com/Clewiston Suite 80 351 Lill Crescent 90354 POINT (-80.9336753 26.7542312) PO Box 7050 Muppavarapuville 90354 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +94 Tailspin Toys (Cheyenne Wells, CO) 1 3 1 1187 1188 3 6327 6327 "" 2013-01-01 0.000 false false 7 (303) 555-0100 (303) 555-0101 "" "" http://www.tailspintoys.com/CheyenneWells Unit 150 617 Pornpipatpong Lane 90449 POINT (-102.3532435 38.8213951) PO Box 9427 Duville 90449 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +95 Tailspin Toys (Lavon, TX) 1 3 1 1189 1190 3 18882 18882 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/Lavon Suite 258 771 Kidambi Road 90310 POINT (-96.4341524 33.0276193) PO Box 7983 Parraville 90310 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +96 Tailspin Toys (South La Paloma, TX) 1 3 1 1191 1192 3 32124 32124 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/SouthLaPaloma Shop 2 1377 Tirlea Avenue 90792 POINT (-97.9685259 27.8946157) PO Box 8188 Tickooville 90792 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +97 Tailspin Toys (Manchester Center, VT) 1 3 1 1193 1194 3 20710 20710 "" 2013-01-01 0.000 false false 7 (802) 555-0100 (802) 555-0101 "" "" http://www.tailspintoys.com/ManchesterCenter Shop 264 611 Todorovic Avenue 90179 POINT (-73.0570488 43.1770206) PO Box 1414 Ditaville 90179 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +98 Tailspin Toys (El Centro, CA) 1 3 1 1195 1196 3 10199 10199 "" 2013-01-01 0.000 false false 7 (209) 555-0100 (209) 555-0101 "" "" http://www.tailspintoys.com/ElCentro Unit 30 1437 Ahmadian Avenue 90573 POINT (-115.5630514 32.792) PO Box 518 Lohmusville 90573 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +99 Tailspin Toys (Guin, AL) 1 3 1 1197 1198 3 14173 14173 "" 2013-01-01 0.000 false false 7 (205) 555-0100 (205) 555-0101 "" "" http://www.tailspintoys.com/Guin Unit 92 1742 Bender Boulevard 90779 POINT (-87.9147494 33.9656594) PO Box 6564 Costaville 90779 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +100 Tailspin Toys (Tunnelhill, PA) 1 3 1 1199 1200 3 34584 34584 "" 2013-01-01 0.000 false false 7 (215) 555-0100 (215) 555-0101 "" "" http://www.tailspintoys.com/Tunnelhill Shop 6 301 Nechita Avenue 90788 POINT (-78.5408491 40.4781265) PO Box 4988 Pasekville 90788 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 diff --git a/data_product/src/tests/fixtures/Sales/InvoiceLines/part-00000-f306b739-e3e0-4f89-b135-e1368a6a7dd5-c000.csv b/data_product/src/tests/fixtures/Sales/InvoiceLines/part-00000-f306b739-e3e0-4f89-b135-e1368a6a7dd5-c000.csv new file mode 100644 index 0000000..68f888b --- /dev/null +++ b/data_product/src/tests/fixtures/Sales/InvoiceLines/part-00000-f306b739-e3e0-4f89-b135-e1368a6a7dd5-c000.csv @@ -0,0 +1,101 @@ +InvoiceLineID InvoiceID StockItemID Description PackageTypeID Quantity UnitPrice TaxRate TaxAmount LineProfit ExtendedPrice LastEditedBy LastEditedWhen LoadDatetime +1 1 67 Ride on toy sedan car (Black) 1/12 scale 7 10 230.00 15.000 345.00 850.00 2645.00 7 2013-01-01T12:00:00.000+02:00 2014 +2 2 50 Developer joke mug - old C developers never die (White) 7 9 13.00 15.000 17.55 76.50 134.55 7 2013-01-01T12:00:00.000+02:00 2014 +3 2 10 USB food flash drive - chocolate bar 7 9 32.00 15.000 43.20 180.00 331.20 7 2013-01-01T12:00:00.000+02:00 2014 +4 3 114 Superhero action jacket (Blue) XXL 7 3 30.00 15.000 13.50 24.00 103.50 7 2013-01-01T12:00:00.000+02:00 2014 +5 4 206 Permanent marker black 5mm nib (Black) 5mm 7 96 2.70 15.000 38.88 96.00 298.08 7 2013-01-01T12:00:00.000+02:00 2014 +6 4 130 Furry gorilla with big eyes slippers (Black) S 7 5 32.00 15.000 24.00 120.00 184.00 7 2013-01-01T12:00:00.000+02:00 2014 +7 4 50 Developer joke mug - old C developers never die (White) 7 2 13.00 15.000 3.90 17.00 29.90 7 2013-01-01T12:00:00.000+02:00 2014 +8 5 128 Plush shark slippers (Gray) L 7 4 32.00 15.000 19.20 96.00 147.20 7 2013-01-01T12:00:00.000+02:00 2014 +9 5 121 Dinosaur battery-powered slippers (Green) XL 7 3 32.00 15.000 14.40 70.50 110.40 7 2013-01-01T12:00:00.000+02:00 2014 +10 5 155 Large sized bubblewrap roll 50m 7 20 24.00 15.000 72.00 220.00 552.00 7 2013-01-01T12:00:00.000+02:00 2014 +11 6 150 Pack of 12 action figures (variety) 9 4 16.00 15.000 9.60 42.00 73.60 7 2013-01-01T12:00:00.000+02:00 2014 +12 6 40 Developer joke mug - (hip, hip, array) (White) 7 6 13.00 15.000 11.70 51.00 89.70 7 2013-01-01T12:00:00.000+02:00 2014 +13 6 126 Plush shark slippers (Gray) S 7 9 32.00 15.000 43.20 216.00 331.20 7 2013-01-01T12:00:00.000+02:00 2014 +14 7 39 Developer joke mug - inheritance is the OO way to become wealthy (Black) 7 9 13.00 15.000 17.55 76.50 134.55 7 2013-01-01T12:00:00.000+02:00 2014 +15 7 184 Shipping carton (Brown) 305x305x305mm 7 75 3.50 15.000 39.38 120.00 301.88 7 2013-01-01T12:00:00.000+02:00 2014 +16 7 9 USB food flash drive - banana 7 6 32.00 15.000 28.80 120.00 220.80 7 2013-01-01T12:00:00.000+02:00 2014 +17 7 132 Furry gorilla with big eyes slippers (Black) L 7 1 32.00 15.000 4.80 24.00 36.80 7 2013-01-01T12:00:00.000+02:00 2014 +18 8 9 USB food flash drive - banana 7 4 32.00 15.000 19.20 80.00 147.20 7 2013-01-01T12:00:00.000+02:00 2014 +19 8 32 Developer joke mug - that's a hardware problem (White) 7 9 13.00 15.000 17.55 76.50 134.55 7 2013-01-01T12:00:00.000+02:00 2014 +20 8 50 Developer joke mug - old C developers never die (White) 7 1 13.00 15.000 1.95 8.50 14.95 7 2013-01-01T12:00:00.000+02:00 2014 +21 9 58 RC toy sedan car with remote control (Black) 1/50 scale 7 2 25.00 15.000 7.50 25.00 57.50 7 2013-01-01T12:00:00.000+02:00 2014 +22 9 134 Animal with big feet slippers (Brown) S 7 4 32.00 15.000 19.20 96.00 147.20 7 2013-01-01T12:00:00.000+02:00 2014 +23 10 38 Developer joke mug - inheritance is the OO way to become wealthy (White) 7 5 13.00 15.000 9.75 42.50 74.75 7 2013-01-01T12:00:00.000+02:00 2014 +24 10 34 Developer joke mug - fun was unexpected at this time (White) 7 3 13.00 15.000 5.85 25.50 44.85 7 2013-01-01T12:00:00.000+02:00 2014 +25 11 45 Developer joke mug - there are 10 types of people in the world (Black) 7 1 13.00 15.000 1.95 8.50 14.95 7 2013-01-01T12:00:00.000+02:00 2014 +26 12 62 RC toy sedan car with remote control (Yellow) 1/50 scale 7 5 25.00 15.000 18.75 62.50 143.75 7 2013-01-01T12:00:00.000+02:00 2014 +27 12 44 Developer joke mug - there are 10 types of people in the world (White) 7 8 13.00 15.000 15.60 68.00 119.60 7 2013-01-01T12:00:00.000+02:00 2014 +28 13 156 10 mm Double sided bubble wrap 10m 7 10 15.00 15.000 22.50 75.00 172.50 7 2013-01-01T12:00:00.000+02:00 2014 +29 13 73 Ride on vintage American toy coupe (Red) 1/12 scale 7 8 285.00 15.000 342.00 1040.00 2622.00 7 2013-01-01T12:00:00.000+02:00 2014 +30 14 111 Superhero action jacket (Blue) M 7 4 30.00 15.000 18.00 32.00 138.00 7 2013-01-01T12:00:00.000+02:00 2014 +31 14 163 32 mm Double sided bubble wrap 20m 7 10 37.00 15.000 55.50 230.00 425.50 7 2013-01-01T12:00:00.000+02:00 2014 +32 14 132 Furry gorilla with big eyes slippers (Black) L 7 5 32.00 15.000 24.00 120.00 184.00 7 2013-01-01T12:00:00.000+02:00 2014 +33 15 108 Superhero action jacket (Blue) XXS 7 6 25.00 15.000 22.50 36.00 172.50 7 2013-01-01T12:00:00.000+02:00 2014 +34 15 210 Packing knife with metal insert blade (Yellow) 18mm 7 10 2.40 15.000 3.60 12.00 27.60 7 2013-01-01T12:00:00.000+02:00 2014 +35 16 115 Superhero action jacket (Blue) 3XL 7 2 34.00 15.000 10.20 20.00 78.20 7 2013-01-01T12:00:00.000+02:00 2014 +36 17 133 Furry gorilla with big eyes slippers (Black) XL 7 10 32.00 15.000 48.00 235.00 368.00 7 2013-01-01T12:00:00.000+02:00 2014 +37 17 47 Developer joke mug - a foo walks into a bar (Black) 7 8 13.00 15.000 15.60 68.00 119.60 7 2013-01-01T12:00:00.000+02:00 2014 +38 18 22 DBA joke mug - it depends (White) 7 7 13.00 15.000 13.65 59.50 104.65 7 2013-01-01T12:00:00.000+02:00 2014 +39 19 15 USB food flash drive - dessert 10 drive variety pack 9 8 240.00 15.000 288.00 1212.00 2208.00 7 2013-01-01T12:00:00.000+02:00 2014 +40 19 75 Ride on big wheel monster truck (Black) 1/12 scale 7 1 345.00 15.000 51.75 140.00 396.75 7 2013-01-01T12:00:00.000+02:00 2014 +41 19 68 Ride on toy sedan car (Red) 1/12 scale 7 4 230.00 15.000 138.00 340.00 1058.00 7 2013-01-01T12:00:00.000+02:00 2014 +42 20 111 Superhero action jacket (Blue) M 7 8 30.00 15.000 36.00 64.00 276.00 7 2013-01-01T12:00:00.000+02:00 2014 +43 21 144 Halloween zombie mask (Light Brown) L 7 24 18.00 15.000 64.80 -24.00 496.80 7 2013-01-01T12:00:00.000+02:00 2014 +44 21 121 Dinosaur battery-powered slippers (Green) XL 7 2 32.00 15.000 9.60 47.00 73.60 7 2013-01-01T12:00:00.000+02:00 2014 +45 21 54 IT joke mug - that behavior is by design (White) 7 3 13.00 15.000 5.85 25.50 44.85 7 2013-01-01T12:00:00.000+02:00 2014 +46 22 128 Plush shark slippers (Gray) L 7 1 32.00 15.000 4.80 24.00 36.80 7 2013-01-01T12:00:00.000+02:00 2014 +47 22 158 10 mm Double sided bubble wrap 50m 7 30 105.00 15.000 472.50 1470.00 3622.50 7 2013-01-01T12:00:00.000+02:00 2014 +48 23 21 DBA joke mug - you might be a DBA if (Black) 7 4 13.00 15.000 7.80 34.00 59.80 7 2013-01-01T12:00:00.000+02:00 2014 +49 23 69 Ride on toy sedan car (Blue) 1/12 scale 7 5 230.00 15.000 172.50 425.00 1322.50 7 2013-01-01T12:00:00.000+02:00 2014 +50 23 137 Animal with big feet slippers (Brown) XL 7 9 32.00 15.000 43.20 211.50 331.20 7 2013-01-01T12:00:00.000+02:00 2014 +51 24 70 Ride on toy sedan car (Green) 1/12 scale 7 2 230.00 15.000 69.00 170.00 529.00 7 2013-01-01T12:00:00.000+02:00 2014 +52 24 210 Packing knife with metal insert blade (Yellow) 18mm 7 5 2.40 15.000 1.80 6.00 13.80 7 2013-01-01T12:00:00.000+02:00 2014 +53 25 35 Developer joke mug - fun was unexpected at this time (Black) 7 5 13.00 15.000 9.75 42.50 74.75 7 2013-01-01T12:00:00.000+02:00 2014 +54 25 14 USB food flash drive - fortune cookie 7 2 32.00 15.000 9.60 40.00 73.60 7 2013-01-01T12:00:00.000+02:00 2014 +55 26 42 Developer joke mug - understanding recursion requires understanding recursion (White) 7 1 13.00 15.000 1.95 8.50 14.95 7 2013-01-01T12:00:00.000+02:00 2014 +56 27 121 Dinosaur battery-powered slippers (Green) XL 7 9 32.00 15.000 43.20 211.50 331.20 7 2013-01-01T12:00:00.000+02:00 2014 +57 27 48 Developer joke mug - this code was generated by a tool (White) 7 1 13.00 15.000 1.95 8.50 14.95 7 2013-01-01T12:00:00.000+02:00 2014 +58 28 147 Halloween skull mask (Gray) M 7 12 18.00 15.000 32.40 36.00 248.40 7 2013-01-01T12:00:00.000+02:00 2014 +59 28 33 Developer joke mug - that's a hardware problem (Black) 7 4 13.00 15.000 7.80 34.00 59.80 7 2013-01-01T12:00:00.000+02:00 2014 +60 28 170 20 mm Anti static bubble wrap (Blue) 50m 7 40 102.00 15.000 612.00 1880.00 4692.00 7 2013-01-01T12:00:00.000+02:00 2014 +61 29 125 Ogre battery-powered slippers (Green) XL 7 4 32.00 15.000 19.20 94.00 147.20 7 2013-01-01T12:00:00.000+02:00 2014 +62 29 104 Alien officer hoodie (Black) 3XL 7 7 35.00 15.000 36.75 126.00 281.75 7 2013-01-01T12:00:00.000+02:00 2014 +63 30 60 RC toy sedan car with remote control (Blue) 1/50 scale 7 4 25.00 15.000 15.00 50.00 115.00 7 2013-01-01T12:00:00.000+02:00 2014 +64 31 44 Developer joke mug - there are 10 types of people in the world (White) 7 5 13.00 15.000 9.75 42.50 74.75 7 2013-01-01T12:00:00.000+02:00 2014 +65 31 213 Air cushion film 200mmx100mm 325m 7 7 87.00 15.000 91.35 364.00 700.35 7 2013-01-01T12:00:00.000+02:00 2014 +66 31 61 RC toy sedan car with remote control (Green) 1/50 scale 7 3 25.00 15.000 11.25 37.50 86.25 7 2013-01-01T12:00:00.000+02:00 2014 +67 32 66 RC big wheel monster truck with remote control (Black) 1/50 scale 7 8 45.00 15.000 54.00 236.00 414.00 7 2013-01-01T12:00:00.000+02:00 2014 +68 32 63 RC toy sedan car with remote control (Pink) 1/50 scale 7 4 25.00 15.000 15.00 50.00 115.00 7 2013-01-01T12:00:00.000+02:00 2014 +69 32 125 Ogre battery-powered slippers (Green) XL 7 10 32.00 15.000 48.00 235.00 368.00 7 2013-01-01T12:00:00.000+02:00 2014 +70 33 207 Permanent marker blue 5mm nib (Blue) 5mm 7 12 2.70 15.000 4.86 12.00 37.26 7 2013-01-01T12:00:00.000+02:00 2014 +71 34 168 20 mm Anti static bubble wrap (Blue) 10m 7 10 29.00 15.000 43.50 170.00 333.50 7 2013-01-01T12:00:00.000+02:00 2014 +72 34 123 Ogre battery-powered slippers (Green) M 7 9 32.00 15.000 43.20 216.00 331.20 7 2013-01-01T12:00:00.000+02:00 2014 +73 34 2 USB rocket launcher (Gray) 7 8 25.00 15.000 30.00 124.00 230.00 7 2013-01-01T12:00:00.000+02:00 2014 +74 34 27 DBA joke mug - SELECT caffeine FROM mug (Black) 7 1 13.00 15.000 1.95 8.50 14.95 7 2013-01-01T12:00:00.000+02:00 2014 +75 34 5 USB food flash drive - hamburger 7 1 32.00 15.000 4.80 20.00 36.80 7 2013-01-01T12:00:00.000+02:00 2014 +76 35 60 RC toy sedan car with remote control (Blue) 1/50 scale 7 8 25.00 15.000 30.00 100.00 230.00 7 2013-01-01T12:00:00.000+02:00 2014 +77 36 133 Furry gorilla with big eyes slippers (Black) XL 7 1 32.00 15.000 4.80 23.50 36.80 7 2013-01-01T12:00:00.000+02:00 2014 +78 36 35 Developer joke mug - fun was unexpected at this time (Black) 7 10 13.00 15.000 19.50 85.00 149.50 7 2013-01-01T12:00:00.000+02:00 2014 +79 36 134 Animal with big feet slippers (Brown) S 7 4 32.00 15.000 19.20 96.00 147.20 7 2013-01-01T12:00:00.000+02:00 2014 +80 36 120 Dinosaur battery-powered slippers (Green) L 7 6 32.00 15.000 28.80 144.00 220.80 7 2013-01-01T12:00:00.000+02:00 2014 +81 37 35 Developer joke mug - fun was unexpected at this time (Black) 7 10 13.00 15.000 19.50 85.00 149.50 7 2013-01-01T12:00:00.000+02:00 2014 +82 38 57 IT joke mug - hardware: part of the computer that can be kicked (Black) 7 2 13.00 15.000 3.90 17.00 29.90 7 2013-01-01T12:00:00.000+02:00 2014 +83 39 51 Developer joke mug - old C developers never die (Black) 7 7 13.00 15.000 13.65 59.50 104.65 7 2013-01-01T12:00:00.000+02:00 2014 +84 39 43 Developer joke mug - understanding recursion requires understanding recursion (Black) 7 3 13.00 15.000 5.85 25.50 44.85 7 2013-01-01T12:00:00.000+02:00 2014 +85 39 15 USB food flash drive - dessert 10 drive variety pack 9 1 240.00 15.000 36.00 151.50 276.00 7 2013-01-01T12:00:00.000+02:00 2014 +86 40 66 RC big wheel monster truck with remote control (Black) 1/50 scale 7 8 45.00 15.000 54.00 236.00 414.00 7 2013-01-01T12:00:00.000+02:00 2014 +87 40 120 Dinosaur battery-powered slippers (Green) L 7 9 32.00 15.000 43.20 216.00 331.20 7 2013-01-01T12:00:00.000+02:00 2014 +88 41 112 Superhero action jacket (Blue) L 7 3 30.00 15.000 13.50 24.00 103.50 7 2013-01-01T12:00:00.000+02:00 2014 +89 41 214 Air cushion film 200mmx200mm 325m 7 2 90.00 15.000 27.00 72.00 207.00 7 2013-01-01T12:00:00.000+02:00 2014 +90 42 115 Superhero action jacket (Blue) 3XL 7 6 34.00 15.000 30.60 60.00 234.60 9 2013-01-02T12:00:00.000+02:00 2014 +91 42 40 Developer joke mug - (hip, hip, array) (White) 7 10 13.00 15.000 19.50 85.00 149.50 9 2013-01-02T12:00:00.000+02:00 2014 +92 42 162 32 mm Double sided bubble wrap 10m 7 100 22.00 15.000 330.00 1210.00 2530.00 9 2013-01-02T12:00:00.000+02:00 2014 +93 43 94 "\"The Gu\" red shirt XML tag t-shirt (Black) L" 7 24 18.00 15.000 64.80 264.00 496.80 9 2013-01-02T12:00:00.000+02:00 2014 +94 43 110 Superhero action jacket (Blue) S 7 2 25.00 15.000 7.50 12.00 57.50 9 2013-01-02T12:00:00.000+02:00 2014 +95 44 71 Ride on toy sedan car (Yellow) 1/12 scale 7 10 230.00 15.000 345.00 850.00 2645.00 9 2013-01-02T12:00:00.000+02:00 2014 +96 44 182 Shipping carton (Brown) 457x279x279mm 7 200 1.28 15.000 38.40 136.00 294.40 9 2013-01-02T12:00:00.000+02:00 2014 +97 45 164 32 mm Double sided bubble wrap 50m 7 50 112.00 15.000 840.00 2650.00 6440.00 9 2013-01-02T12:00:00.000+02:00 2014 +98 46 89 "\"The Gu\" red shirt XML tag t-shirt (Black) 3XS" 7 72 18.00 15.000 194.40 792.00 1490.40 9 2013-01-02T12:00:00.000+02:00 2014 +99 46 171 32 mm Anti static bubble wrap (Blue) 10m 7 90 32.00 15.000 432.00 1440.00 3312.00 9 2013-01-02T12:00:00.000+02:00 2014 +100 47 167 10 mm Anti static bubble wrap (Blue) 50m 7 50 99.00 15.000 742.50 2700.00 5692.50 9 2013-01-02T12:00:00.000+02:00 2014 diff --git a/data_product/src/tests/fixtures/Sales/Invoices/part-00000-6d4c4157-0be6-4dfd-b085-925c46f52b73-c000.csv b/data_product/src/tests/fixtures/Sales/Invoices/part-00000-6d4c4157-0be6-4dfd-b085-925c46f52b73-c000.csv new file mode 100644 index 0000000..f0888f4 --- /dev/null +++ b/data_product/src/tests/fixtures/Sales/Invoices/part-00000-6d4c4157-0be6-4dfd-b085-925c46f52b73-c000.csv @@ -0,0 +1,101 @@ +InvoiceID CustomerID BillToCustomerID OrderID DeliveryMethodID ContactPersonID AccountsPersonID SalespersonPersonID PackedByPersonID InvoiceDate CustomerPurchaseOrderNumber IsCreditNote CreditNoteReason Comments DeliveryInstructions InternalComments TotalDryItems TotalChillerItems DeliveryRun RunPosition ReturnedDeliveryData ConfirmedDeliveryTime ConfirmedReceivedBy LastEditedBy LastEditedWhen LoadDatetime +1 832 832 1 3 3032 3032 2 14 2013-01-01 12126 false "" "" Suite 24, 1345 Jun Avenue "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1051\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T07:05:00\",\"ConNote\":\"EAN-125-1051\",\"DriverID\":15,\"Latitude\":41.3617214,\"Longitude\":-81.4695602,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T07:05:00\",\"ReceivedBy\":\"Aakriti Byrraju\"}" 2013-01-02T07:05:00.000+02:00 Aakriti Byrraju 15 2013-01-02T07:00:00.000+02:00 2014 +2 803 803 2 3 3003 3003 8 14 2013-01-01 15342 false "" "" Unit 7, 844 Magnusson Lane "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1052\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T07:10:00\",\"ConNote\":\"EAN-125-1052\",\"DriverID\":15,\"Latitude\":40.8657308,\"Longitude\":-120.4602262,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T07:10:00\",\"ReceivedBy\":\"Bala Dixit\"}" 2013-01-02T07:10:00.000+02:00 Bala Dixit 15 2013-01-02T07:00:00.000+02:00 2014 +3 105 1 3 3 1209 1001 7 14 2013-01-01 12211 false "" "" Unit 60, 1158 Hrastovsek Boulevard "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1053\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T07:15:00\",\"ConNote\":\"EAN-125-1053\",\"DriverID\":15,\"Latitude\":33.4848451,\"Longitude\":-89.3606259,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T07:15:00\",\"ReceivedBy\":\"Sung-Hwan Hwang\"}" 2013-01-02T07:15:00.000+02:00 Sung-Hwan Hwang 15 2013-01-02T07:00:00.000+02:00 2014 +4 57 1 4 3 1113 1001 16 14 2013-01-01 17129 false "" "" Unit 136, 1331 Dutta Crescent "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1054\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T07:20:00\",\"ConNote\":\"EAN-125-1054\",\"DriverID\":15,\"Latitude\":41.0208896,\"Longitude\":-81.4359458,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T07:20:00\",\"ReceivedBy\":\"Aile Mae\"}" 2013-01-02T07:20:00.000+02:00 Aile Mae 15 2013-01-02T07:00:00.000+02:00 2014 +5 905 905 5 3 3105 3105 3 14 2013-01-01 10369 false "" "" Shop 30, 1476 Poddar Lane "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1055\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T07:25:00\",\"ConNote\":\"EAN-125-1055\",\"DriverID\":15,\"Latitude\":45.7849627,\"Longitude\":-93.5569028,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T07:25:00\",\"ReceivedBy\":\"Sara Huiting\"}" 2013-01-02T07:25:00.000+02:00 Sara Huiting 15 2013-01-02T07:00:00.000+02:00 2014 +6 976 976 6 3 3176 3176 13 14 2013-01-01 13383 false "" "" Suite 6, 244 Lieu Crescent "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1056\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T07:30:00\",\"ConNote\":\"EAN-125-1056\",\"DriverID\":15,\"Latitude\":31.1835648,\"Longitude\":-81.3498179,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T07:30:00\",\"ReceivedBy\":\"Alinne Matos\"}" 2013-01-02T07:30:00.000+02:00 Alinne Matos 15 2013-01-02T07:00:00.000+02:00 2014 +7 575 401 7 3 2349 2001 8 14 2013-01-01 17913 false "" "" Shop 227, 178 Bhogireddy Boulevard "" 4 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1057\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T07:35:00\",\"ConNote\":\"EAN-125-1057\",\"DriverID\":15,\"Latitude\":42.5422939,\"Longitude\":-76.6660589,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T07:35:00\",\"ReceivedBy\":\"Dattaatraeya Tottempudi\"}" 2013-01-02T07:35:00.000+02:00 Dattaatraeya Tottempudi 15 2013-01-02T07:00:00.000+02:00 2014 +8 964 964 8 3 3164 3164 7 14 2013-01-01 14518 false "" "" Suite 24, 1300 Sonkar Road "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1058\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T07:40:00\",\"ConNote\":\"EAN-125-1058\",\"DriverID\":15,\"Latitude\":28.4624986,\"Longitude\":-82.1948076,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T07:40:00\",\"ReceivedBy\":\"Ingrida Zeltina\"}" 2013-01-02T07:40:00.000+02:00 Ingrida Zeltina 15 2013-01-02T07:00:00.000+02:00 2014 +9 77 1 9 3 1153 1001 7 14 2013-01-01 17577 false "" "" Unit 176, 1675 Ribeiro Street "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1059\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T07:45:00\",\"ConNote\":\"EAN-125-1059\",\"DriverID\":15,\"Latitude\":30.9913064,\"Longitude\":-83.3726575,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T07:45:00\",\"ReceivedBy\":\"Airi Vassiljev\"}" 2013-01-02T07:45:00.000+02:00 Airi Vassiljev 15 2013-01-02T07:00:00.000+02:00 2014 +10 191 1 10 3 1381 1001 20 14 2013-01-01 18030 false "" "" Suite 169, 946 Reddy Street "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1060\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T07:50:00\",\"ConNote\":\"EAN-125-1060\",\"DriverID\":15,\"Latitude\":33.1865071,\"Longitude\":-84.2113095,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T07:50:00\",\"ReceivedBy\":\"Ester Ahmadian\"}" 2013-01-02T07:50:00.000+02:00 Ester Ahmadian 15 2013-01-02T07:00:00.000+02:00 2014 +11 586 401 11 3 2371 2001 3 14 2013-01-01 17639 false "" "" Shop 204, 167 Kubatova Lane "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1061\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T07:55:00\",\"ConNote\":\"EAN-125-1061\",\"DriverID\":15,\"Latitude\":29.1924772,\"Longitude\":-81.9173071,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T07:55:00\",\"ReceivedBy\":\"Anete Kundzina\"}" 2013-01-02T07:55:00.000+02:00 Anete Kundzina 15 2013-01-02T07:00:00.000+02:00 2014 +12 529 401 12 3 2257 2001 15 14 2013-01-01 10941 false "" "" Suite 270, 1281 Kalejs Crescent "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1062\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T08:00:00\",\"ConNote\":\"EAN-125-1062\",\"DriverID\":15,\"Latitude\":32.8706936,\"Longitude\":-83.4887852,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T08:00:00\",\"ReceivedBy\":\"Seo-yeon Rim\"}" 2013-01-02T08:00:00.000+02:00 Seo-yeon Rim 15 2013-01-02T07:00:00.000+02:00 2014 +13 473 401 13 3 2145 2001 13 14 2013-01-01 16374 false "" "" Suite 203, 229 Cao Lane "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1063\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T08:05:00\",\"ConNote\":\"EAN-125-1063\",\"DriverID\":15,\"Latitude\":39.3946303,\"Longitude\":-120.0213080,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T08:05:00\",\"ReceivedBy\":\"Doru Munteanu\"}" 2013-01-02T08:05:00.000+02:00 Doru Munteanu 15 2013-01-02T07:00:00.000+02:00 2014 +14 870 870 14 3 3070 3070 8 14 2013-01-01 17521 false "" "" Shop 10, 353 Gomes Avenue "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1064\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T08:10:00\",\"ConNote\":\"EAN-125-1064\",\"DriverID\":15,\"Latitude\":47.8528740,\"Longitude\":-122.3334669,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T08:10:00\",\"ReceivedBy\":\"In-Su Bae\"}" 2013-01-02T08:10:00.000+02:00 In-Su Bae 15 2013-01-02T07:00:00.000+02:00 2014 +15 991 991 15 3 3191 3191 3 14 2013-01-01 11911 false "" "" Suite 10, 129 Jo Road "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1065\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T08:15:00\",\"ConNote\":\"EAN-125-1065\",\"DriverID\":15,\"Latitude\":41.4353301,\"Longitude\":-81.6573501,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T08:15:00\",\"ReceivedBy\":\"Valter Viiding\"}" 2013-01-02T08:15:00.000+02:00 Valter Viiding 15 2013-01-02T07:00:00.000+02:00 2014 +16 414 401 16 3 2027 2001 2 14 2013-01-01 10690 false "" "" Unit 212, 1837 Vasiljevic Boulevard "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1066\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T08:20:00\",\"ConNote\":\"EAN-125-1066\",\"DriverID\":15,\"Latitude\":39.9342780,\"Longitude\":-75.3901933,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T08:20:00\",\"ReceivedBy\":\"Lan Chu\"}" 2013-01-02T08:20:00.000+02:00 Lan Chu 15 2013-01-02T07:00:00.000+02:00 2014 +17 910 910 17 3 3110 3110 8 14 2013-01-01 10255 false "" "" Unit 18, 469 Valbe Road "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1067\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T08:25:00\",\"ConNote\":\"EAN-125-1067\",\"DriverID\":15,\"Latitude\":29.3791112,\"Longitude\":-90.2600787,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T08:25:00\",\"ReceivedBy\":\"Elina Kaleja\"}" 2013-01-02T08:25:00.000+02:00 Elina Kaleja 15 2013-01-02T07:00:00.000+02:00 2014 +18 949 949 19 3 3149 3149 7 14 2013-01-01 16825 false "" "" Suite 7, 493 Bjorklund Road "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1068\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T08:30:00\",\"ConNote\":\"EAN-125-1068\",\"DriverID\":15,\"Latitude\":28.9685817,\"Longitude\":-95.4552208,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T08:30:00\",\"ReceivedBy\":\"Seo-yun Paik\"}" 2013-01-02T08:30:00.000+02:00 Seo-yun Paik 15 2013-01-02T07:00:00.000+02:00 2014 +19 973 973 20 3 3173 3173 14 14 2013-01-01 12227 false "" "" Suite 25, 1742 Valbe Avenue "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1069\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T08:35:00\",\"ConNote\":\"EAN-125-1069\",\"DriverID\":15,\"Latitude\":39.3034346,\"Longitude\":-77.9827756,\"Comment\":\"Receiver not present\"}],\"DeliveredWhen\":\"2013-01-02T08:35:00\",\"ReceivedBy\":\"Kumar Kamei\"}" 2013-01-02T08:35:00.000+02:00 Kumar Kamei 15 2013-01-02T07:00:00.000+02:00 2014 +20 884 884 22 3 3084 3084 13 14 2013-01-01 16793 false "" "" Unit 17, 1957 Nantakarn Avenue "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1070\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T08:40:00\",\"ConNote\":\"EAN-125-1070\",\"DriverID\":15,\"Latitude\":39.0350000,\"Longitude\":-87.0530000,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T08:40:00\",\"ReceivedBy\":\"Anindya Ghatak\"}" 2013-01-02T08:40:00.000+02:00 Anindya Ghatak 15 2013-01-02T07:00:00.000+02:00 2014 +21 173 1 23 3 1345 1001 7 14 2013-01-01 12467 false "" "" Unit 235, 822 Shasthri Road "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1071\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T08:45:00\",\"ConNote\":\"EAN-125-1071\",\"DriverID\":15,\"Latitude\":41.5964825,\"Longitude\":-73.9109700,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T08:45:00\",\"ReceivedBy\":\"Raju Atluri\"}" 2013-01-02T08:45:00.000+02:00 Raju Atluri 15 2013-01-02T07:00:00.000+02:00 2014 +22 890 890 24 3 3090 3090 16 14 2013-01-01 13700 false "" "" Suite 4, 1129 Hulsegge Boulevard "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1072\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T08:50:00\",\"ConNote\":\"EAN-125-1072\",\"DriverID\":15,\"Latitude\":27.2164329,\"Longitude\":-98.0644475,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T08:50:00\",\"ReceivedBy\":\"Olya Izmaylov\"}" 2013-01-02T08:50:00.000+02:00 Olya Izmaylov 15 2013-01-02T07:00:00.000+02:00 2014 +23 189 1 25 3 1377 1001 15 14 2013-01-01 11503 false "" "" Suite 49, 1847 Alladi Street "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1073\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T08:55:00\",\"ConNote\":\"EAN-125-1073\",\"DriverID\":15,\"Latitude\":41.2459149,\"Longitude\":-75.8813075,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T08:55:00\",\"ReceivedBy\":\"Sara Charlton\"}" 2013-01-02T08:55:00.000+02:00 Sara Charlton 15 2013-01-02T07:00:00.000+02:00 2014 +24 873 873 26 3 3073 3073 15 14 2013-01-01 13916 false "" "" Suite 10, 1826 Semjonov Boulevard "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1074\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T09:00:00\",\"ConNote\":\"EAN-125-1074\",\"DriverID\":15,\"Latitude\":35.1725399,\"Longitude\":-107.3689356,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T09:00:00\",\"ReceivedBy\":\"Hana Hlouskova\"}" 2013-01-02T09:00:00.000+02:00 Hana Hlouskova 15 2013-01-02T07:00:00.000+02:00 2014 +25 497 401 27 3 2193 2001 6 14 2013-01-01 17783 false "" "" Shop 144, 1774 Chávez Road "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1075\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T09:05:00\",\"ConNote\":\"EAN-125-1075\",\"DriverID\":15,\"Latitude\":34.1092876,\"Longitude\":-82.2492911,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T09:05:00\",\"ReceivedBy\":\"Vitezslav Holy\"}" 2013-01-02T09:05:00.000+02:00 Vitezslav Holy 15 2013-01-02T07:00:00.000+02:00 2014 +26 484 401 28 3 2167 2001 20 14 2013-01-01 13042 false "" "" Suite 250, 261 Celmina Street "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1076\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T09:10:00\",\"ConNote\":\"EAN-125-1076\",\"DriverID\":15,\"Latitude\":34.7787300,\"Longitude\":-82.3101190,\"Comment\":\"Receiver not present\"}],\"DeliveredWhen\":\"2013-01-02T09:10:00\",\"ReceivedBy\":\"Am Lo\"}" 2013-01-02T09:10:00.000+02:00 Am Lo 15 2013-01-02T07:00:00.000+02:00 2014 +27 89 1 29 3 1177 1001 8 14 2013-01-01 10411 false "" "" Shop 7, 249 Arvidsson Avenue "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1077\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T09:15:00\",\"ConNote\":\"EAN-125-1077\",\"DriverID\":15,\"Latitude\":40.8759325,\"Longitude\":-74.5423796,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T09:15:00\",\"ReceivedBy\":\"Aakarsha Nookala\"}" 2013-01-02T09:15:00.000+02:00 Aakarsha Nookala 15 2013-01-02T07:00:00.000+02:00 2014 +28 148 1 30 3 1295 1001 6 14 2013-01-01 15084 false "" "" Unit 170, 1951 Rozitis Lane "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1078\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T09:20:00\",\"ConNote\":\"EAN-125-1078\",\"DriverID\":15,\"Latitude\":43.4710944,\"Longitude\":-89.7442907,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T09:20:00\",\"ReceivedBy\":\"Marcella Napolitani\"}" 2013-01-02T09:20:00.000+02:00 Marcella Napolitani 15 2013-01-02T07:00:00.000+02:00 2014 +29 972 972 32 3 3172 3172 3 14 2013-01-01 11389 false "" "" Suite 23, 1017 Juniskyzy Boulevard "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1079\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T09:25:00\",\"ConNote\":\"EAN-125-1079\",\"DriverID\":15,\"Latitude\":34.6391501,\"Longitude\":-120.4579409,\"Comment\":\"Receiver not present\"}],\"DeliveredWhen\":\"2013-01-02T09:25:00\",\"ReceivedBy\":\"Lakshmi Benipal\"}" 2013-01-02T09:25:00.000+02:00 Lakshmi Benipal 15 2013-01-02T07:00:00.000+02:00 2014 +30 567 401 33 3 2333 2001 20 14 2013-01-01 12559 false "" "" Suite 42, 1876 Bhamidipati Crescent "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1080\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T09:30:00\",\"ConNote\":\"EAN-125-1080\",\"DriverID\":15,\"Latitude\":40.8042239,\"Longitude\":-82.1957120,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T09:30:00\",\"ReceivedBy\":\"Severins Polis\"}" 2013-01-02T09:30:00.000+02:00 Severins Polis 15 2013-01-02T07:00:00.000+02:00 2014 +31 92 1 34 3 1183 1001 6 14 2013-01-01 19457 false "" "" Shop 104, 1889 Smirnov Road "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1081\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T09:35:00\",\"ConNote\":\"EAN-125-1081\",\"DriverID\":15,\"Latitude\":34.8778952,\"Longitude\":-82.4240114,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T09:35:00\",\"ReceivedBy\":\"Coralie Emond\"}" 2013-01-02T09:35:00.000+02:00 Coralie Emond 15 2013-01-02T07:00:00.000+02:00 2014 +32 811 811 35 3 3011 3011 8 14 2013-01-01 18468 false "" "" Shop 2, 1118 Hanak Lane "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1082\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T09:40:00\",\"ConNote\":\"EAN-125-1082\",\"DriverID\":15,\"Latitude\":29.8682764,\"Longitude\":-94.8327007,\"Comment\":\"Receiver not present\"}],\"DeliveredWhen\":\"2013-01-02T09:40:00\",\"ReceivedBy\":\"Surendra Sahu\"}" 2013-01-02T09:40:00.000+02:00 Surendra Sahu 15 2013-01-02T07:00:00.000+02:00 2014 +33 10 1 36 3 1019 1001 15 14 2013-01-01 14486 false "" "" Unit 67, 372 Joo Lane "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1083\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T09:45:00\",\"ConNote\":\"EAN-125-1083\",\"DriverID\":15,\"Latitude\":47.1697143,\"Longitude\":-98.4598177,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T09:45:00\",\"ReceivedBy\":\"Siddhartha Parkar\"}" 2013-01-02T09:45:00.000+02:00 Siddhartha Parkar 15 2013-01-02T07:00:00.000+02:00 2014 +34 862 862 37 3 3062 3062 14 14 2013-01-01 19057 false "" "" Suite 27, 1818 Buecek Boulevard "" 5 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1084\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T09:50:00\",\"ConNote\":\"EAN-125-1084\",\"DriverID\":15,\"Latitude\":44.9264337,\"Longitude\":-74.0796081,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T09:50:00\",\"ReceivedBy\":\"Lana Goransson\"}" 2013-01-02T09:50:00.000+02:00 Lana Goransson 15 2013-01-02T07:00:00.000+02:00 2014 +35 431 401 38 3 2061 2001 16 14 2013-01-01 18036 false "" "" Unit 193, 583 Aluri Road "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1085\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T09:55:00\",\"ConNote\":\"EAN-125-1085\",\"DriverID\":15,\"Latitude\":18.0597925,\"Longitude\":-65.9092860,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T09:55:00\",\"ReceivedBy\":\"Selma Seppanen\"}" 2013-01-02T09:55:00.000+02:00 Selma Seppanen 15 2013-01-02T07:00:00.000+02:00 2014 +36 908 908 39 3 3108 3108 6 14 2013-01-01 13079 false "" "" Shop 13, 885 Das Street "" 4 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1086\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T10:00:00\",\"ConNote\":\"EAN-125-1086\",\"DriverID\":15,\"Latitude\":47.8856515,\"Longitude\":-122.3051342,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T10:00:00\",\"ReceivedBy\":\"Sumati Bhat\"}" 2013-01-02T10:00:00.000+02:00 Sumati Bhat 15 2013-01-02T07:00:00.000+02:00 2014 +37 995 995 40 3 3195 3195 15 14 2013-01-01 19402 false "" "" Suite 11, 1012 Sidhu Street "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1087\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T10:05:00\",\"ConNote\":\"EAN-125-1087\",\"DriverID\":15,\"Latitude\":44.8738805,\"Longitude\":-88.1428798,\"Comment\":\"Receiver not present\"}],\"DeliveredWhen\":\"2013-01-02T10:05:00\",\"ReceivedBy\":\"Kumar Naicker\"}" 2013-01-02T10:05:00.000+02:00 Kumar Naicker 15 2013-01-02T07:00:00.000+02:00 2014 +38 910 910 41 3 3110 3110 15 14 2013-01-01 15267 false "" "" Unit 18, 469 Valbe Road "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1088\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T10:10:00\",\"ConNote\":\"EAN-125-1088\",\"DriverID\":15,\"Latitude\":29.3791112,\"Longitude\":-90.2600787,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T10:10:00\",\"ReceivedBy\":\"Elina Kaleja\"}" 2013-01-02T10:10:00.000+02:00 Elina Kaleja 15 2013-01-02T07:00:00.000+02:00 2014 +39 545 401 42 3 2289 2001 8 14 2013-01-01 12781 false "" "" Unit 90, 1984 Esposito Road "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1089\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T10:15:00\",\"ConNote\":\"EAN-125-1089\",\"DriverID\":15,\"Latitude\":41.1216623,\"Longitude\":-93.7249413,\"Comment\":\"Receiver not present\"}],\"DeliveredWhen\":\"2013-01-02T10:15:00\",\"ReceivedBy\":\"Mina Bagheri\"}" 2013-01-02T10:15:00.000+02:00 Mina Bagheri 15 2013-01-02T07:00:00.000+02:00 2014 +40 1000 1000 43 3 3200 3200 20 14 2013-01-01 17334 false "" "" Unit 20, 1253 Rahimi Lane "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1090\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T10:20:00\",\"ConNote\":\"EAN-125-1090\",\"DriverID\":15,\"Latitude\":36.4970385,\"Longitude\":-99.9866880,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T10:20:00\",\"ReceivedBy\":\"Krishnam Allu\"}" 2013-01-02T10:20:00.000+02:00 Krishnam Allu 15 2013-01-02T07:00:00.000+02:00 2014 +41 415 401 44 3 2029 2001 13 14 2013-01-01 16645 false "" "" Unit 77, 1555 Negi Crescent "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-01T12:00:00\",\"ConNote\":\"EAN-125-1091\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-02T10:25:00\",\"ConNote\":\"EAN-125-1091\",\"DriverID\":15,\"Latitude\":33.7167949,\"Longitude\":-82.4398499,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-02T10:25:00\",\"ReceivedBy\":\"Maurice English\"}" 2013-01-02T10:25:00.000+02:00 Maurice English 15 2013-01-02T07:00:00.000+02:00 2014 +42 423 401 18 3 2045 2001 2 2 2013-01-02 13260 false "" "" Unit 30, 295 Rosberg Avenue "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1092\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T07:05:00\",\"ConNote\":\"EAN-125-1092\",\"DriverID\":17,\"Latitude\":38.7750070,\"Longitude\":-95.1863603,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T07:05:00\",\"ReceivedBy\":\"Aamdaal Kamasamudram\"}" 2013-01-03T07:05:00.000+02:00 Aamdaal Kamasamudram 17 2013-01-03T07:00:00.000+02:00 2014 +43 463 401 21 3 2125 2001 6 2 2013-01-02 16070 false "" "" Shop 57, 521 Arslan Street "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1093\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T07:10:00\",\"ConNote\":\"EAN-125-1093\",\"DriverID\":17,\"Latitude\":35.3058311,\"Longitude\":-94.7897384,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T07:10:00\",\"ReceivedBy\":\"Daedeepya Thota\"}" 2013-01-03T07:10:00.000+02:00 Daedeepya Thota 17 2013-01-03T07:00:00.000+02:00 2014 +44 467 401 31 3 2133 2001 2 2 2013-01-02 14159 false "" "" Shop 93, 1947 ozCelik Road "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1094\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T07:15:00\",\"ConNote\":\"EAN-125-1094\",\"DriverID\":17,\"Latitude\":40.8728411,\"Longitude\":-78.7241960,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T07:15:00\",\"ReceivedBy\":\"Pongrit Srisati\"}" 2013-01-03T07:15:00.000+02:00 Pongrit Srisati 17 2013-01-03T07:00:00.000+02:00 2014 +45 832 832 45 3 3032 3032 2 2 2013-01-02 12126 false "" "" Suite 24, 1345 Jun Avenue "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1095\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T07:20:00\",\"ConNote\":\"EAN-125-1095\",\"DriverID\":17,\"Latitude\":41.3617214,\"Longitude\":-81.4695602,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T07:20:00\",\"ReceivedBy\":\"Aakriti Byrraju\"}" 2013-01-03T07:20:00.000+02:00 Aakriti Byrraju 17 2013-01-03T07:00:00.000+02:00 2014 +46 803 803 46 3 3003 3003 8 2 2013-01-02 15342 false "" "" Unit 7, 844 Magnusson Lane "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1096\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T07:25:00\",\"ConNote\":\"EAN-125-1096\",\"DriverID\":17,\"Latitude\":40.8657308,\"Longitude\":-120.4602262,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T07:25:00\",\"ReceivedBy\":\"Bala Dixit\"}" 2013-01-03T07:25:00.000+02:00 Bala Dixit 17 2013-01-03T07:00:00.000+02:00 2014 +47 105 1 47 3 1209 1001 7 2 2013-01-02 12211 false "" "" Unit 60, 1158 Hrastovsek Boulevard "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1097\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T07:30:00\",\"ConNote\":\"EAN-125-1097\",\"DriverID\":17,\"Latitude\":33.4848451,\"Longitude\":-89.3606259,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T07:30:00\",\"ReceivedBy\":\"Sung-Hwan Hwang\"}" 2013-01-03T07:30:00.000+02:00 Sung-Hwan Hwang 17 2013-01-03T07:00:00.000+02:00 2014 +48 905 905 48 3 3105 3105 3 2 2013-01-02 10369 false "" "" Shop 30, 1476 Poddar Lane "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1098\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T07:35:00\",\"ConNote\":\"EAN-125-1098\",\"DriverID\":17,\"Latitude\":45.7849627,\"Longitude\":-93.5569028,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T07:35:00\",\"ReceivedBy\":\"Sara Huiting\"}" 2013-01-03T07:35:00.000+02:00 Sara Huiting 17 2013-01-03T07:00:00.000+02:00 2014 +49 575 401 49 3 2349 2001 8 2 2013-01-02 17913 false "" "" Shop 227, 178 Bhogireddy Boulevard "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1099\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T07:40:00\",\"ConNote\":\"EAN-125-1099\",\"DriverID\":17,\"Latitude\":42.5422939,\"Longitude\":-76.6660589,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T07:40:00\",\"ReceivedBy\":\"Dattaatraeya Tottempudi\"}" 2013-01-03T07:40:00.000+02:00 Dattaatraeya Tottempudi 17 2013-01-03T07:00:00.000+02:00 2014 +50 964 964 50 3 3164 3164 7 2 2013-01-02 14518 false "" "" Suite 24, 1300 Sonkar Road "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1100\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T07:45:00\",\"ConNote\":\"EAN-125-1100\",\"DriverID\":17,\"Latitude\":28.4624986,\"Longitude\":-82.1948076,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T07:45:00\",\"ReceivedBy\":\"Ingrida Zeltina\"}" 2013-01-03T07:45:00.000+02:00 Ingrida Zeltina 17 2013-01-03T07:00:00.000+02:00 2014 +51 77 1 51 3 1153 1001 7 2 2013-01-02 17577 false "" "" Unit 176, 1675 Ribeiro Street "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1101\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T07:50:00\",\"ConNote\":\"EAN-125-1101\",\"DriverID\":17,\"Latitude\":30.9913064,\"Longitude\":-83.3726575,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T07:50:00\",\"ReceivedBy\":\"Airi Vassiljev\"}" 2013-01-03T07:50:00.000+02:00 Airi Vassiljev 17 2013-01-03T07:00:00.000+02:00 2014 +52 191 1 52 3 1381 1001 20 2 2013-01-02 18030 false "" "" Suite 169, 946 Reddy Street "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1102\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T07:55:00\",\"ConNote\":\"EAN-125-1102\",\"DriverID\":17,\"Latitude\":33.1865071,\"Longitude\":-84.2113095,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T07:55:00\",\"ReceivedBy\":\"Ester Ahmadian\"}" 2013-01-03T07:55:00.000+02:00 Ester Ahmadian 17 2013-01-03T07:00:00.000+02:00 2014 +53 586 401 53 3 2371 2001 3 2 2013-01-02 17639 false "" "" Shop 204, 167 Kubatova Lane "" 4 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1103\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T08:00:00\",\"ConNote\":\"EAN-125-1103\",\"DriverID\":17,\"Latitude\":29.1924772,\"Longitude\":-81.9173071,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T08:00:00\",\"ReceivedBy\":\"Anete Kundzina\"}" 2013-01-03T08:00:00.000+02:00 Anete Kundzina 17 2013-01-03T07:00:00.000+02:00 2014 +54 529 401 54 3 2257 2001 15 2 2013-01-02 10941 false "" "" Suite 270, 1281 Kalejs Crescent "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1104\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T08:05:00\",\"ConNote\":\"EAN-125-1104\",\"DriverID\":17,\"Latitude\":32.8706936,\"Longitude\":-83.4887852,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T08:05:00\",\"ReceivedBy\":\"Seo-yeon Rim\"}" 2013-01-03T08:05:00.000+02:00 Seo-yeon Rim 17 2013-01-03T07:00:00.000+02:00 2014 +55 473 401 55 3 2145 2001 13 2 2013-01-02 16374 false "" "" Suite 203, 229 Cao Lane "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1105\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T08:10:00\",\"ConNote\":\"EAN-125-1105\",\"DriverID\":17,\"Latitude\":39.3946303,\"Longitude\":-120.0213080,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T08:10:00\",\"ReceivedBy\":\"Doru Munteanu\"}" 2013-01-03T08:10:00.000+02:00 Doru Munteanu 17 2013-01-03T07:00:00.000+02:00 2014 +56 870 870 56 3 3070 3070 8 2 2013-01-02 17521 false "" "" Shop 10, 353 Gomes Avenue "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1106\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T08:15:00\",\"ConNote\":\"EAN-125-1106\",\"DriverID\":17,\"Latitude\":47.8528740,\"Longitude\":-122.3334669,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T08:15:00\",\"ReceivedBy\":\"In-Su Bae\"}" 2013-01-03T08:15:00.000+02:00 In-Su Bae 17 2013-01-03T07:00:00.000+02:00 2014 +57 414 401 57 3 2027 2001 2 2 2013-01-02 10690 false "" "" Unit 212, 1837 Vasiljevic Boulevard "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1107\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T08:20:00\",\"ConNote\":\"EAN-125-1107\",\"DriverID\":17,\"Latitude\":39.9342780,\"Longitude\":-75.3901933,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T08:20:00\",\"ReceivedBy\":\"Lan Chu\"}" 2013-01-03T08:20:00.000+02:00 Lan Chu 17 2013-01-03T07:00:00.000+02:00 2014 +58 910 910 58 3 3110 3110 8 2 2013-01-02 10255 false "" "" Unit 18, 469 Valbe Road "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1108\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T08:25:00\",\"ConNote\":\"EAN-125-1108\",\"DriverID\":17,\"Latitude\":29.3791112,\"Longitude\":-90.2600787,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T08:25:00\",\"ReceivedBy\":\"Elina Kaleja\"}" 2013-01-03T08:25:00.000+02:00 Elina Kaleja 17 2013-01-03T07:00:00.000+02:00 2014 +59 949 949 59 3 3149 3149 7 2 2013-01-02 16825 false "" "" Suite 7, 493 Bjorklund Road "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1109\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T08:30:00\",\"ConNote\":\"EAN-125-1109\",\"DriverID\":17,\"Latitude\":28.9685817,\"Longitude\":-95.4552208,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T08:30:00\",\"ReceivedBy\":\"Seo-yun Paik\"}" 2013-01-03T08:30:00.000+02:00 Seo-yun Paik 17 2013-01-03T07:00:00.000+02:00 2014 +60 973 973 60 3 3173 3173 14 2 2013-01-02 12227 false "" "" Suite 25, 1742 Valbe Avenue "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1110\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T08:35:00\",\"ConNote\":\"EAN-125-1110\",\"DriverID\":17,\"Latitude\":39.3034346,\"Longitude\":-77.9827756,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T08:35:00\",\"ReceivedBy\":\"Kumar Kamei\"}" 2013-01-03T08:35:00.000+02:00 Kumar Kamei 17 2013-01-03T07:00:00.000+02:00 2014 +61 884 884 61 3 3084 3084 13 2 2013-01-02 16793 false "" "" Unit 17, 1957 Nantakarn Avenue "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1111\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T08:40:00\",\"ConNote\":\"EAN-125-1111\",\"DriverID\":17,\"Latitude\":39.0350000,\"Longitude\":-87.0530000,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T08:40:00\",\"ReceivedBy\":\"Anindya Ghatak\"}" 2013-01-03T08:40:00.000+02:00 Anindya Ghatak 17 2013-01-03T07:00:00.000+02:00 2014 +62 173 1 62 3 1345 1001 7 2 2013-01-02 12467 false "" "" Unit 235, 822 Shasthri Road "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1112\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T08:45:00\",\"ConNote\":\"EAN-125-1112\",\"DriverID\":17,\"Latitude\":41.5964825,\"Longitude\":-73.9109700,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T08:45:00\",\"ReceivedBy\":\"Raju Atluri\"}" 2013-01-03T08:45:00.000+02:00 Raju Atluri 17 2013-01-03T07:00:00.000+02:00 2014 +63 189 1 63 3 1377 1001 15 2 2013-01-02 11503 false "" "" Suite 49, 1847 Alladi Street "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1113\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T08:50:00\",\"ConNote\":\"EAN-125-1113\",\"DriverID\":17,\"Latitude\":41.2459149,\"Longitude\":-75.8813075,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T08:50:00\",\"ReceivedBy\":\"Sara Charlton\"}" 2013-01-03T08:50:00.000+02:00 Sara Charlton 17 2013-01-03T07:00:00.000+02:00 2014 +64 497 401 64 3 2193 2001 6 2 2013-01-02 17783 false "" "" Shop 144, 1774 Chávez Road "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1114\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T08:55:00\",\"ConNote\":\"EAN-125-1114\",\"DriverID\":17,\"Latitude\":34.1092876,\"Longitude\":-82.2492911,\"Comment\":\"Receiver not present\"}],\"DeliveredWhen\":\"2013-01-03T08:55:00\",\"ReceivedBy\":\"Vitezslav Holy\"}" 2013-01-03T08:55:00.000+02:00 Vitezslav Holy 17 2013-01-03T07:00:00.000+02:00 2014 +65 484 401 65 3 2167 2001 20 2 2013-01-02 13042 false "" "" Suite 250, 261 Celmina Street "" 4 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1115\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T09:00:00\",\"ConNote\":\"EAN-125-1115\",\"DriverID\":17,\"Latitude\":34.7787300,\"Longitude\":-82.3101190,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T09:00:00\",\"ReceivedBy\":\"Am Lo\"}" 2013-01-03T09:00:00.000+02:00 Am Lo 17 2013-01-03T07:00:00.000+02:00 2014 +66 89 1 66 3 1177 1001 8 2 2013-01-02 10411 false "" "" Shop 7, 249 Arvidsson Avenue "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1116\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T09:05:00\",\"ConNote\":\"EAN-125-1116\",\"DriverID\":17,\"Latitude\":40.8759325,\"Longitude\":-74.5423796,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T09:05:00\",\"ReceivedBy\":\"Aakarsha Nookala\"}" 2013-01-03T09:05:00.000+02:00 Aakarsha Nookala 17 2013-01-03T07:00:00.000+02:00 2014 +67 148 1 67 3 1295 1001 6 2 2013-01-02 15084 false "" "" Unit 170, 1951 Rozitis Lane "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1117\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T09:10:00\",\"ConNote\":\"EAN-125-1117\",\"DriverID\":17,\"Latitude\":43.4710944,\"Longitude\":-89.7442907,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T09:10:00\",\"ReceivedBy\":\"Marcella Napolitani\"}" 2013-01-03T09:10:00.000+02:00 Marcella Napolitani 17 2013-01-03T07:00:00.000+02:00 2014 +68 972 972 68 3 3172 3172 3 2 2013-01-02 11389 false "" "" Suite 23, 1017 Juniskyzy Boulevard "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1118\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T09:15:00\",\"ConNote\":\"EAN-125-1118\",\"DriverID\":17,\"Latitude\":34.6391501,\"Longitude\":-120.4579409,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T09:15:00\",\"ReceivedBy\":\"Lakshmi Benipal\"}" 2013-01-03T09:15:00.000+02:00 Lakshmi Benipal 17 2013-01-03T07:00:00.000+02:00 2014 +69 567 401 69 3 2333 2001 20 2 2013-01-02 12559 false "" "" Suite 42, 1876 Bhamidipati Crescent "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1119\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T09:20:00\",\"ConNote\":\"EAN-125-1119\",\"DriverID\":17,\"Latitude\":40.8042239,\"Longitude\":-82.1957120,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T09:20:00\",\"ReceivedBy\":\"Severins Polis\"}" 2013-01-03T09:20:00.000+02:00 Severins Polis 17 2013-01-03T07:00:00.000+02:00 2014 +70 92 1 70 3 1183 1001 6 2 2013-01-02 19457 false "" "" Shop 104, 1889 Smirnov Road "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1120\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T09:25:00\",\"ConNote\":\"EAN-125-1120\",\"DriverID\":17,\"Latitude\":34.8778952,\"Longitude\":-82.4240114,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T09:25:00\",\"ReceivedBy\":\"Coralie Emond\"}" 2013-01-03T09:25:00.000+02:00 Coralie Emond 17 2013-01-03T07:00:00.000+02:00 2014 +71 811 811 71 3 3011 3011 8 2 2013-01-02 18468 false "" "" Shop 2, 1118 Hanak Lane "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1121\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T09:30:00\",\"ConNote\":\"EAN-125-1121\",\"DriverID\":17,\"Latitude\":29.8682764,\"Longitude\":-94.8327007,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T09:30:00\",\"ReceivedBy\":\"Surendra Sahu\"}" 2013-01-03T09:30:00.000+02:00 Surendra Sahu 17 2013-01-03T07:00:00.000+02:00 2014 +72 10 1 72 3 1019 1001 15 2 2013-01-02 14486 false "" "" Unit 67, 372 Joo Lane "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1122\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T09:35:00\",\"ConNote\":\"EAN-125-1122\",\"DriverID\":17,\"Latitude\":47.1697143,\"Longitude\":-98.4598177,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T09:35:00\",\"ReceivedBy\":\"Siddhartha Parkar\"}" 2013-01-03T09:35:00.000+02:00 Siddhartha Parkar 17 2013-01-03T07:00:00.000+02:00 2014 +73 431 401 73 3 2061 2001 16 2 2013-01-02 18036 false "" "" Unit 193, 583 Aluri Road "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1123\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T09:40:00\",\"ConNote\":\"EAN-125-1123\",\"DriverID\":17,\"Latitude\":18.0597925,\"Longitude\":-65.9092860,\"Comment\":\"Receiver not present\"}],\"DeliveredWhen\":\"2013-01-03T09:40:00\",\"ReceivedBy\":\"Selma Seppanen\"}" 2013-01-03T09:40:00.000+02:00 Selma Seppanen 17 2013-01-03T07:00:00.000+02:00 2014 +74 908 908 74 3 3108 3108 6 2 2013-01-02 13079 false "" "" Shop 13, 885 Das Street "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1124\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T09:45:00\",\"ConNote\":\"EAN-125-1124\",\"DriverID\":17,\"Latitude\":47.8856515,\"Longitude\":-122.3051342,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T09:45:00\",\"ReceivedBy\":\"Sumati Bhat\"}" 2013-01-03T09:45:00.000+02:00 Sumati Bhat 17 2013-01-03T07:00:00.000+02:00 2014 +75 995 995 75 3 3195 3195 15 2 2013-01-02 19402 false "" "" Suite 11, 1012 Sidhu Street "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1125\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T09:50:00\",\"ConNote\":\"EAN-125-1125\",\"DriverID\":17,\"Latitude\":44.8738805,\"Longitude\":-88.1428798,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T09:50:00\",\"ReceivedBy\":\"Kumar Naicker\"}" 2013-01-03T09:50:00.000+02:00 Kumar Naicker 17 2013-01-03T07:00:00.000+02:00 2014 +76 910 910 76 3 3110 3110 15 2 2013-01-02 15267 false "" "" Unit 18, 469 Valbe Road "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1126\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T09:55:00\",\"ConNote\":\"EAN-125-1126\",\"DriverID\":17,\"Latitude\":29.3791112,\"Longitude\":-90.2600787,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T09:55:00\",\"ReceivedBy\":\"Elina Kaleja\"}" 2013-01-03T09:55:00.000+02:00 Elina Kaleja 17 2013-01-03T07:00:00.000+02:00 2014 +77 545 401 77 3 2289 2001 8 2 2013-01-02 12781 false "" "" Unit 90, 1984 Esposito Road "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1127\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T10:00:00\",\"ConNote\":\"EAN-125-1127\",\"DriverID\":17,\"Latitude\":41.1216623,\"Longitude\":-93.7249413,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T10:00:00\",\"ReceivedBy\":\"Mina Bagheri\"}" 2013-01-03T10:00:00.000+02:00 Mina Bagheri 17 2013-01-03T07:00:00.000+02:00 2014 +78 1000 1000 78 3 3200 3200 20 2 2013-01-02 17334 false "" "" Unit 20, 1253 Rahimi Lane "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1128\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T10:05:00\",\"ConNote\":\"EAN-125-1128\",\"DriverID\":17,\"Latitude\":36.4970385,\"Longitude\":-99.9866880,\"Comment\":\"Receiver not present\"}],\"DeliveredWhen\":\"2013-01-03T10:05:00\",\"ReceivedBy\":\"Krishnam Allu\"}" 2013-01-03T10:05:00.000+02:00 Krishnam Allu 17 2013-01-03T07:00:00.000+02:00 2014 +79 415 401 79 3 2029 2001 13 2 2013-01-02 16645 false "" "" Unit 77, 1555 Negi Crescent "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1129\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T10:10:00\",\"ConNote\":\"EAN-125-1129\",\"DriverID\":17,\"Latitude\":33.7167949,\"Longitude\":-82.4398499,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T10:10:00\",\"ReceivedBy\":\"Maurice English\"}" 2013-01-03T10:10:00.000+02:00 Maurice English 17 2013-01-03T07:00:00.000+02:00 2014 +80 543 401 80 3 2285 2001 3 2 2013-01-02 17591 false "" "" Shop 234, 390 Korjus Road "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1130\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T10:15:00\",\"ConNote\":\"EAN-125-1130\",\"DriverID\":17,\"Latitude\":43.2250269,\"Longitude\":-82.5246458,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T10:15:00\",\"ReceivedBy\":\"Abhaya Rambhatla\"}" 2013-01-03T10:15:00.000+02:00 Abhaya Rambhatla 17 2013-01-03T07:00:00.000+02:00 2014 +81 456 401 81 3 2111 2001 6 2 2013-01-02 14618 false "" "" Unit 2, 1605 Leigh Road "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1131\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T10:20:00\",\"ConNote\":\"EAN-125-1131\",\"DriverID\":17,\"Latitude\":40.7048242,\"Longitude\":-73.6501295,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T10:20:00\",\"ReceivedBy\":\"Subhash Matondkar\"}" 2013-01-03T10:20:00.000+02:00 Subhash Matondkar 17 2013-01-03T07:00:00.000+02:00 2014 +82 487 401 82 3 2173 2001 7 2 2013-01-02 19857 false "" "" Unit 288, 732 Nakhtare Boulevard "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1132\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T10:25:00\",\"ConNote\":\"EAN-125-1132\",\"DriverID\":17,\"Latitude\":40.1567641,\"Longitude\":-75.8327088,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T10:25:00\",\"ReceivedBy\":\"Jan Zeman\"}" 2013-01-03T10:25:00.000+02:00 Jan Zeman 17 2013-01-03T07:00:00.000+02:00 2014 +83 154 1 83 3 1307 1001 6 2 2013-01-02 17849 false "" "" Unit 248, 226 Auzina Lane "" 4 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1133\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T10:30:00\",\"ConNote\":\"EAN-125-1133\",\"DriverID\":17,\"Latitude\":45.3260745,\"Longitude\":-94.5461074,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T10:30:00\",\"ReceivedBy\":\"Gui-Hyun Ji\"}" 2013-01-03T10:30:00.000+02:00 Gui-Hyun Ji 17 2013-01-03T07:00:00.000+02:00 2014 +84 111 1 84 3 1221 1001 15 2 2013-01-02 10947 false "" "" Suite 223, 53 Jeon Boulevard "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1134\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T10:35:00\",\"ConNote\":\"EAN-125-1134\",\"DriverID\":17,\"Latitude\":30.3738103,\"Longitude\":-87.0913555,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T10:35:00\",\"ReceivedBy\":\"Adam Dvorak\"}" 2013-01-03T10:35:00.000+02:00 Adam Dvorak 17 2013-01-03T07:00:00.000+02:00 2014 +85 585 401 86 3 2369 2001 14 2 2013-01-02 11610 false "" "" Unit 12, 747 Acar Crescent "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1135\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T10:40:00\",\"ConNote\":\"EAN-125-1135\",\"DriverID\":17,\"Latitude\":40.9220430,\"Longitude\":-74.3454282,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T10:40:00\",\"ReceivedBy\":\"Asha Mudigonda\"}" 2013-01-03T10:40:00.000+02:00 Asha Mudigonda 17 2013-01-03T07:00:00.000+02:00 2014 +86 128 1 87 3 1255 1001 16 2 2013-01-02 14853 false "" "" Shop 92, 999 Kasesalu Road "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1136\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T10:45:00\",\"ConNote\":\"EAN-125-1136\",\"DriverID\":17,\"Latitude\":39.9033204,\"Longitude\":-105.6444469,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T10:45:00\",\"ReceivedBy\":\"Jure Grabensek\"}" 2013-01-03T10:45:00.000+02:00 Jure Grabensek 17 2013-01-03T07:00:00.000+02:00 2014 +87 473 401 88 3 2145 2001 13 2 2013-01-02 10821 false "" "" Suite 203, 229 Cao Lane "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1137\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T10:50:00\",\"ConNote\":\"EAN-125-1137\",\"DriverID\":17,\"Latitude\":39.3946303,\"Longitude\":-120.0213080,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T10:50:00\",\"ReceivedBy\":\"Doru Munteanu\"}" 2013-01-03T10:50:00.000+02:00 Doru Munteanu 17 2013-01-03T07:00:00.000+02:00 2014 +88 58 1 89 3 1115 1001 20 2 2013-01-02 15491 false "" "" Shop 177, 1736 Han Avenue "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1138\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T10:55:00\",\"ConNote\":\"EAN-125-1138\",\"DriverID\":17,\"Latitude\":37.5776335,\"Longitude\":-75.7635403,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T10:55:00\",\"ReceivedBy\":\"Pratap Varghese\"}" 2013-01-03T10:55:00.000+02:00 Pratap Varghese 17 2013-01-03T07:00:00.000+02:00 2014 +89 586 401 90 3 2371 2001 8 2 2013-01-02 14474 false "" "" Shop 204, 167 Kubatova Lane "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1139\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T11:00:00\",\"ConNote\":\"EAN-125-1139\",\"DriverID\":17,\"Latitude\":29.1924772,\"Longitude\":-81.9173071,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T11:00:00\",\"ReceivedBy\":\"Anete Kundzina\"}" 2013-01-03T11:00:00.000+02:00 Anete Kundzina 17 2013-01-03T07:00:00.000+02:00 2014 +90 910 910 91 3 3110 3110 7 2 2013-01-02 10079 false "" "" Unit 18, 469 Valbe Road "" 4 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1140\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T11:05:00\",\"ConNote\":\"EAN-125-1140\",\"DriverID\":17,\"Latitude\":29.3791112,\"Longitude\":-90.2600787,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T11:05:00\",\"ReceivedBy\":\"Elina Kaleja\"}" 2013-01-03T11:05:00.000+02:00 Elina Kaleja 17 2013-01-03T07:00:00.000+02:00 2014 +91 82 1 92 3 1163 1001 7 2 2013-01-02 11612 false "" "" Suite 166, 1708 Ankitham Street "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1141\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T11:10:00\",\"ConNote\":\"EAN-125-1141\",\"DriverID\":17,\"Latitude\":35.9417050,\"Longitude\":-105.2491779,\"Comment\":\"Receiver not present\"}],\"DeliveredWhen\":\"2013-01-03T11:10:00\",\"ReceivedBy\":\"Rakesh Nishad\"}" 2013-01-03T11:10:00.000+02:00 Rakesh Nishad 17 2013-01-03T07:00:00.000+02:00 2014 +92 3 1 93 3 1005 1001 15 2 2013-01-02 11991 false "" "" Unit 217, 1970 Khandke Road "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1142\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T11:15:00\",\"ConNote\":\"EAN-125-1142\",\"DriverID\":17,\"Latitude\":34.2689145,\"Longitude\":-112.7271223,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T11:15:00\",\"ReceivedBy\":\"Bhaargav Rambhatla\"}" 2013-01-03T11:15:00.000+02:00 Bhaargav Rambhatla 17 2013-01-03T07:00:00.000+02:00 2014 +93 857 857 94 3 3057 3057 14 2 2013-01-02 19321 false "" "" Shop 17, 298 Benipal Road "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1143\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T11:20:00\",\"ConNote\":\"EAN-125-1143\",\"DriverID\":17,\"Latitude\":30.9637973,\"Longitude\":-96.9880430,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T11:20:00\",\"ReceivedBy\":\"Clarissa Manfrin\"}" 2013-01-03T11:20:00.000+02:00 Clarissa Manfrin 17 2013-01-03T07:00:00.000+02:00 2014 +94 453 401 95 3 2105 2001 16 2 2013-01-02 10210 false "" "" Suite 124, 1316 Agafitei Road "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1144\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T11:25:00\",\"ConNote\":\"EAN-125-1144\",\"DriverID\":17,\"Latitude\":38.2973519,\"Longitude\":-78.4400099,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T11:25:00\",\"ReceivedBy\":\"Bryan Helms\"}" 2013-01-03T11:25:00.000+02:00 Bryan Helms 17 2013-01-03T07:00:00.000+02:00 2014 +95 457 401 96 3 2113 2001 8 2 2013-01-02 14970 false "" "" Unit 133, 349 Kozakova Boulevard "" 5 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1145\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T11:30:00\",\"ConNote\":\"EAN-125-1145\",\"DriverID\":17,\"Latitude\":34.1861922,\"Longitude\":-103.3343978,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T11:30:00\",\"ReceivedBy\":\"Eesvaraavu Ankitham\"}" 2013-01-03T11:30:00.000+02:00 Eesvaraavu Ankitham 17 2013-01-03T07:00:00.000+02:00 2014 +96 107 1 97 3 1213 1001 15 2 2013-01-02 17468 false "" "" Unit 32, 917 Morgan Boulevard "" 5 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1146\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T11:35:00\",\"ConNote\":\"EAN-125-1146\",\"DriverID\":17,\"Latitude\":34.0116799,\"Longitude\":-117.4847714,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T11:35:00\",\"ReceivedBy\":\"Karie Mercier\"}" 2013-01-03T11:35:00.000+02:00 Karie Mercier 17 2013-01-03T07:00:00.000+02:00 2014 +97 990 990 98 3 3190 3190 8 2 2013-01-02 11643 false "" "" Unit 28, 370 Rallapalli Street "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1147\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T11:40:00\",\"ConNote\":\"EAN-125-1147\",\"DriverID\":17,\"Latitude\":26.3403450,\"Longitude\":-98.7558590,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T11:40:00\",\"ReceivedBy\":\"Andris Saulitis\"}" 2013-01-03T11:40:00.000+02:00 Andris Saulitis 17 2013-01-03T07:00:00.000+02:00 2014 +98 864 864 99 3 3064 3064 13 2 2013-01-02 16411 false "" "" Unit 3, 411 Ganguly Lane "" 2 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1148\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T11:45:00\",\"ConNote\":\"EAN-125-1148\",\"DriverID\":17,\"Latitude\":47.2577003,\"Longitude\":-91.3004437,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T11:45:00\",\"ReceivedBy\":\"Mikhail Degtyarev\"}" 2013-01-03T11:45:00.000+02:00 Mikhail Degtyarev 17 2013-01-03T07:00:00.000+02:00 2014 +99 172 1 100 3 1343 1001 14 2 2013-01-02 19525 false "" "" Shop 283, 1520 Podnieks Road "" 3 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1149\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T11:50:00\",\"ConNote\":\"EAN-125-1149\",\"DriverID\":17,\"Latitude\":34.5939498,\"Longitude\":-106.7330813,\"Status\":\"Delivered\"}],\"DeliveredWhen\":\"2013-01-03T11:50:00\",\"ReceivedBy\":\"Raymond Desforges\"}" 2013-01-03T11:50:00.000+02:00 Raymond Desforges 17 2013-01-03T07:00:00.000+02:00 2014 +100 473 401 101 3 2145 2001 13 2 2013-01-02 10996 false "" "" Suite 203, 229 Cao Lane "" 1 0 "" "" "{\"Events\": [{ \"Event\":\"Ready for collection\",\"EventTime\":\"2013-01-02T12:00:00\",\"ConNote\":\"EAN-125-1150\"},{ \"Event\":\"DeliveryAttempt\",\"EventTime\":\"2013-01-03T11:55:00\",\"ConNote\":\"EAN-125-1150\",\"DriverID\":17,\"Latitude\":39.3946303,\"Longitude\":-120.0213080,\"Comment\":\"Receiver not present\"}],\"DeliveredWhen\":\"2013-01-03T11:55:00\",\"ReceivedBy\":\"Doru Munteanu\"}" 2013-01-03T11:55:00.000+02:00 Doru Munteanu 17 2013-01-03T07:00:00.000+02:00 2014 diff --git a/data_product/src/tests/fixtures/Sales/OrderLines/part-00000-c6184d13-4c6c-40ee-81df-750f9a11bfb6-c000.csv b/data_product/src/tests/fixtures/Sales/OrderLines/part-00000-c6184d13-4c6c-40ee-81df-750f9a11bfb6-c000.csv new file mode 100644 index 0000000..146d3a2 --- /dev/null +++ b/data_product/src/tests/fixtures/Sales/OrderLines/part-00000-c6184d13-4c6c-40ee-81df-750f9a11bfb6-c000.csv @@ -0,0 +1,101 @@ +OrderLineID OrderID StockItemID Description PackageTypeID Quantity UnitPrice TaxRate PickedQuantity PickingCompletedWhen LastEditedBy LastEditedWhen LoadDatetime +1 45 164 32 mm Double sided bubble wrap 50m 7 50 112.00 15.000 50 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +2 1 67 Ride on toy sedan car (Black) 1/12 scale 7 10 230.00 15.000 10 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +3 2 50 Developer joke mug - old C developers never die (White) 7 9 13.00 15.000 9 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +4 46 89 "\"The Gu\" red shirt XML tag t-shirt (Black) 3XS" 7 72 18.00 15.000 72 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +5 46 171 32 mm Anti static bubble wrap (Blue) 10m 7 90 32.00 15.000 90 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +6 2 10 USB food flash drive - chocolate bar 7 9 32.00 15.000 9 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +7 47 167 10 mm Anti static bubble wrap (Blue) 50m 7 50 99.00 15.000 50 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +8 47 219 Void fill 400 L bag (White) 400L 7 80 50.00 15.000 80 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +9 3 114 Superhero action jacket (Blue) XXL 7 3 30.00 15.000 3 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +10 47 72 Ride on toy sedan car (Pink) 1/12 scale 7 9 230.00 15.000 9 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +11 4 206 Permanent marker black 5mm nib (Black) 5mm 7 96 2.70 15.000 96 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +12 4 130 Furry gorilla with big eyes slippers (Black) S 7 5 32.00 15.000 5 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +13 4 50 Developer joke mug - old C developers never die (White) 7 2 13.00 15.000 2 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +14 5 128 Plush shark slippers (Gray) L 7 4 32.00 15.000 4 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +15 48 100 "\"The Gu\" red shirt XML tag t-shirt (Black) 6XL" 7 72 18.00 15.000 72 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +16 48 151 Pack of 12 action figures (male) 9 8 16.00 15.000 8 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +17 5 121 Dinosaur battery-powered slippers (Green) XL 7 3 32.00 15.000 3 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +18 5 155 Large sized bubblewrap roll 50m 7 20 24.00 15.000 20 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +19 6 150 Pack of 12 action figures (variety) 9 4 16.00 15.000 4 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +20 6 40 Developer joke mug - (hip, hip, array) (White) 7 6 13.00 15.000 6 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +21 6 126 Plush shark slippers (Gray) S 7 9 32.00 15.000 9 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +22 7 39 Developer joke mug - inheritance is the OO way to become wealthy (Black) 7 9 13.00 15.000 9 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +23 7 184 Shipping carton (Brown) 305x305x305mm 7 75 3.50 15.000 75 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +24 7 9 USB food flash drive - banana 7 6 32.00 15.000 6 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +25 49 156 10 mm Double sided bubble wrap 10m 7 100 15.00 15.000 100 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +26 7 132 Furry gorilla with big eyes slippers (Black) L 7 1 32.00 15.000 1 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +27 8 9 USB food flash drive - banana 7 4 32.00 15.000 4 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +28 8 32 Developer joke mug - that's a hardware problem (White) 7 9 13.00 15.000 9 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +29 50 209 Packing knife with metal insert blade (Yellow) 9mm 7 45 1.89 15.000 45 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +30 8 50 Developer joke mug - old C developers never die (White) 7 1 13.00 15.000 1 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +31 51 95 "\"The Gu\" red shirt XML tag t-shirt (Black) XL" 7 24 18.00 15.000 24 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +32 9 58 RC toy sedan car with remote control (Black) 1/50 scale 7 2 25.00 15.000 2 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +33 9 134 Animal with big feet slippers (Brown) S 7 4 32.00 15.000 4 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +34 52 195 Black and orange handle with care despatch tape 48mmx75m 7 72 3.70 15.000 72 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +35 10 38 Developer joke mug - inheritance is the OO way to become wealthy (White) 7 5 13.00 15.000 5 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +36 10 34 Developer joke mug - fun was unexpected at this time (White) 7 3 13.00 15.000 3 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +37 11 45 Developer joke mug - there are 10 types of people in the world (Black) 7 1 13.00 15.000 1 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +38 53 146 Halloween skull mask (Gray) S 7 48 18.00 15.000 48 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +39 53 76 "\"The Gu\" red shirt XML tag t-shirt (White) 3XS" 7 84 18.00 15.000 84 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +40 53 99 "\"The Gu\" red shirt XML tag t-shirt (Black) 5XL" 7 24 18.00 15.000 24 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +41 53 170 20 mm Anti static bubble wrap (Blue) 50m 7 90 102.00 15.000 90 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +42 54 181 Shipping carton (Brown) 356x229x229mm 7 75 1.14 15.000 75 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +43 12 62 RC toy sedan car with remote control (Yellow) 1/50 scale 7 5 25.00 15.000 5 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +44 12 44 Developer joke mug - there are 10 types of people in the world (White) 7 8 13.00 15.000 8 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +45 55 94 "\"The Gu\" red shirt XML tag t-shirt (Black) L" 7 84 18.00 15.000 84 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +46 55 200 Black and yellow heavy despatch tape 48mmx100m 7 96 4.10 15.000 96 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +47 55 99 "\"The Gu\" red shirt XML tag t-shirt (Black) 5XL" 7 84 18.00 15.000 84 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +48 13 156 10 mm Double sided bubble wrap 10m 7 10 15.00 15.000 10 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +49 13 73 Ride on vintage American toy coupe (Red) 1/12 scale 7 8 285.00 15.000 8 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +50 56 81 "\"The Gu\" red shirt XML tag t-shirt (White) L" 7 84 18.00 15.000 84 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +51 14 111 Superhero action jacket (Blue) M 7 4 30.00 15.000 4 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +52 14 163 32 mm Double sided bubble wrap 20m 7 10 37.00 15.000 10 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +53 56 100 "\"The Gu\" red shirt XML tag t-shirt (Black) 6XL" 7 96 18.00 15.000 96 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +54 14 132 Furry gorilla with big eyes slippers (Black) L 7 5 32.00 15.000 5 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +55 15 108 Superhero action jacket (Blue) XXS 7 6 25.00 15.000 6 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +56 15 210 Packing knife with metal insert blade (Yellow) 18mm 7 10 2.40 15.000 10 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +57 57 64 RC vintage American toy coupe with remote control (Red) 1/50 scale 7 6 30.00 15.000 6 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +58 16 115 Superhero action jacket (Blue) 3XL 7 2 34.00 15.000 2 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +59 58 41 Developer joke mug - (hip, hip, array) (Black) 7 10 13.00 15.000 10 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +60 17 133 Furry gorilla with big eyes slippers (Black) XL 7 10 32.00 15.000 10 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +61 17 47 Developer joke mug - a foo walks into a bar (Black) 7 8 13.00 15.000 8 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +62 58 54 IT joke mug - that behavior is by design (White) 7 9 13.00 15.000 9 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +63 58 168 20 mm Anti static bubble wrap (Blue) 10m 7 50 29.00 15.000 50 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +64 18 115 Superhero action jacket (Blue) 3XL 7 6 34.00 15.000 6 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +65 18 40 Developer joke mug - (hip, hip, array) (White) 7 10 13.00 15.000 10 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +66 18 162 32 mm Double sided bubble wrap 10m 7 100 22.00 15.000 100 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +67 59 191 Black and orange fragile despatch tape 48mmx75m 7 288 3.70 15.000 288 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +68 59 88 "\"The Gu\" red shirt XML tag t-shirt (White) 7XL" 7 108 18.00 15.000 108 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +69 59 167 10 mm Anti static bubble wrap (Blue) 50m 7 60 99.00 15.000 60 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +70 19 22 DBA joke mug - it depends (White) 7 7 13.00 15.000 7 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +71 20 15 USB food flash drive - dessert 10 drive variety pack 9 8 240.00 15.000 8 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +72 20 75 Ride on big wheel monster truck (Black) 1/12 scale 7 1 345.00 15.000 1 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +73 20 68 Ride on toy sedan car (Red) 1/12 scale 7 4 230.00 15.000 4 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +74 60 165 10 mm Anti static bubble wrap (Blue) 10m 7 70 26.00 15.000 70 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +75 60 50 Developer joke mug - old C developers never die (White) 7 9 13.00 15.000 9 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +76 21 94 "\"The Gu\" red shirt XML tag t-shirt (Black) L" 7 24 18.00 15.000 24 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +77 21 110 Superhero action jacket (Blue) S 7 2 25.00 15.000 2 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +78 61 7 USB food flash drive - pizza slice 7 2 32.00 15.000 2 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +79 22 111 Superhero action jacket (Blue) M 7 8 30.00 15.000 8 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +80 23 144 Halloween zombie mask (Light Brown) L 7 24 18.00 15.000 24 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +81 23 121 Dinosaur battery-powered slippers (Green) XL 7 2 32.00 15.000 2 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +82 62 194 Black and orange glass with care despatch tape 48mmx100m 7 168 4.10 15.000 168 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +83 23 54 IT joke mug - that behavior is by design (White) 7 3 13.00 15.000 3 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +84 24 128 Plush shark slippers (Gray) L 7 1 32.00 15.000 1 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +85 24 158 10 mm Double sided bubble wrap 50m 7 30 105.00 15.000 30 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +86 25 21 DBA joke mug - you might be a DBA if (Black) 7 4 13.00 15.000 4 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +87 25 69 Ride on toy sedan car (Blue) 1/12 scale 7 5 230.00 15.000 5 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +88 63 92 "\"The Gu\" red shirt XML tag t-shirt (Black) S" 7 72 18.00 15.000 72 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +89 25 137 Animal with big feet slippers (Brown) XL 7 9 32.00 15.000 9 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +90 26 70 Ride on toy sedan car (Green) 1/12 scale 7 2 230.00 15.000 2 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +91 26 210 Packing knife with metal insert blade (Yellow) 18mm 7 5 2.40 15.000 5 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +92 64 84 "\"The Gu\" red shirt XML tag t-shirt (White) 3XL" 7 36 18.00 15.000 36 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +93 27 35 Developer joke mug - fun was unexpected at this time (Black) 7 5 13.00 15.000 5 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +94 27 14 USB food flash drive - fortune cookie 7 2 32.00 15.000 2 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +95 65 198 Black and orange this way up despatch tape 48mmx100m 7 72 4.10 15.000 72 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +96 65 202 Red and white urgent heavy despatch tape 48mmx100m 7 96 4.10 15.000 96 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +97 28 42 Developer joke mug - understanding recursion requires understanding recursion (White) 7 1 13.00 15.000 1 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +98 65 99 "\"The Gu\" red shirt XML tag t-shirt (Black) 5XL" 7 48 18.00 15.000 48 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +99 65 197 Black and orange this way up despatch tape 48mmx75m 7 96 3.70 15.000 96 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +100 29 121 Dinosaur battery-powered slippers (Green) XL 7 9 32.00 15.000 9 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 diff --git a/data_product/src/tests/fixtures/Sales/Orders/part-00000-f641a3e2-4225-4d3a-96cd-f140477072b4-c000.csv b/data_product/src/tests/fixtures/Sales/Orders/part-00000-f641a3e2-4225-4d3a-96cd-f140477072b4-c000.csv new file mode 100644 index 0000000..5a13a2e --- /dev/null +++ b/data_product/src/tests/fixtures/Sales/Orders/part-00000-f641a3e2-4225-4d3a-96cd-f140477072b4-c000.csv @@ -0,0 +1,101 @@ +OrderID CustomerID SalespersonPersonID PickedByPersonID ContactPersonID BackorderOrderID OrderDate ExpectedDeliveryDate CustomerPurchaseOrderNumber IsUndersupplyBackordered Comments DeliveryInstructions InternalComments PickingCompletedWhen LastEditedBy LastEditedWhen LoadDatetime +1 832 2 "" 3032 45 2013-01-01 2013-01-02 12126 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +2 803 8 "" 3003 46 2013-01-01 2013-01-02 15342 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +3 105 7 "" 1209 47 2013-01-01 2013-01-02 12211 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +4 57 16 3 1113 "" 2013-01-01 2013-01-02 17129 true "" "" "" 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +5 905 3 "" 3105 48 2013-01-01 2013-01-02 10369 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +6 976 13 3 3176 "" 2013-01-01 2013-01-02 13383 true "" "" "" 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +7 575 8 "" 2349 49 2013-01-01 2013-01-02 17913 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +8 964 7 "" 3164 50 2013-01-01 2013-01-02 14518 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +9 77 7 "" 1153 51 2013-01-01 2013-01-02 17577 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +10 191 20 "" 1381 52 2013-01-01 2013-01-02 18030 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +11 586 3 "" 2371 53 2013-01-01 2013-01-02 17639 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +12 529 15 "" 2257 54 2013-01-01 2013-01-02 10941 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +13 473 13 "" 2145 55 2013-01-01 2013-01-02 16374 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +14 870 8 "" 3070 56 2013-01-01 2013-01-02 17521 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +15 991 3 3 3191 "" 2013-01-01 2013-01-02 11911 true "" "" "" 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +16 414 2 "" 2027 57 2013-01-01 2013-01-02 10690 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +17 910 8 "" 3110 58 2013-01-01 2013-01-02 10255 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +18 423 2 4 2045 "" 2013-01-01 2013-01-02 13260 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +19 949 7 "" 3149 59 2013-01-01 2013-01-02 16825 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +20 973 14 "" 3173 60 2013-01-01 2013-01-02 12227 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +21 463 6 4 2125 "" 2013-01-01 2013-01-02 16070 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +22 884 13 "" 3084 61 2013-01-01 2013-01-02 16793 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +23 173 7 "" 1345 62 2013-01-01 2013-01-02 12467 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +24 890 16 3 3090 "" 2013-01-01 2013-01-02 13700 true "" "" "" 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +25 189 15 "" 1377 63 2013-01-01 2013-01-02 11503 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +26 873 15 3 3073 "" 2013-01-01 2013-01-02 13916 true "" "" "" 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +27 497 6 "" 2193 64 2013-01-01 2013-01-02 17783 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +28 484 20 "" 2167 65 2013-01-01 2013-01-02 13042 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +29 89 8 "" 1177 66 2013-01-01 2013-01-02 10411 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +30 148 6 "" 1295 67 2013-01-01 2013-01-02 15084 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +31 467 2 4 2133 "" 2013-01-01 2013-01-02 14159 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +32 972 3 "" 3172 68 2013-01-01 2013-01-02 11389 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +33 567 20 "" 2333 69 2013-01-01 2013-01-02 12559 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +34 92 6 "" 1183 70 2013-01-01 2013-01-02 19457 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +35 811 8 "" 3011 71 2013-01-01 2013-01-02 18468 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +36 10 15 "" 1019 72 2013-01-01 2013-01-02 14486 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +37 862 14 3 3062 "" 2013-01-01 2013-01-02 19057 true "" "" "" 2013-01-01T11:00:00.000+02:00 3 2013-01-01T11:00:00.000+02:00 2014 +38 431 16 "" 2061 73 2013-01-01 2013-01-02 18036 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +39 908 6 "" 3108 74 2013-01-01 2013-01-02 13079 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +40 995 15 "" 3195 75 2013-01-01 2013-01-02 19402 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +41 910 15 "" 3110 76 2013-01-01 2013-01-02 15267 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +42 545 8 "" 2289 77 2013-01-01 2013-01-02 12781 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +43 1000 20 "" 3200 78 2013-01-01 2013-01-02 17334 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +44 415 13 "" 2029 79 2013-01-01 2013-01-02 16645 true "" "" "" 2013-01-01T12:00:00.000+02:00 7 2013-01-01T12:00:00.000+02:00 2014 +45 832 2 4 3032 "" 2013-01-01 2013-01-02 12126 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +46 803 8 4 3003 "" 2013-01-01 2013-01-02 15342 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +47 105 7 4 1209 "" 2013-01-01 2013-01-02 12211 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +48 905 3 4 3105 "" 2013-01-01 2013-01-02 10369 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +49 575 8 4 2349 "" 2013-01-01 2013-01-02 17913 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +50 964 7 4 3164 "" 2013-01-01 2013-01-02 14518 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +51 77 7 4 1153 "" 2013-01-01 2013-01-02 17577 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +52 191 20 4 1381 "" 2013-01-01 2013-01-02 18030 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +53 586 3 4 2371 "" 2013-01-01 2013-01-02 17639 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +54 529 15 4 2257 "" 2013-01-01 2013-01-02 10941 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +55 473 13 4 2145 "" 2013-01-01 2013-01-02 16374 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +56 870 8 4 3070 "" 2013-01-01 2013-01-02 17521 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +57 414 2 4 2027 "" 2013-01-01 2013-01-02 10690 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +58 910 8 4 3110 "" 2013-01-01 2013-01-02 10255 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +59 949 7 4 3149 "" 2013-01-01 2013-01-02 16825 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +60 973 14 4 3173 "" 2013-01-01 2013-01-02 12227 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +61 884 13 4 3084 "" 2013-01-01 2013-01-02 16793 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +62 173 7 4 1345 "" 2013-01-01 2013-01-02 12467 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +63 189 15 4 1377 "" 2013-01-01 2013-01-02 11503 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +64 497 6 4 2193 "" 2013-01-01 2013-01-02 17783 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +65 484 20 4 2167 "" 2013-01-01 2013-01-02 13042 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +66 89 8 4 1177 "" 2013-01-01 2013-01-02 10411 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +67 148 6 4 1295 "" 2013-01-01 2013-01-02 15084 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +68 972 3 4 3172 "" 2013-01-01 2013-01-02 11389 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +69 567 20 4 2333 "" 2013-01-01 2013-01-02 12559 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +70 92 6 4 1183 "" 2013-01-01 2013-01-02 19457 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +71 811 8 4 3011 "" 2013-01-01 2013-01-02 18468 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +72 10 15 4 1019 "" 2013-01-01 2013-01-02 14486 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +73 431 16 4 2061 "" 2013-01-01 2013-01-02 18036 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +74 908 6 4 3108 "" 2013-01-01 2013-01-02 13079 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +75 995 15 4 3195 "" 2013-01-01 2013-01-02 19402 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +76 910 15 4 3110 "" 2013-01-01 2013-01-02 15267 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +77 545 8 4 2289 "" 2013-01-01 2013-01-02 12781 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +78 1000 20 4 3200 "" 2013-01-01 2013-01-02 17334 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +79 415 13 4 2029 "" 2013-01-01 2013-01-02 16645 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +80 543 3 "" 2285 131 2013-01-02 2013-01-03 17591 true "" "" "" 2013-01-02T12:00:00.000+02:00 9 2013-01-02T12:00:00.000+02:00 2014 +81 456 6 "" 2111 132 2013-01-02 2013-01-03 14618 true "" "" "" 2013-01-02T12:00:00.000+02:00 9 2013-01-02T12:00:00.000+02:00 2014 +82 487 7 4 2173 "" 2013-01-02 2013-01-03 19857 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +83 154 6 4 1307 "" 2013-01-02 2013-01-03 17849 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +84 111 15 4 1221 "" 2013-01-02 2013-01-03 10947 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +85 569 8 14 2337 "" 2013-01-02 2013-01-03 11610 true "" "" "" 2013-01-03T11:00:00.000+02:00 14 2013-01-03T11:00:00.000+02:00 2014 +86 585 14 4 2369 "" 2013-01-02 2013-01-03 11610 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +87 128 16 "" 1255 133 2013-01-02 2013-01-03 14853 true "" "" "" 2013-01-02T12:00:00.000+02:00 9 2013-01-02T12:00:00.000+02:00 2014 +88 473 13 4 2145 "" 2013-01-02 2013-01-03 10821 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +89 58 20 4 1115 "" 2013-01-02 2013-01-03 15491 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +90 586 8 "" 2371 134 2013-01-02 2013-01-03 14474 true "" "" "" 2013-01-02T12:00:00.000+02:00 9 2013-01-02T12:00:00.000+02:00 2014 +91 910 7 4 3110 "" 2013-01-02 2013-01-03 10079 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +92 82 7 4 1163 "" 2013-01-02 2013-01-03 11612 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +93 3 15 4 1005 "" 2013-01-02 2013-01-03 11991 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +94 857 14 "" 3057 135 2013-01-02 2013-01-03 19321 true "" "" "" 2013-01-02T12:00:00.000+02:00 9 2013-01-02T12:00:00.000+02:00 2014 +95 453 16 "" 2105 136 2013-01-02 2013-01-03 10210 true "" "" "" 2013-01-02T12:00:00.000+02:00 9 2013-01-02T12:00:00.000+02:00 2014 +96 457 8 4 2113 "" 2013-01-02 2013-01-03 14970 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +97 107 15 4 1213 "" 2013-01-02 2013-01-03 17468 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 +98 990 8 "" 3190 137 2013-01-02 2013-01-03 11643 true "" "" "" 2013-01-02T12:00:00.000+02:00 9 2013-01-02T12:00:00.000+02:00 2014 +99 864 13 "" 3064 138 2013-01-02 2013-01-03 16411 true "" "" "" 2013-01-02T12:00:00.000+02:00 9 2013-01-02T12:00:00.000+02:00 2014 +100 172 14 4 1343 "" 2013-01-02 2013-01-03 19525 true "" "" "" 2013-01-02T11:00:00.000+02:00 4 2013-01-02T11:00:00.000+02:00 2014 diff --git a/data_product/src/tests/fixtures/Sales/SpecialDeals/part-00000-e83838ef-1815-4112-b9a5-d439d694dca3-c000.csv b/data_product/src/tests/fixtures/Sales/SpecialDeals/part-00000-e83838ef-1815-4112-b9a5-d439d694dca3-c000.csv new file mode 100644 index 0000000..580efcd --- /dev/null +++ b/data_product/src/tests/fixtures/Sales/SpecialDeals/part-00000-e83838ef-1815-4112-b9a5-d439d694dca3-c000.csv @@ -0,0 +1 @@ +SpecialDealID StockItemID CustomerID BuyingGroupID CustomerCategoryID StockGroupID DealDescription StartDate EndDate DiscountAmount DiscountPercentage UnitPrice LastEditedBy LastEditedWhen LoadDatetime diff --git a/data_product/src/tests/fixtures/Warehouse/ColdRoomTemperatures/part-00000-b7f9ea12-97b6-4e8a-9ec1-d12fb9ace760-c000.csv b/data_product/src/tests/fixtures/Warehouse/ColdRoomTemperatures/part-00000-b7f9ea12-97b6-4e8a-9ec1-d12fb9ace760-c000.csv new file mode 100644 index 0000000..1f76e19 --- /dev/null +++ b/data_product/src/tests/fixtures/Warehouse/ColdRoomTemperatures/part-00000-b7f9ea12-97b6-4e8a-9ec1-d12fb9ace760-c000.csv @@ -0,0 +1 @@ +ColdRoomTemperatureID ColdRoomSensorNumber RecordedWhen Temperature ValidFrom ValidTo LoadDatetime diff --git a/data_product/src/tests/fixtures/Warehouse/Colors/part-00000-8f3223e1-d303-49da-8ddf-405922a3c6e9-c000.csv b/data_product/src/tests/fixtures/Warehouse/Colors/part-00000-8f3223e1-d303-49da-8ddf-405922a3c6e9-c000.csv new file mode 100644 index 0000000..8d31255 --- /dev/null +++ b/data_product/src/tests/fixtures/Warehouse/Colors/part-00000-8f3223e1-d303-49da-8ddf-405922a3c6e9-c000.csv @@ -0,0 +1,37 @@ +ColorID ColorName LastEditedBy ValidFrom ValidTo LoadDatetime +1 Azure 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +2 Beige 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +3 Black 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +4 Blue 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +5 Charcoal 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +6 Chartreuse 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +7 Cyan 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +8 Dark Brown 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +9 Dark Green 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +10 Fuchsia 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +11 Gold 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +12 Gray 1 2013-01-01T00:00:00.000+02:00 2016-01-01T16:00:00.000+02:00 2014 +13 Hot Pink 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +14 Indigo 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +15 Ivory 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +16 Khaki 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +17 Lavender 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +18 Light Brown 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +19 Light Green 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +20 Maroon 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +21 Mauve 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +22 Navy Blue 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +23 Olive 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +24 Orange 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +25 Plum 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +26 Puce 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +27 Purple 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +28 Red 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +29 Royal Blue 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +30 Salmon 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +31 Silver 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +32 Tan 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +33 Teal 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +34 Wheat 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +35 White 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +36 Yellow 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 diff --git a/data_product/src/tests/fixtures/Warehouse/PackageTypes/part-00000-5b3b0738-0365-4493-aa77-879174fcd891-c000.csv b/data_product/src/tests/fixtures/Warehouse/PackageTypes/part-00000-5b3b0738-0365-4493-aa77-879174fcd891-c000.csv new file mode 100644 index 0000000..4cb733c --- /dev/null +++ b/data_product/src/tests/fixtures/Warehouse/PackageTypes/part-00000-5b3b0738-0365-4493-aa77-879174fcd891-c000.csv @@ -0,0 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2013-04-12T12:00:00.000+03:00 2014 +35383 1 10 201 7412 "" "" 2013-05-27T12:00:00.000+03:00 -2.000 13 2013-05-27T12:00:00.000+03:00 2014 +82866 1 10 1001 17370 "" "" 2013-12-03T12:00:00.000+02:00 -8.000 9 2013-12-03T12:00:00.000+02:00 2014 +19008 1 10 576 3955 "" "" 2013-03-21T12:00:00.000+02:00 -2.000 14 2013-03-21T12:00:00.000+02:00 2014 +84909 1 10 502 17795 "" "" 2013-12-11T12:00:00.000+02:00 -8.000 6 2013-12-11T12:00:00.000+02:00 2014 +47483 1 10 456 9953 "" "" 2013-07-10T12:00:00.000+03:00 -2.000 14 2013-07-10T12:00:00.000+03:00 2014 +87738 1 10 990 18391 "" "" 2013-12-24T12:00:00.000+02:00 -8.000 6 2013-12-24T12:00:00.000+02:00 2014 +88483 1 10 189 18542 "" "" 2013-12-27T12:00:00.000+02:00 -2.000 14 2013-12-27T12:00:00.000+02:00 2014 +71920 1 10 463 15089 "" "" 2013-10-19T12:00:00.000+03:00 -8.000 16 2013-10-19T12:00:00.000+03:00 2014 +11120 1 10 477 2314 "" "" 2013-02-18T12:00:00.000+02:00 -2.000 20 2013-02-18T12:00:00.000+02:00 2014 +48084 1 10 435 10087 "" "" 2013-07-11T12:00:00.000+03:00 -8.000 4 2013-07-11T12:00:00.000+03:00 2014 +10060 1 10 46 2086 "" "" 2013-02-12T12:00:00.000+02:00 -2.000 7 2013-02-12T12:00:00.000+02:00 2014 +16262 1 10 933 3381 "" "" 2013-03-12T12:00:00.000+02:00 -5.000 16 2013-03-12T12:00:00.000+02:00 2014 +8316 1 10 3 1740 "" "" 2013-02-02T12:00:00.000+02:00 -2.000 11 2013-02-02T12:00:00.000+02:00 2014 +68010 1 10 75 14288 "" "" 2013-10-01T12:00:00.000+03:00 -5.000 16 2013-10-01T12:00:00.000+03:00 2014 +34655 1 10 977 7263 "" "" 2013-05-23T12:00:00.000+03:00 -2.000 8 2013-05-23T12:00:00.000+03:00 2014 +84333 1 10 953 17676 "" "" 2013-12-09T12:00:00.000+02:00 -5.000 3 2013-12-09T12:00:00.000+02:00 2014 +70796 1 10 919 14857 "" "" 2013-10-15T12:00:00.000+03:00 -2.000 8 2013-10-15T12:00:00.000+03:00 2014 +36238 1 10 21 7587 "" "" 2013-05-30T12:00:00.000+03:00 -5.000 6 2013-05-30T12:00:00.000+03:00 2014 +81891 1 10 589 17168 "" "" 2013-11-28T12:00:00.000+02:00 -2.000 15 2013-11-28T12:00:00.000+02:00 2014 +88271 1 10 38 18500 "" "" 2013-12-26T12:00:00.000+02:00 -5.000 6 2013-12-26T12:00:00.000+02:00 2014 +86212 1 10 67 18072 "" "" 2013-12-18T12:00:00.000+02:00 -2.000 15 2013-12-18T12:00:00.000+02:00 2014 +21280 1 10 915 4434 "" "" 2013-04-01T12:00:00.000+03:00 -5.000 9 2013-04-01T12:00:00.000+03:00 2014 +68712 1 10 845 14428 "" "" 2013-10-05T12:00:00.000+03:00 -2.000 12 2013-10-05T12:00:00.000+03:00 2014 +40119 1 10 556 8411 "" "" 2013-06-13T12:00:00.000+03:00 -5.000 9 2013-06-13T12:00:00.000+03:00 2014 +43172 1 10 48 9044 "" "" 2013-06-25T12:00:00.000+03:00 -1.000 18 2013-06-25T12:00:00.000+03:00 2014 +78750 1 10 402 16507 "" "" 2013-11-16T12:00:00.000+02:00 -5.000 9 2013-11-16T12:00:00.000+02:00 2014 +55801 1 10 71 11720 "" "" 2013-08-12T12:00:00.000+03:00 -1.000 18 2013-08-12T12:00:00.000+03:00 2014 +42065 1 10 933 8819 "" "" 2013-06-20T12:00:00.000+03:00 -5.000 17 2013-06-20T12:00:00.000+03:00 2014 +51772 1 10 56 10869 "" "" 2013-07-25T12:00:00.000+03:00 -1.000 2 2013-07-25T12:00:00.000+03:00 2014 +31913 1 10 546 6679 "" "" 2013-05-13T12:00:00.000+03:00 -5.000 5 2013-05-13T12:00:00.000+03:00 2014 +67478 1 10 898 14177 "" "" 2013-09-30T12:00:00.000+03:00 -1.000 2 2013-09-30T12:00:00.000+03:00 2014 +66213 1 10 895 13917 "" "" 2013-09-24T12:00:00.000+03:00 -5.000 5 2013-09-24T12:00:00.000+03:00 2014 +72580 1 10 404 15222 "" "" 2013-10-22T12:00:00.000+03:00 -1.000 20 2013-10-22T12:00:00.000+03:00 2014 +12784 1 10 823 2662 "" "" 2013-02-26T12:00:00.000+02:00 -5.000 13 2013-02-26T12:00:00.000+02:00 2014 +11928 1 10 888 2481 "" "" 2013-02-21T12:00:00.000+02:00 -1.000 11 2013-02-21T12:00:00.000+02:00 2014 +1594 1 10 432 349 "" "" 2013-01-07T12:00:00.000+02:00 -5.000 20 2013-01-07T12:00:00.000+02:00 2014 +11981 1 10 841 2492 "" "" 2013-02-21T12:00:00.000+02:00 -1.000 11 2013-02-21T12:00:00.000+02:00 2014 +44876 1 10 511 9406 "" "" 2013-07-01T12:00:00.000+03:00 -1.000 14 2013-07-01T12:00:00.000+03:00 2014 +57135 1 10 569 12002 "" "" 2013-08-17T12:00:00.000+03:00 -1.000 14 2013-08-17T12:00:00.000+03:00 2014 +73356 1 10 153 15381 "" "" 2013-10-25T12:00:00.000+03:00 -10.000 3 2013-10-25T12:00:00.000+03:00 2014 +65606 1 10 101 13786 "" "" 2013-09-23T12:00:00.000+03:00 -1.000 14 2013-09-23T12:00:00.000+03:00 2014 +1259 1 10 75 280 "" "" 2013-01-05T12:00:00.000+02:00 -10.000 16 2013-01-05T12:00:00.000+02:00 2014 +63859 1 10 481 13418 "" "" 2013-09-16T12:00:00.000+03:00 -1.000 9 2013-09-16T12:00:00.000+03:00 2014 +88343 1 10 910 18516 "" "" 2013-12-26T12:00:00.000+02:00 -10.000 6 2013-12-26T12:00:00.000+02:00 2014 +15140 1 10 821 3146 "" "" 2013-03-07T12:00:00.000+02:00 -1.000 5 2013-03-07T12:00:00.000+02:00 2014 +12602 1 10 448 2625 "" "" 2013-02-25T12:00:00.000+02:00 -10.000 5 2013-02-25T12:00:00.000+02:00 2014 +65953 1 10 199 13856 "" "" 2013-09-24T12:00:00.000+03:00 -1.000 5 2013-09-24T12:00:00.000+03:00 2014 +24134 1 10 185 5041 "" "" 2013-04-12T12:00:00.000+03:00 -10.000 9 2013-04-12T12:00:00.000+03:00 2014 +73925 1 10 87 15501 "" "" 2013-10-28T12:00:00.000+02:00 -1.000 5 2013-10-28T12:00:00.000+02:00 2014 +88500 1 10 973 18545 "" "" 2013-12-27T12:00:00.000+02:00 -10.000 14 2013-12-27T12:00:00.000+02:00 2014 diff --git a/data_product/src/tests/fixtures/Warehouse/StockItems/part-00000-c9cb3241-f6b5-4bc5-b983-b3854682e474-c000.csv b/data_product/src/tests/fixtures/Warehouse/StockItems/part-00000-c9cb3241-f6b5-4bc5-b983-b3854682e474-c000.csv new file mode 100644 index 0000000..94e9352 --- /dev/null +++ b/data_product/src/tests/fixtures/Warehouse/StockItems/part-00000-c9cb3241-f6b5-4bc5-b983-b3854682e474-c000.csv @@ -0,0 +1,101 @@ +StockItemID StockItemName SupplierID ColorID UnitPackageID OuterPackageID Brand Size LeadTimeDays QuantityPerOuter IsChillerStock Barcode TaxRate UnitPrice RecommendedRetailPrice TypicalWeightPerUnit MarketingComments InternalComments Photo CustomFields Tags SearchDetails LastEditedBy ValidFrom ValidTo LoadDatetime +1 USB missile launcher (Green) 12 "" 7 7 "" "" 14 1 false "" 15.000 25.00 37.38 0.300 Complete with 12 projectiles "" "" "" "" USB missile launcher (Green) Complete with 12 projectiles 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +2 USB rocket launcher (Gray) 12 12 7 7 "" "" 14 1 false "" 15.000 25.00 37.38 0.300 Complete with 12 projectiles "" "" "" "" USB rocket launcher (Gray) Complete with 12 projectiles 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +3 Office cube periscope (Black) 12 3 7 6 "" "" 14 10 false "" 15.000 18.50 27.66 0.250 Need to see over your cubicle wall? This is just what's needed. "" "" "" "" Office cube periscope (Black) Need to see over your cubicle wall? This is just what's needed. 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +4 USB food flash drive - sushi roll 12 "" 7 7 "" "" 14 1 false "" 15.000 32.00 47.84 0.050 "" "" "" "" "" USB food flash drive - sushi roll 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +5 USB food flash drive - hamburger 12 "" 7 7 "" "" 14 1 false "" 15.000 32.00 47.84 0.050 "" "" "" "" "" USB food flash drive - hamburger 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +6 USB food flash drive - hot dog 12 "" 7 7 "" "" 14 1 false "" 15.000 32.00 47.84 0.050 "" "" "" "" "" USB food flash drive - hot dog 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +7 USB food flash drive - pizza slice 12 "" 7 7 "" "" 14 1 false "" 15.000 32.00 47.84 0.050 "" "" "" "" "" USB food flash drive - pizza slice 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +8 USB food flash drive - dim sum 10 drive variety pack 12 "" 9 9 "" "" 14 1 false "" 15.000 240.00 358.80 0.500 "" "" "" "" "" USB food flash drive - dim sum 10 drive variety pack 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +9 USB food flash drive - banana 12 "" 7 7 "" "" 14 1 false "" 15.000 32.00 47.84 0.050 "" "" "" "" "" USB food flash drive - banana 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +10 USB food flash drive - chocolate bar 12 "" 7 7 "" "" 14 1 false "" 15.000 32.00 47.84 0.050 "" "" "" "" "" USB food flash drive - chocolate bar 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +11 USB food flash drive - cookie 12 "" 7 7 "" "" 14 1 false "" 15.000 32.00 47.84 0.050 "" "" "" "" "" USB food flash drive - cookie 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +12 USB food flash drive - donut 12 "" 7 7 "" "" 14 1 false "" 15.000 32.00 47.84 0.050 "" "" "" "" "" USB food flash drive - donut 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +13 USB food flash drive - shrimp cocktail 12 "" 7 7 "" "" 14 1 false "" 15.000 32.00 47.84 0.050 "" "" "" "" "" USB food flash drive - shrimp cocktail 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +14 USB food flash drive - fortune cookie 12 "" 7 7 "" "" 14 1 false "" 15.000 32.00 47.84 0.050 "" "" "" "" "" USB food flash drive - fortune cookie 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +15 USB food flash drive - dessert 10 drive variety pack 12 "" 9 9 "" "" 14 1 false "" 15.000 240.00 358.80 0.500 "" "" "" "" "" USB food flash drive - dessert 10 drive variety pack 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +16 DBA joke mug - mind if I join you? (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - mind if I join you? (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +17 DBA joke mug - mind if I join you? (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - mind if I join you? (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +18 DBA joke mug - daaaaaa-ta (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - daaaaaa-ta (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +19 DBA joke mug - daaaaaa-ta (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - daaaaaa-ta (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +20 DBA joke mug - you might be a DBA if (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - you might be a DBA if (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +21 DBA joke mug - you might be a DBA if (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - you might be a DBA if (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +22 DBA joke mug - it depends (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - it depends (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +23 DBA joke mug - it depends (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - it depends (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +24 DBA joke mug - I will get you in order (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - I will get you in order (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +25 DBA joke mug - I will get you in order (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - I will get you in order (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +26 DBA joke mug - SELECT caffeine FROM mug (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - SELECT caffeine FROM mug (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +27 DBA joke mug - SELECT caffeine FROM mug (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - SELECT caffeine FROM mug (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +28 DBA joke mug - two types of DBAs (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - two types of DBAs (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +29 DBA joke mug - two types of DBAs (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" DBA joke mug - two types of DBAs (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +30 Developer joke mug - Oct 31 = Dec 25 (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - Oct 31 = Dec 25 (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +31 Developer joke mug - Oct 31 = Dec 25 (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - Oct 31 = Dec 25 (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +32 Developer joke mug - that's a hardware problem (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - that's a hardware problem (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +33 Developer joke mug - that's a hardware problem (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - that's a hardware problem (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +34 Developer joke mug - fun was unexpected at this time (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - fun was unexpected at this time (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +35 Developer joke mug - fun was unexpected at this time (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - fun was unexpected at this time (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +36 Developer joke mug - when your hammer is C++ (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - when your hammer is C++ (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +37 Developer joke mug - when your hammer is C++ (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - when your hammer is C++ (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +38 Developer joke mug - inheritance is the OO way to become wealthy (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - inheritance is the OO way to become wealthy (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +39 Developer joke mug - inheritance is the OO way to become wealthy (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - inheritance is the OO way to become wealthy (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +40 Developer joke mug - (hip, hip, array) (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - (hip, hip, array) (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +41 Developer joke mug - (hip, hip, array) (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - (hip, hip, array) (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +42 Developer joke mug - understanding recursion requires understanding recursion (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - understanding recursion requires understanding recursion (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +43 Developer joke mug - understanding recursion requires understanding recursion (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - understanding recursion requires understanding recursion (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +44 Developer joke mug - there are 10 types of people in the world (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - there are 10 types of people in the world (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +45 Developer joke mug - there are 10 types of people in the world (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - there are 10 types of people in the world (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +46 Developer joke mug - a foo walks into a bar (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - a foo walks into a bar (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +47 Developer joke mug - a foo walks into a bar (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - a foo walks into a bar (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +48 Developer joke mug - this code was generated by a tool (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - this code was generated by a tool (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +49 Developer joke mug - this code was generated by a tool (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - this code was generated by a tool (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +50 Developer joke mug - old C developers never die (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - old C developers never die (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +51 Developer joke mug - old C developers never die (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" Developer joke mug - old C developers never die (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +52 IT joke mug - keyboard not found … press F1 to continue (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" IT joke mug - keyboard not found … press F1 to continue (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +53 IT joke mug - keyboard not found … press F1 to continue (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" IT joke mug - keyboard not found … press F1 to continue (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +54 IT joke mug - that behavior is by design (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" IT joke mug - that behavior is by design (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +55 IT joke mug - that behavior is by design (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" IT joke mug - that behavior is by design (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +56 IT joke mug - hardware: part of the computer that can be kicked (White) 5 35 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" IT joke mug - hardware: part of the computer that can be kicked (White) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +57 IT joke mug - hardware: part of the computer that can be kicked (Black) 5 3 7 7 "" "" 12 1 false "" 15.000 13.00 19.44 0.150 "" "" "" "" "" IT joke mug - hardware: part of the computer that can be kicked (Black) 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +58 RC toy sedan car with remote control (Black) 1/50 scale 10 3 7 7 Northwind 1/50 scale 14 1 false "" 15.000 25.00 37.38 1.500 "" "" "" "" "" RC toy sedan car with remote control (Black) 1/50 scale 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +59 RC toy sedan car with remote control (Red) 1/50 scale 10 28 7 7 Northwind 1/50 scale 14 1 false "" 15.000 25.00 37.38 1.500 "" "" "" "" "" RC toy sedan car with remote control (Red) 1/50 scale 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +60 RC toy sedan car with remote control (Blue) 1/50 scale 10 4 7 7 Northwind 1/50 scale 14 1 false "" 15.000 25.00 37.38 1.500 "" "" "" "" "" RC toy sedan car with remote control (Blue) 1/50 scale 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +61 RC toy sedan car with remote control (Green) 1/50 scale 10 "" 7 7 Northwind 1/50 scale 14 1 false "" 15.000 25.00 37.38 1.500 "" "" "" "" "" RC toy sedan car with remote control (Green) 1/50 scale 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +62 RC toy sedan car with remote control (Yellow) 1/50 scale 10 36 7 7 Northwind 1/50 scale 14 1 false "" 15.000 25.00 37.38 1.500 "" "" "" "" "" RC toy sedan car with remote control (Yellow) 1/50 scale 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +63 RC toy sedan car with remote control (Pink) 1/50 scale 10 "" 7 7 Northwind 1/50 scale 14 1 false "" 15.000 25.00 37.38 1.500 "" "" "" "" "" RC toy sedan car with remote control (Pink) 1/50 scale 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +64 RC vintage American toy coupe with remote control (Red) 1/50 scale 10 28 7 7 Northwind 1/50 scale 14 1 false "" 15.000 30.00 44.85 1.700 "" "" "" "" "" RC vintage American toy coupe with remote control (Red) 1/50 scale 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +65 RC vintage American toy coupe with remote control (Black) 1/50 scale 10 3 7 7 Northwind 1/50 scale 14 1 false "" 15.000 30.00 44.85 1.700 "" "" "" "" "" RC vintage American toy coupe with remote control (Black) 1/50 scale 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +66 RC big wheel monster truck with remote control (Black) 1/50 scale 10 3 7 7 Northwind 1/50 scale 14 1 false "" 15.000 45.00 67.28 1.800 "" "" "" "" "" RC big wheel monster truck with remote control (Black) 1/50 scale 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +67 Ride on toy sedan car (Black) 1/12 scale 10 3 7 7 Northwind 1/12 scale 14 1 false "" 15.000 230.00 343.85 15.000 Suits child to 20 kg "" "" "" "" Ride on toy sedan car (Black) 1/12 scale Suits child to 20 kg 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +68 Ride on toy sedan car (Red) 1/12 scale 10 28 7 7 Northwind 1/12 scale 14 1 false "" 15.000 230.00 343.85 15.000 Suits child to 20 kg "" "" "" "" Ride on toy sedan car (Red) 1/12 scale Suits child to 20 kg 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +69 Ride on toy sedan car (Blue) 1/12 scale 10 4 7 7 Northwind 1/12 scale 14 1 false "" 15.000 230.00 343.85 15.000 Suits child to 20 kg "" "" "" "" Ride on toy sedan car (Blue) 1/12 scale Suits child to 20 kg 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +70 Ride on toy sedan car (Green) 1/12 scale 10 "" 7 7 Northwind 1/12 scale 14 1 false "" 15.000 230.00 343.85 15.000 Suits child to 20 kg "" "" "" "" Ride on toy sedan car (Green) 1/12 scale Suits child to 20 kg 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +71 Ride on toy sedan car (Yellow) 1/12 scale 10 36 7 7 Northwind 1/12 scale 14 1 false "" 15.000 230.00 343.85 15.000 Suits child to 20 kg "" "" "" "" Ride on toy sedan car (Yellow) 1/12 scale Suits child to 20 kg 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +72 Ride on toy sedan car (Pink) 1/12 scale 10 "" 7 7 Northwind 1/12 scale 14 1 false "" 15.000 230.00 343.85 15.000 Suits child to 20 kg "" "" "" "" Ride on toy sedan car (Pink) 1/12 scale Suits child to 20 kg 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +73 Ride on vintage American toy coupe (Red) 1/12 scale 10 28 7 7 Northwind 1/12 scale 14 1 false "" 15.000 285.00 426.08 18.000 Suits child to 20 kg "" "" "" "" Ride on vintage American toy coupe (Red) 1/12 scale Suits child to 20 kg 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +74 Ride on vintage American toy coupe (Black) 1/12 scale 10 3 7 7 Northwind 1/12 scale 14 1 false "" 15.000 285.00 426.08 18.000 Suits child to 20 kg "" "" "" "" Ride on vintage American toy coupe (Black) 1/12 scale Suits child to 20 kg 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +75 Ride on big wheel monster truck (Black) 1/12 scale 10 3 7 7 Northwind 1/12 scale 14 1 false "" 15.000 345.00 515.78 21.000 Suits child to 20 kg "" "" "" "" Ride on big wheel monster truck (Black) 1/12 scale Suits child to 20 kg 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +76 "\"The Gu\" red shirt XML tag t-shirt (White) 3XS" 4 35 7 6 "" 3XS 7 12 false "" 15.000 18.00 26.91 0.250 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) 3XS" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +77 "\"The Gu\" red shirt XML tag t-shirt (White) XXS" 4 35 7 6 "" XXS 7 12 false "" 15.000 18.00 26.91 0.250 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) XXS" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +78 "\"The Gu\" red shirt XML tag t-shirt (White) XS" 4 35 7 6 "" XS 7 12 false "" 15.000 18.00 26.91 0.250 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) XS" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +79 "\"The Gu\" red shirt XML tag t-shirt (White) S" 4 35 7 6 "" S 7 12 false "" 15.000 18.00 26.91 0.300 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) S" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +80 "\"The Gu\" red shirt XML tag t-shirt (White) M" 4 35 7 6 "" M 7 12 false "" 15.000 18.00 26.91 0.350 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) M" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +81 "\"The Gu\" red shirt XML tag t-shirt (White) L" 4 35 7 6 "" L 7 12 false "" 15.000 18.00 26.91 0.350 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) L" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +82 "\"The Gu\" red shirt XML tag t-shirt (White) XL" 4 35 7 6 "" XL 7 12 false "" 15.000 18.00 26.91 0.350 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) XL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +83 "\"The Gu\" red shirt XML tag t-shirt (White) XXL" 4 35 7 6 "" XXL 7 12 false "" 15.000 18.00 26.91 0.400 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) XXL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +84 "\"The Gu\" red shirt XML tag t-shirt (White) 3XL" 4 35 7 6 "" 3XL 7 12 false "" 15.000 18.00 26.91 0.400 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) 3XL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +85 "\"The Gu\" red shirt XML tag t-shirt (White) 4XL" 4 35 7 6 "" 4XL 7 12 false "" 15.000 18.00 26.91 0.400 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) 4XL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +86 "\"The Gu\" red shirt XML tag t-shirt (White) 5XL" 4 35 7 6 "" 5XL 7 12 false "" 15.000 18.00 26.91 0.400 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) 5XL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +87 "\"The Gu\" red shirt XML tag t-shirt (White) 6XL" 4 35 7 6 "" 6XL 7 12 false "" 15.000 18.00 26.91 0.400 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) 6XL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +88 "\"The Gu\" red shirt XML tag t-shirt (White) 7XL" 4 35 7 6 "" 7XL 7 12 false "" 15.000 18.00 26.91 0.450 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (White) 7XL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +89 "\"The Gu\" red shirt XML tag t-shirt (Black) 3XS" 4 3 7 6 "" 3XS 7 12 false "" 15.000 18.00 26.91 0.250 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (Black) 3XS" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +90 "\"The Gu\" red shirt XML tag t-shirt (Black) XXS" 4 3 7 6 "" XXS 7 12 false "" 15.000 18.00 26.91 0.250 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (Black) XXS" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +91 "\"The Gu\" red shirt XML tag t-shirt (Black) XS" 4 3 7 6 "" XS 7 12 false "" 15.000 18.00 26.91 0.250 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (Black) XS" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +92 "\"The Gu\" red shirt XML tag t-shirt (Black) S" 4 3 7 6 "" S 7 12 false "" 15.000 18.00 26.91 0.300 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (Black) S" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +93 "\"The Gu\" red shirt XML tag t-shirt (Black) M" 4 3 7 6 "" M 7 12 false "" 15.000 18.00 26.91 0.350 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (Black) M" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +94 "\"The Gu\" red shirt XML tag t-shirt (Black) L" 4 3 7 6 "" L 7 12 false "" 15.000 18.00 26.91 0.350 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (Black) L" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +95 "\"The Gu\" red shirt XML tag t-shirt (Black) XL" 4 3 7 6 "" XL 7 12 false "" 15.000 18.00 26.91 0.350 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (Black) XL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +96 "\"The Gu\" red shirt XML tag t-shirt (Black) XXL" 4 3 7 6 "" XXL 7 12 false "" 15.000 18.00 26.91 0.400 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (Black) XXL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +97 "\"The Gu\" red shirt XML tag t-shirt (Black) 3XL" 4 3 7 6 "" 3XL 7 12 false "" 15.000 18.00 26.91 0.400 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (Black) 3XL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +98 "\"The Gu\" red shirt XML tag t-shirt (Black) 4XL" 4 3 7 6 "" 4XL 7 12 false "" 15.000 18.00 26.91 0.400 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (Black) 4XL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +99 "\"The Gu\" red shirt XML tag t-shirt (Black) 5XL" 4 3 7 6 "" 5XL 7 12 false "" 15.000 18.00 26.91 0.400 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (Black) 5XL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 +100 "\"The Gu\" red shirt XML tag t-shirt (Black) 6XL" 4 3 7 6 "" 6XL 7 12 false "" 15.000 18.00 26.91 0.400 "" "" "" "" "" "\"The Gu\" red shirt XML tag t-shirt (Black) 6XL" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:00:00.000+03:00 2014 diff --git a/data_product/src/tests/fixtures/filter/fact_sale_trim.csv b/data_product/src/tests/fixtures/filter/fact_sale_trim.csv new file mode 100644 index 0000000..dd70da3 --- /dev/null +++ b/data_product/src/tests/fixtures/filter/fact_sale_trim.csv @@ -0,0 +1,35 @@ +SaleKey CityKey CustomerKey BillToCustomerKey StockItemKey InvoiceDateKey DeliveryDateKey SalespersonKey WWIInvoiceID Description Package Quantity UnitPrice TaxRate TotalExcludingTax TaxAmount Profit TotalIncludingTax TotalDryItems TotalChillerItems LineageKey LoadDatetime +1 38294 0 0 190 2013-01-01 2013-01-02 1 1 Ride on toy sedan car (Black) 1/12 scale Each 10 230.00 15.000 2300.00 345.00 850.00 2645.00 10 0 11 2022-07-25T17:00:27.155+03:00 +2 97620 0 0 149 2013-01-01 2013-01-02 7 2 Developer joke mug - old C developers never die (White) Each 9 13.00 15.000 117.00 17.55 76.50 134.55 9 0 11 2022-07-25T17:00:27.155+03:00 +3 97620 0 0 29 2013-01-01 2013-01-02 7 2 USB food flash drive - chocolate bar Each 9 32.00 15.000 288.00 43.20 180.00 331.20 9 0 11 2022-07-25T17:00:27.155+03:00 +4 98814 105 1 297 2013-01-01 2013-01-02 6 3 Superhero action jacket (Blue) XXL Each 3 30.00 15.000 90.00 13.50 24.00 103.50 3 0 11 2022-07-25T17:00:27.155+03:00 +5 53517 57 1 149 2013-01-01 2013-01-02 15 4 Developer joke mug - old C developers never die (White) Each 2 13.00 15.000 26.00 3.90 17.00 29.90 2 0 11 2022-07-25T17:00:27.155+03:00 +6 53517 57 1 326 2013-01-01 2013-01-02 15 4 Furry gorilla with big eyes slippers (Black) S Each 5 32.00 15.000 160.00 24.00 120.00 184.00 5 0 11 2022-07-25T17:00:27.155+03:00 +7 53517 57 1 421 2013-01-01 2013-01-02 15 4 Permanent marker black 5mm nib (Black) 5mm Each 96 2.70 15.000 259.20 38.88 96.00 298.08 96 0 11 2022-07-25T17:00:27.155+03:00 +8 9961 0 0 308 2013-01-01 2013-01-02 2 5 Dinosaur battery-powered slippers (Green) XL Each 3 32.00 15.000 96.00 14.40 70.50 110.40 3 0 11 2022-07-25T17:00:27.155+03:00 +9 9961 0 0 322 2013-01-01 2013-01-02 2 5 Plush shark slippers (Gray) L Each 4 32.00 15.000 128.00 19.20 96.00 147.20 4 0 11 2022-07-25T17:00:27.155+03:00 +10 9961 0 0 370 2013-01-01 2013-01-02 2 5 Large sized bubblewrap roll 50m Each 20 24.00 15.000 480.00 72.00 220.00 552.00 20 0 11 2022-07-25T17:00:27.155+03:00 +11 89266 0 0 318 2013-01-01 2013-01-02 12 6 Plush shark slippers (Gray) S Each 9 32.00 15.000 288.00 43.20 216.00 331.20 9 0 11 2022-07-25T17:00:27.155+03:00 +12 89266 0 0 365 2013-01-01 2013-01-02 12 6 Pack of 12 action figures (variety) Packet 4 16.00 15.000 64.00 9.60 42.00 73.60 4 0 11 2022-07-25T17:00:27.155+03:00 +13 89266 0 0 119 2013-01-01 2013-01-02 12 6 Developer joke mug - (hip, hip, array) (White) Each 6 13.00 15.000 78.00 11.70 51.00 89.70 6 0 11 2022-07-25T17:00:27.155+03:00 +14 99692 376 202 330 2013-01-01 2013-01-02 7 7 Furry gorilla with big eyes slippers (Black) L Each 1 32.00 15.000 32.00 4.80 24.00 36.80 1 0 11 2022-07-25T17:00:27.155+03:00 +15 99692 376 202 116 2013-01-01 2013-01-02 7 7 Developer joke mug - inheritance is the OO way to become wealthy (Black) Each 9 13.00 15.000 117.00 17.55 76.50 134.55 9 0 11 2022-07-25T17:00:27.155+03:00 +16 99692 376 202 399 2013-01-01 2013-01-02 7 7 Shipping carton (Brown) 305x305x305mm Each 75 3.50 15.000 262.50 39.38 120.00 301.88 75 0 11 2022-07-25T17:00:27.155+03:00 +17 99692 376 202 26 2013-01-01 2013-01-02 7 7 USB food flash drive - banana Each 6 32.00 15.000 192.00 28.80 120.00 220.80 6 0 11 2022-07-25T17:00:27.155+03:00 +18 99426 0 0 149 2013-01-01 2013-01-02 6 8 Developer joke mug - old C developers never die (White) Each 1 13.00 15.000 13.00 1.95 8.50 14.95 1 0 11 2022-07-25T17:00:27.155+03:00 +19 99426 0 0 95 2013-01-01 2013-01-02 6 8 Developer joke mug - that's a hardware problem (White) Each 9 13.00 15.000 117.00 17.55 76.50 134.55 9 0 11 2022-07-25T17:00:27.155+03:00 +20 99426 0 0 26 2013-01-01 2013-01-02 6 8 USB food flash drive - banana Each 4 32.00 15.000 128.00 19.20 80.00 147.20 4 0 11 2022-07-25T17:00:27.155+03:00 +21 41307 77 1 334 2013-01-01 2013-01-02 6 9 Animal with big feet slippers (Brown) S Each 4 32.00 15.000 128.00 19.20 96.00 147.20 4 0 11 2022-07-25T17:00:27.155+03:00 +22 41307 77 1 172 2013-01-01 2013-01-02 6 9 RC toy sedan car with remote control (Black) 1/50 scale Each 2 25.00 15.000 50.00 7.50 25.00 57.50 2 0 11 2022-07-25T17:00:27.155+03:00 +23 73745 191 1 113 2013-01-01 2013-01-02 19 10 Developer joke mug - inheritance is the OO way to become wealthy (White) Each 5 13.00 15.000 65.00 9.75 42.50 74.75 5 0 11 2022-07-25T17:00:27.155+03:00 +24 73745 191 1 101 2013-01-01 2013-01-02 19 10 Developer joke mug - fun was unexpected at this time (White) Each 3 13.00 15.000 39.00 5.85 25.50 44.85 3 0 11 2022-07-25T17:00:27.155+03:00 +25 58881 387 202 134 2013-01-01 2013-01-02 2 11 Developer joke mug - there are 10 types of people in the world (Black) Each 1 13.00 15.000 13.00 1.95 8.50 14.95 1 0 11 2022-07-25T17:00:27.155+03:00 +26 40688 330 202 131 2013-01-01 2013-01-02 14 12 Developer joke mug - there are 10 types of people in the world (White) Each 8 13.00 15.000 104.00 15.60 68.00 119.60 8 0 11 2022-07-25T17:00:27.155+03:00 +27 40688 330 202 180 2013-01-01 2013-01-02 14 12 RC toy sedan car with remote control (Yellow) 1/50 scale Each 5 25.00 15.000 125.00 18.75 62.50 143.75 5 0 11 2022-07-25T17:00:27.155+03:00 +28 33967 274 202 371 2013-01-01 2013-01-02 12 13 10 mm Double sided bubble wrap 10m Each 10 15.00 15.000 150.00 22.50 75.00 172.50 10 0 11 2022-07-25T17:00:27.155+03:00 +29 33967 274 202 202 2013-01-01 2013-01-02 12 13 Ride on vintage American toy coupe (Red) 1/12 scale Each 8 285.00 15.000 2280.00 342.00 1040.00 2622.00 8 0 11 2022-07-25T17:00:27.155+03:00 +30 62531 0 0 294 2013-01-01 2013-01-02 7 14 Superhero action jacket (Blue) M Each 4 30.00 15.000 120.00 18.00 32.00 138.00 4 0 11 2022-07-25T17:00:27.155+03:00 +31 62531 0 0 378 2013-01-01 2013-01-02 7 14 32 mm Double sided bubble wrap 20m Each 10 37.00 15.000 370.00 55.50 230.00 425.50 10 0 11 2022-07-25T17:00:27.155+03:00 +32 62531 0 0 330 2013-01-01 2013-01-02 7 14 Furry gorilla with big eyes slippers (Black) L Each 5 32.00 15.000 160.00 24.00 120.00 184.00 5 0 11 2022-07-25T17:00:27.155+03:00 +33 23986 0 0 291 2013-01-01 2013-01-02 2 15 Superhero action jacket (Blue) XXS Each 6 25.00 15.000 150.00 22.50 36.00 172.50 6 0 11 2022-07-25T17:00:27.155+03:00 +34 23986 0 0 425 2013-01-01 2013-01-02 2 15 Packing knife with metal insert blade (Yellow) 18mm Each 10 2.40 15.000 24.00 3.60 12.00 27.60 10 0 11 2022-07-25T17:00:27.155+03:00 diff --git a/data_product/src/tests/fixtures/filter/fact_sale_trim_not_in_sequence.csv b/data_product/src/tests/fixtures/filter/fact_sale_trim_not_in_sequence.csv new file mode 100644 index 0000000..7b53b80 --- /dev/null +++ b/data_product/src/tests/fixtures/filter/fact_sale_trim_not_in_sequence.csv @@ -0,0 +1,31 @@ +SaleKey CityKey CustomerKey BillToCustomerKey StockItemKey InvoiceDateKey DeliveryDateKey SalespersonKey WWIInvoiceID Description Package Quantity UnitPrice TaxRate TotalExcludingTax TaxAmount Profit TotalIncludingTax TotalDryItems TotalChillerItems LineageKey LoadDatetime +1 38294 0 0 190 2013-01-01 2013-01-02 1 1 Ride on toy sedan car (Black) 1/12 scale Each 10 230.00 15.000 2300.00 345.00 850.00 2645.00 10 0 11 2022-07-25T17:00:27.155+03:00 +2 97620 0 0 149 2013-01-01 2013-01-02 7 2 Developer joke mug - old C developers never die (White) Each 9 13.00 15.000 117.00 17.55 76.50 134.55 9 0 11 2022-07-25T17:00:27.155+03:00 +3 97620 0 0 29 2013-01-01 2013-01-02 7 2 USB food flash drive - chocolate bar Each 9 32.00 15.000 288.00 43.20 180.00 331.20 9 0 11 2022-07-25T17:00:27.155+03:00 +4 98814 105 1 297 2013-01-01 2013-01-02 6 3 Superhero action jacket (Blue) XXL Each 3 30.00 15.000 90.00 13.50 24.00 103.50 3 0 11 2022-07-25T17:00:27.155+03:00 +5 53517 57 1 149 2013-01-01 2013-01-02 15 4 Developer joke mug - old C developers never die (White) Each 2 13.00 15.000 26.00 3.90 17.00 29.90 2 0 11 2022-07-25T17:00:27.155+03:00 +6 53517 57 1 326 2013-01-01 2013-01-02 15 4 Furry gorilla with big eyes slippers (Black) S Each 5 32.00 15.000 160.00 24.00 120.00 184.00 5 0 11 2022-07-25T17:00:27.155+03:00 +7 53517 57 1 421 2013-01-01 2013-01-02 15 4 Permanent marker black 5mm nib (Black) 5mm Each 96 2.70 15.000 259.20 38.88 96.00 298.08 96 0 11 2022-07-25T17:00:27.155+03:00 +8 9961 0 0 308 2013-01-01 2013-01-02 2 5 Dinosaur battery-powered slippers (Green) XL Each 3 32.00 15.000 96.00 14.40 70.50 110.40 3 0 11 2022-07-25T17:00:27.155+03:00 +9 9961 0 0 322 2013-01-01 2013-01-02 2 5 Plush shark slippers (Gray) L Each 4 32.00 15.000 128.00 19.20 96.00 147.20 4 0 11 2022-07-25T17:00:27.155+03:00 +10 9961 0 0 370 2013-01-01 2013-01-02 2 5 Large sized bubblewrap roll 50m Each 20 24.00 15.000 480.00 72.00 220.00 552.00 20 0 11 2022-07-25T17:00:27.155+03:00 +11 89266 0 0 318 2013-01-01 2013-01-02 12 6 Plush shark slippers (Gray) S Each 9 32.00 15.000 288.00 43.20 216.00 331.20 9 0 11 2022-07-25T17:00:27.155+03:00 +12 89266 0 0 365 2013-01-01 2013-01-02 12 6 Pack of 12 action figures (variety) Packet 4 16.00 15.000 64.00 9.60 42.00 73.60 4 0 11 2022-07-25T17:00:27.155+03:00 +13 89266 0 0 119 2013-01-01 2013-01-02 12 6 Developer joke mug - (hip, hip, array) (White) Each 6 13.00 15.000 78.00 11.70 51.00 89.70 6 0 11 2022-07-25T17:00:27.155+03:00 +14 99692 376 202 330 2013-01-01 2013-01-02 7 7 Furry gorilla with big eyes slippers (Black) L Each 1 32.00 15.000 32.00 4.80 24.00 36.80 1 0 11 2022-07-25T17:00:27.155+03:00 +15 99692 376 202 116 2013-01-01 2013-01-02 7 7 Developer joke mug - inheritance is the OO way to become wealthy (Black) Each 9 13.00 15.000 117.00 17.55 76.50 134.55 9 0 11 2022-07-25T17:00:27.155+03:00 +16 99692 376 202 399 2013-01-01 2013-01-02 7 7 Shipping carton (Brown) 305x305x305mm Each 75 3.50 15.000 262.50 39.38 120.00 301.88 75 0 11 2022-07-25T17:00:27.155+03:00 +17 99692 376 202 26 2013-01-01 2013-01-02 7 7 USB food flash drive - banana Each 6 32.00 15.000 192.00 28.80 120.00 220.80 6 0 11 2022-07-25T17:00:27.155+03:00 +18 99426 0 0 149 2013-01-01 2013-01-02 6 8 Developer joke mug - old C developers never die (White) Each 1 13.00 15.000 13.00 1.95 8.50 14.95 1 0 11 2022-07-25T17:00:27.155+03:00 +20 99426 0 0 26 2013-01-01 2013-01-02 6 8 USB food flash drive - banana Each 4 32.00 15.000 128.00 19.20 80.00 147.20 4 0 11 2022-07-25T17:00:27.155+03:00 +22 41307 77 1 172 2013-01-01 2013-01-02 6 9 RC toy sedan car with remote control (Black) 1/50 scale Each 2 25.00 15.000 50.00 7.50 25.00 57.50 2 0 11 2022-07-25T17:00:27.155+03:00 +23 73745 191 1 113 2013-01-01 2013-01-02 19 10 Developer joke mug - inheritance is the OO way to become wealthy (White) Each 5 13.00 15.000 65.00 9.75 42.50 74.75 5 0 11 2022-07-25T17:00:27.155+03:00 +24 73745 191 1 101 2013-01-01 2013-01-02 19 10 Developer joke mug - fun was unexpected at this time (White) Each 3 13.00 15.000 39.00 5.85 25.50 44.85 3 0 11 2022-07-25T17:00:27.155+03:00 +26 40688 330 202 131 2013-01-01 2013-01-02 14 12 Developer joke mug - there are 10 types of people in the world (White) Each 8 13.00 15.000 104.00 15.60 68.00 119.60 8 0 11 2022-07-25T17:00:27.155+03:00 +27 40688 330 202 180 2013-01-01 2013-01-02 14 12 RC toy sedan car with remote control (Yellow) 1/50 scale Each 5 25.00 15.000 125.00 18.75 62.50 143.75 5 0 11 2022-07-25T17:00:27.155+03:00 +28 33967 274 202 371 2013-01-01 2013-01-02 12 13 10 mm Double sided bubble wrap 10m Each 10 15.00 15.000 150.00 22.50 75.00 172.50 10 0 11 2022-07-25T17:00:27.155+03:00 +29 33967 274 202 202 2013-01-01 2013-01-02 12 13 Ride on vintage American toy coupe (Red) 1/12 scale Each 8 285.00 15.000 2280.00 342.00 1040.00 2622.00 8 0 11 2022-07-25T17:00:27.155+03:00 +31 62531 0 0 378 2013-01-01 2013-01-02 7 14 32 mm Double sided bubble wrap 20m Each 10 37.00 15.000 370.00 55.50 230.00 425.50 10 0 11 2022-07-25T17:00:27.155+03:00 +32 62531 0 0 330 2013-01-01 2013-01-02 7 14 Furry gorilla with big eyes slippers (Black) L Each 5 32.00 15.000 160.00 24.00 120.00 184.00 5 0 11 2022-07-25T17:00:27.155+03:00 +33 23986 0 0 291 2013-01-01 2013-01-02 2 15 Superhero action jacket (Blue) XXS Each 6 25.00 15.000 150.00 22.50 36.00 172.50 6 0 11 2022-07-25T17:00:27.155+03:00 +35 23986 0 0 425 2013-01-01 2013-01-02 2 15 Packing knife with metal insert blade (Yellow) 18mm Each 10 2.40 15.000 24.00 3.60 12.00 27.60 10 0 11 2022-07-25T17:00:27.155+03:00 diff --git a/data_product/src/tests/fixtures/test_transform_city/cities.csv b/data_product/src/tests/fixtures/test_transform_city/cities.csv new file mode 100644 index 0000000..0e88d8a --- /dev/null +++ b/data_product/src/tests/fixtures/test_transform_city/cities.csv @@ -0,0 +1,101 @@ +CityID CityName StateProvinceID Location LatestRecordedPopulation LastEditedBy ValidFrom ValidTo LoadDatetime +1 Aaronsburg 39 POINT (-77.4533235 40.8997903) 613 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +3 Abanda 1 POINT (-85.5296753 33.100954) 192 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +4 Abbeville 42 POINT (-82.3790148 34.1781719) 5237 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +5 Abbeville 11 POINT (-83.3068243 31.9921223) 2908 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +6 Abbeville 1 POINT (-85.2504893 31.5718352) 2688 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +7 Abbeville 19 POINT (-92.1342921 29.9746502) 12257 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +8 Abbeville 25 POINT (-89.5031368 34.5031591) 419 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +9 Abbotsford 52 POINT (-90.315969 44.946356) 2310 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +10 Abbott 45 POINT (-97.0733361 31.8848809) 356 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +11 Abbott 4 POINT (-94.1938205 35.0734293) 356 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +12 Abbott 32 POINT (-104.2588701 36.3055851) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +13 Abbott 49 POINT (-80.1394911 37.4292967) 356 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +14 Abbott 51 POINT (-80.3214735 38.9217656) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +15 Abbottsburg 34 POINT (-78.7250179 34.517114) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +16 Abbottstown 39 POINT (-76.9847013 39.8864869) 1011 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +17 Abbyville 17 POINT (-98.2042299 37.9708468) 87 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +18 Abell 45 POINT (-101.458781 35.3933811) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +19 Abercrombie 35 POINT (-96.7303557 46.4477384) 263 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +20 Aberdeen 43 POINT (-98.4864829 45.4646985) 26091 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +21 Aberdeen 21 POINT (-76.1641197 39.5095556) 14959 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +22 Aberdeen 50 POINT (-123.8157218 46.9753708) 16896 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +23 Aberdeen 13 POINT (-112.8383265 42.9440784) 1994 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +24 Aberdeen 34 POINT (-79.4294789 35.131547) 6350 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +25 Aberdeen 25 POINT (-88.5436553 33.8251139) 5612 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +26 Aberdeen 36 POINT (-83.7610323 38.6556296) 1638 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +27 Aberdeen 18 POINT (-86.6816547 37.2539361) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +28 Aberfoil 1 POINT (-85.6877257 32.0704299) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +29 Abernant 1 POINT (-87.198053 33.2903926) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +30 Abernathy 45 POINT (-101.8429491 33.8323038) 2805 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +31 Abeytas 32 POINT (-106.8114154 34.4675637) 56 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +32 Abie 28 POINT (-96.9489211 41.3341756) 69 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +33 Abilene 45 POINT (-99.7331439 32.4487364) 117063 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +34 Abilene 17 POINT (-97.2139094 38.9172216) 6844 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +35 Abingdon 14 POINT (-90.4017954 40.8044833) 3319 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +36 Abingdon 49 POINT (-81.9773482 36.7098335) 8191 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +37 Abingdon 16 POINT (-92.1390672 41.0822387) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +38 Abingdon 21 POINT (-76.2791236 39.4623305) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +39 Abington 39 POINT (-75.1179512 40.1206656) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +40 Abington 22 POINT (-70.9453218 42.1048228) 15985 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +41 Abiquiu 32 POINT (-106.3186397 36.207241) 231 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +42 Abita Springs 19 POINT (-90.0375755 30.4785257) 2365 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +43 Abo 32 POINT (-106.3330712 34.4558977) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +44 Aboite 15 POINT (-85.3180293 41.0008805) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +45 Abraham 46 POINT (-112.7180077 39.3966197) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +46 Abram 45 POINT (-98.4111287 26.1997957) 2067 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +47 Abrams 52 POINT (-88.0598261 44.7791593) 340 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +48 Absarokee 27 POINT (-109.4429444 45.5204982) 1150 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +49 Absecon 31 POINT (-74.4957076 39.4284503) 8411 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +50 Academy 43 POINT (-99.0798134 43.4563876) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +51 Acampo 5 POINT (-121.2785588 38.1746398) 341 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +52 Accident 21 POINT (-79.319759 39.628696) 325 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +53 Accokeek 21 POINT (-77.0283092 38.6676168) 10573 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +54 Accomac 49 POINT (-75.6654845 37.7195742) 519 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +55 Accord 33 POINT (-74.2290366 41.7856489) 562 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +56 Accord 22 POINT (-70.8836552 42.1745451) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +57 Ace 45 POINT (-94.8243744 30.5363152) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +58 Aceitunas 40 POINT (-67.0649026 18.4432783) 1436 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +59 Acequia 13 POINT (-113.5969537 42.6679642) 124 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +60 Achille 37 POINT (-96.4109935885 33.8373817006) 492 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +61 Achilles 49 POINT (-76.4402257 37.2801422) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +62 Ackerly 45 POINT (-101.71597 32.5264993) 220 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +63 Ackerman 25 POINT (-89.1728434 33.3101243) 1510 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +64 Ackley 16 POINT (-93.0532553 42.5541451) 1589 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +65 Ackworth 16 POINT (-93.4727131 41.3669373) 83 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +66 Acme 50 POINT (-122.2051584 48.7170574) 246 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +67 Acme 45 POINT (-99.8239861 34.3167412) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +68 Acme 53 POINT (-106.9850706 44.9105275) "" 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 2014 +69 Acme 19 POINT (-91.8204007 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2013-01-01T00:01:00.000+02:00 2014 +23 MI Michigan 230 Great Lakes "" 9895622 1 2013-01-01T00:00:00.000+02:00 2013-01-01T00:01:00.000+02:00 2014 +28 NE Nebraska 230 Plains "" 1868516 1 2013-01-01T00:00:00.000+02:00 2013-01-01T00:01:00.000+02:00 2014 +37 OK Oklahoma 230 Southwest "" 3850568 1 2013-01-01T00:00:00.000+02:00 2013-01-01T00:01:00.000+02:00 2014 +39 PA Pennsylvania 230 Mideast "" 12773801 1 2013-01-01T00:00:00.000+02:00 2013-01-01T00:01:00.000+02:00 2014 +50 WA Washington 230 Far West "" 6971406 1 2013-01-01T00:00:00.000+02:00 2013-01-01T00:01:00.000+02:00 2014 +52 WI Wisconsin 230 Great Lakes "" 5742713 1 2013-01-01T00:00:00.000+02:00 2013-01-01T00:01:00.000+02:00 2014 +53 WY Wyoming 230 Rocky Mountain "" 582658 1 2013-01-01T00:00:00.000+02:00 2013-01-01T00:01:00.000+02:00 2014 +11 GA Georgia 230 Southeast "" 9992167 1 2013-01-01T00:00:00.000+02:00 2013-01-01T00:02:00.000+02:00 2014 +15 IN Indiana 230 Great Lakes "" 6570902 1 2013-01-01T00:00:00.000+02:00 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LastEditedBy ValidFrom ValidTo +1 Tailspin Toys 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +2 Wingtip Toys 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 diff --git a/data_product/src/tests/fixtures/test_transform_customer/customer_categories.csv b/data_product/src/tests/fixtures/test_transform_customer/customer_categories.csv new file mode 100644 index 0000000..bd79200 --- /dev/null +++ b/data_product/src/tests/fixtures/test_transform_customer/customer_categories.csv @@ -0,0 +1,10 @@ +CustomerCategoryID CustomerCategoryName LastEditedBy ValidFrom ValidTo +1 Agent 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +2 Wholesaler 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +3 Novelty Shop 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +4 Supermarket 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +5 Computer Store 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +6 Gift Store 1 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Lucescuville 90205 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +4 Tailspin Toys (Medicine Lodge, KS) 1 3 1 1007 1008 3 21692 21692 "" 2013-01-01 0.000 false false 7 (316) 555-0100 (316) 555-0101 "" "" http://www.tailspintoys.com/MedicineLodge Suite 164 967 Riutta Boulevard 90152 POINT (-98.580361 37.2811339) PO Box 5065 Maciasville 90152 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +5 Tailspin Toys (Gasport, NY) 1 3 1 1009 1010 3 12748 12748 "" 2013-01-01 0.000 false false 7 (212) 555-0100 (212) 555-0101 "" "" http://www.tailspintoys.com/Gasport Unit 176 1674 Skujins Boulevard 90261 POINT (-78.5761394 43.1992244) PO Box 6294 Kellnerovaville 90261 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +6 Tailspin Toys (Jessie, ND) 1 3 1 1011 1012 3 17054 17054 "" 2013-01-01 0.000 false false 7 (701) 555-0100 (701) 555-0101 "" "" http://www.tailspintoys.com/Jessie Shop 196 483 Raut Lane 90298 POINT (-98.2381519 47.542218) PO Box 571 Booseville 90298 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +7 Tailspin Toys (Frankewing, TN) 1 3 1 1013 1014 3 12152 12152 "" 2013-01-01 0.000 false false 7 (423) 555-0100 (423) 555-0101 "" "" http://www.tailspintoys.com/Frankewing Shop 27 904 Kellnerova Street 90761 POINT (-86.8511135 35.19258) PO Box 5684 Ghoshville 90761 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +8 Tailspin Toys (Bow Mar, CO) 1 3 1 1015 1016 3 3673 3673 "" 2013-01-01 0.000 false false 7 (303) 555-0100 (303) 555-0101 "" "" http://www.tailspintoys.com/BowMar Shop 282 752 Shaker Doust Boulevard 90484 POINT (-105.0499841 39.628321) PO Box 614 Vachaville 90484 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +9 Tailspin Toys (Netcong, NJ) 1 3 1 1017 1018 3 23805 23805 "" 2013-01-01 0.000 false false 7 (201) 555-0100 (201) 555-0101 "" "" http://www.tailspintoys.com/Netcong Shop 33 25 Kasesalu Street 90129 POINT (-74.7065516 40.8989877) PO Box 8369 Bouleville 90129 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +10 Tailspin Toys (Wimbledon, ND) 1 3 1 1019 1020 3 37403 37403 "" 2013-01-01 0.000 false false 7 (701) 555-0100 (701) 555-0101 "" "" http://www.tailspintoys.com/Wimbledon Unit 67 372 Joo Lane 90061 POINT (-98.4598177 47.1697143) PO Box 8702 Rajuville 90061 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +11 Tailspin Toys (Devault, PA) 1 3 1 1021 1022 3 8987 8987 "" 2013-01-01 0.000 false false 7 (215) 555-0100 (215) 555-0101 "" "" http://www.tailspintoys.com/Devault Unit 250 1432 Pullela Street 90185 POINT (-75.5351981 40.0745503) PO Box 2676 Rautville 90185 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +12 Tailspin Toys (Biscay, MN) 1 3 1 1023 1024 3 3081 3081 "" 2013-01-01 0.000 false false 7 (218) 555-0100 (218) 555-0101 "" "" http://www.tailspintoys.com/Biscay Suite 67 413 Keskkula Lane 90054 POINT (-94.2749801 44.8274625) PO Box 5649 Klausville 90054 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +13 Tailspin Toys (Stonefort, IL) 1 3 1 1025 1026 3 32887 32887 "" 2013-01-01 0.000 false false 7 (217) 555-0100 (217) 555-0101 "" "" http://www.tailspintoys.com/Stonefort Suite 185 1492 Shah Road 90685 POINT (-88.7081133 37.6142165) PO Box 1618 Hanville 90685 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +14 Tailspin Toys (Long Meadow, MD) 1 3 1 1027 1028 3 19908 19908 "" 2013-01-01 0.000 false false 7 (240) 555-0100 (240) 555-0101 "" "" http://www.tailspintoys.com/LongMeadow Unit 221 151 Vasiljevic Road 90633 POINT (-77.7122154 39.6862063) PO Box 2724 Viidingville 90633 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +15 Tailspin Toys (Batson, TX) 1 3 1 1029 1030 3 2111 2111 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/Batson Shop 124 671 Mudigonda Boulevard 90631 POINT (-94.6071417 30.2493767) PO Box 1645 Acharyaville 90631 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +16 Tailspin Toys (Coney Island, MO) 1 3 1 1031 1032 3 7409 7409 "" 2013-01-01 0.000 false false 7 (314) 555-0100 (314) 555-0101 "" "" http://www.tailspintoys.com/ConeyIsland Suite 111 27 Vidovic Boulevard 90467 POINT (-93.3971299 36.5931192) PO Box 260 Nishadville 90467 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +17 Tailspin Toys (East Fultonham, OH) 1 3 1 1033 1034 3 9791 9791 "" 2013-01-01 0.000 false false 7 (216) 555-0100 (216) 555-0101 "" "" http://www.tailspintoys.com/EastFultonham Unit 278 224 Hinojosa Road 90416 POINT (-82.1220868 39.8500679) PO Box 7519 Gillville 90416 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +18 Tailspin Toys (Goffstown, NH) 1 3 1 1035 1036 3 13304 13304 "" 2013-01-01 0.000 false false 7 (603) 555-0100 (603) 555-0101 "" "" http://www.tailspintoys.com/Goffstown Unit 166 1822 Gruber Lane 90321 POINT (-71.600349 43.0203609) PO Box 3254 Linnaville 90321 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +19 Tailspin Toys (Lemeta, AK) 1 3 1 1037 1038 3 19124 19124 "" 2013-01-01 0.000 false false 7 (907) 555-0100 (907) 555-0101 "" "" http://www.tailspintoys.com/Lemeta Unit 174 1507 Izmaylov Crescent 90303 POINT (-147.7322222 64.8597222) PO Box 7468 Kamasamudramville 90303 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +20 Tailspin Toys (College Place, WA) 1 3 1 1039 1040 3 7160 7160 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/CollegePlace Shop 151 1536 Bhutia Avenue 90050 POINT (-118.3883012 46.0493026) PO Box 5317 Profisville 90050 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +21 Tailspin Toys (Tresckow, PA) 1 3 1 1041 1042 3 34403 34403 "" 2013-01-01 0.000 false false 7 (215) 555-0100 (215) 555-0101 "" "" http://www.tailspintoys.com/Tresckow Shop 147 640 Chakraborty Street 90790 POINT (-75.9665916 40.9134194) PO Box 3237 Kasesaluville 90790 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +22 Tailspin Toys (Ward Ridge, FL) 1 3 1 1043 1044 3 35844 35844 "" 2013-01-01 0.000 false false 7 (239) 555-0100 (239) 555-0101 "" "" http://www.tailspintoys.com/WardRidge Shop 26 73 Berg Crescent 90784 POINT (-85.2849181 29.7885429) PO Box 4356 Liepaville 90784 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +23 Tailspin Toys (Ikatan, AK) 1 3 1 1045 1046 3 16411 16411 "" 2013-01-01 0.000 false false 7 (907) 555-0100 (907) 555-0101 "" "" http://www.tailspintoys.com/Ikatan Unit 300 1467 Chang Lane 90019 POINT (-163.3083333 54.75) PO Box 144 Vinjamuriville 90019 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +24 Tailspin Toys (Dundarrach, NC) 1 3 1 1047 1048 3 9524 9524 "" 2013-01-01 0.000 false false 7 (252) 555-0100 (252) 555-0101 "" "" http://www.tailspintoys.com/Dundarrach Shop 181 818 Paulet Avenue 90758 POINT (-79.155033 34.9293315) PO Box 8090 Novacek ville 90758 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +25 Tailspin Toys (Avenal, CA) 1 3 1 1049 1050 3 1604 1604 "" 2013-01-01 0.000 false false 7 (209) 555-0100 (209) 555-0101 "" "" http://www.tailspintoys.com/Avenal Shop 37 1143 Caune Crescent 90352 POINT (-120.1290272 36.0041223) PO Box 8769 Mitraville 90352 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +26 Tailspin Toys (Hedrick, IA) 1 3 1 1051 1052 3 15102 15102 "" 2013-01-01 0.000 false false 7 (319) 555-0100 (319) 555-0101 "" "" http://www.tailspintoys.com/Hedrick Shop 119 1022 Folliero Street 90331 POINT (-92.3087945 41.1725134) PO Box 9620 Ivanovville 90331 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +27 Tailspin Toys (Bowlus, MN) 1 3 1 1053 1054 3 3707 3707 "" 2013-01-01 0.000 false false 7 (218) 555-0100 (218) 555-0101 "" "" http://www.tailspintoys.com/Bowlus Shop 13 575 Pandit Crescent 90703 POINT (-94.4094468 45.8194098) PO Box 6430 Akbulutville 90703 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +28 Tailspin Toys (North Ridge, NY) 1 3 1 1055 1056 3 24700 24700 "" 2013-01-01 0.000 false false 7 (212) 555-0100 (212) 555-0101 "" "" http://www.tailspintoys.com/NorthRidge Unit 40 890 Hlouskova Avenue 90024 POINT (-78.8258709 43.2125562) PO Box 5352 Jarviville 90024 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +29 Tailspin Toys (Eulaton, AL) 1 3 1 1057 1058 3 10910 10910 "" 2013-01-01 0.000 false false 7 (205) 555-0100 (205) 555-0101 "" "" http://www.tailspintoys.com/Eulaton Shop 16 1606 Ahmadian Road 90571 POINT (-85.9124671 33.6456587) PO Box 5749 Celmaville 90571 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +30 Tailspin Toys (Koontzville, WA) 1 3 1 1059 1060 3 17999 17999 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/Koontzville Suite 144 1907 Naicker Boulevard 90288 POINT (-118.9472435 48.0157092) PO Box 3743 Kommineniville 90288 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +31 Tailspin Toys (Lake Stevens, WA) 1 3 1 1061 1062 3 18460 18460 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/LakeStevens Shop 238 1584 Hadrabova Street 90394 POINT (-122.0637425 48.015098) PO Box 108 Shasthriville 90394 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +32 Tailspin Toys (Maypearl, TX) 1 3 1 1063 1064 3 21367 21367 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/Maypearl Suite 157 1119 Friar Boulevard 90087 POINT (-97.0116691 32.3132003) PO Box 8076 Deyville 90087 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +33 Tailspin Toys (Boyden Arbor, SC) 1 3 1 1065 1066 3 3736 3736 "" 2013-01-01 0.000 false false 7 (803) 555-0100 (803) 555-0101 "" "" http://www.tailspintoys.com/BoydenArbor Shop 151 799 Karnik Boulevard 90497 POINT (-80.9456453 34.0240436) PO Box 135 Ghoshville 90497 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +34 Tailspin Toys (Dallardsville, TX) 1 3 1 1067 1068 3 8375 8375 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/Dallardsville Unit 103 1734 Jovicevic Crescent 90041 POINT (-94.6318698 30.6285363) PO Box 8084 Celikville 90041 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +35 Tailspin Toys (Slanesville, WV) 1 3 1 1069 1070 3 31758 31758 "" 2013-01-01 0.000 false false 7 (304) 555-0100 (304) 555-0101 "" "" http://www.tailspintoys.com/Slanesville Suite 150 1959 Sarma Road 90601 POINT (-78.5227886 39.3731537) PO Box 6433 Nilssonville 90601 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +36 Tailspin Toys (Ekron, KY) 1 3 1 1071 1072 3 10193 10193 "" 2013-01-01 0.000 false false 7 (270) 555-0100 (270) 555-0101 "" "" http://www.tailspintoys.com/Ekron Shop 2 155 Goransson Lane 90603 POINT (-86.1794145 37.9292349) PO Box 1444 Veturiville 90603 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +37 Tailspin Toys (Kerby, OR) 1 3 1 1073 1074 3 17591 17591 "" 2013-01-01 0.000 false false 7 (458) 555-0100 (458) 555-0101 "" "" http://www.tailspintoys.com/Kerby Unit 16 339 Dwivedi Lane 90686 POINT (-123.651735 42.1942798) PO Box 3676 Kasesaluville 90686 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +38 Tailspin Toys (Airport Drive, MO) 1 3 1 1075 1076 3 232 232 "" 2013-01-01 0.000 false false 7 (314) 555-0100 (314) 555-0101 "" "" http://www.tailspintoys.com/AirportDrive Unit 115 232 Abbasi Avenue 90211 POINT (-94.5107824 37.1425588) PO Box 4297 Tonville 90211 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +39 Tailspin Toys (Diablock, KY) 1 3 1 1077 1078 3 9040 9040 "" 2013-01-01 0.000 false false 7 (270) 555-0100 (270) 555-0101 "" "" http://www.tailspintoys.com/Diablock Shop 240 282 Barajas Street 90158 POINT (-83.1721162 37.2284289) PO Box 6862 Ghatakville 90158 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +40 Tailspin Toys (Impact, TX) 1 3 1 1079 1080 3 16433 16433 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/Impact Unit 249 760 Trung Crescent 90326 POINT (-99.7459225 32.4998459) PO Box 1853 Shakibaville 90326 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +41 Tailspin Toys (Olivette, MO) 1 3 1 1081 1082 3 25376 25376 "" 2013-01-01 0.000 false false 7 (314) 555-0100 (314) 555-0101 "" "" http://www.tailspintoys.com/Olivette Suite 262 1638 Couet Street 90042 POINT (-90.3759499 38.6653297) PO Box 101 Cavalcanteville 90042 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +42 Tailspin Toys (Arietta, NY) 1 3 1 1083 1084 3 1132 1132 "" 2013-01-01 0.000 false false 7 (212) 555-0100 (212) 555-0101 "" "" http://www.tailspintoys.com/Arietta Unit 61 474 Tran Lane 90124 POINT (-74.5176433 43.246181) PO Box 3520 Malakarville 90124 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +43 Tailspin Toys (Upper Preston, WA) 1 3 1 1085 1086 3 34910 34910 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/UpperPreston Suite 105 980 Preda Crescent 90687 POINT (-121.907615 47.5051019) PO Box 4991 Sarkarville 90687 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +44 Tailspin Toys (Amanda Park, WA) 1 3 1 1087 1088 3 696 696 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/AmandaPark Unit 117 254 Celmina Street 90258 POINT (-123.8860114 47.4631419) PO Box 1389 Dasville 90258 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +45 Tailspin Toys (Severna Park, MD) 1 3 1 1089 1090 3 31104 31104 "" 2013-01-01 0.000 false false 7 (240) 555-0100 (240) 555-0101 "" "" http://www.tailspintoys.com/SevernaPark Shop 214 384 Ang Road 90326 POINT (-76.5452409 39.070388) PO Box 7424 Yadavville 90326 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +46 Tailspin Toys (Jemison, AL) 1 3 1 1091 1092 3 16992 16992 "" 2013-01-01 0.000 false false 7 (205) 555-0100 (205) 555-0101 "" "" http://www.tailspintoys.com/Jemison Suite 31 589 Sagese Lane 90683 POINT (-86.7466522 32.9598451) PO Box 5872 Bachville 90683 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +47 Tailspin Toys (Lake Hughes, CA) 1 3 1 1093 1094 3 18375 18375 "" 2013-01-01 0.000 false false 7 (209) 555-0100 (209) 555-0101 "" "" http://www.tailspintoys.com/LakeHughes Unit 91 1371 Saarijarvi Avenue 90358 POINT (-118.4453598 34.6769294) PO Box 7635 Gunesville 90358 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +48 Tailspin Toys (Trentwood, WA) 1 3 1 1095 1096 3 34400 34400 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/Trentwood Shop 40 197 Jaramillo Street 90615 POINT (-117.2107634 47.6965622) PO Box 9285 Pasekville 90615 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +49 Tailspin Toys (Muir, MI) 1 3 1 1097 1098 3 23396 23396 "" 2013-01-01 0.000 false false 7 (231) 555-0100 (231) 555-0101 "" "" http://www.tailspintoys.com/Muir Shop 37 1148 Khalsa Boulevard 90717 POINT (-84.9425013 42.9958661) PO Box 1543 Patilville 90717 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +50 Tailspin Toys (Hambleton, WV) 1 3 1 1099 1100 3 14380 14380 "" 2013-01-01 0.000 false false 7 (304) 555-0100 (304) 555-0101 "" "" http://www.tailspintoys.com/Hambleton Unit 257 1715 Samaniego Street 90087 POINT (-79.6453386 39.0820511) PO Box 1053 Chatterjeeville 90087 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +51 Tailspin Toys (Imlaystown, NJ) 1 3 1 1101 1102 3 16430 16430 "" 2013-01-01 0.000 false false 7 (201) 555-0100 (201) 555-0101 "" "" http://www.tailspintoys.com/Imlaystown Suite 12 1305 Kaleja Street 90051 POINT (-74.5151531 40.1676117) PO Box 5129 Ghateville 90051 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +52 Tailspin Toys (Idria, CA) 1 3 1 1103 1104 3 16401 16401 "" 2013-01-01 0.000 false false 7 (209) 555-0100 (209) 555-0101 "" "" http://www.tailspintoys.com/Idria Shop 99 1189 Malakar Road 90556 POINT (-120.6743379 36.4169007) PO Box 4080 Nairville 90556 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +53 Tailspin Toys (Nanafalia, AL) 1 3 1 1105 1106 3 23560 23560 "" 2013-01-01 0.000 false false 7 (205) 555-0100 (205) 555-0101 "" "" http://www.tailspintoys.com/Nanafalia Suite 217 1729 Dey Road 90783 POINT (-87.9880691 32.1129257) PO Box 3979 Javanville 90783 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +54 Tailspin Toys (Railroad, PA) 1 3 1 1107 1108 3 28222 28222 "" 2013-01-01 0.000 false false 7 (215) 555-0100 (215) 555-0101 "" "" http://www.tailspintoys.com/Railroad Suite 158 1032 Duperre Street 90586 POINT (-76.6983049 39.7606585) PO Box 9885 Novakovicville 90586 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +55 Tailspin Toys (Gum Branch, GA) 1 3 1 1109 1110 3 14194 14194 "" 2013-01-01 0.000 false false 7 (229) 555-0100 (229) 555-0101 "" "" http://www.tailspintoys.com/GumBranch Suite 220 1500 Utjesenovic Lane 90559 POINT (-81.7267801 31.8582642) PO Box 3204 Gangulyville 90559 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +56 Tailspin Toys (Royal City, WA) 1 3 1 1111 1112 3 29729 29729 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/RoyalCity Shop 20 1098 Tatarescu Lane 90398 POINT (-119.6305912 46.9009701) PO Box 7314 Montyville 90398 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +57 Tailspin Toys (Lakemore, OH) 1 3 1 1113 1114 3 18514 18514 "" 2013-01-01 0.000 false false 7 (216) 555-0100 (216) 555-0101 "" "" http://www.tailspintoys.com/Lakemore Unit 136 1331 Dutta Crescent 90347 POINT (-81.4359458 41.0208896) PO Box 7331 Ghateville 90347 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +58 Tailspin Toys (Mappsburg, VA) 1 3 1 1115 1116 3 20868 20868 "" 2013-01-01 0.000 false false 7 (276) 555-0100 (276) 555-0101 "" "" http://www.tailspintoys.com/Mappsburg Shop 177 1736 Han Avenue 90678 POINT (-75.7635403 37.5776335) PO Box 4007 Viidingville 90678 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +59 Tailspin Toys (Edgartown, MA) 1 3 1 1117 1118 3 10055 10055 "" 2013-01-01 0.000 false false 7 (339) 555-0100 (339) 555-0101 "" "" http://www.tailspintoys.com/Edgartown Suite 157 659 Hybl Boulevard 90684 POINT (-70.5133599 41.3890052) PO Box 4268 Predaville 90684 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +60 Tailspin Toys (East Dailey, WV) 1 3 1 1119 1120 3 9772 9772 "" 2013-01-01 0.000 false false 7 (304) 555-0100 (304) 555-0101 "" "" http://www.tailspintoys.com/EastDailey Unit 188 838 Lucescu Street 90548 POINT (-79.8909006 38.7803866) PO Box 9407 Sikdarville 90548 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +61 Tailspin Toys (Fairfield Glade, TN) 1 3 1 1121 1122 3 11131 11131 "" 2013-01-01 0.000 false false 7 (423) 555-0100 (423) 555-0101 "" "" http://www.tailspintoys.com/FairfieldGlade Shop 233 1695 Hudecova Avenue 90050 POINT (-84.8863395 36.0003475) PO Box 9770 Korkmazville 90050 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +62 Tailspin Toys (Great Neck Estates, NY) 1 3 1 1123 1124 3 13800 13800 "" 2013-01-01 0.000 false false 7 (212) 555-0100 (212) 555-0101 "" "" http://www.tailspintoys.com/GreatNeckEstates Shop 263 551 Enestam Crescent 90240 POINT (-73.7367983 40.7870459) PO Box 4309 Holyville 90240 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +63 Tailspin Toys (Stallion Springs, CA) 1 3 1 1125 1126 3 32561 32561 "" 2013-01-01 0.000 false false 7 (209) 555-0100 (209) 555-0101 "" "" http://www.tailspintoys.com/StallionSprings Unit 175 1199 Cerkez Street 90076 POINT (-118.6425912 35.0888553) PO Box 1448 Blijlevenville 90076 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +64 Tailspin Toys (Hodgdon, ME) 1 3 1 1127 1128 3 15646 15646 "" 2013-01-01 0.000 false false 7 (207) 555-0100 (207) 555-0101 "" "" http://www.tailspintoys.com/Hodgdon Shop 133 967 Alizadeh Boulevard 90673 POINT (-67.8666846 46.0539429) PO Box 4452 Rambhatlaville 90673 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +65 Tailspin Toys (North Cowden, TX) 1 3 1 1129 1130 3 24579 24579 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/NorthCowden Suite 18 402 Nan Road 90406 POINT (-102.5129264 32.0045624) PO Box 7359 Barbosaville 90406 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +66 Tailspin Toys (Madaket, MA) 1 3 1 1131 1132 3 20475 20475 "" 2013-01-01 0.000 false false 7 (339) 555-0100 (339) 555-0101 "" "" http://www.tailspintoys.com/Madaket Suite 2 1052 Hoa Lane 90614 POINT (-70.1980734 41.2729019) PO Box 2583 Tonville 90614 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +67 Tailspin Toys (Sentinel Butte, ND) 1 3 1 1133 1134 3 31075 31075 "" 2013-01-01 0.000 false false 7 (701) 555-0100 (701) 555-0101 "" "" http://www.tailspintoys.com/SentinelButte Unit 18 1240 Utjesenovic Street 90422 POINT (-103.8388108 46.9183469) PO Box 1792 Tekinville 90422 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +68 Tailspin Toys (Gardere, LA) 1 3 1 1135 1136 3 12653 12653 "" 2013-01-01 0.000 false false 7 (225) 555-0100 (225) 555-0101 "" "" http://www.tailspintoys.com/Gardere Unit 72 1195 Rozitis Road 90136 POINT (-91.1401055 30.3457487) PO Box 1620 Deville 90136 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +69 Tailspin Toys (Lytle Creek, CA) 1 3 1 1137 1138 3 20413 20413 "" 2013-01-01 0.000 false false 7 (209) 555-0100 (209) 555-0101 "" "" http://www.tailspintoys.com/LytleCreek Unit 134 1204 Grgic Lane 90795 POINT (-117.5000512 34.2591728) PO Box 1749 Gomesville 90795 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +70 Tailspin Toys (New Baden, IL) 1 3 1 1139 1140 3 23843 23843 "" 2013-01-01 0.000 false false 7 (217) 555-0100 (217) 555-0101 "" "" http://www.tailspintoys.com/NewBaden Unit 7 98 Cetinkaya Street 90235 POINT (-89.7006499 38.5350488) PO Box 5351 Tonville 90235 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +71 Tailspin Toys (Good Hart, MI) 1 3 1 1141 1142 3 13375 13375 "" 2013-01-01 0.000 false false 7 (231) 555-0100 (231) 555-0101 "" "" http://www.tailspintoys.com/GoodHart Shop 80 2001 Rajanala Road 90466 POINT (-85.113118 45.5672308) PO Box 9785 Espositoville 90466 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +72 Tailspin Toys (Cortaro, AZ) 1 3 1 1143 1144 3 7672 7672 "" 2013-01-01 0.000 false false 7 (480) 555-0100 (480) 555-0101 "" "" http://www.tailspintoys.com/Cortaro Suite 231 1809 Ioveanu Lane 90351 POINT (-111.0884337 32.3561848) PO Box 3421 Mokkapativille 90351 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +73 Tailspin Toys (Cokato, MN) 1 3 1 1145 1146 3 7071 7071 "" 2013-01-01 0.000 false false 7 (218) 555-0100 (218) 555-0101 "" "" http://www.tailspintoys.com/Cokato Shop 194 591 Avotina Road 90311 POINT (-94.1899799 45.0757967) PO Box 2276 Javanville 90311 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +74 Tailspin Toys (Indios, PR) 1 3 1 1147 1148 3 16520 16520 "" 2013-01-01 0.000 false false 7 (787) 555-0100 (787) 555-0101 "" "" http://www.tailspintoys.com/Indios Unit 50 519 Jogi Street 90193 POINT (-66.8193421 17.9941326) PO Box 9182 Duongville 90193 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +75 Tailspin Toys (Windsor Locks, CT) 1 3 1 1149 1150 3 37473 37473 "" 2013-01-01 0.000 false false 7 (203) 555-0100 (203) 555-0101 "" "" http://www.tailspintoys.com/WindsorLocks Unit 276 605 Prieditis Lane 90456 POINT (-72.6273124 41.9292639) PO Box 8707 Baltinsville 90456 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +76 Tailspin Toys (Yewed, OK) 1 3 1 1151 1152 3 38042 38042 "" 2013-01-01 0.000 false false 7 (405) 555-0100 (405) 555-0101 "" "" http://www.tailspintoys.com/Yewed Unit 266 210 safranek Lane 90308 POINT (-98.4338585885 36.6862008006) PO Box 2130 Paikville 90308 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +77 Tailspin Toys (Hahira, GA) 1 3 1 1153 1154 3 14287 14287 "" 2013-01-01 0.000 false false 7 (229) 555-0100 (229) 555-0101 "" "" http://www.tailspintoys.com/Hahira Unit 176 1675 Ribeiro Street 90706 POINT (-83.3726575 30.9913064) PO Box 4226 Ankithamville 90706 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +78 Tailspin Toys (Sekiu, WA) 1 3 1 1155 1156 3 31010 31010 "" 2013-01-01 0.000 false false 7 (206) 555-0100 (206) 555-0101 "" "" http://www.tailspintoys.com/Sekiu Suite 54 1302 Jaunzems Lane 90686 POINT (-124.3013299 48.2622995) PO Box 938 Ghatakville 90686 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +79 Tailspin Toys (Page City, KS) 1 3 1 1157 1158 3 25933 25933 "" 2013-01-01 0.000 false false 7 (316) 555-0100 (316) 555-0101 "" "" http://www.tailspintoys.com/PageCity Suite 4 1000 Sykorova Boulevard 90316 POINT (-101.1462666 39.0897299) PO Box 2200 Korjusville 90316 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +80 Tailspin Toys (Valdese, NC) 1 3 1 1159 1160 3 34990 34990 "" 2013-01-01 0.000 false false 7 (252) 555-0100 (252) 555-0101 "" "" http://www.tailspintoys.com/Valdese Suite 127 199 Das Street 90541 POINT (-81.563149 35.7406864) PO Box 5945 Mitraville 90541 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +81 Tailspin Toys (Big Moose, NY) 1 3 1 1161 1162 3 2971 2971 "" 2013-01-01 0.000 false false 7 (212) 555-0100 (212) 555-0101 "" "" http://www.tailspintoys.com/BigMoose Suite 157 274 Poddar Lane 90798 POINT (-74.9151774 43.8183991) PO Box 9958 Rojumanongville 90798 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +82 Tailspin Toys (La Cueva, NM) 1 3 1 1163 1164 3 18087 18087 "" 2013-01-01 0.000 false false 7 (505) 555-0100 (505) 555-0101 "" "" http://www.tailspintoys.com/LaCueva Suite 166 1708 Ankitham Street 90253 POINT (-105.2491779 35.941705) PO Box 7013 Mokkapativille 90253 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +83 Tailspin Toys (Absecon, NJ) 1 3 1 1165 1166 3 49 49 "" 2013-01-01 0.000 false false 7 (201) 555-0100 (201) 555-0101 "" "" http://www.tailspintoys.com/Absecon Unit 148 1161 Chang Lane 90540 POINT (-74.4957076 39.4284503) PO Box 9374 Chuville 90540 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +84 Tailspin Toys (Aceitunas, PR) 1 3 1 1167 1168 3 58 58 "" 2013-01-01 0.000 false false 7 (787) 555-0100 (787) 555-0101 "" "" http://www.tailspintoys.com/Aceitunas Suite 243 328 Bhat Street 90213 POINT (-67.0649026 18.4432783) PO Box 4421 Dwivediville 90213 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +85 Tailspin Toys (Andrix, CO) 1 3 1 1169 1170 3 843 843 "" 2013-01-01 0.000 false false 7 (303) 555-0100 (303) 555-0101 "" "" http://www.tailspintoys.com/Andrix Shop 173 1155 Antunes Crescent 90653 POINT (-103.1927114 37.2794624) PO Box 9715 Bezansonville 90653 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +86 Tailspin Toys (New Lexington, OH) 1 3 1 1171 1172 3 24014 24014 "" 2013-01-01 0.000 false false 7 (216) 555-0100 (216) 555-0101 "" "" http://www.tailspintoys.com/NewLexington Unit 102 902 Ganguly Street 90637 POINT (-82.2084805 39.7139579) PO Box 937 Sikdarville 90637 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +87 Tailspin Toys (Sauquoit, NY) 1 3 1 1173 1174 3 30698 30698 "" 2013-01-01 0.000 false false 7 (212) 555-0100 (212) 555-0101 "" "" http://www.tailspintoys.com/Sauquoit Shop 282 1484 Wintle Lane 90199 POINT (-75.2598859 43.0042365) PO Box 1979 Polakville 90199 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +88 Tailspin Toys (Dracut, MA) 1 3 1 1175 1176 3 9379 9379 "" 2013-01-01 0.000 false false 7 (339) 555-0100 (339) 555-0101 "" "" http://www.tailspintoys.com/Dracut Shop 226 609 Sidhu Crescent 90519 POINT (-71.3020052 42.6703687) PO Box 7732 Duminaville 90519 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +89 Tailspin Toys (Victory Gardens, NJ) 1 3 1 1177 1178 3 35344 35344 "" 2013-01-01 0.000 false false 7 (201) 555-0100 (201) 555-0101 "" "" http://www.tailspintoys.com/VictoryGardens Shop 7 249 Arvidsson Avenue 90461 POINT (-74.5423796 40.8759325) PO Box 3983 Baltinsville 90461 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +90 Tailspin Toys (Tolna, ND) 1 3 1 1179 1180 3 34192 34192 "" 2013-01-01 0.000 false false 7 (701) 555-0100 (701) 555-0101 "" "" http://www.tailspintoys.com/Tolna Unit 91 777 Vassiljev Street 90089 POINT (-98.4401019 47.8272203) PO Box 8627 Fischerville 90089 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +91 Tailspin Toys (Alstead, NH) 1 3 1 1181 1182 3 600 600 "" 2013-01-01 0.000 false false 7 (603) 555-0100 (603) 555-0101 "" "" http://www.tailspintoys.com/Alstead Suite 50 520 Walkky Boulevard 90073 POINT (-72.3606431 43.1489663) PO Box 8729 Paruchuriville 90073 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +92 Tailspin Toys (Sans Souci, SC) 1 3 1 1183 1184 3 30548 30548 "" 2013-01-01 0.000 false false 7 (803) 555-0100 (803) 555-0101 "" "" http://www.tailspintoys.com/SansSouci Shop 104 1889 Smirnov Road 90553 POINT (-82.4240114 34.8778952) PO Box 8459 Ghoshville 90553 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +93 Tailspin Toys (Clewiston, FL) 1 3 1 1185 1186 3 6809 6809 "" 2013-01-01 0.000 false false 7 (239) 555-0100 (239) 555-0101 "" "" http://www.tailspintoys.com/Clewiston Suite 80 351 Lill Crescent 90354 POINT (-80.9336753 26.7542312) PO Box 7050 Muppavarapuville 90354 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +94 Tailspin Toys (Cheyenne Wells, CO) 1 3 1 1187 1188 3 6327 6327 "" 2013-01-01 0.000 false false 7 (303) 555-0100 (303) 555-0101 "" "" http://www.tailspintoys.com/CheyenneWells Unit 150 617 Pornpipatpong Lane 90449 POINT (-102.3532435 38.8213951) PO Box 9427 Duville 90449 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +95 Tailspin Toys (Lavon, TX) 1 3 1 1189 1190 3 18882 18882 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/Lavon Suite 258 771 Kidambi Road 90310 POINT (-96.4341524 33.0276193) PO Box 7983 Parraville 90310 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 +96 Tailspin Toys (South La Paloma, TX) 1 3 1 1191 1192 3 32124 32124 "" 2013-01-01 0.000 false false 7 (210) 555-0100 (210) 555-0101 "" "" http://www.tailspintoys.com/SouthLaPaloma Shop 2 1377 Tirlea Avenue 90792 POINT (-97.9685259 27.8946157) PO Box 8188 Tickooville 90792 1 2013-01-01T00:00:00.000+02:00 9999-12-31T23:59:59.999+02:00 \ No newline at end of file diff --git a/data_product/src/tests/fixtures/test_transform_customer/people_short.csv b/data_product/src/tests/fixtures/test_transform_customer/people_short.csv new file mode 100644 index 0000000..6f78d80 --- /dev/null +++ b/data_product/src/tests/fixtures/test_transform_customer/people_short.csv @@ -0,0 +1,193 @@ +PersonID FullName PreferredName SearchName IsPermittedToLogon LogonName IsExternalLogonProvider HashedPassword IsSystemUser IsEmployee IsSalesperson UserPreferences PhoneNumber FaxNumber EmailAddress Photo CustomFields OtherLanguages LastEditedBy ValidFrom ValidTo +1 Data Conversion Only Data Conversion Only Data Conversion Only Data Conversion Only false NO LOGON false "" false false false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" "" "" "" "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:14:00.000+03:00 +1 Data Conversion Only Data Conversion Only Data Conversion Only Data Conversion Only false NO LOGON false "" false false false "{\"theme\":\"blitzer\",\"dateFormat\":\"yy-mm-dd\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"full_numbers\",\"pageLength\": 25},\"favoritesOnDashboard\":true}" "" "" "" "" "" "" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +2 Kayla Woodcock Kayla Kayla Kayla Woodcock true kaylaw@wideworldimporters.com false [B@3f6f749d true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 kaylaw@wideworldimporters.com "" "" "" 1 2013-03-15T08:00:00.000+02:00 2013-04-19T08:00:00.000+03:00 +2 Kayla Woodcock Kayla Kayla Kayla Woodcock true kaylaw@wideworldimporters.com false [B@3caf18e6 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 kaylaw@wideworldimporters.com "" "" "" 1 2013-04-19T08:00:00.000+03:00 2013-07-28T08:00:00.000+03:00 +2 Kayla Woodcock Kayla Kayla Kayla Woodcock true kaylaw@wideworldimporters.com false [B@53470e75 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 kaylaw@wideworldimporters.com "" "" "" 1 2013-07-28T08:00:00.000+03:00 2014-05-31T08:00:00.000+03:00 +2 Kayla Woodcock Kayla Kayla Kayla Woodcock true kaylaw@wideworldimporters.com false [B@406e8aa1 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 kaylaw@wideworldimporters.com "" "" "" 1 2014-05-31T08:00:00.000+03:00 2015-01-15T08:00:00.000+02:00 +2 Kayla Woodcock Kayla Kayla Kayla Woodcock true kaylaw@wideworldimporters.com false [B@4e1d5ad true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 kaylaw@wideworldimporters.com "" "" "" 1 2015-01-15T08:00:00.000+02:00 2016-03-25T08:00:00.000+02:00 +2 Kayla Woodcock Kayla Kayla Kayla Woodcock true kaylaw@wideworldimporters.com false [B@40cd95ff true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 kaylaw@wideworldimporters.com "" "" "" 1 2016-03-25T08:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 +2 Kayla Woodcock Kayla Kayla Kayla Woodcock true kaylaw@wideworldimporters.com false [B@2b920f35 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 kaylaw@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Polish\",\"Chinese\",\"Japanese\"] ,\"HireDate\":\"2008-04-19T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"Plains\",\"CommissionRate\":\"0.98\"}" "[\"Polish\",\"Chinese\",\"Japanese\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +2 Kayla Woodcock Kayla Kayla Kayla Woodcock true kaylaw@wideworldimporters.com false [B@1f9db364 true true true "{\"theme\":\"humanity\",\"dateFormat\":\"dd/mm/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"full\",\"pageLength\": 50},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 kaylaw@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Polish\",\"Chinese\",\"Japanese\"] ,\"HireDate\":\"2008-04-19T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"Plains\",\"CommissionRate\":\"0.98\"}" "[\"Polish\",\"Chinese\",\"Japanese\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +2 Kayla Woodcock Kayla Kayla Kayla Woodcock true kaylaw@wideworldimporters.com false [B@15db4187 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 kaylaw@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-03-15T08:00:00.000+02:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@39954cae true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "" "" 1 2013-01-30T08:00:00.000+02:00 2013-02-20T08:00:00.000+02:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@2c5070e true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "" "" 1 2013-02-20T08:00:00.000+02:00 2013-07-26T08:00:00.000+03:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@703182a1 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "" "" 1 2013-07-26T08:00:00.000+03:00 2013-11-05T08:00:00.000+02:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@3f292259 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "" "" 1 2013-11-05T08:00:00.000+02:00 2013-12-28T08:00:00.000+02:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@2c4af92e true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "" "" 1 2013-12-28T08:00:00.000+02:00 2014-03-24T08:00:00.000+02:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@61d76de true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "" "" 1 2014-03-24T08:00:00.000+02:00 2015-02-06T08:00:00.000+02:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@7ac5c836 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "" "" 1 2015-02-06T08:00:00.000+02:00 2015-07-02T08:00:00.000+03:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@c0816dd true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "" "" 1 2015-07-02T08:00:00.000+03:00 2015-12-11T08:00:00.000+02:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@77f00dfb true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "" "" 1 2015-12-11T08:00:00.000+02:00 2015-12-12T08:00:00.000+02:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@757cc2d6 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "" "" 1 2015-12-12T08:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@5e93def2 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "{ \"OtherLanguages\": [] ,\"HireDate\":\"2012-03-05T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"New England\",\"CommissionRate\":\"3.62\"}" [] 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@2607c00c true true true "{\"theme\":\"dark-hive\",\"dateFormat\":\"DD, MM d, yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"simple_numbers\",\"pageLength\": 10},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "{ \"OtherLanguages\": [] ,\"HireDate\":\"2012-03-05T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"New England\",\"CommissionRate\":\"3.62\"}" [] 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +3 Hudson Onslow Hudson Hudson Hudson Onslow true hudsono@wideworldimporters.com false [B@70ddbe true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsono@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-01-30T08:00:00.000+02:00 +4 Isabella Rupp Isabella Isabella Isabella Rupp true isabellar@wideworldimporters.com false [B@1389c514 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 isabellar@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-01-01T08:00:00.000+02:00 +4 Isabella Rupp Isabella Isabella Isabella Rupp true isabellar@wideworldimporters.com false [B@532dfdd9 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 isabellar@wideworldimporters.com "" "" "" 1 2013-01-01T08:00:00.000+02:00 2013-03-17T08:00:00.000+02:00 +4 Isabella Rupp Isabella Isabella Isabella Rupp true isabellar@wideworldimporters.com false [B@4bb25010 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 isabellar@wideworldimporters.com "" "" "" 1 2013-03-17T08:00:00.000+02:00 2013-10-23T08:00:00.000+03:00 +4 Isabella Rupp Isabella Isabella Isabella Rupp true isabellar@wideworldimporters.com false [B@4da9f9f5 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 isabellar@wideworldimporters.com "" "" "" 1 2013-10-23T08:00:00.000+03:00 2014-09-16T08:00:00.000+03:00 +4 Isabella Rupp Isabella Isabella Isabella Rupp true isabellar@wideworldimporters.com false [B@10d53431 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 isabellar@wideworldimporters.com "" "" "" 1 2014-09-16T08:00:00.000+03:00 2014-11-14T08:00:00.000+02:00 +4 Isabella Rupp Isabella Isabella Isabella Rupp true isabellar@wideworldimporters.com false [B@2c2ad0c7 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 isabellar@wideworldimporters.com "" "" "" 1 2014-11-14T08:00:00.000+02:00 2015-01-02T08:00:00.000+02:00 +4 Isabella Rupp Isabella Isabella Isabella Rupp true isabellar@wideworldimporters.com false [B@75412782 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 isabellar@wideworldimporters.com "" "" "" 1 2015-01-02T08:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 +4 Isabella Rupp Isabella Isabella Isabella Rupp true isabellar@wideworldimporters.com false [B@77250e8e true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 isabellar@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Turkish\",\"Slovenian\"] ,\"HireDate\":\"2010-08-24T00:00:00\",\"Title\":\"Team Member\"}" "[\"Turkish\",\"Slovenian\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +4 Isabella Rupp Isabella Isabella Isabella Rupp true isabellar@wideworldimporters.com false [B@4e68d8e7 true true false "{\"theme\":\"ui-darkness\",\"dateFormat\":\"dd/mm/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"simple\",\"pageLength\": 10},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 isabellar@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Turkish\",\"Slovenian\"] ,\"HireDate\":\"2010-08-24T00:00:00\",\"Title\":\"Team Member\"}" "[\"Turkish\",\"Slovenian\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +5 Eva Muirden Eva Eva Eva Muirden false evam@wideworldimporters.com false [B@343e8505 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 evam@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 +5 Eva Muirden Eva Eva Eva Muirden false evam@wideworldimporters.com false [B@48bfc937 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 evam@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Lithuanian\"] ,\"HireDate\":\"2012-01-22T00:00:00\",\"Title\":\"Team Member\"}" "[\"Lithuanian\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +5 Eva Muirden Eva Eva Eva Muirden false evam@wideworldimporters.com false [B@1731ffd0 true true false "{\"theme\":\"le-frog\",\"dateFormat\":\"dd/mm/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"numbers\",\"pageLength\": 10},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 evam@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Lithuanian\"] ,\"HireDate\":\"2012-01-22T00:00:00\",\"Title\":\"Team Member\"}" "[\"Lithuanian\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +6 Sophia Hinton Sophia Sophia Sophia Hinton true sophiah@wideworldimporters.com false [B@1f16b231 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 sophiah@wideworldimporters.com "" "" "" 1 2013-02-09T08:00:00.000+02:00 2013-03-09T08:00:00.000+02:00 +6 Sophia Hinton Sophia Sophia Sophia Hinton true sophiah@wideworldimporters.com false [B@5fc01a7b true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 sophiah@wideworldimporters.com "" "" "" 1 2013-03-09T08:00:00.000+02:00 2013-05-18T08:00:00.000+03:00 +6 Sophia Hinton Sophia Sophia Sophia Hinton true sophiah@wideworldimporters.com false [B@690096c5 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 sophiah@wideworldimporters.com "" "" "" 1 2013-05-18T08:00:00.000+03:00 2013-11-02T08:00:00.000+02:00 +6 Sophia Hinton Sophia Sophia Sophia Hinton true sophiah@wideworldimporters.com false [B@71572b4a true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 sophiah@wideworldimporters.com "" "" "" 1 2013-11-02T08:00:00.000+02:00 2013-11-23T08:00:00.000+02:00 +6 Sophia Hinton Sophia Sophia Sophia Hinton true sophiah@wideworldimporters.com false [B@5bfa886b true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 sophiah@wideworldimporters.com "" "" "" 1 2013-11-23T08:00:00.000+02:00 2014-10-04T08:00:00.000+03:00 +6 Sophia Hinton Sophia Sophia Sophia Hinton true sophiah@wideworldimporters.com false [B@4b642ad true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 sophiah@wideworldimporters.com "" "" "" 1 2014-10-04T08:00:00.000+03:00 2015-06-12T08:00:00.000+03:00 +6 Sophia Hinton Sophia Sophia Sophia Hinton true sophiah@wideworldimporters.com false [B@696d5a40 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 sophiah@wideworldimporters.com "" "" "" 1 2015-06-12T08:00:00.000+03:00 2015-12-05T08:00:00.000+02:00 +6 Sophia Hinton Sophia Sophia Sophia Hinton true sophiah@wideworldimporters.com false [B@2128315c true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 sophiah@wideworldimporters.com "" "" "" 1 2015-12-05T08:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 +6 Sophia Hinton Sophia Sophia Sophia Hinton true sophiah@wideworldimporters.com false [B@2e9e4cc2 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 sophiah@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Swedish\"] ,\"HireDate\":\"2007-05-14T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"Southeast\",\"CommissionRate\":\"4.55\"}" "[\"Swedish\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +6 Sophia Hinton Sophia Sophia Sophia Hinton true sophiah@wideworldimporters.com false [B@180bd096 true true true "{\"theme\":\"black-tie\",\"dateFormat\":\"mm/dd/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"full_numbers\",\"pageLength\": 25},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 sophiah@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Swedish\"] ,\"HireDate\":\"2007-05-14T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"Southeast\",\"CommissionRate\":\"4.55\"}" "[\"Swedish\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +6 Sophia Hinton Sophia Sophia Sophia Hinton true sophiah@wideworldimporters.com false [B@1b37268d true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 sophiah@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-02-09T08:00:00.000+02:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@7b755666 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "" "" 1 2013-01-05T08:00:00.000+02:00 2013-01-22T08:00:00.000+02:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@27d1ed96 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "" "" 1 2013-01-22T08:00:00.000+02:00 2013-02-26T08:00:00.000+02:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@6198169a true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "" "" 1 2013-02-26T08:00:00.000+02:00 2013-03-07T08:00:00.000+02:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@4339576a true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "" "" 1 2013-03-07T08:00:00.000+02:00 2013-04-24T08:00:00.000+03:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@12aeef0d true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "" "" 1 2013-04-24T08:00:00.000+03:00 2013-07-05T08:00:00.000+03:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@3a3b1d93 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "" "" 1 2013-07-05T08:00:00.000+03:00 2013-08-31T08:00:00.000+03:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@1bb6e088 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "" "" 1 2013-08-31T08:00:00.000+03:00 2014-02-03T08:00:00.000+02:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@123d6693 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "" "" 1 2014-02-03T08:00:00.000+02:00 2014-04-23T08:00:00.000+03:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@770e355e true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "" "" 1 2014-04-23T08:00:00.000+03:00 2015-06-15T08:00:00.000+03:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@15bb79a9 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "" "" 1 2015-06-15T08:00:00.000+03:00 2016-03-20T08:00:00.000+02:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@39a57936 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "" "" 1 2016-03-20T08:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@4055896f true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Slovak\",\"Spanish\",\"Polish\"] ,\"HireDate\":\"2009-02-15T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"Southeast\",\"CommissionRate\":\"0.58\"}" "[\"Slovak\",\"Spanish\",\"Polish\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@4677f0fe true true true "{\"theme\":\"ui-darkness\",\"dateFormat\":\"mm/dd/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"full\",\"pageLength\": 50},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Slovak\",\"Spanish\",\"Polish\"] ,\"HireDate\":\"2009-02-15T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"Southeast\",\"CommissionRate\":\"0.58\"}" "[\"Slovak\",\"Spanish\",\"Polish\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +7 Amy Trefl Amy Amy Amy Trefl true amyt@wideworldimporters.com false [B@84fbfa8 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 amyt@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-01-05T08:00:00.000+02:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@1a311b5e true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "" "" 1 2013-01-09T08:00:00.000+02:00 2013-02-16T08:00:00.000+02:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@7643f786 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "" "" 1 2013-02-16T08:00:00.000+02:00 2013-02-18T08:00:00.000+02:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@f4a09b0 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "" "" 1 2013-02-18T08:00:00.000+02:00 2013-03-24T08:00:00.000+02:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@7a8d550e true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "" "" 1 2013-03-24T08:00:00.000+02:00 2013-04-18T08:00:00.000+03:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@68f44aea true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "" "" 1 2013-04-18T08:00:00.000+03:00 2013-09-02T08:00:00.000+03:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@1627fb5 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "" "" 1 2013-09-02T08:00:00.000+03:00 2013-11-25T08:00:00.000+02:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@5ebaf1a0 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "" "" 1 2013-11-25T08:00:00.000+02:00 2013-11-25T08:00:00.000+02:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@4e0fea5c true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "" "" 1 2013-11-25T08:00:00.000+02:00 2014-04-14T08:00:00.000+03:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@4665a6d true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "" "" 1 2014-04-14T08:00:00.000+03:00 2014-07-08T08:00:00.000+03:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@16eb0283 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "" "" 1 2014-07-08T08:00:00.000+03:00 2015-09-12T08:00:00.000+03:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@1fd5d60f true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "" "" 1 2015-09-12T08:00:00.000+03:00 2016-05-31T23:13:00.000+03:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@2eb992a3 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Croatian\",\"Dutch\",\"Bokmål\"] ,\"HireDate\":\"2010-07-23T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"Mideast\",\"CommissionRate\":\"0.11\"}" "[\"Croatian\",\"Dutch\",\"Bokmål\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@18ba002b true true true "{\"theme\":\"blitzer\",\"dateFormat\":\"mm/dd/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"simple_numbers\",\"pageLength\": 10},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Croatian\",\"Dutch\",\"Bokmål\"] ,\"HireDate\":\"2010-07-23T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"Mideast\",\"CommissionRate\":\"0.11\"}" "[\"Croatian\",\"Dutch\",\"Bokmål\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +8 Anthony Grosse Anthony Anthony Anthony Grosse true anthonyg@wideworldimporters.com false [B@568be6a5 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 anthonyg@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-01-09T08:00:00.000+02:00 +9 Alica Fatnowna Alica Alica Alica Fatnowna true alicaf@wideworldimporters.com false [B@67df37d5 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 alicaf@wideworldimporters.com "" "" "" 1 2013-11-16T08:00:00.000+02:00 2014-05-08T08:00:00.000+03:00 +9 Alica Fatnowna Alica Alica Alica Fatnowna true alicaf@wideworldimporters.com false [B@5918d07 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 alicaf@wideworldimporters.com "" "" "" 1 2014-05-08T08:00:00.000+03:00 2014-07-19T08:00:00.000+03:00 +9 Alica Fatnowna Alica Alica Alica Fatnowna true alicaf@wideworldimporters.com false [B@4de27ec6 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 alicaf@wideworldimporters.com "" "" "" 1 2014-07-19T08:00:00.000+03:00 2014-10-27T08:00:00.000+02:00 +9 Alica Fatnowna Alica Alica Alica Fatnowna true alicaf@wideworldimporters.com false [B@44d50711 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 alicaf@wideworldimporters.com "" "" "" 1 2014-10-27T08:00:00.000+02:00 2014-11-26T08:00:00.000+02:00 +9 Alica Fatnowna Alica Alica Alica Fatnowna true alicaf@wideworldimporters.com false [B@5aaae1c1 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 alicaf@wideworldimporters.com "" "" "" 1 2014-11-26T08:00:00.000+02:00 2014-12-10T08:00:00.000+02:00 +9 Alica Fatnowna Alica Alica Alica Fatnowna true alicaf@wideworldimporters.com false [B@535ab626 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 alicaf@wideworldimporters.com "" "" "" 1 2014-12-10T08:00:00.000+02:00 2016-03-13T08:00:00.000+02:00 +9 Alica Fatnowna Alica Alica Alica Fatnowna true alicaf@wideworldimporters.com false [B@d10f6c5 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 alicaf@wideworldimporters.com "" "" "" 1 2016-03-13T08:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 +9 Alica Fatnowna Alica Alica Alica Fatnowna true alicaf@wideworldimporters.com false [B@619185f9 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 alicaf@wideworldimporters.com "" "{ \"OtherLanguages\": [] ,\"HireDate\":\"2007-12-07T00:00:00\",\"Title\":\"General Manager\"}" [] 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +9 Alica Fatnowna Alica Alica Alica Fatnowna true alicaf@wideworldimporters.com false [B@6cb8d4e3 true true false "{\"theme\":\"humanity\",\"dateFormat\":\"mm/dd/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"simple\",\"pageLength\": 10},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 alicaf@wideworldimporters.com "" "{ \"OtherLanguages\": [] ,\"HireDate\":\"2007-12-07T00:00:00\",\"Title\":\"General Manager\"}" [] 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +9 Alica Fatnowna Alica Alica Alica Fatnowna true alicaf@wideworldimporters.com false [B@6a55b4d4 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 alicaf@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-11-16T08:00:00.000+02:00 +10 Stella Rosenhain Stella Stella Stella Rosenhain true stellar@wideworldimporters.com false [B@60f9c185 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 stellar@wideworldimporters.com "" "" "" 1 2013-02-11T08:00:00.000+02:00 2013-04-26T08:00:00.000+03:00 +10 Stella Rosenhain Stella Stella Stella Rosenhain true stellar@wideworldimporters.com false [B@d2a3e2e true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 stellar@wideworldimporters.com "" "" "" 1 2013-04-26T08:00:00.000+03:00 2013-05-29T08:00:00.000+03:00 +10 Stella Rosenhain Stella Stella Stella Rosenhain true stellar@wideworldimporters.com false [B@279feca4 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 stellar@wideworldimporters.com "" "" "" 1 2013-05-29T08:00:00.000+03:00 2013-12-10T08:00:00.000+02:00 +10 Stella Rosenhain Stella Stella Stella Rosenhain true stellar@wideworldimporters.com false [B@60ab1f97 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 stellar@wideworldimporters.com "" "" "" 1 2013-12-10T08:00:00.000+02:00 2013-12-24T08:00:00.000+02:00 +10 Stella Rosenhain Stella Stella Stella Rosenhain true stellar@wideworldimporters.com false [B@4ef00fee true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 stellar@wideworldimporters.com "" "" "" 1 2013-12-24T08:00:00.000+02:00 2014-04-25T08:00:00.000+03:00 +10 Stella Rosenhain Stella Stella Stella Rosenhain true stellar@wideworldimporters.com false [B@12778350 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 stellar@wideworldimporters.com "" "" "" 1 2014-04-25T08:00:00.000+03:00 2014-07-18T08:00:00.000+03:00 +10 Stella Rosenhain Stella Stella Stella Rosenhain true stellar@wideworldimporters.com false [B@4ad5a776 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 stellar@wideworldimporters.com "" "" "" 1 2014-07-18T08:00:00.000+03:00 2014-08-20T08:00:00.000+03:00 +10 Stella Rosenhain Stella Stella Stella Rosenhain true stellar@wideworldimporters.com false [B@72ba4e1c true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 stellar@wideworldimporters.com "" "" "" 1 2014-08-20T08:00:00.000+03:00 2016-04-02T08:00:00.000+03:00 +10 Stella Rosenhain Stella Stella Stella Rosenhain true stellar@wideworldimporters.com false [B@3c7ba0da true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 stellar@wideworldimporters.com "" "" "" 1 2016-04-02T08:00:00.000+03:00 2016-05-31T23:13:00.000+03:00 +10 Stella Rosenhain Stella Stella Stella Rosenhain true stellar@wideworldimporters.com false [B@1238d906 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 stellar@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Dutch\",\"Finnish\",\"Lithuanian\"] ,\"HireDate\":\"2007-11-17T00:00:00\",\"Title\":\"Warehouse Supervisor\"}" "[\"Dutch\",\"Finnish\",\"Lithuanian\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +10 Stella Rosenhain Stella Stella Stella Rosenhain true stellar@wideworldimporters.com false [B@75b13220 true true false "{\"theme\":\"dark-hive\",\"dateFormat\":\"mm/dd/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"numbers\",\"pageLength\": 10},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 stellar@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Dutch\",\"Finnish\",\"Lithuanian\"] ,\"HireDate\":\"2007-11-17T00:00:00\",\"Title\":\"Warehouse Supervisor\"}" "[\"Dutch\",\"Finnish\",\"Lithuanian\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +10 Stella Rosenhain Stella Stella Stella Rosenhain true stellar@wideworldimporters.com false [B@555b4824 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 stellar@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-02-11T08:00:00.000+02:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@34475f25 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-01-04T08:00:00.000+02:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@60e35042 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2013-01-04T08:00:00.000+02:00 2013-01-21T08:00:00.000+02:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@1cbf5e4c true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2013-01-21T08:00:00.000+02:00 2013-01-26T08:00:00.000+02:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@13aa3f97 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2013-01-26T08:00:00.000+02:00 2013-05-03T08:00:00.000+03:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@1d9ae4b0 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2013-05-03T08:00:00.000+03:00 2013-07-19T08:00:00.000+03:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@6701c601 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2013-07-19T08:00:00.000+03:00 2013-10-06T08:00:00.000+03:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@12aa993 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2013-10-06T08:00:00.000+03:00 2015-04-05T08:00:00.000+03:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@43be68a6 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2015-04-05T08:00:00.000+03:00 2015-06-08T08:00:00.000+03:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@9cbbb05 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2015-06-08T08:00:00.000+03:00 2015-11-19T08:00:00.000+02:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@601355f3 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2015-11-19T08:00:00.000+02:00 2015-12-03T08:00:00.000+02:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@34a10e53 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2015-12-03T08:00:00.000+02:00 2015-12-24T08:00:00.000+02:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@4eabb39 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2015-12-24T08:00:00.000+02:00 2016-02-25T08:00:00.000+02:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@502d3b32 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "" "" 1 2016-02-25T08:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@2a6b5009 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "{ \"OtherLanguages\": [] ,\"HireDate\":\"2011-12-17T00:00:00\",\"Title\":\"Warehouse Supervisor\"}" [] 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +11 Ethan Onslow Ethan Ethan Ethan Onslow true ethano@wideworldimporters.com false [B@16041081 true true false "{\"theme\":\"ui-darkness\",\"dateFormat\":\"yy-mm-dd\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"full_numbers\",\"pageLength\": 25},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 ethano@wideworldimporters.com "" "{ \"OtherLanguages\": [] ,\"HireDate\":\"2011-12-17T00:00:00\",\"Title\":\"Warehouse Supervisor\"}" [] 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +12 Henry Forlonge Henry Henry Henry Forlonge true henryf@wideworldimporters.com false [B@4766420b true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 henryf@wideworldimporters.com "" "" "" 1 2013-02-11T08:00:00.000+02:00 2013-05-19T08:00:00.000+03:00 +12 Henry Forlonge Henry Henry Henry Forlonge true henryf@wideworldimporters.com false [B@7e2b057e true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 henryf@wideworldimporters.com "" "" "" 1 2013-05-19T08:00:00.000+03:00 2014-05-12T08:00:00.000+03:00 +12 Henry Forlonge Henry Henry Henry Forlonge true henryf@wideworldimporters.com false [B@eb0f9aa true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 henryf@wideworldimporters.com "" "" "" 1 2014-05-12T08:00:00.000+03:00 2014-11-13T08:00:00.000+02:00 +12 Henry Forlonge Henry Henry Henry Forlonge true henryf@wideworldimporters.com false [B@388660e5 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 henryf@wideworldimporters.com "" "" "" 1 2014-11-13T08:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 +12 Henry Forlonge Henry Henry Henry Forlonge true henryf@wideworldimporters.com false [B@4d051be4 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 henryf@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Greek\",\"Slovak\"] ,\"HireDate\":\"2009-03-18T00:00:00\",\"Title\":\"Team Member\"}" "[\"Greek\",\"Slovak\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +12 Henry Forlonge Henry Henry Henry Forlonge true henryf@wideworldimporters.com false [B@6b23e7cf true true false "{\"theme\":\"le-frog\",\"dateFormat\":\"dd/mm/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"full\",\"pageLength\": 50},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 henryf@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Greek\",\"Slovak\"] ,\"HireDate\":\"2009-03-18T00:00:00\",\"Title\":\"Team Member\"}" "[\"Greek\",\"Slovak\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +12 Henry Forlonge Henry Henry Henry Forlonge true henryf@wideworldimporters.com false [B@62d73ea8 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 henryf@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-02-11T08:00:00.000+02:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@69ddeb5f true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2013-01-11T08:00:00.000+02:00 2013-01-17T08:00:00.000+02:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@c6207bb true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2013-01-17T08:00:00.000+02:00 2013-02-08T08:00:00.000+02:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@780b8467 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2013-02-08T08:00:00.000+02:00 2013-05-05T08:00:00.000+03:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@2372d7b0 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2013-05-05T08:00:00.000+03:00 2013-06-22T08:00:00.000+03:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@25734792 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2013-06-22T08:00:00.000+03:00 2013-09-07T08:00:00.000+03:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@3930d358 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2013-09-07T08:00:00.000+03:00 2013-11-04T08:00:00.000+02:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@1d3c50a5 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2013-11-04T08:00:00.000+02:00 2014-11-12T08:00:00.000+02:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@2846dbe5 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2014-11-12T08:00:00.000+02:00 2014-11-16T08:00:00.000+02:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@173646a8 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2014-11-16T08:00:00.000+02:00 2015-05-25T08:00:00.000+03:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@28a3fd05 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2015-05-25T08:00:00.000+03:00 2016-03-10T08:00:00.000+02:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@576539cc true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2016-03-10T08:00:00.000+02:00 2016-03-27T08:00:00.000+03:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@49e25936 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2016-03-27T08:00:00.000+03:00 2016-05-31T23:13:00.000+03:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@6c4455a4 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Croatian\"] ,\"HireDate\":\"2010-11-27T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"New England\",\"CommissionRate\":\"0.24\"}" "[\"Croatian\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@5b38d6fc true true true "{\"theme\":\"black-tie\",\"dateFormat\":\"DD, MM d, yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"simple_numbers\",\"pageLength\": 10},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Croatian\"] ,\"HireDate\":\"2010-11-27T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"New England\",\"CommissionRate\":\"0.24\"}" "[\"Croatian\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +13 Hudson Hollinworth Hudson Hudson Hudson Hollinworth true hudsonh@wideworldimporters.com false [B@25ed3f0e true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 hudsonh@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-01-11T08:00:00.000+02:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@7e9de96c true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-01-01T08:00:00.000+02:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@30ba6a6e true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2013-01-01T08:00:00.000+02:00 2013-01-19T08:00:00.000+02:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@2d28d5b3 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2013-01-19T08:00:00.000+02:00 2013-02-14T08:00:00.000+02:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@61f18a57 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2013-02-14T08:00:00.000+02:00 2013-02-20T08:00:00.000+02:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@7036c98c true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2013-02-20T08:00:00.000+02:00 2013-03-22T08:00:00.000+02:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@133c24fe true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2013-03-22T08:00:00.000+02:00 2013-03-27T08:00:00.000+02:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@78d2ee67 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2013-03-27T08:00:00.000+02:00 2013-04-18T08:00:00.000+03:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@151c7018 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2013-04-18T08:00:00.000+03:00 2013-05-26T08:00:00.000+03:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@5320a19e true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2013-05-26T08:00:00.000+03:00 2013-06-20T08:00:00.000+03:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@21c964d0 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2013-06-20T08:00:00.000+03:00 2013-09-14T08:00:00.000+03:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@4e870758 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2013-09-14T08:00:00.000+03:00 2014-07-22T08:00:00.000+03:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@38ed2220 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2014-07-22T08:00:00.000+03:00 2014-10-04T08:00:00.000+03:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@6e9748f2 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2014-10-04T08:00:00.000+03:00 2014-12-12T08:00:00.000+02:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@4925e14 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2014-12-12T08:00:00.000+02:00 2015-05-28T08:00:00.000+03:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@72592419 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2015-05-28T08:00:00.000+03:00 2016-05-08T08:00:00.000+03:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@2374f450 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "" "" 1 2016-05-08T08:00:00.000+03:00 2016-05-31T23:13:00.000+03:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@77f0e814 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Finnish\",\"Bulgarian\"] ,\"HireDate\":\"2010-06-06T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"Southeast\",\"CommissionRate\":\"3.98\"}" "[\"Finnish\",\"Bulgarian\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +14 Lily Code Lily Lily Lily Code true lilyc@wideworldimporters.com false [B@61046a00 true true true "{\"theme\":\"ui-darkness\",\"dateFormat\":\"dd/mm/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"simple\",\"pageLength\": 10},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 lilyc@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Finnish\",\"Bulgarian\"] ,\"HireDate\":\"2010-06-06T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"Southeast\",\"CommissionRate\":\"3.98\"}" "[\"Finnish\",\"Bulgarian\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@5ac6f3d5 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-01-11T08:00:00.000+02:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@5e144aa9 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "" "" 1 2013-01-11T08:00:00.000+02:00 2013-01-16T08:00:00.000+02:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@2ed4a937 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "" "" 1 2013-01-16T08:00:00.000+02:00 2013-01-22T08:00:00.000+02:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@6cc28287 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "" "" 1 2013-01-22T08:00:00.000+02:00 2013-06-03T08:00:00.000+03:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@1779c91 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "" "" 1 2013-06-03T08:00:00.000+03:00 2013-12-01T08:00:00.000+02:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@7d4adf14 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "" "" 1 2013-12-01T08:00:00.000+02:00 2013-12-06T08:00:00.000+02:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@76dc5c9b true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "" "" 1 2013-12-06T08:00:00.000+02:00 2014-04-23T08:00:00.000+03:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@ef23e7d true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "" "" 1 2014-04-23T08:00:00.000+03:00 2014-05-16T08:00:00.000+03:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@33dca826 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "" "" 1 2014-05-16T08:00:00.000+03:00 2014-06-11T08:00:00.000+03:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@18456336 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "" "" 1 2014-06-11T08:00:00.000+03:00 2014-11-07T08:00:00.000+02:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@ce9dc21 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "" "" 1 2014-11-07T08:00:00.000+02:00 2016-02-15T08:00:00.000+02:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@13f71a17 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "" "" 1 2016-02-15T08:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@45bc0dd7 true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Arabic\",\"Greek\"] ,\"HireDate\":\"2009-03-14T00:00:00\",\"Title\":\"Manager\",\"PrimarySalesTerritory\":\"Far West\",\"CommissionRate\":\"2.29\"}" "[\"Arabic\",\"Greek\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +15 Taj Shand Taj Taj Taj Shand true tajs@wideworldimporters.com false [B@76d38a85 true true true "{\"theme\":\"blitzer\",\"dateFormat\":\"dd/mm/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"numbers\",\"pageLength\": 10},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 tajs@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Arabic\",\"Greek\"] ,\"HireDate\":\"2009-03-14T00:00:00\",\"Title\":\"Manager\",\"PrimarySalesTerritory\":\"Far West\",\"CommissionRate\":\"2.29\"}" "[\"Arabic\",\"Greek\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +16 Archer Lamble Archer Archer Archer Lamble false archerl@wideworldimporters.com false [B@341958aa true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 archerl@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 +16 Archer Lamble Archer Archer Archer Lamble false archerl@wideworldimporters.com false [B@1f15cb9c true true true "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 archerl@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Greek\"] ,\"HireDate\":\"2009-05-13T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"Plains\",\"CommissionRate\":\"1.88\"}" "[\"Greek\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +16 Archer Lamble Archer Archer Archer Lamble false archerl@wideworldimporters.com false [B@3a62bf1c true true true "{\"theme\":\"humanity\",\"dateFormat\":\"mm/dd/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"full_numbers\",\"pageLength\": 25},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 archerl@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Greek\"] ,\"HireDate\":\"2009-05-13T00:00:00\",\"Title\":\"Team Member\",\"PrimarySalesTerritory\":\"Plains\",\"CommissionRate\":\"1.88\"}" "[\"Greek\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +17 Piper Koch Piper Piper Piper Koch true piperk@wideworldimporters.com false [B@500f9d77 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 piperk@wideworldimporters.com "" "" "" 1 2013-01-19T08:00:00.000+02:00 2013-03-31T08:00:00.000+03:00 +17 Piper Koch Piper Piper Piper Koch true piperk@wideworldimporters.com false [B@2ead53d4 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 piperk@wideworldimporters.com "" "" "" 1 2013-03-31T08:00:00.000+03:00 2013-06-04T08:00:00.000+03:00 +17 Piper Koch Piper Piper Piper Koch true piperk@wideworldimporters.com false [B@1fd524b6 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 piperk@wideworldimporters.com "" "" "" 1 2013-06-04T08:00:00.000+03:00 2013-12-20T08:00:00.000+02:00 +17 Piper Koch Piper Piper Piper Koch true piperk@wideworldimporters.com false [B@3060f20f true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 piperk@wideworldimporters.com "" "" "" 1 2013-12-20T08:00:00.000+02:00 2014-04-24T08:00:00.000+03:00 +17 Piper Koch Piper Piper Piper Koch true piperk@wideworldimporters.com false [B@1c282551 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 piperk@wideworldimporters.com "" "" "" 1 2014-04-24T08:00:00.000+03:00 2015-03-03T08:00:00.000+02:00 +17 Piper Koch Piper Piper Piper Koch true piperk@wideworldimporters.com false [B@58dfe6f3 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 piperk@wideworldimporters.com "" "" "" 1 2015-03-03T08:00:00.000+02:00 2015-03-26T08:00:00.000+02:00 +17 Piper Koch Piper Piper Piper Koch true piperk@wideworldimporters.com false [B@6e1999ca true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 piperk@wideworldimporters.com "" "" "" 1 2015-03-26T08:00:00.000+02:00 2016-05-31T23:13:00.000+03:00 +17 Piper Koch Piper Piper Piper Koch true piperk@wideworldimporters.com false [B@595efe8c true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 piperk@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Romanian\",\"Portuguese\"] ,\"HireDate\":\"2011-10-15T00:00:00\",\"Title\":\"Manager\"}" "[\"Romanian\",\"Portuguese\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +17 Piper Koch Piper Piper Piper Koch true piperk@wideworldimporters.com false [B@4015a5b true true false "{\"theme\":\"dark-hive\",\"dateFormat\":\"mm/dd/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"full\",\"pageLength\": 50},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 piperk@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Romanian\",\"Portuguese\"] ,\"HireDate\":\"2011-10-15T00:00:00\",\"Title\":\"Manager\"}" "[\"Romanian\",\"Portuguese\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +17 Piper Koch Piper Piper Piper Koch true piperk@wideworldimporters.com false [B@23cecc56 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 piperk@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-01-19T08:00:00.000+02:00 +18 Katie Darwin Katie Katie Katie Darwin true katied@wideworldimporters.com false [B@13bd62c true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 katied@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-08-22T08:00:00.000+03:00 +18 Katie Darwin Katie Katie Katie Darwin true katied@wideworldimporters.com false [B@2f3fe219 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 katied@wideworldimporters.com "" "" "" 1 2013-08-22T08:00:00.000+03:00 2014-06-10T08:00:00.000+03:00 +18 Katie Darwin Katie Katie Katie Darwin true katied@wideworldimporters.com false [B@21e2a627 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 katied@wideworldimporters.com "" "" "" 1 2014-06-10T08:00:00.000+03:00 2014-09-16T08:00:00.000+03:00 +18 Katie Darwin Katie Katie Katie Darwin true katied@wideworldimporters.com false [B@741b6231 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 katied@wideworldimporters.com "" "" "" 1 2014-09-16T08:00:00.000+03:00 2016-05-31T23:13:00.000+03:00 +18 Katie Darwin Katie Katie Katie Darwin true katied@wideworldimporters.com false [B@2b4e4028 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 katied@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Estonian\",\"Romanian\"] ,\"HireDate\":\"2008-07-12T00:00:00\",\"Title\":\"Team Member\"}" "[\"Estonian\",\"Romanian\"]" 1 2016-05-31T23:13:00.000+03:00 2016-05-31T23:14:00.000+03:00 +18 Katie Darwin Katie Katie Katie Darwin true katied@wideworldimporters.com false [B@7b314072 true true false "{\"theme\":\"ui-darkness\",\"dateFormat\":\"mm/dd/yy\",\"timeZone\": \"PST\",\"table\":{\"pagingType\":\"simple_numbers\",\"pageLength\": 10},\"favoritesOnDashboard\":true}" (415) 555-0102 (415) 555-0103 katied@wideworldimporters.com "" "{ \"OtherLanguages\": [\"Estonian\",\"Romanian\"] ,\"HireDate\":\"2008-07-12T00:00:00\",\"Title\":\"Team Member\"}" "[\"Estonian\",\"Romanian\"]" 1 2016-05-31T23:14:00.000+03:00 9999-12-31T23:59:59.999+02:00 +19 Jai Shand Jai Jai Jai Shand true jais@wideworldimporters.com false [B@4f5602ad true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 jais@wideworldimporters.com "" "" "" 1 2013-01-01T00:00:00.000+02:00 2013-01-06T08:00:00.000+02:00 +19 Jai Shand Jai Jai Jai Shand true jais@wideworldimporters.com false [B@6073fb9c true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 jais@wideworldimporters.com "" "" "" 1 2013-01-06T08:00:00.000+02:00 2013-01-21T08:00:00.000+02:00 +19 Jai Shand Jai Jai Jai Shand true jais@wideworldimporters.com false [B@3965a8ba true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 jais@wideworldimporters.com "" "" "" 1 2013-01-21T08:00:00.000+02:00 2013-02-14T08:00:00.000+02:00 +19 Jai Shand Jai Jai Jai Shand true jais@wideworldimporters.com false [B@48a65d34 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 jais@wideworldimporters.com "" "" "" 1 2013-02-14T08:00:00.000+02:00 2013-03-11T08:00:00.000+02:00 +19 Jai Shand Jai Jai Jai Shand true jais@wideworldimporters.com false [B@379a7de7 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 jais@wideworldimporters.com "" "" "" 1 2013-03-11T08:00:00.000+02:00 2013-04-15T08:00:00.000+03:00 +19 Jai Shand Jai Jai Jai Shand true jais@wideworldimporters.com false [B@484acf93 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 jais@wideworldimporters.com "" "" "" 1 2013-04-15T08:00:00.000+03:00 2013-04-19T08:00:00.000+03:00 +19 Jai Shand Jai Jai Jai Shand true jais@wideworldimporters.com false [B@5cfe9e58 true true false "{ \"theme\": \"defaultblue\", \"layout\": \"default\", \"dateformat\": \"m/d/yy\", \"timezoneoffset\": \"-8\", \"favoritesondashboard\": \"true\" }" (415) 555-0102 (415) 555-0103 jais@wideworldimporters.com "" "" "" 1 2013-04-19T08:00:00.000+03:00 2013-05-12T08:00:00.000+03:00 \ No newline at end of file diff --git a/data_product/src/tests/helpers.py b/data_product/src/tests/helpers.py new file mode 100644 index 0000000..5884fee --- /dev/null +++ b/data_product/src/tests/helpers.py @@ -0,0 +1,34 @@ +from pyspark.sql import DataFrame + +from data_product_microsoft_wwi.loaders.common import SessionInit +from tests.conftest import SRS_SCHEMAS +from tests.conftest import fixtures_path + + +def tsv_loader(table_path, schema_name, spark_session_init): + return (spark_session_init.read.format("csv") + .option('header', True) + .option('sep', '\t') + .load(f'{fixtures_path}/{table_path}', schema=SRS_SCHEMAS.get(schema_name))) + + +class CSVReader(SessionInit): + """ + Read CSV and hold DataFrame + """ + + def __init__(self): + self._data_frames = {} + + def get_data_frame(self, table_path: str, schema) -> DataFrame: + if self._data_frames.get(table_path): + return self._data_frames.get(table_path) + + spark_session = self.get_spark_session() + + self._data_frames[table_path] = (spark_session.read.format("csv") + .option('header', True) + .option('sep', '\t') + .load(table_path, schema=schema)) + + return self._data_frames[table_path] diff --git a/data_product/src/tests/loaders/test_filter.py b/data_product/src/tests/loaders/test_filter.py new file mode 100644 index 0000000..b0e59bf --- /dev/null +++ b/data_product/src/tests/loaders/test_filter.py @@ -0,0 +1,63 @@ +import arrow +import pytest +from pyspark.sql.utils import AnalysisException + +from data_product_microsoft_wwi.configuration import OutputFactTableName, \ + output_transformed_tables_primary_keys_names +from data_product_microsoft_wwi.loaders.filter import DataFilter +from tests.conftest import DEST_SCHEMAS, fixtures_path +from tests.helpers import CSVReader + + +@pytest.fixture(scope="function") +def required_dataframe_fixture(request): + reader = CSVReader() + dimensions_response = {} + + for dimension in request.param: + dimensions_response[dimension[0]] = reader.get_data_frame(f"{fixtures_path}/{dimension[1]}", dimension[2]) + + return dimensions_response + + +@pytest.mark.parametrize("sales_fact_transformed_params", [(34, 'filter/fact_sale_trim.csv'), + (35, 'filter/fact_sale_trim_not_in_sequence.csv')]) +def test_filter_offset(spark_session, mocker, sales_fact_transformed_params: tuple): + reader_csv = CSVReader() + fact_sale_df = reader_csv.get_data_frame(f"{fixtures_path}/{sales_fact_transformed_params[1]}", + DEST_SCHEMAS['Sale']) + + reader_delta_mock = mocker.MagicMock() + reader_delta_mock.get_transformed_df = mocker.Mock(return_value=fact_sale_df) + + offset = DataFilter().get_offset(reader_delta_mock, OutputFactTableName.SALE, + output_transformed_tables_primary_keys_names) + + assert offset == sales_fact_transformed_params[0] + 1 + + +def test_filter_offset_error(mocker): + """ + Find offset if delta table has not been created yet + """ + reader_delta_mock = mocker.MagicMock() + reader_delta_mock.get_transformed_df = mocker.Mock(side_effect=AnalysisException('foo', None)) + + offset = DataFilter().get_offset(reader_delta_mock, OutputFactTableName.SALE, + output_transformed_tables_primary_keys_names) + + assert offset == 0 + + +@pytest.mark.parametrize("required_dataframe_fixture, expected", + [((('sales', 'filter/fact_sale_trim.csv', DEST_SCHEMAS['Sale']),), '2022-07-25')], + indirect=["required_dataframe_fixture"]) +def test_get_since_date(mocker, required_dataframe_fixture, expected): + data_frame_filter = DataFilter() + reader_delta_mock = mocker.MagicMock() + reader_delta_mock.get_transformed_df = mocker.Mock(return_value=required_dataframe_fixture['sales']) + + date_time_since = data_frame_filter.get_since_date(reader_delta_mock, OutputFactTableName.SALE, + 'RawDataLoadDatetime') + + assert arrow.get(expected).format('YYYY-MM-DD') == arrow.get(date_time_since).format('YYYY-MM-DD') diff --git a/data_product/src/tests/loaders/test_readers.py b/data_product/src/tests/loaders/test_readers.py new file mode 100644 index 0000000..6bd9d13 --- /dev/null +++ b/data_product/src/tests/loaders/test_readers.py @@ -0,0 +1,15 @@ +import pytest + +from data_product_microsoft_wwi.loaders import DeltaReader +from data_product_microsoft_wwi.loaders.readers import DataReaderAbstract + + +def test_reader_create(): + reader0 = DeltaReader('', '', '', '') + reader1 = DeltaReader('', '', '', '') + assert reader0 == reader1 + + +def test_try_to_create_abstract_instance(): + with pytest.raises(TypeError): + _ = DataReaderAbstract() diff --git a/data_product/src/tests/transformers/test_create_calendar.py b/data_product/src/tests/transformers/test_create_calendar.py new file mode 100644 index 0000000..0df84e7 --- /dev/null +++ b/data_product/src/tests/transformers/test_create_calendar.py @@ -0,0 +1,44 @@ +import arrow +from pyspark.sql.types import Row + +from data_product_microsoft_wwi.loaders.calendar import CalendarCreate +from tests.conftest import DEST_SCHEMAS + + +def test_calendar_check_schema(spark_session): + cc = CalendarCreate(arrow.get('2000-01-01').date()) + calendar = cc.get_calendar_dataframe() + + assert DEST_SCHEMAS['Date'] == calendar.schema + + +def test_calendar_start(spark_session): + cc = CalendarCreate(arrow.get('2000-01-01').date()) + calendar = cc.get_calendar_dataframe() + + assert calendar.agg({"Date": "min"}).collect()[0][0] == arrow.get('2000-01-01').date() + + +def test_calendar_structure(spark_session): + cc = CalendarCreate(arrow.get('2000-01-01').date()) + calendar = cc.get_calendar_dataframe() + calendar_date = calendar.where(calendar.Date == arrow.get('2000-01-01').date()) + + assert 1 == calendar_date.count() + + synthetic_row: Row = calendar_date.select( + [c for c in calendar_date.columns]).first() + + assert synthetic_row['DayNumber'] == 1 + assert synthetic_row['Day'] == 1 + assert synthetic_row['Month'] == 'January' + assert synthetic_row['ShortMonth'] == 'Jan' + assert synthetic_row['CalendarMonthNumber'] == 1 + assert synthetic_row['CalendarMonthLabel'] == 'CY2000-Jan' + assert synthetic_row['CalendarYear'] == 2000 + assert synthetic_row['CalendarYearLabel'] == 'CY2000' + assert synthetic_row['FiscalMonthNumber'] == 3 + assert synthetic_row['FiscalMonthLabel'] == 'FY2000-Jan' + assert synthetic_row['FiscalYear'] == 2000 + assert synthetic_row['FiscalYearLabel'] == 'FY2000' + assert synthetic_row['ISOWeekNumber'] == 52 diff --git a/data_product/src/tests/transformers/test_id_generator.py b/data_product/src/tests/transformers/test_id_generator.py new file mode 100644 index 0000000..4215bac --- /dev/null +++ b/data_product/src/tests/transformers/test_id_generator.py @@ -0,0 +1,75 @@ +import datetime + +import pytest +from pyspark.sql import SparkSession, Row +from pyspark.sql.types import StructType, StructField, StringType, IntegerType, TimestampType + +from data_product_microsoft_wwi.transformers.id_generator import zip_with_row_number_as_key, zip_with_key + + +@pytest.fixture() +def generate_dataframe(spark_session): + data = [(1, "James", "", "Smith", datetime.datetime(2020, 5, 17, 12)), + (2, "Michael", "Rose", "", datetime.datetime(2020, 5, 17, 13)), + (34, "Robert", "", "Williams", datetime.datetime(2020, 5, 17, 15)), + (57, "Maria", "Anne", "Jones", datetime.datetime(2020, 5, 17, 13)), + (56, "Jen", "Mary", "Brown", datetime.datetime(2020, 5, 17, 16))] + + schema = StructType( + [ + StructField("id", IntegerType(), True), + StructField("firstname", StringType(), True), + StructField("middlename", StringType(), True), + StructField("lastname", StringType(), True), + StructField("ValidFrom", TimestampType(), True) + ] + ) + spark_session = SparkSession.getActiveSession() + test_data = spark_session.createDataFrame(data=data, schema=schema) + + return test_data + + +def test_id_generator_key_first(generate_dataframe): + test_data_key = zip_with_row_number_as_key(generate_dataframe, key_name='KeyID') + + assert test_data_key.columns[0] == 'KeyID' + + +def test_id_generator_key_last(generate_dataframe): + test_data_key = zip_with_row_number_as_key(generate_dataframe, key_name='KeyID', key_first=False) + + assert test_data_key.columns[-1] == 'KeyID' + + +def test_id_generator_order_by(generate_dataframe): + test_data_key = zip_with_row_number_as_key(generate_dataframe, key_name='KeyID', order_by='id') + ordered_by_key = test_data_key.orderBy('KeyID').select('id').collect() + ordered_by_value = test_data_key.orderBy('id').select('id').collect() + assert ordered_by_value == ordered_by_key + + +def test_zip_with_key_key_first(generate_dataframe): + test_data_key = zip_with_key(generate_dataframe, key_name='KeyID', key_first=True) + + assert test_data_key.columns[0] == 'KeyID' + assert test_data_key.select('KeyID').collect() \ + == [Row(KeyID=0), Row(KeyID=1), Row(KeyID=2), Row(KeyID=3), Row(KeyID=4)] + + +def test_zip_with_key_key_last(generate_dataframe): + test_data_key = zip_with_key(generate_dataframe, key_name='KeyID', key_first=False) + + assert test_data_key.columns[-1] == 'KeyID' + assert test_data_key.select('KeyID').collect() \ + == [Row(KeyID=0), Row(KeyID=1), Row(KeyID=2), Row(KeyID=3), Row(KeyID=4)] + + +@pytest.mark.parametrize('offset', [1, 5, 10]) +def test_zip_with_key_offset(generate_dataframe, offset): + test_data_key = zip_with_key(generate_dataframe, key_name='KeyID', offset=offset) + + assert test_data_key.columns[0] == 'KeyID' + assert test_data_key.select('KeyID').collect() \ + == [Row(KeyID=offset+0), Row(KeyID=offset+1), Row(KeyID=offset+2), Row(KeyID=offset+3), Row(KeyID=offset+4)] + diff --git a/data_product/src/tests/transformers/test_transform_city.py b/data_product/src/tests/transformers/test_transform_city.py new file mode 100644 index 0000000..1e59095 --- /dev/null +++ b/data_product/src/tests/transformers/test_transform_city.py @@ -0,0 +1,115 @@ +from datetime import datetime + +import pyspark.sql.functions as F +import pytest +from pyspark.sql import SparkSession +from pyspark.sql.window import Window + +from data_product_microsoft_wwi.transformers import transform_city +from data_product_microsoft_wwi.transformers.config import VALID_FROM, VALID_TO +from tests.conftest import DEST_SCHEMAS, SRS_SCHEMAS, fixtures_path +from tests.helpers import CSVReader + +HEAD_ROW_STRUCTURE = (0, 0, 'Unknown', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', None, 0, None, None, 0, 0.0, 0.0) + + +@pytest.fixture(params=[ + (['cities', 'Application/Cities', SRS_SCHEMAS['Cities']], + ['countries', 'Application/Countries', SRS_SCHEMAS['Countries']], + ['state_provinces', 'Application/StateProvinces', SRS_SCHEMAS['StateProvinces']]) +]) +def required_dimensions_fixture(spark_session, request): + reader = CSVReader() + dimensions_response = {} + + for dimension in request.param: + dimensions_response[dimension[0]] = reader.get_data_frame(f"{fixtures_path}/{dimension[1]}", dimension[2]) + + return dimensions_response + + +def test_check_schema(required_dimensions_fixture): + city = transform_city( + cities=required_dimensions_fixture['cities'], + countries=required_dimensions_fixture['countries'], + state_provinces=required_dimensions_fixture['state_provinces'] + ) + + assert DEST_SCHEMAS['City'] == city.schema + + +def test_check_first_row_if_offset_is_0(required_dimensions_fixture): + spark_session = SparkSession.getActiveSession() + + cities_df = transform_city( + cities=required_dimensions_fixture['cities'], + countries=required_dimensions_fixture['countries'], + state_provinces=required_dimensions_fixture['state_provinces'] + ) + + excepted_df = (spark_session.createDataFrame([HEAD_ROW_STRUCTURE], DEST_SCHEMAS['City']) + .withColumn('ValidFrom', F.to_timestamp(F.lit(VALID_FROM), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('ValidTo', F.to_timestamp(F.lit(VALID_TO), "yyyy-MM-dd HH:mm:ss.SSSSSSS"))) + + assert excepted_df.head() == cities_df.head() + + +def test_cities_key_range(required_dimensions_fixture): + cities_transformed_city_key = transform_city( + cities=required_dimensions_fixture['cities'], + countries=required_dimensions_fixture['countries'], + state_provinces=required_dimensions_fixture['state_provinces'] + ).select('CityKey') + + rows = [] + [rows.append(row[0]) for row in cities_transformed_city_key.collect()] + + assert rows == [*range(0, len(rows), 1)] + + +def test_cities_coincidence_id_name(required_dimensions_fixture): + cities_transformed = transform_city( + cities=required_dimensions_fixture['cities'], + countries=required_dimensions_fixture['countries'], + state_provinces=required_dimensions_fixture['state_provinces'] + ) + + cities_transformed_dist_id = cities_transformed.select('WWICityID', 'City', 'StateProvince').distinct() \ + .withColumn("IsDistinct", F.count('WWICityID').over(Window.partitionBy("City", "StateProvince"))) + + assert cities_transformed_dist_id.agg({"IsDistinct": "max"}).collect()[0][0] < 2 + + +def test_city_valid_to_filter(required_dimensions_fixture): + """ + Check ValidFrom ValidTo filtering + """ + transformed_city = transform_city( + cities=required_dimensions_fixture['cities'], + countries=required_dimensions_fixture['countries'], + state_provinces=required_dimensions_fixture['state_provinces'] + ) + + assert 0 == transformed_city.select().filter(F.col('ValidTo') <= F.col('ValidFrom')).count() + + +def test_city_date_to(required_dimensions_fixture): + to = datetime(year=2014, month=3, day=1) + cities_transformed = transform_city( + cities=required_dimensions_fixture['cities'], + countries=required_dimensions_fixture['countries'], + state_provinces=required_dimensions_fixture['state_provinces'], + to=to + ) + + assert cities_transformed.agg({"ValidFrom": "max"}).collect()[0][0] <= to + + +def test_empty_df(required_dimensions_fixture): + cities_transformed = transform_city( + cities=required_dimensions_fixture['cities'], + countries=required_dimensions_fixture['countries'], + state_provinces=required_dimensions_fixture['state_provinces'] + ) + + assert cities_transformed.count() > 1 diff --git a/data_product/src/tests/transformers/test_transform_customer.py b/data_product/src/tests/transformers/test_transform_customer.py new file mode 100644 index 0000000..5aa221f --- /dev/null +++ b/data_product/src/tests/transformers/test_transform_customer.py @@ -0,0 +1,122 @@ +from datetime import datetime + +import pyspark.sql.functions as F +import pytest +from pyspark.sql import SparkSession +from pyspark.sql.window import Window + +from data_product_microsoft_wwi.transformers import transform_customer +from data_product_microsoft_wwi.transformers.config import VALID_FROM, VALID_TO +from tests.conftest import DEST_SCHEMAS, SRS_SCHEMAS, fixtures_path +from tests.helpers import CSVReader + +HEAD_ROW_STRUCTURE = (0, 0, 'Unknown', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', None, None, 0) + + +@pytest.fixture(params=[ + (['customers', 'Sales/Customers', SRS_SCHEMAS['Customers']], + ['customer_categories', 'Sales/CustomerCategories', SRS_SCHEMAS['CustomerCategories']], + ['buying_groups', 'Sales/BuyingGroups', SRS_SCHEMAS['BuyingGroups']], + ['people', 'Application/People', SRS_SCHEMAS['People']]) +]) +def required_dimensions_fixture(spark_session, request): + reader = CSVReader() + dimensions_response = {} + + for dimension in request.param: + dimensions_response[dimension[0]] = reader.get_data_frame(f"{fixtures_path}/{dimension[1]}", dimension[2]) + + return dimensions_response + + +def test_check_schema(required_dimensions_fixture): + customer = transform_customer( + customers=required_dimensions_fixture['customers'], + customer_categories=required_dimensions_fixture['customer_categories'], + buying_groups=required_dimensions_fixture['buying_groups'], + people=required_dimensions_fixture['people'] + ) + + assert DEST_SCHEMAS['Customer'] == customer.schema + + +def test_check_first_row_if_offset_is_0(required_dimensions_fixture): + spark_session = SparkSession.getActiveSession() + + customer = transform_customer( + customers=required_dimensions_fixture['customers'], + customer_categories=required_dimensions_fixture['customer_categories'], + buying_groups=required_dimensions_fixture['buying_groups'], + people=required_dimensions_fixture['people'] + ) + + excepted_df = (spark_session.createDataFrame([HEAD_ROW_STRUCTURE], DEST_SCHEMAS['Customer']) + .withColumn('ValidFrom', F.to_timestamp(F.lit(VALID_FROM), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('ValidTo', F.to_timestamp(F.lit(VALID_TO), "yyyy-MM-dd HH:mm:ss.SSSSSSS"))) + + assert excepted_df.head() == customer.head() + + +def test_customer_key_range(required_dimensions_fixture): + customers_transformed_customer_key = transform_customer( + customers=required_dimensions_fixture['customers'], + customer_categories=required_dimensions_fixture['customer_categories'], + buying_groups=required_dimensions_fixture['buying_groups'], + people=required_dimensions_fixture['people'] + ).select('CustomerKey') + + rows = [] + [rows.append(row[0]) for row in customers_transformed_customer_key.collect()] + + assert rows == [*range(0, len(rows), 1)] + + +def test_customer_coincidence_id_name(required_dimensions_fixture): + customers_transformed = transform_customer( + customers=required_dimensions_fixture['customers'], + customer_categories=required_dimensions_fixture['customer_categories'], + buying_groups=required_dimensions_fixture['buying_groups'], + people=required_dimensions_fixture['people']) + + customers_transformed_dist_id = customers_transformed.select('WWICustomerID', 'Customer').distinct() \ + .withColumn("IsDistinct", F.count('WWICustomerID').over(Window.partitionBy("Customer"))) + + assert customers_transformed_dist_id.agg({"IsDistinct": "max"}).collect()[0][0] < 2 + + +@pytest.mark.skip(reason="test hase en error on remote env") +def test_customer_valid_to_filter(required_dimensions_fixture): + """ + Check ValidFrom ValidTo filtering + """ + customers_transformed = transform_customer( + customers=required_dimensions_fixture['customers'], + customer_categories=required_dimensions_fixture['customer_categories'], + buying_groups=required_dimensions_fixture['buying_groups'], + people=required_dimensions_fixture['people'] + ) + assert 0 == customers_transformed.select().filter(F.col('ValidTo') <= F.col('ValidFrom')).count() + + +def test_customer_date_to(required_dimensions_fixture): + to = datetime(year=2014, month=3, day=1) + customers_transformed = transform_customer( + customers=required_dimensions_fixture['customers'], + customer_categories=required_dimensions_fixture['customer_categories'], + buying_groups=required_dimensions_fixture['buying_groups'], + people=required_dimensions_fixture['people'], + to=to + ) + + assert customers_transformed.agg({"ValidFrom": "max"}).collect()[0][0] <= to + + +def test_empty_df(required_dimensions_fixture): + customers_transformed = transform_customer( + customers=required_dimensions_fixture['customers'], + customer_categories=required_dimensions_fixture['customer_categories'], + buying_groups=required_dimensions_fixture['buying_groups'], + people=required_dimensions_fixture['people'] + ) + + assert customers_transformed.count() > 1 diff --git a/data_product/src/tests/transformers/test_transform_employee.py b/data_product/src/tests/transformers/test_transform_employee.py new file mode 100644 index 0000000..a797323 --- /dev/null +++ b/data_product/src/tests/transformers/test_transform_employee.py @@ -0,0 +1,113 @@ +from datetime import datetime + +import arrow +import pyspark.sql.functions as F +import pytest +from pyspark.sql import SparkSession +from pyspark.sql.window import Window + +from data_product_microsoft_wwi.transformers import transform_employee +from data_product_microsoft_wwi.transformers.config import VALID_FROM, VALID_TO +from tests.conftest import DEST_SCHEMAS, SRS_SCHEMAS, fixtures_path +from tests.helpers import CSVReader + +HEAD_ROW_STRUCTURE = (0, 0, 'Unknown', 'N/A', False, None, None, None, 0) + + +@pytest.fixture(params=[ + (['people', 'Application/People', SRS_SCHEMAS['People']],) +]) +def required_dimensions_fixture(spark_session, request): + reader = CSVReader() + dimensions_response = {} + + for dimension in request.param: + dimensions_response[dimension[0]] = reader.get_data_frame(f"{fixtures_path}/{dimension[1]}", dimension[2]) + + return dimensions_response + + +def test_check_schema(required_dimensions_fixture): + employee = transform_employee(required_dimensions_fixture['people']) + + assert DEST_SCHEMAS['Employee'] == employee.schema + + +def test_check_dataframe_structure(required_dimensions_fixture): + spark_session = SparkSession.getActiveSession() + + people_transformed = transform_employee(required_dimensions_fixture['people']) + + excepted_df = (spark_session.createDataFrame([HEAD_ROW_STRUCTURE], DEST_SCHEMAS['Employee']) + .withColumn('ValidFrom', F.to_timestamp(F.lit(VALID_FROM), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('ValidTo', F.to_timestamp(F.lit(VALID_TO), "yyyy-MM-dd HH:mm:ss.SSSSSSS"))) + + assert excepted_df.head() == people_transformed.head() + + +def test_check_lineage_key(required_dimensions_fixture): + people_df = required_dimensions_fixture['people'] + people_transformed = transform_employee(people_df) + amount_people_transformed = people_transformed.count() + + filtered_employees_before_transform = people_df.where(people_df.IsEmployee == 1).count() + + assert 0 == (amount_people_transformed - filtered_employees_before_transform) + assert 1 == people_transformed.where(people_transformed.LineageKey == 0).count() + + +def test_employee_key_range(required_dimensions_fixture): + people_transformed_employee_key_df = transform_employee(required_dimensions_fixture['people']).select('EmployeeKey') + + rows = [] + [rows.append(row[0]) for row in people_transformed_employee_key_df.collect()] + + assert rows == [*range(0, len(rows), 1)] + + +def test_employee_coincidence_id_name(required_dimensions_fixture): + people_transformed = transform_employee(required_dimensions_fixture['people']) + + people_transformed_dist_id = people_transformed.select('WWIEmployeeID', 'Employee').distinct() \ + .withColumn("IsDistinct", F.count('WWIEmployeeID').over(Window.partitionBy("Employee"))) + + assert people_transformed_dist_id.agg({"IsDistinct": "max"}).collect()[0][0] < 2 + + +def test_employee_valid_to_filter(required_dimensions_fixture): + """ + Check ValidFrom ValidTo filtering + """ + + people_transformed = transform_employee(required_dimensions_fixture['people']) + + assert 0 == people_transformed.select().filter(F.col('ValidTo') <= F.col('ValidFrom')).count() + + +def test_employee_date_to(required_dimensions_fixture): + to = datetime(year=2014, month=3, day=1) + result = transform_employee(required_dimensions_fixture['people'], to=to) + + assert result.agg({"ValidFrom": "max"}).collect()[0][0] <= to + + +def test_empty_df(required_dimensions_fixture): + people_transformed = transform_employee(required_dimensions_fixture['people']) + + assert people_transformed.count() > 1 + + +def test_employee_with_the_same_valid_from_valid_to(required_dimensions_fixture): + people = transform_employee(required_dimensions_fixture['people']) + employee_with_the_same_valid_from_valid_to = people.filter(F.col("ValidFrom") == F.col("ValidTo")).count() + + assert employee_with_the_same_valid_from_valid_to == 0 + + +def test_employee_inc_loading_if_date_to_less_available_data(required_dimensions_fixture): + employee = transform_employee(required_dimensions_fixture['people'], arrow.get('2012-12-31').datetime) + assert DEST_SCHEMAS['Employee'] == employee.schema + assert 0 == employee.count() + + employee = transform_employee(required_dimensions_fixture['people'], arrow.get('2014-12-31').datetime) + assert 3 == employee.count() diff --git a/data_product/src/tests/transformers/test_transform_fact_order.py b/data_product/src/tests/transformers/test_transform_fact_order.py new file mode 100644 index 0000000..b7d4806 --- /dev/null +++ b/data_product/src/tests/transformers/test_transform_fact_order.py @@ -0,0 +1,102 @@ +import pytest +from datetime import datetime +from pyspark.sql.functions import * + +from data_product_microsoft_wwi.transformers import transform_fact_order, transform_city, transform_customer, \ + transform_stock_item, transform_employee +from tests.conftest import SRS_SCHEMAS, DEST_SCHEMAS, fixtures_path +from tests.helpers import CSVReader + + +@pytest.fixture(params=[ + (['sales_orders', 'Sales/Orders', SRS_SCHEMAS['SalesOrders']], + ['sales_orderlines', 'Sales/OrderLines', SRS_SCHEMAS['SalesOrderLines']], + ['warehouse_packagetypes', 'Warehouse/PackageTypes', SRS_SCHEMAS['WarehousePackageTypes']], + ['customers', 'Sales/Customers', SRS_SCHEMAS['Customers']], + ['cities', 'Application/Cities', SRS_SCHEMAS['Cities']], + ['countries', 'Application/Countries', SRS_SCHEMAS['Countries']], + ['state_provinces', 'Application/StateProvinces', SRS_SCHEMAS['StateProvinces']], + ['customer_categories', 'Sales/CustomerCategories', SRS_SCHEMAS['CustomerCategories']], + ['buying_groups', 'Sales/BuyingGroups', SRS_SCHEMAS['BuyingGroups']], + ['people', 'Application/People', SRS_SCHEMAS['People']], + ['colors', 'Warehouse/Colors', SRS_SCHEMAS['Colors']], + ['stock_groups', 'Warehouse/StockGroups', SRS_SCHEMAS['StockGroups']], + ['stock_items', 'Warehouse/StockItems', SRS_SCHEMAS['StockItems']], + ['stock_item_stock_groups', 'Warehouse/StockItemStockGroups', SRS_SCHEMAS['StockItemStockGroups']], + ['package_types', 'Warehouse/PackageTypes', SRS_SCHEMAS['PackageTypes']] + ) +]) +def required_dimensions_fixture(spark_session, request): + reader = CSVReader() + dimensions_response = {} + + for dimension in request.param: + dimensions_response[dimension[0]] = reader.get_data_frame(f"{fixtures_path}/{dimension[1]}", dimension[2]) + + return dimensions_response + + +def test_fact_order_schema(required_dimensions_fixture): + fact_order_df = transform_fact_order( + sales_orders=required_dimensions_fixture["sales_orders"], + sales_orderlines=required_dimensions_fixture["sales_orderlines"], + warehouse_package_types=required_dimensions_fixture["warehouse_packagetypes"], + sales_customers=required_dimensions_fixture["customers"], + dimension_city=transform_city( + cities=required_dimensions_fixture['cities'], + countries=required_dimensions_fixture['countries'], + state_provinces=required_dimensions_fixture['state_provinces'] + ), + dimension_customer=transform_customer( + customers=required_dimensions_fixture['customers'], + customer_categories=required_dimensions_fixture['customer_categories'], + buying_groups=required_dimensions_fixture['buying_groups'], + people=required_dimensions_fixture['people'] + ), + dimension_stock_item=transform_stock_item( + colors=required_dimensions_fixture['colors'], + stock_groups=required_dimensions_fixture['stock_groups'], + stock_items=required_dimensions_fixture['stock_items'], + stock_item_stock_groups=required_dimensions_fixture['stock_item_stock_groups'], + package_types=required_dimensions_fixture['package_types'] + ), + dimension_employee=transform_employee(required_dimensions_fixture['people']) + ) + + assert fact_order_df.schema == DEST_SCHEMAS["FactOrder"] + + +def test_fact_order_date_filters(required_dimensions_fixture): + date_time_since = datetime.strptime("2013-12-31 23:00:00", "%Y-%m-%d %H:%M:%S") + load_to = datetime.strptime("2014-01-01 01:00:00", "%Y-%m-%d %H:%M:%S") + + fact_order_df = transform_fact_order( + sales_orders=required_dimensions_fixture["sales_orders"], + sales_orderlines=required_dimensions_fixture["sales_orderlines"], + warehouse_package_types=required_dimensions_fixture["warehouse_packagetypes"], + sales_customers=required_dimensions_fixture["customers"], + dimension_city=transform_city( + cities=required_dimensions_fixture['cities'], + countries=required_dimensions_fixture['countries'], + state_provinces=required_dimensions_fixture['state_provinces'] + ), + dimension_customer=transform_customer( + customers=required_dimensions_fixture['customers'], + customer_categories=required_dimensions_fixture['customer_categories'], + buying_groups=required_dimensions_fixture['buying_groups'], + people=required_dimensions_fixture['people'] + ), + dimension_stock_item=transform_stock_item( + colors=required_dimensions_fixture['colors'], + stock_groups=required_dimensions_fixture['stock_groups'], + stock_items=required_dimensions_fixture['stock_items'], + stock_item_stock_groups=required_dimensions_fixture['stock_item_stock_groups'], + package_types=required_dimensions_fixture['package_types'] + ), + dimension_employee=transform_employee(required_dimensions_fixture['people']), + since=date_time_since, + to=load_to + ) + + assert fact_order_df.filter((col("RawDataLoadDatetime") < date_time_since) | + (col("RawDataLoadDatetime") > load_to)).count() == 0 diff --git a/data_product/src/tests/transformers/test_transform_fact_sale.py b/data_product/src/tests/transformers/test_transform_fact_sale.py new file mode 100644 index 0000000..3865e06 --- /dev/null +++ b/data_product/src/tests/transformers/test_transform_fact_sale.py @@ -0,0 +1,131 @@ +import pytest + +from data_product_microsoft_wwi.transformers import transform_city, transform_employee, \ + transform_stock_item, transform_customer, transform_fact_sale +from tests.conftest import DEST_SCHEMAS, SRS_SCHEMAS, fixtures_path +from tests.helpers import CSVReader + + +@pytest.fixture(params=[ + (['cities', 'Application/Cities', SRS_SCHEMAS['Cities']], + ['countries', 'Application/Countries', SRS_SCHEMAS['Countries']], + ['state_provinces', 'Application/StateProvinces', SRS_SCHEMAS['StateProvinces']], + ['customers', 'Sales/Customers', SRS_SCHEMAS['Customers']], + ['customer_categories', 'Sales/CustomerCategories', SRS_SCHEMAS['CustomerCategories']], + ['buying_groups', 'Sales/BuyingGroups', SRS_SCHEMAS['BuyingGroups']], + ['people', 'Application/People', SRS_SCHEMAS['People']], + ['colors', 'Warehouse/Colors', SRS_SCHEMAS['Colors']], + ['stock_groups', 'Warehouse/StockGroups', SRS_SCHEMAS['StockGroups']], + ['stock_items', 'Warehouse/StockItems', SRS_SCHEMAS['StockItems']], + ['stock_item_stock_groups', 'Warehouse/StockItemStockGroups', SRS_SCHEMAS['StockItemStockGroups']], + ['package_types', 'Warehouse/PackageTypes', SRS_SCHEMAS['PackageTypes']], + ['invoice_lines', 'Sales/InvoiceLines', SRS_SCHEMAS['InvoiceLines']], + ['invoices', 'Sales/Invoices', SRS_SCHEMAS['Invoices']]) +]) +def required_dimensions_fixture(spark_session, request): + reader = CSVReader() + dimensions_response = {} + + for dimension in request.param: + dimensions_response[dimension[0]] = reader.get_data_frame(f"{fixtures_path}/{dimension[1]}", dimension[2]) + + return dimensions_response + + +def test_check_schema(required_dimensions_fixture): + fact_sale_transformed = transform_fact_sale( + invoice_lines=required_dimensions_fixture['invoice_lines'], + invoices=required_dimensions_fixture['invoices'], + customers=required_dimensions_fixture['customers'], + stock_items=required_dimensions_fixture['stock_items'], + package_types=required_dimensions_fixture['package_types'], + dimension_employee=transform_employee(required_dimensions_fixture['people']), + dimension_city=transform_city( + cities=required_dimensions_fixture['cities'], + countries=required_dimensions_fixture['countries'], + state_provinces=required_dimensions_fixture['state_provinces'] + ), + dimension_customer=transform_customer( + customers=required_dimensions_fixture['customers'], + customer_categories=required_dimensions_fixture['customer_categories'], + buying_groups=required_dimensions_fixture['buying_groups'], + people=required_dimensions_fixture['people'] + ), + dimension_stock_item=transform_stock_item( + colors=required_dimensions_fixture['colors'], + stock_groups=required_dimensions_fixture['stock_groups'], + stock_items=required_dimensions_fixture['stock_items'], + stock_item_stock_groups=required_dimensions_fixture['stock_item_stock_groups'], + package_types=required_dimensions_fixture['package_types'] + ), + + ) + + assert DEST_SCHEMAS['Sale'] == fact_sale_transformed.schema + + +def test_sale_key_range(required_dimensions_fixture): + fact_sale_transformed_key = transform_fact_sale( + invoice_lines=required_dimensions_fixture['invoice_lines'], + invoices=required_dimensions_fixture['invoices'], + customers=required_dimensions_fixture['customers'], + stock_items=required_dimensions_fixture['stock_items'], + package_types=required_dimensions_fixture['package_types'], + dimension_employee=transform_employee(required_dimensions_fixture['people']), + dimension_city=transform_city( + cities=required_dimensions_fixture['cities'], + countries=required_dimensions_fixture['countries'], + state_provinces=required_dimensions_fixture['state_provinces'] + ), + dimension_customer=transform_customer( + customers=required_dimensions_fixture['customers'], + customer_categories=required_dimensions_fixture['customer_categories'], + buying_groups=required_dimensions_fixture['buying_groups'], + people=required_dimensions_fixture['people'] + ), + dimension_stock_item=transform_stock_item( + colors=required_dimensions_fixture['colors'], + stock_groups=required_dimensions_fixture['stock_groups'], + stock_items=required_dimensions_fixture['stock_items'], + stock_item_stock_groups=required_dimensions_fixture['stock_item_stock_groups'], + package_types=required_dimensions_fixture['package_types'] + ), + + ).select('SaleKey') + + rows = [] + [rows.append(row[0]) for row in fact_sale_transformed_key.collect()] + + assert rows == [*range(0, len(rows), 1)] + + +def test_empty_df(required_dimensions_fixture): + fact_sale_transformed = transform_fact_sale( + invoice_lines=required_dimensions_fixture['invoice_lines'], + invoices=required_dimensions_fixture['invoices'], + customers=required_dimensions_fixture['customers'], + stock_items=required_dimensions_fixture['stock_items'], + package_types=required_dimensions_fixture['package_types'], + dimension_employee=transform_employee(required_dimensions_fixture['people']), + dimension_city=transform_city( + cities=required_dimensions_fixture['cities'], + countries=required_dimensions_fixture['countries'], + state_provinces=required_dimensions_fixture['state_provinces'] + ), + dimension_customer=transform_customer( + customers=required_dimensions_fixture['customers'], + customer_categories=required_dimensions_fixture['customer_categories'], + buying_groups=required_dimensions_fixture['buying_groups'], + people=required_dimensions_fixture['people'] + ), + dimension_stock_item=transform_stock_item( + colors=required_dimensions_fixture['colors'], + stock_groups=required_dimensions_fixture['stock_groups'], + stock_items=required_dimensions_fixture['stock_items'], + stock_item_stock_groups=required_dimensions_fixture['stock_item_stock_groups'], + package_types=required_dimensions_fixture['package_types'] + ), + + ) + + assert fact_sale_transformed.count() > 0 diff --git a/data_product/src/tests/transformers/test_transform_stock_item.py b/data_product/src/tests/transformers/test_transform_stock_item.py new file mode 100644 index 0000000..0fbccfc --- /dev/null +++ b/data_product/src/tests/transformers/test_transform_stock_item.py @@ -0,0 +1,133 @@ +from datetime import datetime +from decimal import Decimal + +import pyspark.sql.functions as F +import pytest +from pyspark.sql import SparkSession +from pyspark.sql.window import Window + +from data_product_microsoft_wwi.transformers import transform_stock_item +from data_product_microsoft_wwi.transformers.config import VALID_FROM, VALID_TO +from tests.conftest import DEST_SCHEMAS, SRS_SCHEMAS, fixtures_path +from tests.helpers import CSVReader + +HEAD_ROW_STRUCTURE = (0, 0, 'Unknown', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', 0, 0, False, 'N/A', + Decimal(0.000), Decimal(0.000), Decimal(0.000), Decimal(0.000), None, None, None, 0) + + +@pytest.fixture(params=[ + (['colors', 'Warehouse/Colors', SRS_SCHEMAS['Colors']], + ['stock_groups', 'Warehouse/StockGroups', SRS_SCHEMAS['StockGroups']], + ['stock_items', 'Warehouse/StockItems', SRS_SCHEMAS['StockItems']], + ['stock_item_stock_groups', 'Warehouse/StockItemStockGroups', SRS_SCHEMAS['StockItemStockGroups']], + ['package_types', 'Warehouse/PackageTypes', SRS_SCHEMAS['PackageTypes']]) +]) +def required_dimensions_fixture(spark_session, request): + reader = CSVReader() + dimensions_response = {} + + for dimension in request.param: + dimensions_response[dimension[0]] = reader.get_data_frame(f"{fixtures_path}/{dimension[1]}", dimension[2]) + + return dimensions_response + + +def test_check_schema(required_dimensions_fixture): + stock_item = transform_stock_item( + colors=required_dimensions_fixture['colors'], + stock_groups=required_dimensions_fixture['stock_groups'], + stock_items=required_dimensions_fixture['stock_items'], + stock_item_stock_groups=required_dimensions_fixture['stock_item_stock_groups'], + package_types=required_dimensions_fixture['package_types'] + ) + + assert DEST_SCHEMAS['StockItem'] == stock_item.schema + + +def test_check_dataframe_structure(required_dimensions_fixture): + spark_session = SparkSession.getActiveSession() + + stock_item_transformed = transform_stock_item( + colors=required_dimensions_fixture['colors'], + stock_groups=required_dimensions_fixture['stock_groups'], + stock_items=required_dimensions_fixture['stock_items'], + stock_item_stock_groups=required_dimensions_fixture['stock_item_stock_groups'], + package_types=required_dimensions_fixture['package_types'] + ).orderBy(F.col('StockItemKey')) + + excepted_df = (spark_session.createDataFrame([HEAD_ROW_STRUCTURE], DEST_SCHEMAS['StockItem']) + .withColumn('ValidFrom', F.to_timestamp(F.lit(VALID_FROM), "yyyy-MM-dd HH:mm:ss.SSSSSSS")) + .withColumn('ValidTo', F.to_timestamp(F.lit(VALID_TO), "yyyy-MM-dd HH:mm:ss.SSSSSSS"))) + + assert excepted_df.head() == stock_item_transformed.head() + + +def test_stock_item_key_range(required_dimensions_fixture): + stock_item_transformed_stock_item_key = transform_stock_item( + colors=required_dimensions_fixture['colors'], + stock_groups=required_dimensions_fixture['stock_groups'], + stock_items=required_dimensions_fixture['stock_items'], + stock_item_stock_groups=required_dimensions_fixture['stock_item_stock_groups'], + package_types=required_dimensions_fixture['package_types'] + ).select('StockItemKey') + + rows = [] + [rows.append(row[0]) for row in stock_item_transformed_stock_item_key.collect()] + + assert rows == [*range(0, len(rows), 1)] + + +def test_stock_item_coincidence_id_name(required_dimensions_fixture): + stock_item_transformed = transform_stock_item( + colors=required_dimensions_fixture['colors'], + stock_groups=required_dimensions_fixture['stock_groups'], + stock_items=required_dimensions_fixture['stock_items'], + stock_item_stock_groups=required_dimensions_fixture['stock_item_stock_groups'], + package_types=required_dimensions_fixture['package_types'] + ) + + stock_item_transformed_dist_id = stock_item_transformed.select('WWIStockItemID', 'StockItem').distinct() \ + .withColumn("IsDistinct", F.count('WWIStockItemID').over(Window.partitionBy("StockItem"))) + + assert stock_item_transformed_dist_id.agg({"IsDistinct": "max"}).collect()[0][0] < 2 + + +def test_stock_item_valid_to_filter(required_dimensions_fixture): + """ + Check ValidFrom ValidTo filtering + """ + + stock_item_transformed = transform_stock_item( + colors=required_dimensions_fixture['colors'], + stock_groups=required_dimensions_fixture['stock_groups'], + stock_items=required_dimensions_fixture['stock_items'], + stock_item_stock_groups=required_dimensions_fixture['stock_item_stock_groups'], + package_types=required_dimensions_fixture['package_types'] + ) + assert 0 == stock_item_transformed.select().filter(F.col('ValidTo') <= F.col('ValidFrom')).count() + + +def test_stock_item_date_to(required_dimensions_fixture): + to = datetime(year=2014, month=3, day=1) + stock_item_transformed = transform_stock_item( + colors=required_dimensions_fixture['colors'], + stock_groups=required_dimensions_fixture['stock_groups'], + stock_items=required_dimensions_fixture['stock_items'], + stock_item_stock_groups=required_dimensions_fixture['stock_item_stock_groups'], + package_types=required_dimensions_fixture['package_types'], + to=to + ) + + assert stock_item_transformed.agg({"ValidFrom": "max"}).collect()[0][0] <= to + + +def test_empty_df(required_dimensions_fixture): + stock_item_transformed = transform_stock_item( + colors=required_dimensions_fixture['colors'], + stock_groups=required_dimensions_fixture['stock_groups'], + stock_items=required_dimensions_fixture['stock_items'], + stock_item_stock_groups=required_dimensions_fixture['stock_item_stock_groups'], + package_types=required_dimensions_fixture['package_types'] + ) + + assert stock_item_transformed.count() > 1 diff --git a/data_product/src/tests/transformers/test_transform_supplier.py b/data_product/src/tests/transformers/test_transform_supplier.py new file mode 100644 index 0000000..132e2ae --- /dev/null +++ b/data_product/src/tests/transformers/test_transform_supplier.py @@ -0,0 +1,55 @@ +import pytest +from datetime import datetime + +from data_product_microsoft_wwi.transformers import transform_supplier +from tests.conftest import SRS_SCHEMAS + + +@pytest.fixture(scope="session") +def suppliers_df(spark_session): + data_suppliers = \ + [(1, "Supplier1", 1, 1, "Ref1", 30, "12345", datetime(2021, 1, 1), datetime(2022, 1, 1), datetime(2021, 1, 1))] + schema_suppliers = SRS_SCHEMAS["Suppliers"] + return spark_session.createDataFrame(data_suppliers, schema_suppliers) + + +@pytest.fixture(scope="session") +def supplier_categories_df(spark_session): + data_supplier_categories = [(1, "Category 1", datetime(2021, 1, 1), datetime(2022, 1, 1), datetime(2021, 1, 1))] + schema_supplier_categories = SRS_SCHEMAS["SupplierCategories"] + return spark_session.createDataFrame(data_supplier_categories, schema_supplier_categories) + + +@pytest.fixture(scope="session") +def people_df(spark_session): + data_people = [( + 1, "John Doe", "John", "Johndoe", True, "john.doe", + False, "hashed_password", True, True, True, "User Preferences", + "123-456-7890", "123-456-7891", "john.doe@example.com", "", "{'A':1}", "OtherLanguages", + 1, datetime(2021, 1, 1), datetime(2022, 1, 1), datetime(2021, 1, 1) + )] + schema_people = SRS_SCHEMAS["People"] + return spark_session.createDataFrame(data_people, schema_people) + + +def test_supplier_transformed(suppliers_df, supplier_categories_df, people_df): + load_to = datetime(2025, 1, 1) + supplier_df = transform_supplier( + suppliers=suppliers_df, + supplier_categories=supplier_categories_df, + people=people_df, + to=load_to, + ) + + row = supplier_df.collect()[1] + assert row["SupplierKey"] == 1 + assert row["WWISupplierID"] == 1 + assert row["Supplier"] == "Supplier1" + assert row["Category"] == "Category 1" + assert row["PrimaryContact"] == "John Doe" + assert row["SupplierReference"] == "Ref1" + assert row["PaymentDays"] == 30 + assert row["PostalCode"] == "12345" + assert row["ValidFrom"] == datetime(2021, 1, 1) + assert row["ValidTo"] == datetime(2022, 1, 1) + assert row["LineageKey"] == 6 diff --git a/databricks.yml b/databricks.yml new file mode 100644 index 0000000..753932a --- /dev/null +++ b/databricks.yml @@ -0,0 +1,96 @@ +# This is a Databricks asset bundle definition +# See https://docs.databricks.com/dev-tools/bundles/index.html for documentation. +bundle: + name: microsoft_wwi_demo + +permissions: + - level: "CAN_MANAGE" + group_name: users + +workspace: + root_path: /Shared/${workspace.current_user.userName}/${bundle.name}/${bundle.target} + + +# Do we need targets? Make sense to leave for future modifications +targets: + demo: + default: true + +# Need to specify when wheel package is not pre-built, otherwise comment this block +artifacts: + raw: + type: whl + build: poetry build + path: ./raw + data_product: + type: whl + build: poetry build + path: ./data_product + +# For passing wheel package to workspace +sync: + include: + - ./raw/dist/*.whl + - ./data_product/dist/*.whl + +resources: + jobs: + microsoft_wwi_demo: + name: microsoft_wwi_demo + + job_clusters: + - job_cluster_key: microsoft_wwi_job_cluster + new_cluster: + node_type_id: m5d.2xlarge + spark_version: 14.3.x-scala2.12 + aws_attributes: + first_on_demand: 1 + availability: SPOT_WITH_FALLBACK + zone_id: auto + spot_bid_price_percent: 100 + ebs_volume_count: 2 + ebs_volume_type: GENERAL_PURPOSE_SSD + ebs_volume_size: 100 + spark_conf: + spark.databricks.delta.preview.enabled: "true" + spark_env_vars: + PYSPARK_PYTHON: /databricks/python3/bin/python3 + enable_elastic_disk: false + data_security_mode: SINGLE_USER + runtime_engine: PHOTON + autoscale: + min_workers: 1 + max_workers: 3 + + tasks: + - task_key: raw + job_cluster_key: microsoft_wwi_job_cluster + notebook_task: + notebook_path: ${workspace.root_path}/files/raw/bundle/databricks-notebooks/raw-microsoft-wwi/raw-microsoft-wwi + source: WORKSPACE + base_parameters: + catalog: wwi_demo + schema: 01_raw_microsoft_wwi + load_mode: incremental + load_datetime: "2015-01-01T00:00:00" + streaming_consumer_group: $Default + libraries: + - whl: ${workspace.root_path}/artifacts/.internal/raw_microsoft_wwi-1.4.0-py3-none-any.whl + - maven: + coordinates: com.microsoft.azure:spark-mssql-connector_2.12:1.2.0 + + - task_key: data_product + job_cluster_key: microsoft_wwi_job_cluster + depends_on: + - task_key: raw + notebook_task: + notebook_path: ${workspace.root_path}/files/data_product/bundle/databricks-notebooks/data-product-microsoft-wwi/data-product-microsoft-wwi + source: WORKSPACE + base_parameters: + catalog: wwi_demo + source_tables_schema: 01_raw_microsoft_wwi + destination_schema: 02_data_product_microsoft_wwi + libraries: + - whl: ${workspace.root_path}/artifacts/.internal/data_product_microsoft_wwi-1.6.0-py3-none-any.whl + - maven: + coordinates: com.microsoft.azure:spark-mssql-connector_2.12:1.2.0 diff --git a/raw/.dockerignore b/raw/.dockerignore new file mode 100644 index 0000000..1cab819 --- /dev/null +++ b/raw/.dockerignore @@ -0,0 +1,2 @@ +Dockerfile +.env \ No newline at end of file diff --git a/raw/.env.dist b/raw/.env.dist new file mode 100644 index 0000000..86a63aa --- /dev/null +++ b/raw/.env.dist @@ -0,0 +1,32 @@ +COMPOSE_PROJECT_NAME=epmadpafic_raw + +MSSQL_PORT=1433 +MSSQL_URL=localhost +MSSQL_DB_NAME=WideWorldImporters +MSSQL_SA_PASSWORD=qwe7890hJ34Hg_erff +MSSQL_SA_USER_NAME=sa + +DATABRICKS_CATALOG=spark_catalog +DATABRICKS_SCHEMA=raw_microsoft_wwi + +DELTA_TABLES_DEST=//delta-tables/destination +TEST_TABLES_DEST=//test_csv + +APP_LOG_MODE=DEBUG +SPARK_LOG_MODE=ERROR +PY4J_LOG_MODE=ERROR + +KAFKA_PORT=9092 +KAFKA_URL=localhost +KAFKA_HOSTNAME= # fix for connection timeout in case docker is running on Windows + # application is running in WSL + +KAFKA_CONNECT_WORKER_PORT=5005 +KAFKA_CONNECT_PORT=8081 +KAFKA_CONNECT_URL=localhost + +EVENT_HUBS_NAMESPACE = 'sb://{NAMESPACE}.servicebus.windows.net' +EVENT_HUBS_ACCESS_KEY_NAME = '{keyname}' +EVENT_HUBS_ACCESS_KEY = '{key}' + +CONSUMER_GROUP = '$Default' \ No newline at end of file diff --git a/raw/.flake8 b/raw/.flake8 new file mode 100644 index 0000000..cc2d133 --- /dev/null +++ b/raw/.flake8 @@ -0,0 +1,4 @@ +# Autoformatter friendly flake8 config (all formatting rules disabled) +[flake8] +extend-ignore = D1, D2, E501, W1, W2, W3, W5 +max-complexity = 10 \ No newline at end of file diff --git a/raw/.releaserc b/raw/.releaserc new file mode 100644 index 0000000..55f7db8 --- /dev/null +++ b/raw/.releaserc @@ -0,0 +1,62 @@ +{ + "branches": [ + "main" + ], + "tagFormat": "${version}", + "debug": "true", + "plugins": [ + [ + "@semantic-release/commit-analyzer", + { + "parserOpts": { + "mergePattern": "^Merged PR (\\d+): (\\w*)(?:\\(([\\w\\$\\.\\-\\* ]*)\\))?\\: (.*)$", + "mergeCorrespondence": [ + "id", + "type", + "scope", + "subject" + ], + "headerPattern": "undefined", + "headerCorrespondence": [] + } + } + ], + [ + "@semantic-release/release-notes-generator", + { + "parserOpts": { + "mergePattern": "^Merged PR (\\d+): (\\w*)(?:\\(([\\w\\$\\.\\-\\* ]*)\\))?\\: (.*)$", + "mergeCorrespondence": [ + "id", + "type", + "scope", + "subject" + ] + } + } + ], + [ + "@semantic-release/changelog", + { + "changelogFile": "CHANGELOG.md", + "changelogTitle": "# Semantic Versioning Changelog" + } + ], + [ + "@semantic-release/git", + { + "assets": [ + "CHANGELOG.md" + ] + } + ], + [ + "semantic-release-ado", + { + "varName": "version", + "setOnlyOnRelease": true, + "isOutput": true + } + ] + ] +} \ No newline at end of file diff --git a/raw/CHANGELOG.md b/raw/CHANGELOG.md new file mode 100644 index 0000000..cbe16c2 --- /dev/null +++ b/raw/CHANGELOG.md @@ -0,0 +1,23 @@ +# Semantic Versioning Changelog + +# [1.4.0](https://dev.azure.com/epma-dpaf/iacda/_git/raw-microsoft-wwi/compare/1.3.4...1.4.0) (2023-08-29) + + +### Bug Fixes + +* added mergePattern to release notes generator in .releaserc ([c82bdb6](https://dev.azure.com/epma-dpaf/iacda/_git/raw-microsoft-wwi/commit/c82bdb6f1a6e3d3629b267ad91a814aa0f194836)) +* added variable to release branch parameter in semantic_versioning.yml ([efcb04b](https://dev.azure.com/epma-dpaf/iacda/_git/raw-microsoft-wwi/commit/efcb04b48b95a87619f48fb979748375442084b2)) +* configured .releaserc accordingly to ADO merge commit message standard ([3a5c39e](https://dev.azure.com/epma-dpaf/iacda/_git/raw-microsoft-wwi/commit/3a5c39e1721b76468964dcf679e41e263ff8d39a)) +* of using the project name parameter. ([0643639](https://dev.azure.com/epma-dpaf/iacda/_git/raw-microsoft-wwi/commit/06436391d3c611962fb724b5cb83538675a4ac70)) + + +### Features + +* ingestion updated to load data into UC ([7842df5](https://dev.azure.com/epma-dpaf/iacda/_git/raw-microsoft-wwi/commit/7842df53b705bcedd0f34a55517e7fede84de1e2)) + +## [1.3.4](https://dev.azure.com/epma-dpaf/iacda/_git/raw-microsoft-wwi/compare/1.3.3...1.3.4) (2023-02-27) + + +### Bug Fixes + +* renamed template by pull_request_validation_template in azure_pipelines/pr_title_validation.yml ([7c02173](https://dev.azure.com/epma-dpaf/iacda/_git/raw-microsoft-wwi/commit/7c021732c91a62c83ab86afc5f83ce6f9c31af55)) diff --git a/raw/Dockerfile b/raw/Dockerfile new file mode 100644 index 0000000..6e07489 --- /dev/null +++ b/raw/Dockerfile @@ -0,0 +1,24 @@ +FROM mcr.microsoft.com/mssql/server:2019-latest + +ARG ACCEPT_EULA=Y + +USER root + +RUN export ACCEPT_EULA=${ACCEPT_EULA} +RUN export DEBIAN_FRONTEND=noninteractive + +RUN ACCEPT_EULA=${ACCEPT_EULA} DEBIAN_FRONTEND=noninteractive + +RUN ACCEPT_EULA=${ACCEPT_EULA} DEBIAN_FRONTEND=noninteractive apt update -y +RUN ACCEPT_EULA=${ACCEPT_EULA} DEBIAN_FRONTEND=noninteractive apt upgrade -y + +RUN apt install curl -y + +RUN apt-get update && apt-get install -y gnupg2 +RUN curl https://packages.microsoft.com/keys/microsoft.asc | apt-key add - +RUN curl https://packages.microsoft.com/config/ubuntu/20.04/prod.list | tee /etc/apt/sources.list.d/msprod.list + +RUN apt-get update +RUN apt-get install mssql-tools unixodbc-dev -y + +RUN mkdir /opt/mssql/data diff --git a/raw/Makefile b/raw/Makefile new file mode 100755 index 0000000..591e696 --- /dev/null +++ b/raw/Makefile @@ -0,0 +1,44 @@ +include .env + +# .PHONY: start build stop + +default: up +start: up +show: state +ps: state +status: state +run: exec + +up: + @echo "Starting $(COMPOSE_PROJECT_NAME)..." + docker compose up -d + +build: + @echo "Build and start $(COMPOSE_PROJECT_NAME)..." + docker compose up -d --build + +stop: + @echo "Stop $(COMPOSE_PROJECT_NAME)..." + docker compose stop + +down: + @echo "Down $(COMPOSE_PROJECT_NAME) and remove resources" + docker compose down -v + +state: + @echo "Show running containers" + docker compose ps + +exec: + @echo "Exec container $(COMPOSE_PROJECT_NAME) and bash" + docker exec -ti $(COMPOSE_PROJECT_NAME)-mssql bash + +restore: up + @echo "Restore WWI data to MSSQL db" + docker exec -ti $(COMPOSE_PROJECT_NAME)-mssql curl -L https://github.com/Microsoft/sql-server-samples/releases/download/wide-world-importers-v1.0/WideWorldImporters-Full.bak --output /opt/mssql/data/WideWorldImporters-Full.bak + docker exec -ti $(COMPOSE_PROJECT_NAME)-mssql curl -L https://github.com/Microsoft/sql-server-samples/releases/download/wide-world-importers-v1.0/WideWorldImportersDW-Full.bak --output /opt/mssql/data/WideWorldImportersDW-Full.bak + docker exec -ti $(COMPOSE_PROJECT_NAME)-mssql /opt/mssql-tools/bin/sqlcmd -U $(MSSQL_SA_USER_NAME) -P '$(MSSQL_SA_PASSWORD)' -i /usr/sqlscripts/restore_db.sql + docker exec -ti $(COMPOSE_PROJECT_NAME)-mssql /opt/mssql-tools/bin/sqlcmd -U $(MSSQL_SA_USER_NAME) -P '$(MSSQL_SA_PASSWORD)' -i /usr/sqlscripts/enable_cdc.sql + +%: + @: diff --git a/raw/README.md b/raw/README.md new file mode 100644 index 0000000..b81a22c --- /dev/null +++ b/raw/README.md @@ -0,0 +1,99 @@ +# Wide World Importers data ingestion into the Data Lake using Spark + +## Project Description +“raw-microsoft-wwi” project is the part of [IACDA accelerator](https://kb.epam.com/display/EPMADPAF/IACDA+-+Infrastructure+as+Code+Data+Accelerator) data pipelines. It was designed using the sample database for the fictitious company [Wide World Importers](https://learn.microsoft.com/en-us/sql/samples/wide-world-importers-what-is?view=sql-server-ver16) and rely on the Apache Spark and use Delta as a data format for storing data. Project reads data from database tables and writes data into delta tables (ingestion part). The logic of the pipelines is displayed on the schema below. + +![pipeline_schema.png](documentation/run_locally/img/pipeline_schema.png) + +This README describes how to work with the Project in your local environment. For more information on this data pipeline in general and instructions how to run it in Databricks please go to the [IACDA Databricks Data Pipelines](https://kb.epam.com/display/EPMADPAF/Databricks+Data+Pipelines). + +## Project repository main components + +1. Guides for Project local run +- `/documentation` – guides for various operating systems: Linux, Windows 10, Windows 11 with WSL + +2. Installation files +- `.env.dist` – distributive for environment settings (delta tables destination path etc.) +- `install.sh` – installation script +- `pyproject.toml`, `poetry.toml` – configuration files + +3. Sources to restore the WideWorldImporters Database in docker container +- `Makefile`, `docker-compose.yml`, `restore_db.sql` + +4. Project main resources +- `/src/raw_microsoft_wwi` – Schemas, Reader, Writer, Transformer, Consumer, Tests, Configuration files etc. +- `/src/run_locally.py` – script for Project launch + +5. Project deploy tools +- `/azure_pipelines` – ".yml" pipelines to continuously test, build, and deploy Project code +- `/databricks_notebooks` and `/databricks_jobs` – resources for Project run in Azure Databricks + + +6. E2E Testing tools +- `/e2e-testing-test-data` - raw area e2e testing expected delta tables +- `/wwi-truncated-db` - Wide World Importers truncated database + +## How to Install and Run the Project +Please, follow the guide that matches your operating system for local run: +- [Linux](documentation/run_locally/Ubuntu_22.04.md) +- [Windows 10](documentation/run_locally/Windows_10.md) +- [Windows 11 + WSL](documentation/run_locally/Windows_11.md) + +## How to Use the Project +Please note, that you have to build a `.whl` file before run the project "raw-microsoft-wwi" in Databricks. Wheels (.whl file) - component of the Python ecosystem that helps to make package installs just work. Open the local "raw-microsoft-wwi" project and run below command in console. + +```shell +$ poetry build -f wheel +``` + +As a result it creates a "dist" folder with `.whl` file. Then you have to open a `Databricks/Compute -> Your cluster -> Libraries -> Install new`. For more information about running in Databricks please go to the [IACDA Databricks Data Pipelines](https://kb.epam.com/display/EPMADPAF/Databricks+Data+Pipelines) + +## E2E Tests +E2E testing is a part of Databricks CI/CD workflow. E2E tests is running automatically on deployment to Staging environment. See more details about CI/CD processes [here](https://kb.epam.com/pages/viewpage.action?pageId=1774421408) + +E2E tests is executing on truncated version of [Wide World Importers database](https://learn.microsoft.com/en-us/sql/samples/wide-world-importers-what-is?view=sql-server-ver16). +To run E2E tests manually on Databricks, you have to: +1. Specify job run_mode parameter - is_e2e to True(by default it's False) +2. Specify database variables - db_url, db_username, db_password(by default using truncated version of World Wide Importers Database) +3. Specify raw_area_path variable - destination of actual delta tables +4. Specify e2e_expected_data_delta_path variable - location of expected delta tables +5. Wait till job execution will be finished :) + +After execution you will get message with result of your tests. In case if tests failed - you will get detailed message with root cause of your fail. + +For more detailed instructions how to run E2E tests in Databricks please visit [How to run E2E Tests on Databricks](https://kb.epam.com/display/EPMADPAF/How+to+run+E2E+Tests+on+Databricks) + + +## Troubleshooting +* If after the app running you got en Py4JJavaError `ModuleNotFoundError`. + It means Spark can't find the required jar files that he needs. Method to resolve. Try one of them in this sequence: + * Set `export PATH=$PATH:~/.ivy2/jars` + * Then add the command above to your `~/.bashrc` file + * Reboot your computer. It can help if you just installed Java. + * Copy required jar files from `.ivy2/jars` to `.venv/lib/python3.8/site-packages/pyspark/jars` + + +* If you have an exception when trying to run the app locally: + _java.net.ConnectException: Call From to localhost:9000 failed on connection exception: java.net.ConnectException: Connection refused_ + It probably means that Spark trying save delta tables into HDFS by default. + To resolve it try to add the prefix `file://` before delta tables path in `.env` file. + E.g. `DELTA_TABLES_DEST=file:////delta-tables/destination` + + +* If you got an error when trying to establish a connection to db like this: + _The driver could not establish a secure connection to SQL Server by using Secure Sockets Layer (SSL) encryption. + Error: "PKIX path building failed: sun.security.provider.certpath.SunCertPathBuilderException: unable to find valid certification path to requested target"._ + To resolve this issue try to `trustServerCertificate=true` as an option in db connection URL in the `run_locally.py` + +* If you got UnsatisfiedLinkError on windows then try to copy hadoop.dll (from downloaded before winutils folder) into windows/ system32 . + +* If you can't connect to Kafka broker and you are running Docker on Windows using WSL.
+ To resolve this issue you should uncomment line + > -ADVERTISED_HOST_NAME=${KAFKA_HOSTNAME} + + in Kafka section in docker-compose.yml and set value of **KAFKA_HOSTNAME** to WSL IP in .env file. You can get IP address by running + ```shell + $ hostname -I + ``` + in WSL terminal
+ **Note**: WSL IP is dynamic, so you may need to change it after each reboot. \ No newline at end of file diff --git a/raw/bundle/databricks-notebooks/raw-microsoft-wwi/raw-microsoft-wwi.py b/raw/bundle/databricks-notebooks/raw-microsoft-wwi/raw-microsoft-wwi.py new file mode 100644 index 0000000..7c72230 --- /dev/null +++ b/raw/bundle/databricks-notebooks/raw-microsoft-wwi/raw-microsoft-wwi.py @@ -0,0 +1,134 @@ +# Databricks notebook source +# MAGIC %md +# MAGIC Set mandatory constants through widgets above +# MAGIC * load_datetime - specify the year only, for example `2014`, or more precisely base format `2014-01-01T00:00:00`. It will be used datetime.now() in case of blank line. + +# COMMAND ---------- + +dbutils.widgets.text('load_datetime', '2014-01-01T00:00:00') +dbutils.widgets.text('is_e2e', 'False') +dbutils.widgets.dropdown('load_mode', 'incremental', ['incremental', 'debezium']) +dbutils.widgets.dropdown('streaming_source', 'eventhubs', ['eventhubs', 'kafka']) +dbutils.widgets.text('streaming_consumer_group', '$Default') +dbutils.widgets.text('catalog', 'wwi_demo') +dbutils.widgets.text('schema', 'raw') +dbutils.widgets.text('raw_area_path', 'raw') + +# COMMAND ---------- + +import datetime + +load_datetime_input = dbutils.widgets.get('load_datetime') + +formats = {4: '%Y', 19: '%Y-%m-%dT%H:%M:%S'} +load_datetime = f"{datetime.datetime.now():%Y-%m-%d %H:%M:%S}" + +try: + if len(load_datetime_input) > 0: + load_datetime = datetime.datetime.strptime(load_datetime_input, formats[len(load_datetime_input)]) + now = datetime.datetime.now() + if load_datetime > now: + load_datetime = now +except (NameError, ValueError, KeyError, TypeError) as err: + raise ValueError("Wrong format or symbol(s). Correct examples: '2014' or '2014-01-01T00:00:00' or leave blank to use datetime.now()") from err + +print(load_datetime) + +# COMMAND ---------- + +IS_E2E = eval(dbutils.widgets.get('is_e2e')) +load_mode = dbutils.widgets.get('load_mode') +catalog = dbutils.widgets.get('catalog') +schema = dbutils.widgets.get('schema') +run_mode = "default" if not IS_E2E or load_mode == 'debezium' else "e2e_test" + +if run_mode == "e2e_test": + print("Running in E2E mode") +else: + print("Running in default node") + +# COMMAND ---------- + +from raw_microsoft_wwi.configuration import StreamingSources, IncrementalLoadConfig, StreamingConfig +from raw_microsoft_wwi.reader import SqlReader, DeltaReader +from raw_microsoft_wwi.writer.writer import Writer +from raw_microsoft_wwi.app import main +from raw_microsoft_wwi.e2e_tests.e2e import run_e2e_workflow + +regular_tables = [ + 'Application_SystemParameters', + 'Sales_Invoices', + 'Sales_InvoiceLines', + 'Sales_OrderLines', + 'Sales_Orders', + 'Sales_SpecialDeals', + 'Warehouse_StockItemHoldings', + 'Warehouse_StockItemStockGroups', + 'Warehouse_StockItemTransactions', + 'Purchasing_PurchaseOrders', + 'Purchasing_PurchaseOrderLines', +] +system_versioned_tables = [ + 'Application_Cities', + 'Application_Countries', + 'Application_DeliveryMethods', + 'Application_PaymentMethods', + 'Application_People', + 'Application_StateProvinces', + 'Application_TransactionTypes', + 'Sales_BuyingGroups', + 'Sales_CustomerCategories', + 'Sales_Customers', + 'Warehouse_ColdRoomTemperatures', + 'Warehouse_Colors', + 'Warehouse_PackageTypes', + 'Warehouse_StockGroups', + 'Warehouse_StockItems', + 'Purchasing_SupplierCategories', + 'Purchasing_Suppliers', +] + +raw_area_path = dbutils.widgets.get('raw_area_path') if not run_mode == "e2e_test" \ + else dbutils.secrets.get(scope="external", key="raw-e2e-path") + +if load_mode == 'debezium': + streaming_source = dbutils.widgets.get('streaming_source') + if streaming_source == 'eventhubs': + streaming_source_url = dbutils.secrets.get(scope="external", key="namespace-endpoint") + event_hubs_access_key = dbutils.secrets.get(scope="external", key="namespace-primary-key") + event_hubs_access_key_name = dbutils.secrets.get(scope="external", key="namespace-key-name") + consumer_group = dbutils.widgets.get('streaming_consumer_group') + config = StreamingConfig(f"{raw_area_path}/microsoft-wwi", regular_tables, system_versioned_tables, + catalog, schema, StreamingSources.EVENTHUB, streaming_source_url, + event_hubs_access_key_name, event_hubs_access_key, consumer_group) + elif streaming_source == 'kafka': + streaming_source_url = 'localhost:9092' #kafka broker url + config = StreamingConfig(f"{raw_area_path}/microsoft-wwi", regular_tables, system_versioned_tables, + catalog, schema, StreamingSources.KAFKA, streaming_source_url) + else: + raise ValueError(f"Unsupported streaming_source value: {streaming_source}") +elif load_mode == 'incremental': + db_url = dbutils.secrets.get(scope="external", key="wwi-demo-server-url") + db_username = dbutils.secrets.get(scope="external", key="wwi-demo-server-admin-username") + db_password = dbutils.secrets.get(scope="external", key="wwi-demo-server-admin-login-password") + e2e_expected_data_delta_path = f'{dbutils.secrets.get(scope="external", key="e2e-expected-data-path")}/raw' if run_mode == "e2e_test" else "" + + config = IncrementalLoadConfig(input_delta_tables_path=f"{raw_area_path}/microsoft-wwi", + regular_tables=regular_tables, system_versioned_tables=system_versioned_tables, + catalog=catalog, schema=schema, run_mode=run_mode, + e2e_expected_data_delta_path=f"{e2e_expected_data_delta_path}/microsoft-wwi", + source_database_jdbc_url=f"{db_url};user={db_username};password={db_password};") +else: + raise ValueError(f"Unsupported load_mode value: {load_mode}") + +# COMMAND ---------- +main( + sql_reader=SqlReader(config), + delta_reader=DeltaReader(config), + writer=Writer(config), + load_datetime=load_datetime, + config=config +) + +if config.run_mode == "e2e_test": + run_e2e_workflow(config=config) diff --git a/raw/databricks-jobs/raw-microsoft-wwi.json b/raw/databricks-jobs/raw-microsoft-wwi.json new file mode 100644 index 0000000..18d56af --- /dev/null +++ b/raw/databricks-jobs/raw-microsoft-wwi.json @@ -0,0 +1,72 @@ +{ + "name": "raw-microsoft-wwi", + "schedule": { + "quartz_cron_expression": "50 0 0 1 * ?", + "timezone_id": "Europe/Kyiv", + "pause_status": "UNPAUSED" + }, + "max_concurrent_runs": 1, + "notebook_task": { + "notebook_path": "/notebooks/raw-microsoft-wwi/raw-microsoft-wwi", + "base_parameters": { + "load_datetime": "2014-01-01T00:00:00", + "is_e2e": "False", + "load_mode": "incremental", + "streaming_source": "eventhubs", + "streaming_consumer_group": "$Default", + "catalog": "main", + "schema": "raw_microsoft_wwi" + }, + "source": "WORKSPACE" + }, + "new_cluster": { + "cluster_name": "", + "spark_version": "13.1.x-scala2.12", + "azure_attributes": { + "first_on_demand": 1, + "availability": "SPOT_WITH_FALLBACK_AZURE", + "spot_bid_max_price": -1 + }, + "node_type_id": "Standard_DS3_v2", + "spark_env_vars": { + "PYSPARK_PYTHON": "/databricks/python3/bin/python3" + }, + "cluster_log_conf": { + "dbfs": { + "destination": "dbfs:/mnt/dpaf2-data/cluster-logs/raw-microsoft-wwi" + } + }, + "enable_elastic_disk": true, + "autoscale": { + "min_workers": 1, + "max_workers": 5 + } + }, + "libraries": [ + { + "whl": "path_to_whl_lib" + }, + { + "maven": { + "coordinates": "com.microsoft.azure:spark-mssql-connector_2.12:1.2.0" + } + }, + { + "maven": { + "coordinates": "com.microsoft.sqlserver:mssql-jdbc:11.2.1.jre18" + } + }, + { + "maven": { + "coordinates": "com.microsoft.azure:azure-eventhubs-spark_2.12:2.3.22" + } + } + ], + "timeout_seconds": 0, + "access_control_list": [ + { + "group_name": "users", + "permission_level": "CAN_MANAGE_RUN" + } + ] +} \ No newline at end of file diff --git a/raw/docker-compose.yml b/raw/docker-compose.yml new file mode 100644 index 0000000..0e63711 --- /dev/null +++ b/raw/docker-compose.yml @@ -0,0 +1,50 @@ +version: '3.9' + +services: + epmadpafic: + build: . + container_name: ${COMPOSE_PROJECT_NAME}-mssql + ports: + - ${MSSQL_PORT}:1433 + environment: + ACCEPT_EULA: "Y" + MSSQL_SA_PASSWORD: ${MSSQL_SA_PASSWORD} + MSSQL_AGENT_ENABLED: True + volumes: + - ./restore_db.sql:/usr/sqlscripts/restore_db.sql + - ./enable_cdc.sql:/usr/sqlscripts/enable_cdc.sql + - mssql:/var/opt/mssql + + zookeeper: + image: debezium/zookeeper:1.9 + restart: always + + kafka: + image: debezium/kafka:1.9 + restart: always + ports: + - ${KAFKA_PORT}:9092 + links: + - zookeeper + environment: + - ZOOKEEPER_CONNECT=zookeeper:2181 + #- ADVERTISED_HOST_NAME=${KAFKA_HOSTNAME} + + connect: + image: debezium/connect:1.9 + restart: always + ports: + - ${KAFKA_CONNECT_PORT}:8083 + - ${KAFKA_CONNECT_WORKER_PORT}:5005 + links: + - kafka + - epmadpafic + environment: + - BOOTSTRAP_SERVERS=kafka:9092 + - GROUP_ID=1 + - CONFIG_STORAGE_TOPIC=debezium_configs + - OFFSET_STORAGE_TOPIC=debezium_offsets + - STATUS_STORAGE_TOPIC=debezium_connect_statuses + +volumes: + mssql: diff --git a/raw/documentation/run_locally/Ubuntu_22.04.md b/raw/documentation/run_locally/Ubuntu_22.04.md new file mode 100644 index 0000000..366e777 --- /dev/null +++ b/raw/documentation/run_locally/Ubuntu_22.04.md @@ -0,0 +1,102 @@ +# “raw-microsoft-wwi” local run on Ubuntu 22.04 + +### Prerequisitions +- [Docker](https://www.docker.com/products/docker-desktop/) Desktop +- Java (JDK) is required. Please set up JDK 11 version. +```shell +$ sudo apt-get install openjdk-11-jdk +``` + +### 1 Download the “raw-microsoft-wwi” project +Clone the “raw-microsoft-wwi” project from [EPAM repository](https://git.epam.com/epma-dpaf/iacda/data-pipelines/databricks-raw-microsoft-wwi) to your ”/home/” folder and check it + +### 2 Fill all variables in “.env.dist” file and then copy it with renaming into “.env” +Please change "DELTA_TABLES_DEST" and "TEST_TABLES_DEST" variables for delta tables and "EVENT_HUBS_NAMESPACE", "EVENT_HUBS_ACCESS_KEY_NAME", "EVENT_HUBS_ACCESS_KEY" if you want to stream data from Azure Eventhubs. Other variables changing is optional, defaults can be used +```shell +DELTA_TABLES_DEST=/home//raw-microsoft-wwi/delta-tables/destination +TEST_TABLES_DEST=/home//raw-microsoft-wwi/test_csv +``` +![linux_variables.png](img/linux_variables.png) +### 3 Install virtual environment +#### 3.1 Install homebrew Package Manager https://brew.sh/ +```shell +/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)" +``` +Run these three commands in your terminal to add Homebrew to your PATH changing your user_name: +```shell +$ echo '# Set PATH, MANPATH, etc., for Homebrew.' >> /home//.profile +$ echo 'eval "$(/home/linuxbrew/.linuxbrew/bin/brew shellenv)"' >> /home//.profile +$ eval "$(/home/linuxbrew/.linuxbrew/bin/brew shellenv)" +``` + +Install Homebrew's dependencies: +```shell +$ sudo apt-get install build-essential +``` + +#### 3.2 Install pyenv +```shell +$ brew install pyenv +``` + +### 4 Install [poetry](https://python-poetry.org/docs/#installing-with-the-official-installer) +```shell +$ curl -sSL https://install.python-poetry.org | python3 - +``` + +### 5 Check the “pyproject.toml” file and installs dependencies using +```shell +$ ./install.sh 3.8.13 +``` + +If you have "ModuleNotFoundError: No module named 'distutils.cmd'" - install distutils and run "install.sh" again +```shell +$ sudo apt-get install python3.8-distutils +``` + +### 6 Copy the microsoft jdbc driver jars into Spark/jars +Copy the [mssql-jdbc-8.4.0.jre11](https://kb.epam.com/download/attachments/1755616936/mssql-jdbc-8.4.0.jre11.jar?version=1&modificationDate=1658487873772&api=v2) +and [spark-mssql-connector_2.12_3.0-1.0.0-alpha](https://kb.epam.com/download/attachments/1755616936/spark-mssql-connector_2.12_3.0-1.0.0-alpha.jar?version=1&modificationDate=1658487875128&api=v2). Place them into spark/jars, for example: +```shell +/home//raw-microsoft-wwi/.venv/lib/python3.8/site-packages/pyspark/jars +``` + +### 7 Run the database +#### 7.1 First launch: +Download WideWorldImporters database files and restore them within the docker image +```shell +$ make restore +``` +After DB restoring docker container is already up and connected to 1433 port with credentials you set in “.env”. Please check multi-container group “epmadpafic_raw” running with 4 containers: +- “zookeeper-1” +- “mssql” +- “kafka-1” +- “connect-1” +![linux_containers.png](img/linux_containers.png) +#### 7.2 Second and further docker container starting +```shell +$ make up +``` + +### 8 Run the “raw-microsoft-wwi” project +If you want to load data using batch processing via JDBC connection to the database: +```shell +$ poetry run console load -t 2018 +``` +and you will get delta tables with a raw data filtered till 2018-01-01 on path you set into “.env” by environment variable named “DELTA_TABLES_DEST” +![linux_delta.png](img/linux_delta.png) + +If you want to load data using streaming from Kafka: +```shell +$ poetry run console load -m debezium +``` +**Note:** At the first run using streaming from local Kafka, you may need to create Debezium connector by adding --create_connector in command: +```shell +$ poetry run console load -m debezium --create_connector +``` +Before running a command, make sure that you have provided "KAFKA_CONNECT_PORT" and "KAFKA_CONNECT_URL" variables in .env file
+ +If you want to change streaming source from Kafka to Azure Eventhubs: +```shell +$ poetry run console load -m debezium -s eventhubs +``` \ No newline at end of file diff --git a/raw/documentation/run_locally/Windows_10.md b/raw/documentation/run_locally/Windows_10.md new file mode 100644 index 0000000..df22ea9 --- /dev/null +++ b/raw/documentation/run_locally/Windows_10.md @@ -0,0 +1,107 @@ +# “raw-microsoft-wwi” local run on Windows 10 + +### Prerequisite tools +- Java (JDK) is required, please set up [JDK 11](https://www.oracle.com/java/technologies/javase/jdk11-archive-downloads.html) version (run `java --version` in the Terminal and check it). +- [Python](https://www.python.org/downloads/windows/) 3.8 - 3.10 installed (run `python -V` in the Terminal and check Python version) +- [Docker](https://www.docker.com/products/docker-desktop/) Desktop installed (run `docker ps` in the Terminal and make sure that it shows not error response from daemon) +- Spark 3.4.1 version with hadoop 3.3 (download from [dirrect link](https://dlcdn.apache.org/spark/spark-3.4.1/spark-3.4.1-bin-hadoop3.tgz) or find in [official sources](https://spark.apache.org/downloads.html)) +- [winutils](https://github.com/cdarlint/winutils) for hadoop 3.3 on Windows + +Set Environment Variables after the Spark and Hadoop installation: +- Create `HADOOP_HOME` variable with its path as value, for example `C:\winutils-master\hadoop-3.3.5` +- Create `SPARK_HOME` variable with its path as value, for example `C:\spark-3.4.1-bin-hadoop3.3` +- Add two values with Hadoop and Spark paths to the `Path` variable (in the "System variables" section), for example: `C:\spark-3.4.1-bin-hadoop3.3\bin` and `C:\winutils-master\hadoop-3.3.5\bin` +- Create `PYSPARK_PYTHON` variable (optional) with `python` value if you plan to use several Python versions on your PC. Please note, that priority version of Python should be at the top of variables list. + +Please run `pyspark` in the Terminal and make sure that Python version in Pyspark log matches your Python version. +![win10_versions.png](img/win10_versions.png) + +### 1 Download the “raw-microsoft-wwi” project +Generate Git Credentials and clone the “raw-microsoft-wwi” project from [EPAM repository](https://git.epam.com/epma-dpaf/iacda/data-pipelines/databricks-raw-microsoft-wwi) to your local folder. + +### 2 Fill all variables in “.env.dist” file and then copy it with renaming into “.env” +Please change "DELTA_TABLES_DEST" and "TEST_TABLES_DEST" variables for delta tables and "EVENT_HUBS_NAMESPACE", "EVENT_HUBS_ACCESS_KEY_NAME", "EVENT_HUBS_ACCESS_KEY" if you want to stream data from Azure Eventhubs. Other variables changing is optional, defaults can be used. You can specify an absolute or relative path. Example for relative path: +```shell +DELTA_TABLES_DEST=delta-tables/destination +TEST_TABLES_DEST=test_csv +``` +![win10_variables.png](img/win10_variables.png) + +### 3 Create virtual environment in “venv” project folder and activate it + +```shell +python -m venv venv +``` + +```shell +.venv\Scripts\activate +``` + +### 4 Install [poetry](https://python-poetry.org/docs/#installing-with-the-official-installer) +```shell +pip install poetry +``` + +### 5 Install Project dependencies +```shell +poetry install --with dev-dependencies +``` + +### 6 Copy the microsoft jdbc driver jars into Spark/jars +Copy the [mssql-jdbc-8.4.0.jre11](https://kb.epam.com/download/attachments/1755616936/mssql-jdbc-8.4.0.jre11.jar?version=1&modificationDate=1658487873772&api=v2) +and [spark-mssql-connector_2.12_3.0-1.0.0-alpha](https://kb.epam.com/download/attachments/1755616936/spark-mssql-connector_2.12_3.0-1.0.0-alpha.jar?version=1&modificationDate=1658487875128&api=v2). Place them into spark/jars. + +### 7 Run the database +#### 7.1 First launch: +Please use [chocolatey](https://community.chocolatey.org/courses/installation/installing) to run makefile +- Option 1. Run the following commands in PowerShell (as administrator) +```shell +Set-ExecutionPolicy Bypass -Scope Process -Force; [System.Net.ServicePointManager]::SecurityProtocol = [System.Net.ServicePointManager]::SecurityProtocol -bor 3072; iex ((New-Object System.Net.WebClient).DownloadString('https://community.chocolatey.org/install.ps1')) +choco install make +``` +- Option 2. Run the following commands in Terminal (as administrator) +```shell +"%SystemRoot%\System32\WindowsPowerShell\v1.0\powershell.exe" -NoProfile -InputFormat None -ExecutionPolicy Bypass -Command "iex ((New-Object System.Net.WebClient).DownloadString('https://community.chocolatey.org/install.ps1'))" && SET "PATH=%PATH%;%ALLUSERSPROFILE%\chocolatey\bin" +choco install make +``` + +Download WideWorldImporters database files and restore them within the docker image +```shell +make restore +``` +After DB restoring docker container is already up and connected to 1433 port with credentials you set in “.env”. Please check multi-container group “epmadpafic_raw” running with 4 containers: +- “zookeeper-1” +- “mssql” +- “kafka-1” +- “connect-1” +![win10_containers.png](img/win10_containers.png) +#### 7.2 Second and further docker container starting +```shell +make up +``` + +### 8 Run the “raw-microsoft-wwi” project +#### 8.1 Batch processing using JDBC connection +If you want to load data using batch processing via JDBC connection to the database: +```shell +poetry run console load -t 2018 +``` +and you will get delta tables with a raw data filtered till 2018-01-01 on path you set into “.env” by environment variable named “DELTA_TABLES_DEST” +![win10_delta.png](img/win10_delta.png) + +#### 8.2 Using Kafka and Debezium connector +If you want to load data using streaming from Kafka: +```shell +poetry run console load -m debezium +``` +**Note:** At the first run using streaming from local Kafka, you may need to create Debezium connector by adding --create_connector in command: +```shell +poetry run console load -m debezium --create_connector +``` +Before running a command, make sure that you have provided "KAFKA_CONNECT_PORT" and "KAFKA_CONNECT_URL" variables in .env file
+ +#### 8.3 Using Azure Eventhubs +If you want to change streaming source from Kafka to Azure Eventhubs: +```shell +poetry run console load -m debezium -s eventhubs +``` \ No newline at end of file diff --git a/raw/documentation/run_locally/Windows_11.md b/raw/documentation/run_locally/Windows_11.md new file mode 100644 index 0000000..63197cb --- /dev/null +++ b/raw/documentation/run_locally/Windows_11.md @@ -0,0 +1,89 @@ +# “raw-microsoft-wwi” local run on Windows 11 with WSL + +### Prerequisite tools +- [Docker](https://www.docker.com/products/docker-desktop/) Desktop +- Java (JDK) is required. Please set up JDK 11 version. +```shell +$ sudo apt-get install openjdk-11-jdk +``` + + +### 1 Install Linux on Windows with WSL +Windows 11 currently doesn't support delta, so you have to use [WSL](https://learn.microsoft.com/en-us/windows/wsl/install). + +### 2 Download the “raw-microsoft-wwi” project +Clone the “raw-microsoft-wwi” project from [EPAM repository](https://git.epam.com/epma-dpaf/iacda/data-pipelines/databricks-raw-microsoft-wwi) to your ”/home/” folder and check it +![win11_ide.png](img/win11_ide.png) +### 3 Fill all variables in “.env.dist” file and then copy it with renaming into “.env” +Please change "DELTA_TABLES_DEST" and "TEST_TABLES_DEST" variables for delta tables and "EVENT_HUBS_NAMESPACE", "EVENT_HUBS_ACCESS_KEY_NAME", "EVENT_HUBS_ACCESS_KEY" if you want to stream data from Azure Eventhubs. Other variables changing is optional, defaults can be used +```shell +DELTA_TABLES_DEST=/home//raw-microsoft-wwi/delta-tables/destination +TEST_TABLES_DEST=/home//raw-microsoft-wwi/test_csv +``` +![win11_variables.png](img/win11_variables.png) +### 4 Install virtual environment +Install [“python venv”](https://docs.python.org/3/library/venv.html) module, then create and activate your virtual environment, for example +```shell +$ sudo apt install python3.8-venv +$ python3 -m venv venv +$ source venv/bin/activate +``` + +### 5 Install [poetry](https://python-poetry.org/docs/#installing-with-the-official-installer) +```shell +$ curl -sSL https://install.python-poetry.org | python3 - +``` + +### 6 Check the “pyproject.toml” file and installs dependencies +Install dependencies using +```shell +$ poetry install +``` + +### 7 Copy the microsoft jdbc driver jars into Spark/jars +Copy the [mssql-jdbc-8.4.0.jre11](https://kb.epam.com/download/attachments/1755616936/mssql-jdbc-8.4.0.jre11.jar?version=1&modificationDate=1658487873772&api=v2) +and [spark-mssql-connector_2.12_3.0-1.0.0-alpha](https://kb.epam.com/download/attachments/1755616936/spark-mssql-connector_2.12_3.0-1.0.0-alpha.jar?version=1&modificationDate=1658487875128&api=v2). Place them into spark/jars, for example: +```shell +/home//raw-microsoft-wwi/venv/lib/python3.8/site-packages/pyspark/jars +``` + +### 8 Run the database +#### 8.1 First launch: +Download WideWorldImporters database files and restore them within the docker image +```shell +$ make restore +``` +After DB restoring docker container is already up and connected to 1433 port with credentials you set in “.env”. Please check multi-container group “epmadpafic_raw” running with 4 containers: +- “zookeeper-1” +- “mssql” +- “kafka-1” +- “connect-1” +![win11_containers.png](img/win11_containers.png) + +#### 8.2 Second and further docker container starting +```shell +$ make up +``` + +### 9 Run the “raw-microsoft-wwi” project +If you want to load data using batch processing via JDBC connection to the database: +```shell +$ poetry run console load -t 2018 +``` +and you will get delta tables with a raw data filtered till 2018-01-01 on path you set into “.env” by environment variable named “DELTA_TABLES_DEST” +![win11_delta.png](img/win11_delta.png) + +If you want to load data using streaming from Kafka: +```shell +$ poetry run console load -m debezium +``` +**Note:** At the first run using streaming from local Kafka, you may need to create Debezium connector by adding --create_connector in command: +```shell +$ poetry run console load -m debezium --create_connector +``` +Before running a command, make sure that you have provided "KAFKA_CONNECT_PORT" and "KAFKA_CONNECT_URL" variables in .env file
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