diff --git a/.github/release.yml b/.github/release.yml
new file mode 100644
index 0000000..c4a0a80
--- /dev/null
+++ b/.github/release.yml
@@ -0,0 +1,10 @@
+changelog:
+  exclude:
+    labels:
+      - ignore-for-release
+    authors:
+      - octocat
+  categories:
+    - title: Breaking Changes 🛠
+      labels:
+        - Semver-Major
\ No newline at end of file
diff --git a/automotive_data_etl/.gitignore b/automotive_data_etl/.gitignore
new file mode 100644
index 0000000..3cef9cd
--- /dev/null
+++ b/automotive_data_etl/.gitignore
@@ -0,0 +1,178 @@
+# Created by .ignore support plugin (hsz.mobi)
+
+### Windows template
+# Windows thumbnail cache files
+Thumbs.db
+ehthumbs.db
+ehthumbs_vista.db
+
+# Dump file
+*.stackdump
+
+# Folder config file
+[Dd]esktop.ini
+
+# Recycle Bin used on file shares
+$RECYCLE.BIN/
+
+# Windows Installer files
+*.cab
+*.msi
+*.msix
+*.msm
+*.msp
+
+# Windows shortcuts
+*.lnk
+### macOS template
+# General
+.DS_Store
+.AppleDouble
+.LSOverride
+
+# Icon must end with two \r
+Icon
+
+# Thumbnails
+._*
+
+# Files that might appear in the root of a volume
+.DocumentRevisions-V100
+.fseventsd
+.Spotlight-V100
+.TemporaryItems
+.Trashes
+.VolumeIcon.icns
+.com.apple.timemachine.donotpresent
+
+# Directories potentially created on remote AFP share
+.AppleDB
+.AppleDesktop
+Network Trash Folder
+Temporary Items
+.apdisk
+### Python template
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.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/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# celery beat schedule file
+celerybeat-schedule
+
+# 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/
+### Linux template
+*~
+
+# temporary files which can be created if a process still has a handle open of a deleted file
+.fuse_hidden*
+
+# KDE directory preferences
+.directory
+
+# Linux trash folder which might appear on any partition or disk
+.Trash-*
+
+# .nfs files are created when an open file is removed but is still being accessed
+.nfs*
+
+### VisualStudioCode template
+.vscode
+
+### Jebrains template
+.idea
diff --git a/automotive_data_etl/LICENSE b/automotive_data_etl/LICENSE
new file mode 100644
index 0000000..3628c54
--- /dev/null
+++ b/automotive_data_etl/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2022 ming
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
\ No newline at end of file
diff --git a/automotive_data_etl/README.md b/automotive_data_etl/README.md
new file mode 100644
index 0000000..fba900e
--- /dev/null
+++ b/automotive_data_etl/README.md
@@ -0,0 +1,89 @@
+# pyspark-etl-template
+
+---
+
+[![python](https://img.shields.io/badge/python-3.10-blue)](https://www.python.org/)
+[![pyspark](https://img.shields.io/badge/pyspark-3.3.0-brightgreen)](https://spark.apache.org/docs/latest/api/python/)
+
+pyspark etl项目工程化模板, 可参考文档：[Pyspark-etl-doc](https://pyloong.github.io/pythonic-project-guidelines/bigdata/basis/init/)
+
+## 使用方式
+
+### 1. 开发前准备
+- Install python 3.9/3.10
+    ```angular2html
+    https://www.python.org/downloads/
+    ```
+- Install Java 8
+    ```angular2html
+    https://www.oracle.com/java/technologies/downloads/#java8
+    ```
+- Install hadoop 3.0+
+    ```bash
+    # https://archive.apache.org/dist/hadoop/common/
+    tar -zxvf hadoop-3.1.1.tar.gz
+    ```
+- Install [poetry](https://python-poetry.org/docs/)
+    ```bash
+    pip install poetry
+    ```
+- Install [cookiecutter](https://github.com/cookiecutter/cookiecutter)
+    ```bash
+    # 安装或升级 cookiecutter
+    pip install -U cookiecutter
+    ```
+
+### 2. 创建项目骨架
+
+使用 [cookiecutter](https://github.com/cookiecutter/cookiecutter) 加载项目模板。通过交互操作，可以选择使用的功能。
+
+在终端运行命令：
+
+```bash
+cookiecutter https://github.com/pyloong/cookiecutter-pythonic-bigdata
+```
+
+### 3. 初始化环境
+```bash
+pyspark-project-template> poetry install
+```
+
+## 项目结构
+```angular2html
+├─src
+│  │  __init__.py
+│  │
+│  └─pyspark_etl_template
+│     │  cmdline.py
+│     │  executor.py
+│     │  constants.py
+│     │  __init__.py
+│     │
+│     ├─configs
+│     │  │  dev.toml
+│     │  │  global.toml
+│     │  │  prod.toml
+│     │  └─ test.toml
+│     │
+│     ├─dependecies
+│     │  │  log.py
+│     │  │  config.py
+│     │  └─ __init__.py
+│     │
+│     ├─tasks
+│     │  │  __init__.py
+│     │  │
+│     │  └─abstract
+│     │     │  task.py
+│     │     │  transform.py
+│     │     └─ __init__.py
+│     │
+│     └─utils
+│        │  exception.py
+│        └─ __init__.py
+|
+└─tests
+    │  conftest.py
+    │  test_version.py
+    └─ __init__.py
+```
\ No newline at end of file
diff --git a/automotive_data_etl/docs/development.md b/automotive_data_etl/docs/development.md
new file mode 100644
index 0000000..0a64ec1
--- /dev/null
+++ b/automotive_data_etl/docs/development.md
@@ -0,0 +1,73 @@
+# Begin
+
+## Init project environment
+
+- git init
+- git config
+- poetry install
+- git commit
+
+## Develop
+
+- code
+- git commit
+- tox
+
+## Delivery
+
+### Run tox
+
+Run tox to format code style and check test.
+
+```shell script
+tox
+```
+
+### Git tag
+
+Modify package version value, then commit.
+
+Add tag
+
+```shell script
+git tag -a v0.1.0
+```
+
+### Build
+
+Build this tag distribution package.
+
+```shell script
+poetry build
+```
+
+### Upload index server
+
+Upload to pypi server, or pass `--repository https://pypi.org/simple` to specify index server.
+
+```shell script
+poetry publish
+```
+
+## Develop guide
+
+### Pycharm Configuration
+
+Open project use Pycharm.
+
+#### Module can not import in src
+
+Check menu bar, click `File` --> `Settings` --> `Project Settings` --> `Project Structure` .
+Mark `src` and `tests` directory as sources.
+
+#### Enable pytest
+
+Click `File` --> `Settings` --> `Tools` --> `Python Integrated Tools` --> `Testing` --> `Default runner`, then select
+`pytest`.
+
+If you run test by `Unittests` before, you should delete configuration. Open `Edit Run/Debug configurations dialog` in
+In the upper right corner of Pycharm window, then delete configuration.
+
+### Others
+
+You should confirm `src` directory in `sys.path`. You can add it by `sys.path.extend(['/tmp/demo/src'])` if it not exist.
diff --git a/automotive_data_etl/poetry.lock b/automotive_data_etl/poetry.lock
new file mode 100644
index 0000000..da11468
--- /dev/null
+++ b/automotive_data_etl/poetry.lock
@@ -0,0 +1,1100 @@
+[[package]]
+name = "astroid"
+version = "2.12.10"
+description = "An abstract syntax tree for Python with inference support."
+category = "dev"
+optional = false
+python-versions = ">=3.7.2"
+
+[package.dependencies]
+lazy-object-proxy = ">=1.4.0"
+wrapt = [
+    {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
+    {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
+]
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "attrs"
+version = "22.1.0"
+description = "Classes Without Boilerplate"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.extras]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
+tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "certifi"
+version = "2022.9.14"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "charset-normalizer"
+version = "2.1.1"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "dev"
+optional = false
+python-versions = ">=3.6.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "click"
+version = "8.1.3"
+description = "Composable command line interface toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "colorama"
+version = "0.4.5"
+description = "Cross-platform colored terminal text."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "dill"
+version = "0.3.5.1"
+description = "serialize all of python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+
+[package.extras]
+graph = ["objgraph (>=1.7.2)"]
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "dynaconf"
+version = "3.1.11"
+description = "The dynamic configurator for your Python Project"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+all = ["configobj", "hvac", "redis", "ruamel.yaml"]
+configobj = ["configobj"]
+ini = ["configobj"]
+redis = ["redis"]
+test = ["codecov", "configobj", "django", "flake8", "flake8-debugger", "flake8-print", "flake8-todo", "flask (>=0.12)", "hvac", "pep8-naming", "pytest", "pytest-cov", "pytest-mock", "pytest-xdist", "python-dotenv", "radon", "redis", "toml"]
+toml = ["toml"]
+vault = ["hvac"]
+yaml = ["ruamel.yaml"]
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "ghp-import"
+version = "2.1.0"
+description = "Copy your docs directly to the gh-pages branch."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+python-dateutil = ">=2.8.1"
+
+[package.extras]
+dev = ["flake8", "markdown", "twine", "wheel"]
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "idna"
+version = "3.4"
+description = "Internationalized Domain Names in Applications (IDNA)"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "iniconfig"
+version = "1.1.1"
+description = "iniconfig: brain-dead simple config-ini parsing"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "isort"
+version = "5.10.1"
+description = "A Python utility / library to sort Python imports."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1,<4.0"
+
+[package.extras]
+colors = ["colorama (>=0.4.3,<0.5.0)"]
+pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
+plugins = ["setuptools"]
+requirements_deprecated_finder = ["pip-api", "pipreqs"]
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "jinja2"
+version = "3.1.2"
+description = "A very fast and expressive template engine."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "lazy-object-proxy"
+version = "1.7.1"
+description = "A fast and thorough lazy object proxy."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "markdown"
+version = "3.3.7"
+description = "Python implementation of Markdown."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+testing = ["coverage", "pyyaml"]
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "markupsafe"
+version = "2.1.1"
+description = "Safely add untrusted strings to HTML/XML markup."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "mccabe"
+version = "0.7.0"
+description = "McCabe checker, plugin for flake8"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "mergedeep"
+version = "1.3.4"
+description = "A deep merge function for 🐍."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "mkdocs"
+version = "1.4.0"
+description = "Project documentation with Markdown."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+click = ">=7.0"
+ghp-import = ">=1.0"
+Jinja2 = ">=2.11.1"
+Markdown = ">=3.2.1,<3.4"
+mergedeep = ">=1.3.4"
+packaging = ">=20.5"
+PyYAML = ">=5.1"
+pyyaml-env-tag = ">=0.1"
+watchdog = ">=2.0"
+
+[package.extras]
+i18n = ["babel (>=2.9.0)"]
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "mkdocs-material"
+version = "8.5.3"
+description = "Documentation that simply works"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+jinja2 = ">=3.0.2"
+markdown = ">=3.2"
+mkdocs = ">=1.3.0"
+mkdocs-material-extensions = ">=1.0.3"
+pygments = ">=2.12"
+pymdown-extensions = ">=9.4"
+requests = ">=2.26"
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "mkdocs-material-extensions"
+version = "1.0.3"
+description = "Extension pack for Python Markdown."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "packaging"
+version = "21.3"
+description = "Core utilities for Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "pbr"
+version = "5.10.0"
+description = "Python Build Reasonableness"
+category = "main"
+optional = false
+python-versions = ">=2.6"
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "platformdirs"
+version = "2.5.2"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)"]
+test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
+
+[package.source]
+type = "legacy"
+url = "https://mirrors.aliyun.com/pypi/simple"
+reference = "aliyun"
+
+[[package]]
+name = "pluggy"
+version = "1.0.0"
+description = "plugin and hook calling mechanisms for python"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
+
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diff --git a/automotive_data_etl/pyproject.toml b/automotive_data_etl/pyproject.toml
new file mode 100644
index 0000000..fa91967
--- /dev/null
+++ b/automotive_data_etl/pyproject.toml
@@ -0,0 +1,40 @@
+[tool.poetry]
+name = "automotive_data_etl"
+version = "0.1.0"
+description = "This is my first etl package, i love it."
+readme = "README.md"
+authors = ["ming <ming@gmail.com>"]
+license = "MIT"
+classifiers = [
+    "Operating System :: OS Independent",
+    "Programming Language :: Python :: 3.10",
+]
+
+[[tool.poetry.source]]
+name = "aliyun"
+url = "https://mirrors.aliyun.com/pypi/simple/"
+default = true
+
+[tool.poetry.dependencies]
+python = "^3.10"
+pyspark = "^3.3.0"
+stevedore = "^4.0.0"
+dynaconf = "^3.1.9"
+click = "^8.1.3"
+
+[tool.poetry.dev-dependencies]
+pylint = "^2.14.5"
+isort = "^5.10.1"
+pytest = "^7.1.2"
+mkdocs = "^1.3.1"
+mkdocs-material = "^8.4.1"
+
+[tool.poetry.plugins.console_scripts]
+'automotive_data_etl' = "automotive_data_etl.cmdline:main"
+
+[tool.poetry.plugins."etl_tasks"]
+automotive_task = "automotive_data_etl.tasks.automotive_task.task:AutomotiveDataTask"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
diff --git a/automotive_data_etl/src/automotive_data_etl/__init__.py b/automotive_data_etl/src/automotive_data_etl/__init__.py
new file mode 100644
index 0000000..e4e0982
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/__init__.py
@@ -0,0 +1,2 @@
+"""etl_project"""
+__version__ = '0.1.0'
diff --git a/automotive_data_etl/src/automotive_data_etl/cmdline.py b/automotive_data_etl/src/automotive_data_etl/cmdline.py
new file mode 100644
index 0000000..22789d0
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/cmdline.py
@@ -0,0 +1,53 @@
+"""Project executor"""
+import argparse
+import logging
+
+from stevedore import ExtensionManager
+
+from automotive_data_etl.constants import ENV_DEVELOPMENT
+from automotive_data_etl.constants import TASK_NAMESPACE
+from automotive_data_etl.context import Context
+from automotive_data_etl.dependencies.logger import Logger
+from automotive_data_etl.executor import Executor
+
+
+def _parse_args() -> argparse.Namespace:
+    """Parameter parsing"""
+    parser = argparse.ArgumentParser(allow_abbrev=False)
+    # parser add arguments
+    parser.add_argument(
+        "--env",
+        required=False,
+        choices=['development', 'testing', 'production'],
+        default=ENV_DEVELOPMENT
+    )
+    parser.add_argument(
+        "--task",
+        required=True,
+        choices=_get_task_list()
+    )
+    return parser.parse_args()
+
+
+def _get_task_list():
+    """Get task list by namespace"""
+    extension_manager = ExtensionManager(namespace=TASK_NAMESPACE, invoke_on_load=False)
+    return extension_manager.entry_points_names()
+
+
+def main() -> None:
+    """
+    Parse args, init Context, init logger and executor task run.
+    """
+    args = _parse_args()
+    Context().environment = args.env
+    ctx = Context()
+    logger = Logger(ctx.settings)
+    logger.init_log()
+    logging.info('etl job init success.')
+    logging.info(f'env configs options: {ctx.settings.message}')
+    Executor(ctx, args.task).run()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/automotive_data_etl/src/automotive_data_etl/configs/dev.toml b/automotive_data_etl/src/automotive_data_etl/configs/dev.toml
new file mode 100644
index 0000000..d0e7548
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/configs/dev.toml
@@ -0,0 +1,12 @@
+[development]
+message = 'This is in development env'
+
+# tmp path
+input_path = '../../tmp/input/car_price.csv'
+output_path = '../../tmp/output/'
+
+# spark configs
+spark_master = 'local[*]'
+spark_config.spark.driver.memory = '3G'
+spark_config.spark.executor.memory = '16G'
+spark_config.spark.sql.debug.maxToStringFields = 100
diff --git a/automotive_data_etl/src/automotive_data_etl/configs/global.toml b/automotive_data_etl/src/automotive_data_etl/configs/global.toml
new file mode 100644
index 0000000..9d3292f
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/configs/global.toml
@@ -0,0 +1,8 @@
+[global]
+message = 'This is in global settings'
+
+# log-config
+LOGPATH = '@none'
+DEBUG = false
+LOGLEVEL = 'INFO'
+VERBOSE = 0
\ No newline at end of file
diff --git a/automotive_data_etl/src/automotive_data_etl/configs/prod.toml b/automotive_data_etl/src/automotive_data_etl/configs/prod.toml
new file mode 100644
index 0000000..38ae871
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/configs/prod.toml
@@ -0,0 +1,2 @@
+[production]
+message = 'this is in production env'
\ No newline at end of file
diff --git a/automotive_data_etl/src/automotive_data_etl/configs/test.toml b/automotive_data_etl/src/automotive_data_etl/configs/test.toml
new file mode 100644
index 0000000..c1e88f5
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/configs/test.toml
@@ -0,0 +1,12 @@
+[testing]
+message = 'This is in testing env'
+
+# tmp path
+input_path = '../tmp/input/car_price.csv'
+output_path = '../tmp/output'
+
+# spark configs
+spark_master = 'local[*]'
+spark_config.spark.driver.memory = '3G'
+spark_config.spark.executor.memory = '16G'
+spark_config.spark.sql.debug.maxToStringFields = 100
diff --git a/automotive_data_etl/src/automotive_data_etl/constants.py b/automotive_data_etl/src/automotive_data_etl/constants.py
new file mode 100644
index 0000000..7234338
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/constants.py
@@ -0,0 +1,4 @@
+"""Constants"""
+DEFAULT_ENCODING = 'utf-8'
+TASK_NAMESPACE = 'etl_tasks'
+ENV_DEVELOPMENT = 'development'
diff --git a/automotive_data_etl/src/automotive_data_etl/context.py b/automotive_data_etl/src/automotive_data_etl/context.py
new file mode 100644
index 0000000..57a1224
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/context.py
@@ -0,0 +1,31 @@
+"""Context"""
+from dynaconf.base import Settings
+
+from automotive_data_etl.constants import ENV_DEVELOPMENT
+from automotive_data_etl.dependencies.config import settings
+from automotive_data_etl.dependencies.spark import init_spark
+from automotive_data_etl.dependencies.spark import SparkLog4j
+
+
+class Context:
+    _instance = None
+    environment = ENV_DEVELOPMENT
+
+    def __new__(cls):
+        """Singleton mode"""
+        if cls._instance is None:
+            cls._instance = super(Context, cls).__new__(cls)
+        return cls._instance
+
+    def __init__(self):
+        """Context Parameters"""
+        self.settings: Settings = settings.from_env(self.environment)
+
+    def get_spark_session(self):
+        """Get spark session"""
+        return init_spark(self.settings, app_name='etl_template')
+
+    def get_spark_logger(self) -> SparkLog4j:
+        """Get the initialized Spark log object"""
+        spark = self.get_spark_session()
+        return SparkLog4j(spark)
diff --git a/automotive_data_etl/src/automotive_data_etl/dependencies/__init__.py b/automotive_data_etl/src/automotive_data_etl/dependencies/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/automotive_data_etl/src/automotive_data_etl/dependencies/config.py b/automotive_data_etl/src/automotive_data_etl/dependencies/config.py
new file mode 100644
index 0000000..62bcfb9
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/dependencies/config.py
@@ -0,0 +1,24 @@
+"""Config Manager"""
+from dynaconf import Dynaconf
+from dynaconf.base import Settings
+
+__settings_files = [
+    # All configs file will merge.  # Load default configs.
+    'src/automotive_data_etl/configs/global.toml',
+    'src/automotive_data_etl/configs/test.toml',
+    'src/automotive_data_etl/configs/prod.toml',
+    'src/automotive_data_etl/configs/dev.toml'
+]
+
+settings = Dynaconf(
+    # Set env `MYPROGRAM='bar'`，use `configs.FOO` .
+    envvar_prefix='AUTOMOTIVE_DATA_ETL',
+    settings_files=__settings_files,
+    environments=True,  # multi environments
+    load_dotenv=True,  # Enable load .env
+    lowercase_read=True,
+)
+
+
+def overwrite_configs(_settings: Settings, key, value):
+    _settings.set(key, value)
diff --git a/automotive_data_etl/src/automotive_data_etl/dependencies/logger.py b/automotive_data_etl/src/automotive_data_etl/dependencies/logger.py
new file mode 100644
index 0000000..652cd9f
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/dependencies/logger.py
@@ -0,0 +1,89 @@
+"""Logger"""
+import os
+import logging
+from logging.config import dictConfig
+
+from dynaconf.base import Settings
+
+from automotive_data_etl.constants import DEFAULT_ENCODING
+
+
+class Logger:
+    """
+    This is Logger config class, you can init logger config for logging.
+    param ctx_settings: Context() settings
+    """
+
+    def __init__(self, ctx_settings: Settings):
+        self.settings = ctx_settings
+        self.log_path = self.get_log_path()
+
+    def get_log_path(self):
+        """
+        Get or Create default log path
+        Default log path: "../../{project root path}/log/all.log"
+        """
+        if not self.settings.LOGPATH or not self.settings.exists('logpath'):
+            root_path = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+            root_path = os.path.abspath(os.path.join(root_path, "../.."))
+            log_path = os.path.join(root_path, 'log')
+            os.makedirs(log_path, exist_ok=True)
+            return log_path
+        log_path = self.settings.LOGPATH
+        if not os.path.exists(log_path):
+            raise FileNotFoundError(f'Can not found directory: "{log_path}" ')
+        return log_path
+
+    @staticmethod
+    def verbose_formatter(verbose: int) -> str:
+        """formatter factory"""
+        if verbose is True:
+            return 'verbose'
+        return 'simple'
+
+    def update_log_level(self, debug: bool, level: str) -> str:
+        """update log level"""
+        if debug is True:
+            level_num = logging.DEBUG
+        else:
+            level_num = logging.getLevelName(level)
+        self.settings.set('LOGLEVEL', logging.getLevelName(level_num))
+        return self.settings.LOGLEVEL
+
+    def init_log(self) -> None:
+        """Init log config."""
+        log_level = self.update_log_level(self.settings.DEBUG, str(self.settings.LOGLEVEL).upper())
+
+        log_config = {
+            "version": 1,
+            "disable_existing_loggers": False,
+            "formatters": {
+                'verbose': {
+                    'format': '%(asctime)s %(levelname)s %(name)s %(process)d %(thread)d %(message)s',
+                },
+                'simple': {
+                    'format': '%(asctime)s %(levelname)s %(name)s %(message)s',
+                },
+            },
+            "handlers": {
+                "console": {
+                    "formatter": self.verbose_formatter(self.settings.VERBOSE),
+                    'level': 'DEBUG',
+                    "class": "logging.StreamHandler",
+                },
+                'file': {
+                    'class': 'logging.handlers.RotatingFileHandler',
+                    'level': 'DEBUG',
+                    'formatter': self.verbose_formatter(self.settings.VERBOSE),
+                    'filename': os.path.join(self.log_path, 'all.log'),
+                    'maxBytes': 1024 * 1024 * 1024 * 200,  # 200M
+                    'backupCount': '5',
+                    'encoding': DEFAULT_ENCODING
+                },
+            },
+            "loggers": {
+                '': {'level': log_level, 'handlers': ['console']},
+            }
+        }
+
+        dictConfig(log_config)
diff --git a/automotive_data_etl/src/automotive_data_etl/dependencies/spark.py b/automotive_data_etl/src/automotive_data_etl/dependencies/spark.py
new file mode 100644
index 0000000..1e320a1
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/dependencies/spark.py
@@ -0,0 +1,54 @@
+"""Spark Init and Spark Log4j class"""
+from dynaconf.base import Settings
+from pyspark.sql import SparkSession
+
+
+def init_spark(settings: Settings, app_name: str):
+    """Create spark session"""
+    spark_builder = (SparkSession.builder
+                     .master(settings.spark_master)
+                     .appName(app_name))
+    # Spark settings load
+    for key, val in settings.spark_config.items():
+        spark_builder.config(key, val)
+    # Spark session create
+    spark_session = spark_builder.getOrCreate()
+    return spark_session
+
+
+class SparkLog4j:
+    """Wrapper class for Log4j JVM object.
+    Please setting default log level to "WARN".
+    :param spark: SparkSession object.
+    """
+
+    def __init__(self, spark: SparkSession):
+        # get spark app details with which to prefix all messages
+        conf = spark.sparkContext.getConf()
+        app_id = conf.get('spark.app.id')
+        app_name = conf.get('spark.app.name')
+        spark.sparkContext.setLogLevel('info')
+        log4j = spark._jvm.org.apache.log4j
+        message_prefix = '<' + app_name + ' ' + app_id + '>'
+        self.logger = log4j.LogManager.getLogger(message_prefix)
+
+    def error(self, message):
+        """Log an error.
+        :param: Error message to write to log
+        :return: None
+        """
+        self.logger.error(message)
+
+    def warn(self, message):
+        """Log a warning.
+        :param: Warning message to write to log
+        :return: None
+        """
+        self.logger.warn(message)
+
+    def info(self, message):
+        """Log information.
+        :param: Information message to write to log
+        :return: None
+        """
+        self.logger.info(message)
diff --git a/automotive_data_etl/src/automotive_data_etl/executor.py b/automotive_data_etl/src/automotive_data_etl/executor.py
new file mode 100644
index 0000000..bcd456c
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/executor.py
@@ -0,0 +1,38 @@
+"""
+Loads a Task class and calls its `run()` method.
+"""
+import logging
+from typing import Callable
+
+from stevedore import ExtensionManager
+
+from automotive_data_etl.constants import TASK_NAMESPACE
+from automotive_data_etl.context import Context
+from automotive_data_etl.utils.exception import PluginNotFoundError
+
+
+class Executor:
+    """
+    Loads a Task class and calls its `run()` method.
+    """
+    # pylint: disable=too-few-public-methods
+
+    def __init__(self, ctx: Context, task: str):
+        self.ctx = ctx
+        self.task = task
+
+    def run(self) -> None:
+        """calls its `run()` method in the task class"""
+        task_class = self._load_task(TASK_NAMESPACE, self.task)
+        logging.info(f"Running task: {task_class}")
+        task_class(self.ctx).run()
+
+    @staticmethod
+    def _load_task(namespace: str, name: str) -> Callable:
+        """Get extension by name from namespace, return task obj"""
+        extension_manager = ExtensionManager(namespace=namespace, invoke_on_load=False)
+        for ext in extension_manager.extensions:
+            if ext.name == name:
+                return ext.plugin
+            logging.warning(f'Load plugin: {ext.plugin} in namespace "{namespace}"')
+        raise PluginNotFoundError(namespace=namespace, name=name)
diff --git a/automotive_data_etl/src/automotive_data_etl/tasks/__init__.py b/automotive_data_etl/src/automotive_data_etl/tasks/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/automotive_data_etl/src/automotive_data_etl/tasks/abstract/__init__.py b/automotive_data_etl/src/automotive_data_etl/tasks/abstract/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/automotive_data_etl/src/automotive_data_etl/tasks/abstract/task.py b/automotive_data_etl/src/automotive_data_etl/tasks/abstract/task.py
new file mode 100644
index 0000000..d4555ee
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/tasks/abstract/task.py
@@ -0,0 +1,37 @@
+"""Base Task"""
+from abc import ABC, abstractmethod
+
+from automotive_data_etl.context import Context
+
+
+class AbstractTask(ABC):
+    """
+    Base class to read a dataset, transform it, and save it to a table.
+    """
+
+    # pylint: disable=[too-few-public-methods]
+
+    def __init__(self):
+        self.ctx = Context()
+        self.settings = self.ctx.settings
+
+    def run(self) -> None:
+        """Execute task module"""
+        data = self._extract()
+        data_transformed = self._transform(data)
+        self._load(data_transformed)
+
+    @abstractmethod
+    def _extract(self):
+        """extract tmp from file/database/other."""
+        raise NotImplementedError
+
+    @abstractmethod
+    def _transform(self, data):
+        """Transform incoming tmp, and output the transform result"""
+        raise NotImplementedError
+
+    @abstractmethod
+    def _load(self, data) -> None:
+        """Load tmp to file/database/other."""
+        raise NotImplementedError
diff --git a/automotive_data_etl/src/automotive_data_etl/tasks/abstract/transform.py b/automotive_data_etl/src/automotive_data_etl/tasks/abstract/transform.py
new file mode 100644
index 0000000..fa455ec
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/tasks/abstract/transform.py
@@ -0,0 +1,21 @@
+"""Base Transform"""
+from abc import ABC, abstractmethod
+
+from automotive_data_etl.context import Context
+
+
+class AbstractTransform(ABC):
+    """
+    Base class to define a DataFrame transformation.
+    """
+
+    # pylint: disable=[too-few-public-methods]
+
+    def __init__(self):
+        self.ctx = Context()
+        self.settings = self.ctx.settings
+
+    @abstractmethod
+    def transform(self, data):
+        """Transform original dataset."""
+        raise NotImplementedError
diff --git a/automotive_data_etl/src/automotive_data_etl/tasks/automotive_task/__init__.py b/automotive_data_etl/src/automotive_data_etl/tasks/automotive_task/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/automotive_data_etl/src/automotive_data_etl/tasks/automotive_task/automotive_transform.py b/automotive_data_etl/src/automotive_data_etl/tasks/automotive_task/automotive_transform.py
new file mode 100644
index 0000000..25d76f2
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/tasks/automotive_task/automotive_transform.py
@@ -0,0 +1,55 @@
+"""Car tmp Transformation."""
+from functools import reduce
+
+from pyspark.sql import DataFrame
+from pyspark.sql.functions import col
+from pyspark.sql.functions import udf
+from pyspark.sql.types import StringType
+
+from automotive_data_etl.tasks.abstract.transform import AbstractTransform
+
+
+class AutomotiveDataTransform(AbstractTransform):
+    """Car tmp Transformation."""
+
+    def transform(self, df: DataFrame) -> DataFrame:
+        """Execute the transform process"""
+        transformations = (
+            self._filter_price,
+            self._process_car_name,
+            self._select_final_columns,
+        )
+        return reduce(DataFrame.transform, transformations, df)  # type: ignore
+
+    @staticmethod
+    def _filter_price(df: DataFrame) -> DataFrame:
+        """Filter results price > 10000"""
+        return df.filter(col('price') > 10000)
+
+    @staticmethod
+    def _process_car_name(df: DataFrame) -> DataFrame:
+        """Clean [dirty tmp] from CarName"""
+        res_df = df.withColumn('CarName', _name_replace_udf(col('CarName')).alias('CarName'))
+        return res_df
+
+    @staticmethod
+    def _select_final_columns(df: DataFrame) -> DataFrame:
+        """Car price tmp dataframe select final columns"""
+        return df.select(
+            col('car_ID').alias('car_id'),
+            col('symboling'),
+            col('CarName').alias('car_name'),
+            col('price'),
+        )
+
+
+@udf(returnType=StringType())
+def _name_replace_udf(car_name):
+    """Clean [dirty tmp] udf"""
+    if not car_name:
+        return None
+    err_str = '[dirty tmp]'
+    if err_str not in car_name:
+        return car_name
+    car_name = car_name.replace(err_str, '')
+    return car_name
diff --git a/automotive_data_etl/src/automotive_data_etl/tasks/automotive_task/task.py b/automotive_data_etl/src/automotive_data_etl/tasks/automotive_task/task.py
new file mode 100644
index 0000000..aaeb2b8
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/tasks/automotive_task/task.py
@@ -0,0 +1,35 @@
+"""Processing car tmp task."""
+import logging
+
+from pyspark.sql import DataFrame
+
+from automotive_data_etl.tasks.abstract.task import AbstractTask
+from automotive_data_etl.tasks.automotive_task.automotive_transform import AutomotiveDataTransform
+
+
+class AutomotiveDataTask(AbstractTask):
+    """Processing car tmp task."""
+
+    def __init__(self):
+        super().__init__()
+        self.spark = self.ctx.get_spark_session()
+
+    def _extract(self) -> DataFrame:
+        """Read CSV file return DataFrame"""
+        df: DataFrame = self.spark.read.csv(
+            self.settings.input_path,
+            encoding='utf-8',
+            header=True,
+            inferSchema=True
+        )
+        logging.info(f'Extract tmp from {self.settings.input_path}')
+        return df
+
+    def _transform(self, df: DataFrame) -> DataFrame:
+        """execute CarTransform transform function"""
+        return AutomotiveDataTransform().transform(df)
+
+    def _load(self, df: DataFrame) -> None:
+        """Load final tmp to output path"""
+        df.write.json(self.settings.output_path, mode='overwrite', encoding='utf-8')
+        logging.info(f'Load tmp to {self.settings.output_path}')
diff --git a/automotive_data_etl/src/automotive_data_etl/utils/__init__.py b/automotive_data_etl/src/automotive_data_etl/utils/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/automotive_data_etl/src/automotive_data_etl/utils/exception.py b/automotive_data_etl/src/automotive_data_etl/utils/exception.py
new file mode 100644
index 0000000..c6f40f1
--- /dev/null
+++ b/automotive_data_etl/src/automotive_data_etl/utils/exception.py
@@ -0,0 +1,20 @@
+"""Exception"""
+
+
+class EtlError(Exception):
+    """Etl error"""
+
+
+class PluginNotFoundError(EtlError):
+    """PluginNotFoundError"""
+
+    def __init__(self, namespace: str, name: str):
+        super().__init__()
+        self._namespace = namespace
+        self._name = name
+
+    def __repr__(self):
+        return f'Can not found "{self._name}" plugin in {self._namespace}'
+
+    def __str__(self):
+        return self.__repr__()
diff --git a/automotive_data_etl/tests/__init__.py b/automotive_data_etl/tests/__init__.py
new file mode 100644
index 0000000..e86834d
--- /dev/null
+++ b/automotive_data_etl/tests/__init__.py
@@ -0,0 +1 @@
+"""Test"""
diff --git a/automotive_data_etl/tests/conftest.py b/automotive_data_etl/tests/conftest.py
new file mode 100644
index 0000000..f6af434
--- /dev/null
+++ b/automotive_data_etl/tests/conftest.py
@@ -0,0 +1 @@
+"""Test config"""
diff --git a/automotive_data_etl/tests/test_task.py b/automotive_data_etl/tests/test_task.py
new file mode 100644
index 0000000..2ba4987
--- /dev/null
+++ b/automotive_data_etl/tests/test_task.py
@@ -0,0 +1,84 @@
+"""Test log"""
+import pytest
+from pyspark.sql.functions import col
+
+from automotive_data_etl.context import Context
+from automotive_data_etl.tasks.automotive_task.automotive_transform import AutomotiveDataTransform
+from automotive_data_etl.tasks.automotive_task.task import AutomotiveDataTask
+
+
+@pytest.fixture()
+def context():
+    """Fixture context for the tests"""
+    Context().environment = 'testing'
+    ctx = Context()
+    return ctx
+
+
+def test_settings(context):
+    """Test: Setting init by "testing" env"""
+    settings = context.settings
+
+    assert settings.message == 'This is in testing env'
+
+    # tmp path
+    assert settings.input_path == '../tmp/input/car_price.csv'
+    assert settings.output_path == '../tmp/output'
+
+    # spark configs
+    assert settings.spark_master == 'local[*]'
+    assert settings.spark_config.spark.driver.memory == '3G'
+    assert settings.spark_config.spark.executor.memory == '16G'
+    assert settings.spark_config.spark.sql.debug.maxToStringFields == 100
+
+
+@pytest.fixture()
+def test_extract(context):
+    """Test: Read CSV file return DataFrame"""
+    task = AutomotiveDataTask()
+    df = task._extract()
+
+    assert df.count() == 205
+
+    return df
+
+
+@pytest.fixture()
+def test_transform_filter_price(test_extract):
+    """Test: Filter results price > 10000"""
+    transform = AutomotiveDataTransform()
+    df = transform._filter_price(test_extract)
+
+    assert df.filter(col('price') <= 10000).count() == 0
+
+    return df
+
+
+@pytest.fixture()
+def test_transform_process_car_name(test_transform_filter_price):
+    """Test: Clean [dirty tmp] from CarName"""
+    transform = AutomotiveDataTransform()
+    df = transform._process_car_name(test_transform_filter_price)
+
+    assert df.filter(col('CarName').contains('[dirty tmp]')).count() == 0
+
+    return df
+
+
+@pytest.fixture()
+def test_transform_select_final_columns(test_transform_process_car_name):
+    """Test: Final columns is ['car_id', 'car_name', 'symboling',  'price']"""
+    final_columns = ['car_id', 'car_name', 'symboling', 'price']
+    transform = AutomotiveDataTransform()
+    df = transform._select_final_columns(test_transform_process_car_name)
+    names = df.schema.names
+
+    assert names.sort() == final_columns.sort()
+
+    return df
+
+
+def test_load(test_transform_select_final_columns):
+    """Test: Load csv file"""
+    task = AutomotiveDataTask()
+    task._load(test_transform_select_final_columns)
diff --git a/automotive_data_etl/tests/test_version.py b/automotive_data_etl/tests/test_version.py
new file mode 100644
index 0000000..3a8ce15
--- /dev/null
+++ b/automotive_data_etl/tests/test_version.py
@@ -0,0 +1,7 @@
+"""Tests"""
+from automotive_data_etl import __version__
+
+
+def test_version():
+    """Test version"""
+    assert __version__ == '0.1.0'
diff --git a/automotive_data_etl/tmp/input/car_price.csv b/automotive_data_etl/tmp/input/car_price.csv
new file mode 100644
index 0000000..06884d0
--- /dev/null
+++ b/automotive_data_etl/tmp/input/car_price.csv
@@ -0,0 +1,206 @@
+car_ID,symboling,CarName,fueltype,aspiration,doornumber,carbody,drivewheel,enginelocation,wheelbase,carlength,carwidth,carheight,curbweight,enginetype,cylindernumber,enginesize,fuelsystem,boreratio,stroke,compressionratio,horsepower,peakrpm,citympg,highwaympg,price
+1,3,alfa-romero giulia,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,13495
+2,3,alfa-romero stelvio,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,16500
+3,1,alfa-romero Quadrifoglio,gas,std,two,hatchback,rwd,front,94.5,171.2,65.5,52.4,2823,ohcv,six,152,mpfi,2.68,3.47,9,154,5000,19,26,16500
+4,2,audi 100 ls,gas,std,four,sedan,fwd,front,99.8,176.6,66.2,54.3,2337,ohc,four,109,mpfi,3.19,3.4,10,102,5500,24,30,13950
+5,2,audi 100ls,gas,std,four,sedan,4wd,front,99.4,176.6,66.4,54.3,2824,ohc,five,136,mpfi,3.19,3.4,8,115,5500,18,22,17450
+6,2,audi fox,gas,std,two,sedan,fwd,front,99.8,177.3,66.3,53.1,2507,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,15250
+7,1,audi 100ls,gas,std,four,sedan,fwd,front,105.8,192.7,71.4,55.7,2844,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,17710
+8,1,audi 5000,gas,std,four,wagon,fwd,front,105.8,192.7,71.4,55.7,2954,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,18920
+9,1,audi 4000,gas,turbo,four,sedan,fwd,front,105.8,192.7,71.4,55.9,3086,ohc,five,131,mpfi,3.13,3.4,8.3,140,5500,17,20,23875
+10,0,audi 5000s (diesel),gas,turbo,two,hatchback,4wd,front,99.5,178.2,67.9,52,3053,ohc,five,131,mpfi,3.13,3.4,7,160,5500,16,22,17859.167
+11,2,bmw 320i,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16430
+12,0,bmw 320i,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16925
+13,0,bmw x1,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2710,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,20970
+14,0,bmw x3,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2765,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,21105
+15,1,bmw z4,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3055,ohc,six,164,mpfi,3.31,3.19,9,121,4250,20,25,24565
+16,0,bmw x4,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3230,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,30760
+17,0,bmw x5,gas,std,two,sedan,rwd,front,103.5,193.8,67.9,53.7,3380,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,41315
+18,0,bmw x3,gas,std,four,sedan,rwd,front,110,197,70.9,56.3,3505,ohc,six,209,mpfi,3.62,3.39,8,182,5400,15,20,36880
+19,2,chevrolet impala,gas,std,two,hatchback,fwd,front,88.4,141.1,60.3,53.2,1488,l,three,61,2bbl,2.91,3.03,9.5,48,5100,47,53,5151
+20,1,chevrolet monte carlo,gas,std,two,hatchback,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6295
+21,0,chevrolet vega 2300,gas,std,four,sedan,fwd,front,94.5,158.8,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6575
+22,1,dodge rampage,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.41,68,5500,37,41,5572
+23,1,dodge challenger se,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6377
+24,1,dodge d200,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,7957
+25,1,dodge monaco (sw),gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229
+26,1,dodge colt hardtop,gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692
+27,1,dodge colt (sw),gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,7609
+28,1,dodge coronet custom,gas,turbo,two,sedan,fwd,front,93.7,157.3,63.8,50.6,2191,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,8558
+29,-1,dodge dart custom,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.34,3.46,8.5,88,5000,24,30,8921
+30,3,dodge coronet custom (sw),gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2811,ohc,four,156,mfi,3.6,3.9,7,145,5000,19,24,12964
+31,2,honda civic,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1713,ohc,four,92,1bbl,2.91,3.41,9.6,58,4800,49,54,6479
+32,2,honda civic cvcc,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1819,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,31,38,6855
+33,1,honda civic,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1837,ohc,four,79,1bbl,2.91,3.07,10.1,60,5500,38,42,5399
+34,1,honda accord cvcc,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1940,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,6529
+35,1,honda civic cvcc,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1956,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7129
+36,0,honda accord lx,gas,std,four,sedan,fwd,front,96.5,163.4,64,54.5,2010,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7295
+37,0,honda civic 1500 gl,gas,std,four,wagon,fwd,front,96.5,157.1,63.9,58.3,2024,ohc,four,92,1bbl,2.92,3.41,9.2,76,6000,30,34,7295
+38,0,honda accord,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2236,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,7895
+39,0,honda civic 1300,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2289,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,9095
+40,0,honda prelude,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2304,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,8845
+41,0,honda accord,gas,std,four,sedan,fwd,front,96.5,175.4,62.5,54.1,2372,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,10295
+42,0,honda civic,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2465,ohc,four,110,mpfi,3.15,3.58,9,101,5800,24,28,12945
+43,1,honda civic (auto),gas,std,two,sedan,fwd,front,96.5,169.1,66,51,2293,ohc,four,110,2bbl,3.15,3.58,9.1,100,5500,25,31,10345
+44,0,isuzu MU-X,gas,std,four,sedan,rwd,front,94.3,170.7,61.8,53.5,2337,ohc,four,111,2bbl,3.31,3.23,8.5,78,4800,24,29,6785
+45,1,isuzu D-Max ,gas,std,two,sedan,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,8916.5
+46,0,isuzu D-Max V-Cross,gas,std,four,sedan,fwd,front,94.5,155.9,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,8916.5
+47,2,isuzu D-Max ,gas,std,two,hatchback,rwd,front,96,172.6,65.2,51.4,2734,ohc,four,119,spfi,3.43,3.23,9.2,90,5000,24,29,11048
+48,0,jaguar xj,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,32250
+49,0,jaguar xf,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,35550
+50,0,jaguar xk,gas,std,two,sedan,rwd,front,102,191.7,70.6,47.8,3950,ohcv,twelve,326,mpfi,3.54,2.76,11.5,262,5000,13,17,36000
+51,1,maxda rx3,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1890,ohc,four,91,2bbl,3.03,3.15,9,68,5000,30,31,5195
+52,1,maxda glc deluxe,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1900,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6095
+53,1,mazda rx2 coupe,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1905,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6795
+54,1,mazda rx-4,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1945,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6695
+55,1,mazda glc deluxe,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1950,ohc,four,91,2bbl,3.08,3.15,9,68,5000,31,38,7395
+56,3,mazda 626,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,10945
+57,3,mazda glc,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,11845
+58,3,mazda rx-7 gs,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2385,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,13645
+59,3,mazda glc 4,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2500,rotor,two,80,mpfi,3.33,3.255,9.4,135,6000,16,23,15645
+60,1,mazda 626,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8845
+61,0,mazda glc custom l,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8495
+62,1,mazda glc custom,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10595
+63,0,mazda rx-4,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10245
+64,0,mazda glc deluxe,diesel,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2443,ohc,four,122,idi,3.39,3.39,22.7,64,4650,36,42,10795
+65,0,mazda 626,gas,std,four,hatchback,fwd,front,98.8,177.8,66.5,55.5,2425,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,11245
+66,0,mazda glc,gas,std,four,sedan,rwd,front,104.9,175,66.1,54.4,2670,ohc,four,140,mpfi,3.76,3.16,8,120,5000,19,27,18280
+67,0,mazda rx-7 gs,diesel,std,four,sedan,rwd,front,104.9,175,66.1,54.4,2700,ohc,four,134,idi,3.43,3.64,22,72,4200,31,39,18344
+68,-1,buick electra 225 custom,diesel,turbo,four,sedan,rwd,front,110,190.9,70.3,56.5,3515,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,25552
+69,-1,buick century luxus (sw),diesel,turbo,four,wagon,rwd,front,110,190.9,70.3,58.7,3750,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28248
+70,0,buick century,diesel,turbo,two,hardtop,rwd,front,106.7,187.5,70.3,54.9,3495,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28176
+71,-1,buick skyhawk,diesel,turbo,four,sedan,rwd,front,115.6,202.6,71.7,56.3,3770,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,31600
+72,-1,buick opel isuzu deluxe,gas,std,four,sedan,rwd,front,115.6,202.6,71.7,56.5,3740,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,34184
+73,3,buick skylark,gas,std,two,convertible,rwd,front,96.6,180.3,70.5,50.8,3685,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,35056
+74,0,buick century special,gas,std,four,sedan,rwd,front,120.9,208.1,71.7,56.7,3900,ohcv,eight,308,mpfi,3.8,3.35,8,184,4500,14,16,40960
+75,1,buick regal sport coupe (turbo),gas,std,two,hardtop,rwd,front,112,199.2,72,55.4,3715,ohcv,eight,304,mpfi,3.8,3.35,8,184,4500,14,16,45400
+76,1,mercury cougar,gas,turbo,two,hatchback,rwd,front,102.7,178.4,68,54.8,2910,ohc,four,140,mpfi,3.78,3.12,8,175,5000,19,24,16503
+77,2,mitsubishi mirage,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1918,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,37,41,5389
+78,2,mitsubishi lancer,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1944,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6189
+79,2,mitsubishi outlander,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,2004,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6669
+80,1,mitsubishi g4,gas,turbo,two,hatchback,fwd,front,93,157.3,63.8,50.8,2145,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7689
+81,3,mitsubishi mirage g4,gas,turbo,two,hatchback,fwd,front,96.3,173,65.4,49.4,2370,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9959
+82,3,mitsubishi g4,gas,std,two,hatchback,fwd,front,96.3,173,65.4,49.4,2328,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8499
+83,3,mitsubishi outlander,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2833,ohc,four,156,spdi,3.58,3.86,7,145,5000,19,24,12629
+84,3,mitsubishi g4,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2921,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,14869
+85,3,mitsubishi mirage g4,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2926,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,14489
+86,1,mitsubishi montero,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2365,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,6989
+87,1,mitsubishi pajero,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2405,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8189
+88,1,mitsubishi outlander,gas,turbo,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279
+89,-1,mitsubishi mirage g4,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279
+90,1,Nissan versa,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1889,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,5499
+91,1,nissan gt-r,diesel,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,2017,ohc,four,103,idi,2.99,3.47,21.9,55,4800,45,50,7099
+92,1,nissan rogue,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1918,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6649
+93,1,nissan latio,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1938,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6849
+94,1,nissan titan,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2024,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7349
+95,1,nissan leaf,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1951,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7299
+96,1,nissan juke,gas,std,two,hatchback,fwd,front,94.5,165.6,63.8,53.3,2028,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7799
+97,1,nissan latio,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1971,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7499
+98,1,nissan note,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2037,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7999
+99,2,nissan clipper,gas,std,two,hardtop,fwd,front,95.1,162.4,63.8,53.3,2008,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,8249
+100,0,nissan rogue,gas,std,four,hatchback,fwd,front,97.2,173.4,65.2,54.7,2324,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,8949
+101,0,nissan nv200,gas,std,four,sedan,fwd,front,97.2,173.4,65.2,54.7,2302,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,9549
+102,0,nissan dayz,gas,std,four,sedan,fwd,front,100.4,181.7,66.5,55.1,3095,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,17,22,13499
+103,0,nissan fuga,gas,std,four,wagon,fwd,front,100.4,184.6,66.5,56.1,3296,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,17,22,14399
+104,0,nissan otti,gas,std,four,sedan,fwd,front,100.4,184.6,66.5,55.1,3060,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,19,25,13499
+105,3,nissan teana,gas,std,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3071,ohcv,six,181,mpfi,3.43,3.27,9,160,5200,19,25,17199
+106,3,nissan kicks,gas,turbo,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,7.8,200,5200,17,23,19699
+107,1,nissan clipper,gas,std,two,hatchback,rwd,front,99.2,178.5,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,9,160,5200,19,25,18399
+108,0,peugeot 504,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3020,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,11900
+109,0,peugeot 304,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3197,l,four,152,idi,3.7,3.52,21,95,4150,28,33,13200
+110,0,peugeot 504 (sw),gas,std,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3230,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,12440
+111,0,peugeot 504,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3430,l,four,152,idi,3.7,3.52,21,95,4150,25,25,13860
+112,0,peugeot 504,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,15580
+113,0,peugeot 604sl,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21,95,4150,28,33,16900
+114,0,peugeot 504,gas,std,four,wagon,rwd,front,114.2,198.9,68.4,56.7,3285,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,16695
+115,0,peugeot 505s turbo diesel,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3485,l,four,152,idi,3.7,3.52,21,95,4150,25,25,17075
+116,0,peugeot 504,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,16630
+117,0,peugeot 504,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21,95,4150,28,33,17950
+118,0,peugeot 604sl,gas,turbo,four,sedan,rwd,front,108,186.7,68.3,56,3130,l,four,134,mpfi,3.61,3.21,7,142,5600,18,24,18150
+119,1,plymouth fury iii,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1918,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,37,41,5572
+120,1,plymouth cricket,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7957
+121,1,plymouth fury iii,gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229
+122,1,plymouth satellite custom (sw),gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692
+123,1,plymouth fury gran sedan,gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,2191,ohc,four,98,2bbl,2.97,3.23,9.4,68,5500,31,38,7609
+124,-1,plymouth valiant,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,24,30,8921
+125,3,plymouth duster,gas,turbo,two,hatchback,rwd,front,95.9,173.2,66.3,50.2,2818,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,12764
+126,3,porsche macan,gas,std,two,hatchback,rwd,front,94.5,168.9,68.3,50.2,2778,ohc,four,151,mpfi,3.94,3.11,9.5,143,5500,19,27,22018
+127,3,porcshce panamera,gas,std,two,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,32528
+128,3,porsche cayenne,gas,std,two,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,34028
+129,3,porsche boxter,gas,std,two,convertible,rwd,rear,89.5,168.9,65,51.6,2800,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,37028
+130,1,porsche cayenne,gas,std,two,hatchback,rwd,front,98.4,175.7,72.3,50.5,3366,dohcv,eight,203,mpfi,3.94,3.11,10,288,5750,17,28,31400.5
+131,0,renault 12tl,gas,std,four,wagon,fwd,front,96.1,181.5,66.5,55.2,2579,ohc,four,132,mpfi,3.46,3.9,8.7,90,5100,23,31,9295
+132,2,renault 5 gtl,gas,std,two,hatchback,fwd,front,96.1,176.8,66.6,50.5,2460,ohc,four,132,mpfi,3.46,3.9,8.7,90,5100,23,31,9895
+133,3,saab 99e,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2658,ohc,four,121,mpfi,3.54,3.07,9.31,110,5250,21,28,11850
+134,2,saab 99le,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2695,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,12170
+135,3,saab 99le,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2707,ohc,four,121,mpfi,2.54,2.07,9.3,110,5250,21,28,15040
+136,2,saab 99gle,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2758,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,15510
+137,3,saab 99gle,gas,turbo,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2808,dohc,four,121,mpfi,3.54,3.07,9,160,5500,19,26,18150
+138,2,saab 99e,gas,turbo,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2847,dohc,four,121,mpfi,3.54,3.07,9,160,5500,19,26,18620
+139,2,subaru,gas,std,two,hatchback,fwd,front,93.7,156.9,63.4,53.7,2050,ohcf,four,97,2bbl,3.62,2.36,9,69,4900,31,36,5118
+140,2,subaru dl,gas,std,two,hatchback,fwd,front,93.7,157.9,63.6,53.7,2120,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7053
+141,2,subaru dl,gas,std,two,hatchback,4wd,front,93.3,157.3,63.8,55.7,2240,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7603
+142,0,subaru,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2145,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4800,32,37,7126
+143,0,subaru brz,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2190,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4400,28,33,7775
+144,0,subaru baja,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2340,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,26,32,9960
+145,0,subaru r1,gas,std,four,sedan,4wd,front,97,172,65.4,54.3,2385,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,24,25,9233
+146,0,subaru r2,gas,turbo,four,sedan,4wd,front,97,172,65.4,54.3,2510,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,24,29,11259
+147,0,subaru trezia,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2290,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,28,32,7463
+148,0,subaru tribeca,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2455,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,25,31,10198
+149,0,subaru dl,gas,std,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2420,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,23,29,8013
+150,0,subaru dl,gas,turbo,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2650,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,23,23,11694
+151,1,toyota corona mark ii,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,1985,ohc,four,92,2bbl,3.05,3.03,9,62,4800,35,39,5348
+152,1,toyota corona,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,2040,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6338
+153,1,toyota corolla 1200,gas,std,four,hatchback,fwd,front,95.7,158.7,63.6,54.5,2015,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6488
+154,0,toyota corona hardtop,gas,std,four,wagon,fwd,front,95.7,169.7,63.6,59.1,2280,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,37,6918
+155,0,toyota corolla 1600 (sw),gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,2290,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,7898
+156,0,toyota carina,gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,3110,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,8778
+157,0,toyota mark ii,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2081,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,6938
+158,0,toyota corolla 1200,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2109,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,7198
+159,0,toyota corona,diesel,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,34,36,7898
+160,0,toyota corolla,diesel,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,38,47,7788
+161,0,toyota corona,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2094,ohc,four,98,2bbl,3.19,3.03,9,70,4800,38,47,7738
+162,0,toyota corolla,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2122,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,8358
+163,0,toyota mark ii,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,52.8,2140,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,9258
+164,1,toyota corolla liftback,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2169,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8058
+165,1,toyota corona,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2204,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8238
+166,1,toyota celica gt liftback,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2265,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9298
+167,1,toyota corolla tercel,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2300,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9538
+168,2,toyota corona liftback,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2540,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,8449
+169,2,toyota corolla,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2536,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9639
+170,2,toyota starlet,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2551,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9989
+171,2,toyota tercel,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2679,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11199
+172,2,toyota corolla,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2714,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11549
+173,2,toyota cressida,gas,std,two,convertible,rwd,front,98.4,176.2,65.6,53,2975,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,17669
+174,-1,toyota corolla,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2326,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,29,34,8948
+175,-1,toyota celica gt,diesel,turbo,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2480,ohc,four,110,idi,3.27,3.35,22.5,73,4500,30,33,10698
+176,-1,toyota corona,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,9988
+177,-1,toyota corolla,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,10898
+178,-1,toyota mark ii,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2458,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,11248
+179,3,toyota corolla liftback,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,2976,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,20,24,16558
+180,3,toyota corona,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,3016,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,19,24,15998
+181,-1,toyota starlet,gas,std,four,sedan,rwd,front,104.5,187.8,66.5,54.1,3131,dohc,six,171,mpfi,3.27,3.35,9.2,156,5200,20,24,15690
+182,-1,toyouta tercel,gas,std,four,wagon,rwd,front,104.5,187.8,66.5,54.1,3151,dohc,six,161,mpfi,3.27,3.35,9.2,156,5200,19,24,15750
+183,2,vokswagen rabbit,diesel,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2261,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7775
+184,2,volkswagen 1131 deluxe sedan,gas,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2209,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,7975
+185,2,volkswagen model 111,diesel,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2264,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7995
+186,2,volkswagen type 3,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2212,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8195
+187,2,volkswagen 411 (sw),gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2275,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8495
+188,2,volkswagen super beetle,diesel,turbo,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2319,ohc,four,97,idi,3.01,3.4,23,68,4500,37,42,9495
+189,2,volkswagen dasher,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2300,ohc,four,109,mpfi,3.19,3.4,10,100,5500,26,32,9995
+190,3,vw dasher,gas,std,two,convertible,fwd,front,94.5,159.3,64.2,55.6,2254,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,11595
+191,3,vw rabbit,gas,std,two,hatchback,fwd,front,94.5,165.7,64,51.4,2221,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,9980
+192,0,volkswagen rabbit,gas,std,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2661,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,24,13295
+193,0,volkswagen rabbit custom,diesel,turbo,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2579,ohc,four,97,idi,3.01,3.4,23,68,4500,33,38,13845
+194,0,volkswagen dasher,gas,std,four,wagon,fwd,front,100.4,183.1,66.9,55.1,2563,ohc,four,109,mpfi,3.19,3.4,9,88,5500,25,31,12290
+195,-2,volvo 145e (sw),gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2912,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,12940
+196,-1,volvo 144ea,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3034,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,13415
+197,-2,volvo 244dl,gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2935,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,15985
+198,-1,volvo 245,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3042,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,16515
+199,-2,volvo 264gl,gas,turbo,four,sedan,rwd,front,104.3,188.8,67.2,56.2,3045,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18420
+200,-1,volvo diesel,gas,turbo,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3157,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18950
+201,-1,volvo 145e (sw)[dirty data],gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,2952,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,16845
+202,-1,volvo 144ea[dirty data],gas,turbo,four,sedan,rwd,front,109.1,188.8,68.8,55.5,3049,ohc,four,141,mpfi,3.78,3.15,8.7,160,5300,19,25,19045
+203,-1,volvo 244dl[dirty data],gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3012,ohcv,six,173,mpfi,3.58,2.87,8.8,134,5500,18,23,21485
+204,-1,volvo 246[dirty data],diesel,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3217,ohc,six,145,idi,3.01,3.4,23,106,4800,26,27,22470
+205,-1,volvo 264gl[dirty data],gas,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3062,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,19,25,22625
diff --git a/automotive_data_etl/tmp/output/.part-00000-96709ec5-4226-47a1-8238-96847d29b2d3-c000.json.crc b/automotive_data_etl/tmp/output/.part-00000-96709ec5-4226-47a1-8238-96847d29b2d3-c000.json.crc
new file mode 100644
index 0000000..7a39357
Binary files /dev/null and b/automotive_data_etl/tmp/output/.part-00000-96709ec5-4226-47a1-8238-96847d29b2d3-c000.json.crc differ
diff --git a/automotive_data_etl/tmp/output/_SUCCESS b/automotive_data_etl/tmp/output/_SUCCESS
new file mode 100644
index 0000000..e69de29
diff --git a/automotive_data_etl/tmp/output/part-00000-96709ec5-4226-47a1-8238-96847d29b2d3-c000.json b/automotive_data_etl/tmp/output/part-00000-96709ec5-4226-47a1-8238-96847d29b2d3-c000.json
new file mode 100644
index 0000000..9c39624
--- /dev/null
+++ b/automotive_data_etl/tmp/output/part-00000-96709ec5-4226-47a1-8238-96847d29b2d3-c000.json
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+{"car_id":179,"symboling":3,"car_name":"toyota corolla liftback","price":16558.0}
+{"car_id":180,"symboling":3,"car_name":"toyota corona","price":15998.0}
+{"car_id":181,"symboling":-1,"car_name":"toyota starlet","price":15690.0}
+{"car_id":182,"symboling":-1,"car_name":"toyouta tercel","price":15750.0}
+{"car_id":190,"symboling":3,"car_name":"vw dasher","price":11595.0}
+{"car_id":192,"symboling":0,"car_name":"volkswagen rabbit","price":13295.0}
+{"car_id":193,"symboling":0,"car_name":"volkswagen rabbit custom","price":13845.0}
+{"car_id":194,"symboling":0,"car_name":"volkswagen dasher","price":12290.0}
+{"car_id":195,"symboling":-2,"car_name":"volvo 145e (sw)","price":12940.0}
+{"car_id":196,"symboling":-1,"car_name":"volvo 144ea","price":13415.0}
+{"car_id":197,"symboling":-2,"car_name":"volvo 244dl","price":15985.0}
+{"car_id":198,"symboling":-1,"car_name":"volvo 245","price":16515.0}
+{"car_id":199,"symboling":-2,"car_name":"volvo 264gl","price":18420.0}
+{"car_id":200,"symboling":-1,"car_name":"volvo diesel","price":18950.0}
+{"car_id":201,"symboling":-1,"car_name":"volvo 145e (sw)[dirty data]","price":16845.0}
+{"car_id":202,"symboling":-1,"car_name":"volvo 144ea[dirty data]","price":19045.0}
+{"car_id":203,"symboling":-1,"car_name":"volvo 244dl[dirty data]","price":21485.0}
+{"car_id":204,"symboling":-1,"car_name":"volvo 246[dirty data]","price":22470.0}
+{"car_id":205,"symboling":-1,"car_name":"volvo 264gl[dirty data]","price":22625.0}
diff --git a/automotive_data_etl/tox.ini b/automotive_data_etl/tox.ini
new file mode 100644
index 0000000..428ca01
--- /dev/null
+++ b/automotive_data_etl/tox.ini
@@ -0,0 +1,26 @@
+[tox]
+isolated_build = True
+envlist =
+    py310
+    isort
+    pylint
+
+[testenv]
+deps =
+    poetry
+commands =
+    poetry install -v
+    poetry run pytest tests
+
+[testenv:isort]
+deps =
+    isort
+changedir = {toxinidir}
+commands =
+    isort . --check-only --diff
+
+[testenv:pylint]
+changedir = {toxinidir}
+commands =
+    poetry install -v
+    poetry run pylint tests src