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drpt
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drpt - npm Package Compare versions
+42
| # -*- coding: utf-8 -*- | ||
| from setuptools import setup | ||
| package_dir = \ | ||
| {'': 'src'} | ||
| packages = \ | ||
| ['drpt'] | ||
| package_data = \ | ||
| {'': ['*']} | ||
| install_requires = \ | ||
| ['click>=8.1.3,<9.0.0', | ||
| 'dask>=2023.1.0,<2024.0.0', | ||
| 'jsonschema>=4.17.3,<5.0.0', | ||
| 'pandas>=1.5.2,<2.0.0', | ||
| 'pyarrow>=10.0.1,<11.0.0'] | ||
| entry_points = \ | ||
| {'console_scripts': ['drpt = drpt.__main__:main']} | ||
| setup_kwargs = { | ||
| 'name': 'drpt', | ||
| 'version': '0.8.2', | ||
| 'description': 'Tool for preparing a dataset for publishing by dropping, renaming, scaling, and obfuscating columns defined in a recipe.', | ||
| 'long_description': '# Data Release Preparation Tool\n\n- [Data Release Preparation Tool](#data-release-preparation-tool)\n - [Description](#description)\n - [Installation](#installation)\n - [Usage](#usage)\n - [CLI](#cli)\n - [Recipe Definition](#recipe-definition)\n - [Example](#example)\n - [Thanks](#thanks)\n\n> :warning: This is currently at beta development stage and likely has a lot of bugs. Please use the [issue tracker](https://github.com/ConX/drpt/issues) to report an bugs or feature requests.\n\n## Description\n\nCommand-line tool for preparing a dataset for publishing by dropping, renaming, scaling, and obfuscating columns defined in a recipe.\n\nAfter performing the operations defined in the recipe the tool generates the transformed dataset version and a CSV report listing the performed actions.\n\n## Installation\n\nThe tool can be installed using pip:\n\n```shell\npip install drpt\n```\n\n## Usage\n\n### CLI\n\n```txt\nUsage: drpt [OPTIONS] RECIPE_FILE INPUT_FILE\n\nOptions:\n -d, --dry-run Generate only the report without the release dataset\n -v, --verbose Verbose [Not implemented]\n -n, --nrows TEXT Number of rows to read from a CSV file. Doesn\'t work\n with parquet files.\n -l, --limits-file PATH Limits file\n -o, --output-dir PATH Output directory. The default output directory is\n the same as the location of the recipe_file.\n --version Show the version and exit.\n --help Show this message and exit.\n```\n\n### Recipe Definition\n\n#### Overview\nThe recipe is a JSON formatted file that includes what operations should be performed on the dataset. For versioning purposes, the recipe also contains a `version` key which is appended in the generated filenames and the report.\n\n**Default recipe:**\n```json\n{\n "version": "",\n "actions": {\n "drop": [],\n "drop-constant-columns": false,\n "obfuscate": [],\n "disable-scaling": false,\n "skip-scaling": [],\n "sort-by": [],\n "rename": []\n }\n}\n```\n\nThe currently supported actions, performed in this order, are as follows:\n - `drop`: Column deletion\n - `drop-constant-columns`: Drops all columns that containt only one unique value\n - `obfuscate`: Column obfuscation, where the listed columns are treated as categorical variables and then integer coded.\n - Scaling: By default all columns are Min/Max scaled\n - `disable-scaling`: Can be used to disable scaling for all columns\n - `skip-scaling`: By default all columns are Min/Max scaled, except those excluded (`skip-scaling`)\n - `sort-by`: Sort rows by the listed columns\n - `rename`: Column renaming\n\nAll column definitions above support [regular expressions](https://docs.python.org/3/library/re.html#regular-expression-syntax).\n\n#### Actions\n\n##### _drop_\nThe `drop` action is defined as a list of column names to be dropped.\n\n##### _drop-constant-columns_\nThis is a boolean action, which when set to `true` will drop all the columns that have only a single unique value.\n\n##### _obfuscate_\nThe `obfuscate` action is defined as a list of column names to be obfuscated.\n\n##### _disable-scaling_, _skip-scaling_\nBy default, the tool Min/Max scales all numerical columns. This behavior can be disabled for all columns by setting the `disable-scaling` action to `true`. If scaling must be disabled for only a set of columns these columns can be defined using the `skip-scaling` action, as a list of column names.\n\n##### _sort-by_\nThis is a list of column names by which to sort the rows. The order in the list denotes the sorting priority.\n\n##### _rename_\nThe `rename` action is defined as a list of objects whose key is the original name (or regular expression), and their value is the target name. When the target uses matched groups from the regular expression those can be provided with their group number prepended with an escaped backslash (`\\\\1`) [see [example](#example) below].\n\n```json\n{\n //...\n "rename": [{"original_name": "target_name"}]\n //...\n}\n```\n## Example\n\n**Input CSV file:**\n```csv\ntest1,test2,test3,test4,test5,test6,test7,test8,test9,foo.bar.test,foo.bar.test2,const\n1.1,1,one,2,0.234,0.3,-1,a,e,1,1,1\n2.2,2,two,2,0.555,0.4,0,b,f,2,2,1\n3.3,3,three,4,0.1,5,1,c,g,3,3,1\n2.22,2,two,4,1,0,2.5,d,h,4,4,1\n```\n\n**Recipe:**\n```json\n{\n "version": "1.0",\n "actions": {\n "drop": ["test2", "test[8-9]"],\n "drop-constant-columns": true,\n "obfuscate": ["test3"],\n "skip-scaling": ["test4"],\n "sort-by": ["test4", "test3"],\n "rename": [\n { "test1": "test1_renamed" },\n { "test([3-4])": "test\\\\1_regex_renamed" },\n { "foo[.]bar[.].*": "foo" }\n ]\n }\n}\n```\n\n**Generated CSV file:**\n```csv\ntest3_regex_renamed,test4_regex_renamed,test1_renamed,test5,test6,test7,foo_1,foo_2\n0,2,0.0,0.1488888888888889,0.06,0.0,0.0,0.0\n2,2,0.5000000000000001,0.5055555555555556,0.08,0.2857142857142857,0.3333333333333333,0.3333333333333333\n1,4,1.0,0.0,1.0,0.5714285714285714,0.6666666666666666,0.6666666666666666\n2,4,0.5090909090909091,1.0,0.0,1.0,1.0,1.0\n```\n\n**Report:**\n```csv\n,action,column,details\n0,recipe_version,,1.0\n1,drpt_version,,0.6.3\n2,DROP,test2,\n3,DROP,test8,\n4,DROP,test9,\n5,DROP_CONSTANT,const,\n6,OBFUSCATE,test3,"{""one"": 0, ""three"": 1, ""two"": 2}"\n7,SCALE_DEFAULT,test1,"[1.1,3.3]"\n8,SCALE_DEFAULT,test5,"[0.1,1.0]"\n9,SCALE_DEFAULT,test6,"[0.0,5.0]"\n10,SCALE_DEFAULT,test7,"[-1.0,2.5]"\n11,SCALE_DEFAULT,foo.bar.test,"[1,4]"\n12,SCALE_DEFAULT,foo.bar.test2,"[1,4]"\n13,SORT,"[\'test4\', \'test3\']",\n14,RENAME,test1,test1_renamed\n15,RENAME,test3,test3_regex_renamed\n16,RENAME,test4,test4_regex_renamed\n17,RENAME,foo.bar.test,foo_1\n18,RENAME,foo.bar.test2,foo_2\n```\n\n## Thanks\n\nThis tool was made possible with [Pandas](https://pandas.pydata.org/), [PyArrow](https://arrow.apache.org/docs/python/index.html), [jsonschema](https://pypi.org/project/jsonschema/), and of course [Python](https://www.python.org/).\n\n\n ', | ||
| 'author': 'Constantinos Xanthopoulos', | ||
| 'author_email': 'conx@xanthopoulos.info', | ||
| 'maintainer': 'None', | ||
| 'maintainer_email': 'None', | ||
| 'url': 'https://github.com/ConX/drpt', | ||
| 'package_dir': package_dir, | ||
| 'packages': packages, | ||
| 'package_data': package_data, | ||
| 'install_requires': install_requires, | ||
| 'entry_points': entry_points, | ||
| 'python_requires': '>=3.9,<4.0', | ||
| } | ||
| setup(**setup_kwargs) |
+19
-37
| Metadata-Version: 2.1 | ||
| Name: drpt | ||
| Version: 0.8.0 | ||
| Version: 0.8.2 | ||
| Summary: Tool for preparing a dataset for publishing by dropping, renaming, scaling, and obfuscating columns defined in a recipe. | ||
| Author-email: Constantinos Xanthopoulos <conx@xanthopoulos.info> | ||
| License: BSD 3-Clause License | ||
| Copyright (c) 2022, Constantinos Xanthopoulos | ||
| All rights reserved. | ||
| Redistribution and use in source and binary forms, with or without | ||
| modification, are permitted provided that the following conditions are met: | ||
| 1. Redistributions of source code must retain the above copyright notice, this | ||
| list of conditions and the following disclaimer. | ||
| 2. Redistributions in binary form must reproduce the above copyright notice, | ||
| this list of conditions and the following disclaimer in the documentation | ||
| and/or other materials provided with the distribution. | ||
| 3. Neither the name of the copyright holder nor the names of its | ||
| contributors may be used to endorse or promote products derived from | ||
| this software without specific prior written permission. | ||
| THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | ||
| AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | ||
| IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE | ||
| DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE | ||
| FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL | ||
| DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR | ||
| SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER | ||
| CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, | ||
| OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE | ||
| OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | ||
| Project-URL: Homepage, https://github.com/ConX/drpt | ||
| Home-page: https://github.com/ConX/drpt | ||
| License: BSD-3-Clause | ||
| Keywords: data,data science,preprocessing,scaling,obfuscation,data release,data publishing | ||
| Author: Constantinos Xanthopoulos | ||
| Author-email: conx@xanthopoulos.info | ||
| Requires-Python: >=3.9,<4.0 | ||
| Classifier: Development Status :: 4 - Beta | ||
| Classifier: Intended Audience :: Science/Research | ||
| Classifier: Topic :: Scientific/Engineering | ||
| Classifier: License :: OSI Approved :: BSD License | ||
| Classifier: Operating System :: OS Independent | ||
| Classifier: Programming Language :: Python | ||
| Classifier: Programming Language :: Python :: 3 | ||
| Classifier: Operating System :: OS Independent | ||
| Requires-Python: >=3.9 | ||
| Classifier: Programming Language :: Python :: 3.9 | ||
| Classifier: Programming Language :: Python :: 3.10 | ||
| Classifier: Programming Language :: Python :: 3.11 | ||
| Classifier: Programming Language :: Python :: 3 | ||
| Classifier: Topic :: Scientific/Engineering | ||
| Requires-Dist: click (>=8.1.3,<9.0.0) | ||
| Requires-Dist: dask (>=2023.1.0,<2024.0.0) | ||
| Requires-Dist: jsonschema (>=4.17.3,<5.0.0) | ||
| Requires-Dist: pandas (>=1.5.2,<2.0.0) | ||
| Requires-Dist: pyarrow (>=10.0.1,<11.0.0) | ||
| Project-URL: Repository, https://github.com/ConX/drpt | ||
| Description-Content-Type: text/markdown | ||
| License-File: LICENSE | ||
@@ -48,0 +30,0 @@ # Data Release Preparation Tool |
+26
-24
@@ -1,12 +0,9 @@ | ||
| [build-system] | ||
| requires = ["setuptools>=61.0.0", "wheel"] | ||
| build-backend = "setuptools.build_meta" | ||
| [project] | ||
| [tool.poetry] | ||
| name = "drpt" | ||
| version = "0.8.0" | ||
| version = "0.8.2" | ||
| description = "Tool for preparing a dataset for publishing by dropping, renaming, scaling, and obfuscating columns defined in a recipe." | ||
| authors = ["Constantinos Xanthopoulos <conx@xanthopoulos.info>"] | ||
| license = "BSD-3-Clause" | ||
| readme = "README.md" | ||
| authors = [{ name = "Constantinos Xanthopoulos", email = "conx@xanthopoulos.info" }] | ||
| license = { file = "LICENSE" } | ||
| repository = "https://github.com/ConX/drpt" | ||
| classifiers = [ | ||
@@ -22,20 +19,28 @@ "Development Status :: 4 - Beta", | ||
| requires-python = ">=3.9" | ||
| [tool.poetry.dependencies] | ||
| python = "^3.9" | ||
| click = "^8.1.3" | ||
| jsonschema = "^4.17.3" | ||
| pandas = "^1.5.2" | ||
| pyarrow = "^10.0.1" | ||
| dask = "^2023.1.0" | ||
| dependencies = [ | ||
| "click >= 8.1.3", | ||
| "jsonschema >=4.16.0", | ||
| "pandas >=1.5.0", | ||
| "pyarrow >=9.0.0", | ||
| "dask >= 2022.9.2" | ||
| ] | ||
| [tool.poetry.group.dev.dependencies] | ||
| black = "^22.12.0" | ||
| isort = "^5.11.4" | ||
| ipykernel = "^6.20.1" | ||
| flake8 = "^6.0.0" | ||
| mypy = "^0.991" | ||
| bumpver = "^2022.1120" | ||
| [project.urls] | ||
| Homepage = "https://github.com/ConX/drpt" | ||
| [project.scripts] | ||
| [tool.poetry.scripts] | ||
| drpt = "drpt.__main__:main" | ||
| [build-system] | ||
| requires = ["poetry-core"] | ||
| build-backend = "poetry.core.masonry.api" | ||
| [tool.bumpver] | ||
| current_version = "0.8.0" | ||
| current_version = "0.8.2" | ||
| version_pattern = "MAJOR.MINOR.PATCH[PYTAGNUM]" | ||
@@ -50,5 +55,2 @@ commit_message = "Bump version {old_version} -> {new_version}" | ||
| 'version = "{version}"', | ||
| ] | ||
| "src/drpt/__init__.py" = [ | ||
| '__version__ = "{version}"', | ||
| ] | ||
| ] |
@@ -1,1 +0,3 @@ | ||
| __version__ = "0.8.0" | ||
| import importlib.metadata | ||
| __version__ = importlib.metadata.version(__name__) |
| [egg_info] | ||
| tag_build = | ||
| tag_date = 0 | ||
| [console_scripts] | ||
| drpt = drpt.__main__:main |
| Metadata-Version: 2.1 | ||
| Name: drpt | ||
| Version: 0.8.0 | ||
| Summary: Tool for preparing a dataset for publishing by dropping, renaming, scaling, and obfuscating columns defined in a recipe. | ||
| Author-email: Constantinos Xanthopoulos <conx@xanthopoulos.info> | ||
| License: BSD 3-Clause License | ||
| Copyright (c) 2022, Constantinos Xanthopoulos | ||
| All rights reserved. | ||
| Redistribution and use in source and binary forms, with or without | ||
| modification, are permitted provided that the following conditions are met: | ||
| 1. Redistributions of source code must retain the above copyright notice, this | ||
| list of conditions and the following disclaimer. | ||
| 2. Redistributions in binary form must reproduce the above copyright notice, | ||
| this list of conditions and the following disclaimer in the documentation | ||
| and/or other materials provided with the distribution. | ||
| 3. Neither the name of the copyright holder nor the names of its | ||
| contributors may be used to endorse or promote products derived from | ||
| this software without specific prior written permission. | ||
| THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | ||
| AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | ||
| IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE | ||
| DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE | ||
| FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL | ||
| DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR | ||
| SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER | ||
| CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, | ||
| OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE | ||
| OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | ||
| Project-URL: Homepage, https://github.com/ConX/drpt | ||
| Keywords: data,data science,preprocessing,scaling,obfuscation,data release,data publishing | ||
| Classifier: Development Status :: 4 - Beta | ||
| Classifier: Intended Audience :: Science/Research | ||
| Classifier: Topic :: Scientific/Engineering | ||
| Classifier: Programming Language :: Python | ||
| Classifier: Programming Language :: Python :: 3 | ||
| Classifier: Operating System :: OS Independent | ||
| Requires-Python: >=3.9 | ||
| Description-Content-Type: text/markdown | ||
| License-File: LICENSE | ||
| # Data Release Preparation Tool | ||
| - [Data Release Preparation Tool](#data-release-preparation-tool) | ||
| - [Description](#description) | ||
| - [Installation](#installation) | ||
| - [Usage](#usage) | ||
| - [CLI](#cli) | ||
| - [Recipe Definition](#recipe-definition) | ||
| - [Example](#example) | ||
| - [Thanks](#thanks) | ||
| > :warning: This is currently at beta development stage and likely has a lot of bugs. Please use the [issue tracker](https://github.com/ConX/drpt/issues) to report an bugs or feature requests. | ||
| ## Description | ||
| Command-line tool for preparing a dataset for publishing by dropping, renaming, scaling, and obfuscating columns defined in a recipe. | ||
| After performing the operations defined in the recipe the tool generates the transformed dataset version and a CSV report listing the performed actions. | ||
| ## Installation | ||
| The tool can be installed using pip: | ||
| ```shell | ||
| pip install drpt | ||
| ``` | ||
| ## Usage | ||
| ### CLI | ||
| ```txt | ||
| Usage: drpt [OPTIONS] RECIPE_FILE INPUT_FILE | ||
| Options: | ||
| -d, --dry-run Generate only the report without the release dataset | ||
| -v, --verbose Verbose [Not implemented] | ||
| -n, --nrows TEXT Number of rows to read from a CSV file. Doesn't work | ||
| with parquet files. | ||
| -l, --limits-file PATH Limits file | ||
| -o, --output-dir PATH Output directory. The default output directory is | ||
| the same as the location of the recipe_file. | ||
| --version Show the version and exit. | ||
| --help Show this message and exit. | ||
| ``` | ||
| ### Recipe Definition | ||
| #### Overview | ||
| The recipe is a JSON formatted file that includes what operations should be performed on the dataset. For versioning purposes, the recipe also contains a `version` key which is appended in the generated filenames and the report. | ||
| **Default recipe:** | ||
| ```json | ||
| { | ||
| "version": "", | ||
| "actions": { | ||
| "drop": [], | ||
| "drop-constant-columns": false, | ||
| "obfuscate": [], | ||
| "disable-scaling": false, | ||
| "skip-scaling": [], | ||
| "sort-by": [], | ||
| "rename": [] | ||
| } | ||
| } | ||
| ``` | ||
| The currently supported actions, performed in this order, are as follows: | ||
| - `drop`: Column deletion | ||
| - `drop-constant-columns`: Drops all columns that containt only one unique value | ||
| - `obfuscate`: Column obfuscation, where the listed columns are treated as categorical variables and then integer coded. | ||
| - Scaling: By default all columns are Min/Max scaled | ||
| - `disable-scaling`: Can be used to disable scaling for all columns | ||
| - `skip-scaling`: By default all columns are Min/Max scaled, except those excluded (`skip-scaling`) | ||
| - `sort-by`: Sort rows by the listed columns | ||
| - `rename`: Column renaming | ||
| All column definitions above support [regular expressions](https://docs.python.org/3/library/re.html#regular-expression-syntax). | ||
| #### Actions | ||
| ##### _drop_ | ||
| The `drop` action is defined as a list of column names to be dropped. | ||
| ##### _drop-constant-columns_ | ||
| This is a boolean action, which when set to `true` will drop all the columns that have only a single unique value. | ||
| ##### _obfuscate_ | ||
| The `obfuscate` action is defined as a list of column names to be obfuscated. | ||
| ##### _disable-scaling_, _skip-scaling_ | ||
| By default, the tool Min/Max scales all numerical columns. This behavior can be disabled for all columns by setting the `disable-scaling` action to `true`. If scaling must be disabled for only a set of columns these columns can be defined using the `skip-scaling` action, as a list of column names. | ||
| ##### _sort-by_ | ||
| This is a list of column names by which to sort the rows. The order in the list denotes the sorting priority. | ||
| ##### _rename_ | ||
| The `rename` action is defined as a list of objects whose key is the original name (or regular expression), and their value is the target name. When the target uses matched groups from the regular expression those can be provided with their group number prepended with an escaped backslash (`\\1`) [see [example](#example) below]. | ||
| ```json | ||
| { | ||
| //... | ||
| "rename": [{"original_name": "target_name"}] | ||
| //... | ||
| } | ||
| ``` | ||
| ## Example | ||
| **Input CSV file:** | ||
| ```csv | ||
| test1,test2,test3,test4,test5,test6,test7,test8,test9,foo.bar.test,foo.bar.test2,const | ||
| 1.1,1,one,2,0.234,0.3,-1,a,e,1,1,1 | ||
| 2.2,2,two,2,0.555,0.4,0,b,f,2,2,1 | ||
| 3.3,3,three,4,0.1,5,1,c,g,3,3,1 | ||
| 2.22,2,two,4,1,0,2.5,d,h,4,4,1 | ||
| ``` | ||
| **Recipe:** | ||
| ```json | ||
| { | ||
| "version": "1.0", | ||
| "actions": { | ||
| "drop": ["test2", "test[8-9]"], | ||
| "drop-constant-columns": true, | ||
| "obfuscate": ["test3"], | ||
| "skip-scaling": ["test4"], | ||
| "sort-by": ["test4", "test3"], | ||
| "rename": [ | ||
| { "test1": "test1_renamed" }, | ||
| { "test([3-4])": "test\\1_regex_renamed" }, | ||
| { "foo[.]bar[.].*": "foo" } | ||
| ] | ||
| } | ||
| } | ||
| ``` | ||
| **Generated CSV file:** | ||
| ```csv | ||
| test3_regex_renamed,test4_regex_renamed,test1_renamed,test5,test6,test7,foo_1,foo_2 | ||
| 0,2,0.0,0.1488888888888889,0.06,0.0,0.0,0.0 | ||
| 2,2,0.5000000000000001,0.5055555555555556,0.08,0.2857142857142857,0.3333333333333333,0.3333333333333333 | ||
| 1,4,1.0,0.0,1.0,0.5714285714285714,0.6666666666666666,0.6666666666666666 | ||
| 2,4,0.5090909090909091,1.0,0.0,1.0,1.0,1.0 | ||
| ``` | ||
| **Report:** | ||
| ```csv | ||
| ,action,column,details | ||
| 0,recipe_version,,1.0 | ||
| 1,drpt_version,,0.6.3 | ||
| 2,DROP,test2, | ||
| 3,DROP,test8, | ||
| 4,DROP,test9, | ||
| 5,DROP_CONSTANT,const, | ||
| 6,OBFUSCATE,test3,"{""one"": 0, ""three"": 1, ""two"": 2}" | ||
| 7,SCALE_DEFAULT,test1,"[1.1,3.3]" | ||
| 8,SCALE_DEFAULT,test5,"[0.1,1.0]" | ||
| 9,SCALE_DEFAULT,test6,"[0.0,5.0]" | ||
| 10,SCALE_DEFAULT,test7,"[-1.0,2.5]" | ||
| 11,SCALE_DEFAULT,foo.bar.test,"[1,4]" | ||
| 12,SCALE_DEFAULT,foo.bar.test2,"[1,4]" | ||
| 13,SORT,"['test4', 'test3']", | ||
| 14,RENAME,test1,test1_renamed | ||
| 15,RENAME,test3,test3_regex_renamed | ||
| 16,RENAME,test4,test4_regex_renamed | ||
| 17,RENAME,foo.bar.test,foo_1 | ||
| 18,RENAME,foo.bar.test2,foo_2 | ||
| ``` | ||
| ## Thanks | ||
| This tool was made possible with [Pandas](https://pandas.pydata.org/), [PyArrow](https://arrow.apache.org/docs/python/index.html), [jsonschema](https://pypi.org/project/jsonschema/), and of course [Python](https://www.python.org/). | ||
| click>=8.1.3 | ||
| jsonschema>=4.16.0 | ||
| pandas>=1.5.0 | ||
| pyarrow>=9.0.0 | ||
| dask>=2022.9.2 |
| LICENSE | ||
| README.md | ||
| pyproject.toml | ||
| src/drpt/__init__.py | ||
| src/drpt/__main__.py | ||
| src/drpt/drpt.py | ||
| src/drpt.egg-info/PKG-INFO | ||
| src/drpt.egg-info/SOURCES.txt | ||
| src/drpt.egg-info/dependency_links.txt | ||
| src/drpt.egg-info/entry_points.txt | ||
| src/drpt.egg-info/requires.txt | ||
| src/drpt.egg-info/top_level.txt |
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Improved metrics
- Lines of code
542
11.29%Worsened metrics
- Total package byte prevSize
44498
-6.24%- Number of package files
8
-42.86%