db2ixf


Namedb2ixf JSON
Version 0.16.1 PyPI version JSON
download
home_page
SummaryParsing and processing of IBM eXchange format (IXF)
upload_time2024-03-12 00:07:23
maintainer
docs_urlNone
author
requires_python>=3.8
licenseAGPL-3.0
keywords pc ixf ibm db2 development tools package parsing format data analysis
VCS
bugtrack_url
requirements ebcdic pyarrow deltalake chardet typer
Travis-CI No Travis.
coveralls test coverage No coveralls.
            [![Language](https://img.shields.io/pypi/pyversions/db2ixf?color=ffde57&logo=python&style=for-the-badge)](https://www.python.org/)
[![License](https://img.shields.io/pypi/l/db2ixf?color=3775A9&style=for-the-badge&logo=unlicense)](https://www.gnu.org/licenses/agpl-3.0)

[![Pipeline](https://img.shields.io/github/actions/workflow/status/ismailhammounou/db2ixf/db2ixf.yml?branch=main&style=for-the-badge&logo=gitHub-actions)](https://github.com/ismailhammounou/db2ixf/actions/workflows/db2ixf.yml)
[![Release](https://img.shields.io/github/v/release/ismailhammounou/db2ixf?display_name=tag&sort=semver&style=for-the-badge&logo=semver)](https://github.com/ismailhammounou/db2ixf/releases/latest)
[![Pypi](https://img.shields.io/pypi/v/db2ixf?color=3775A9&logo=pypi&style=for-the-badge)](https://pypi.org/project/db2ixf/)

[![Downloads](https://img.shields.io/pypi/dm/db2ixf?style=for-the-badge)](https://pypi.org/project/db2ixf/)
[![Contributors](https://img.shields.io/github/contributors/ismailhammounou/db2ixf?style=for-the-badge)](https://github.com/ismailhammounou/db2ixf/graphs/contributors)

[![Documentation](https://img.shields.io/badge/here-here?style=for-the-badge&logo=book&label=documentation&color=purple
)](https://ismailhammounou.github.io/db2ixf/)

# DB2IXF Parser

<div align="center">
  <img src="https://github.com/ismailhammounou/db2ixf/blob/main/resources/images/db2ixf-logo.png?raw=true" alt="Logo" width="300" height="300">
</div>

DB2IXF parser is an open-source python package that simplifies the parsing and
processing of IBM Integration eXchange Format (IXF) files. IXF is a file format
used by IBM's DB2 database system for data import and export operations. This
package provides a streamlined solution for extracting data from IXF files and
converting it to various formats, including JSON, JSONLINE, CSV, Parquet and
Deltalake.

## Features

- **Parse IXF files**: The package allows you to parse IXF files and extract the
  rows of data stored within them.
- **Convert to multiple formats**: The parsed data can be easily converted to
  _JSON_, _JSONLINE_, _CSV_, _Parquet_, or _Deltalake_
  format, providing flexibility for further analysis and integration with other
  systems.
- **Support for file-like objects**: IXF Parser supports file-like objects as
  input, enabling direct parsing of IXF data from file objects, making it
  convenient for handling large datasets without the need for intermediate file
  storage.
- **Minimal dependencies**: The package has few dependencies (ebcdic, pyarrow,
  deltalake, chardet, typer) which are automatically installed alongside the
  package.
- **CLI**: command line tool called ``db2ixf`` comes with the package. (_Does
  not support Deltalake format_)

## Hypothesis

- 1O1: **One** IXF file contains **One** table.

## Getting Started

### Installation

You can install DB2 IXF Parser using pip:

```bash
pip install db2ixf
```

### Usage

Here are some examples of how to use DB2 IXF Parser:

#### CLI

Start with this:

```bash
db2ixf --help
```

Result:

```
 Usage: db2ixf [OPTIONS] COMMAND [ARGS]...

 A command-line tool (CLI) for parsing and converting IXF (IBM DB2 
 Import/Export Format) files to various formats such as JSON, JSONLINE, CSV and 
 Parquet. Easily parse and convert IXF files to meet your data processing needs.

+- Options -------------------------------------------------------------------+
| --version             -v        Show the version of the CLI.                |
| --install-completion            Install completion for the current shell.   |
| --show-completion               Show completion for the current shell, to   |
|                                 copy it or customize the installation.      |
| --help                          Show this message and exit.                 |
+-----------------------------------------------------------------------------+
+- Commands ------------------------------------------------------------------+
| csv      Parse ixf FILE and convert it to a csv OUTPUT.                     |
| json     Parse ixf FILE and convert it to a json OUTPUT.                    |
| jsonline     Parse ixf FILE and convert it to a jsonline OUTPUT.            |
| parquet  Parse ixf FILE and convert it to a parquet OUTPUT.                 |
+-----------------------------------------------------------------------------+

 Made with heart :D

```

#### Parsing an IXF file

```python
# coding=utf-8
from pathlib import Path
from db2ixf import IXFParser

path = Path('path/to/IXF/file.XXX.IXF')
with open(path, mode='rb') as f:
    parser = IXFParser(f)
    # rows = parser.parse()  # Deprecated !
    rows = parser.get_row()  # Python generator
    for row in rows:
        print(row)

with open(path, mode='rb') as f:
    parser = IXFParser(f)
    rows = parser.get_all_rows()  # Loads into memory !
    for row in rows:
        print(row)
```

#### Converting to JSON

```python
# coding=utf-8
from pathlib import Path
from db2ixf import IXFParser

path = Path('path/to/IXF/file.XXX.IXF')
with open(path, mode='rb') as f:
    parser = IXFParser(f)
    output_path = Path('path/to/output/file.json')
    with open(output_path, mode='w', encoding='utf-8') as output_file:
        parser.to_json(output_file)
```

#### Converting to JSONLINE

```python
# coding=utf-8
from pathlib import Path
from db2ixf import IXFParser

path = Path('path/to/IXF/file.XXX.IXF')
with open(path, mode='rb') as f:
    parser = IXFParser(f)
    output_path = Path('path/to/output/file.jsonl')
    with open(output_path, mode='w', encoding='utf-8') as output_file:
        parser.to_jsonline(output_file)
```

#### Converting to CSV

```python
# coding=utf-8
from pathlib import Path
from db2ixf import IXFParser

path = Path('path/to/IXF/file.XXX.IXF')
with open(path, mode='rb') as f:
    parser = IXFParser(f)
    output_path = Path('path/to/output/file.csv')
    with open(output_path, mode='w', encoding='utf-8') as output_file:
        parser.to_csv(output_file)
```

#### Converting to Parquet

```python
# coding=utf-8
from pathlib import Path
from db2ixf import IXFParser

path = Path('path/to/IXF/file.XXX.IXF')
with open(path, mode='rb') as f:
    parser = IXFParser(f)
    output_path = Path('path/to/output/file.parquet')
    with open(output_path, mode='wb') as output_file:
        parser.to_parquet(output_file)
```

#### Converting to Deltalake

```python
# coding=utf-8
from pathlib import Path
from db2ixf import IXFParser

path = Path('path/to/IXF/file.XXX.IXF')
with open(path, mode='rb') as f:
    parser = IXFParser(f)
    output_path = 'path/to/output/'
    parser.to_deltalake(output_path)
```

For a detailed story and usage, please refer to the
[documentation](https://ismailhammounou.github.io/db2ixf/).

#### Precautions

There are cases where the parsing can fail and sometimes can lead to data loss:

1. Completely corrupted ixf file: It is usually an extraction issue.
2. Partially corrupted ixf file, it contains some corrupted Rows/Lines that the
   parser can not parse.
    1. Parser calculates rate of corrupted rows then compares it to an accepted
       rate of corrupted rows which you can set by this environment variable
       `DB2IXF_ACCEPTED_CORRUPTION_RATE`(int = 1)%.
    2. If the rate of corrupted rows is bigger than the accepted rate the parser
       raises an exception.
3. Unsupported data type : please contact the owners/maintainers/contributors so
   you can get help otherwise any PR is welcomed.

###### Case: encoding issues

````text
Parsing can lead to data loss in case the found or the detected encoding is 
not able to decode some extracted fields/columns. 

Parser tries to decode using:
    
    1. The found encoding (found in the column record)
    
    2. Other encodings like cp437
  
    3. The detected encoding using a third party package (chardet)
  
    4. Encodings like utf-8 and utf-32
  
    5. Ignore errors which can lead to data loss !

Before using the package in production, try to test in debug mode so you can
detect data loss.
````

## Contributing

IXF Parser is actively seeking contributions to enhance its features and
reliability. Your participation is valuable in shaping the future of the
project.

We appreciate your feedback, bug reports, and feature requests. If you encounter
any issues or have ideas for improvement, please open an issue on the
[GitHub repository](https://github.com/ismailhammounou/db2ixf/issues).

For any questions or assistance during the contribution process, feel free to
reach out by opening an issue on the
[GitHub repository](https://github.com/ismailhammounou/db2ixf/issues).

Thank you for considering contributing to IXF Parser. Let's work together to
create a powerful and dependable tool for working with DB2's IXF files.

### Todo

- [ ] Search for contributors/maintainers/sponsors.
- [x] Add tests (Manual testing was done but need write unit tests).
- [x] Adding new collector for the floating point data type.
- [x] Adding new collectors for other ixf data types: binary ...etc.
- [ ] Improve documentation.
- [x] Add a CLI.
- [x] Improve CLI: output can be optional.
- [x] Add better ci-cd.
- [x] Improve Makefile.
- [x] ~~Support multiprocessing.~~
- [x] ~~Support archived inputs: only python not CLI ?~~
- [x] Add logging.
- [x] Add support for deltalake
- [x] Add support for pyarrow

## License

IXF Parser is released under the
[AGPL-3.0 License](https://github.com/ismailhammounou/db2ixf/blob/main/LICENSE).

## Support

If you encounter any issues or have questions about using IXF Parser, please
open an issue on the
[GitHub repository](https://github.com/ismailhammounou/db2ixf/issues). We will
do our best to address them promptly.

## Conclusion

IXF Parser offers a convenient solution for parsing and processing IBM DB2's IXF
files. With its ease of use and support for various output formats, it provides
a valuable tool for working with DB2 data. We hope that you find this package
useful in your data analysis and integration workflows.

Give it a try and let us know your feedback. Happy parsing!

            

Raw data

            {
    "_id": null,
    "home_page": "",
    "name": "db2ixf",
    "maintainer": "",
    "docs_url": null,
    "requires_python": ">=3.8",
    "maintainer_email": "Ismail Hammounou <ismail.hammounou@gmail.com>",
    "keywords": "PC,IXF,IBM,DB2,Development,Tools,Package,Parsing,Format,Data,Analysis",
    "author": "",
    "author_email": "Ismail Hammounou <ismail.hammounou@gmail.com>",
    "download_url": "https://files.pythonhosted.org/packages/ea/62/d1712a2d6dd7381139e519a880301ae8cd1a24e9cee5e326af8b2c8e7b02/db2ixf-0.16.1.tar.gz",
    "platform": null,
    "description": "[![Language](https://img.shields.io/pypi/pyversions/db2ixf?color=ffde57&logo=python&style=for-the-badge)](https://www.python.org/)\n[![License](https://img.shields.io/pypi/l/db2ixf?color=3775A9&style=for-the-badge&logo=unlicense)](https://www.gnu.org/licenses/agpl-3.0)\n\n[![Pipeline](https://img.shields.io/github/actions/workflow/status/ismailhammounou/db2ixf/db2ixf.yml?branch=main&style=for-the-badge&logo=gitHub-actions)](https://github.com/ismailhammounou/db2ixf/actions/workflows/db2ixf.yml)\n[![Release](https://img.shields.io/github/v/release/ismailhammounou/db2ixf?display_name=tag&sort=semver&style=for-the-badge&logo=semver)](https://github.com/ismailhammounou/db2ixf/releases/latest)\n[![Pypi](https://img.shields.io/pypi/v/db2ixf?color=3775A9&logo=pypi&style=for-the-badge)](https://pypi.org/project/db2ixf/)\n\n[![Downloads](https://img.shields.io/pypi/dm/db2ixf?style=for-the-badge)](https://pypi.org/project/db2ixf/)\n[![Contributors](https://img.shields.io/github/contributors/ismailhammounou/db2ixf?style=for-the-badge)](https://github.com/ismailhammounou/db2ixf/graphs/contributors)\n\n[![Documentation](https://img.shields.io/badge/here-here?style=for-the-badge&logo=book&label=documentation&color=purple\n)](https://ismailhammounou.github.io/db2ixf/)\n\n# DB2IXF Parser\n\n<div align=\"center\">\n  <img src=\"https://github.com/ismailhammounou/db2ixf/blob/main/resources/images/db2ixf-logo.png?raw=true\" alt=\"Logo\" width=\"300\" height=\"300\">\n</div>\n\nDB2IXF parser is an open-source python package that simplifies the parsing and\nprocessing of IBM Integration eXchange Format (IXF) files. IXF is a file format\nused by IBM's DB2 database system for data import and export operations. This\npackage provides a streamlined solution for extracting data from IXF files and\nconverting it to various formats, including JSON, JSONLINE, CSV, Parquet and\nDeltalake.\n\n## Features\n\n- **Parse IXF files**: The package allows you to parse IXF files and extract the\n  rows of data stored within them.\n- **Convert to multiple formats**: The parsed data can be easily converted to\n  _JSON_, _JSONLINE_, _CSV_, _Parquet_, or _Deltalake_\n  format, providing flexibility for further analysis and integration with other\n  systems.\n- **Support for file-like objects**: IXF Parser supports file-like objects as\n  input, enabling direct parsing of IXF data from file objects, making it\n  convenient for handling large datasets without the need for intermediate file\n  storage.\n- **Minimal dependencies**: The package has few dependencies (ebcdic, pyarrow,\n  deltalake, chardet, typer) which are automatically installed alongside the\n  package.\n- **CLI**: command line tool called ``db2ixf`` comes with the package. (_Does\n  not support Deltalake format_)\n\n## Hypothesis\n\n- 1O1: **One** IXF file contains **One** table.\n\n## Getting Started\n\n### Installation\n\nYou can install DB2 IXF Parser using pip:\n\n```bash\npip install db2ixf\n```\n\n### Usage\n\nHere are some examples of how to use DB2 IXF Parser:\n\n#### CLI\n\nStart with this:\n\n```bash\ndb2ixf --help\n```\n\nResult:\n\n```\n Usage: db2ixf [OPTIONS] COMMAND [ARGS]...\n\n A command-line tool (CLI) for parsing and converting IXF (IBM DB2 \n Import/Export Format) files to various formats such as JSON, JSONLINE, CSV and \n Parquet. Easily parse and convert IXF files to meet your data processing needs.\n\n+- Options -------------------------------------------------------------------+\n| --version             -v        Show the version of the CLI.                |\n| --install-completion            Install completion for the current shell.   |\n| --show-completion               Show completion for the current shell, to   |\n|                                 copy it or customize the installation.      |\n| --help                          Show this message and exit.                 |\n+-----------------------------------------------------------------------------+\n+- Commands ------------------------------------------------------------------+\n| csv      Parse ixf FILE and convert it to a csv OUTPUT.                     |\n| json     Parse ixf FILE and convert it to a json OUTPUT.                    |\n| jsonline     Parse ixf FILE and convert it to a jsonline OUTPUT.            |\n| parquet  Parse ixf FILE and convert it to a parquet OUTPUT.                 |\n+-----------------------------------------------------------------------------+\n\n Made with heart :D\n\n```\n\n#### Parsing an IXF file\n\n```python\n# coding=utf-8\nfrom pathlib import Path\nfrom db2ixf import IXFParser\n\npath = Path('path/to/IXF/file.XXX.IXF')\nwith open(path, mode='rb') as f:\n    parser = IXFParser(f)\n    # rows = parser.parse()  # Deprecated !\n    rows = parser.get_row()  # Python generator\n    for row in rows:\n        print(row)\n\nwith open(path, mode='rb') as f:\n    parser = IXFParser(f)\n    rows = parser.get_all_rows()  # Loads into memory !\n    for row in rows:\n        print(row)\n```\n\n#### Converting to JSON\n\n```python\n# coding=utf-8\nfrom pathlib import Path\nfrom db2ixf import IXFParser\n\npath = Path('path/to/IXF/file.XXX.IXF')\nwith open(path, mode='rb') as f:\n    parser = IXFParser(f)\n    output_path = Path('path/to/output/file.json')\n    with open(output_path, mode='w', encoding='utf-8') as output_file:\n        parser.to_json(output_file)\n```\n\n#### Converting to JSONLINE\n\n```python\n# coding=utf-8\nfrom pathlib import Path\nfrom db2ixf import IXFParser\n\npath = Path('path/to/IXF/file.XXX.IXF')\nwith open(path, mode='rb') as f:\n    parser = IXFParser(f)\n    output_path = Path('path/to/output/file.jsonl')\n    with open(output_path, mode='w', encoding='utf-8') as output_file:\n        parser.to_jsonline(output_file)\n```\n\n#### Converting to CSV\n\n```python\n# coding=utf-8\nfrom pathlib import Path\nfrom db2ixf import IXFParser\n\npath = Path('path/to/IXF/file.XXX.IXF')\nwith open(path, mode='rb') as f:\n    parser = IXFParser(f)\n    output_path = Path('path/to/output/file.csv')\n    with open(output_path, mode='w', encoding='utf-8') as output_file:\n        parser.to_csv(output_file)\n```\n\n#### Converting to Parquet\n\n```python\n# coding=utf-8\nfrom pathlib import Path\nfrom db2ixf import IXFParser\n\npath = Path('path/to/IXF/file.XXX.IXF')\nwith open(path, mode='rb') as f:\n    parser = IXFParser(f)\n    output_path = Path('path/to/output/file.parquet')\n    with open(output_path, mode='wb') as output_file:\n        parser.to_parquet(output_file)\n```\n\n#### Converting to Deltalake\n\n```python\n# coding=utf-8\nfrom pathlib import Path\nfrom db2ixf import IXFParser\n\npath = Path('path/to/IXF/file.XXX.IXF')\nwith open(path, mode='rb') as f:\n    parser = IXFParser(f)\n    output_path = 'path/to/output/'\n    parser.to_deltalake(output_path)\n```\n\nFor a detailed story and usage, please refer to the\n[documentation](https://ismailhammounou.github.io/db2ixf/).\n\n#### Precautions\n\nThere are cases where the parsing can fail and sometimes can lead to data loss:\n\n1. Completely corrupted ixf file: It is usually an extraction issue.\n2. Partially corrupted ixf file, it contains some corrupted Rows/Lines that the\n   parser can not parse.\n    1. Parser calculates rate of corrupted rows then compares it to an accepted\n       rate of corrupted rows which you can set by this environment variable\n       `DB2IXF_ACCEPTED_CORRUPTION_RATE`(int = 1)%.\n    2. If the rate of corrupted rows is bigger than the accepted rate the parser\n       raises an exception.\n3. Unsupported data type : please contact the owners/maintainers/contributors so\n   you can get help otherwise any PR is welcomed.\n\n###### Case: encoding issues\n\n````text\nParsing can lead to data loss in case the found or the detected encoding is \nnot able to decode some extracted fields/columns. \n\nParser tries to decode using:\n    \n    1. The found encoding (found in the column record)\n    \n    2. Other encodings like cp437\n  \n    3. The detected encoding using a third party package (chardet)\n  \n    4. Encodings like utf-8 and utf-32\n  \n    5. Ignore errors which can lead to data loss !\n\nBefore using the package in production, try to test in debug mode so you can\ndetect data loss.\n````\n\n## Contributing\n\nIXF Parser is actively seeking contributions to enhance its features and\nreliability. Your participation is valuable in shaping the future of the\nproject.\n\nWe appreciate your feedback, bug reports, and feature requests. If you encounter\nany issues or have ideas for improvement, please open an issue on the\n[GitHub repository](https://github.com/ismailhammounou/db2ixf/issues).\n\nFor any questions or assistance during the contribution process, feel free to\nreach out by opening an issue on the\n[GitHub repository](https://github.com/ismailhammounou/db2ixf/issues).\n\nThank you for considering contributing to IXF Parser. Let's work together to\ncreate a powerful and dependable tool for working with DB2's IXF files.\n\n### Todo\n\n- [ ] Search for contributors/maintainers/sponsors.\n- [x] Add tests (Manual testing was done but need write unit tests).\n- [x] Adding new collector for the floating point data type.\n- [x] Adding new collectors for other ixf data types: binary ...etc.\n- [ ] Improve documentation.\n- [x] Add a CLI.\n- [x] Improve CLI: output can be optional.\n- [x] Add better ci-cd.\n- [x] Improve Makefile.\n- [x] ~~Support multiprocessing.~~\n- [x] ~~Support archived inputs: only python not CLI ?~~\n- [x] Add logging.\n- [x] Add support for deltalake\n- [x] Add support for pyarrow\n\n## License\n\nIXF Parser is released under the\n[AGPL-3.0 License](https://github.com/ismailhammounou/db2ixf/blob/main/LICENSE).\n\n## Support\n\nIf you encounter any issues or have questions about using IXF Parser, please\nopen an issue on the\n[GitHub repository](https://github.com/ismailhammounou/db2ixf/issues). We will\ndo our best to address them promptly.\n\n## Conclusion\n\nIXF Parser offers a convenient solution for parsing and processing IBM DB2's IXF\nfiles. With its ease of use and support for various output formats, it provides\na valuable tool for working with DB2 data. We hope that you find this package\nuseful in your data analysis and integration workflows.\n\nGive it a try and let us know your feedback. Happy parsing!\n",
    "bugtrack_url": null,
    "license": "AGPL-3.0",
    "summary": "Parsing and processing of IBM eXchange format (IXF)",
    "version": "0.16.1",
    "project_urls": {
        "Changelog": "https://github.com/ismailhammounou/db2ixf/blob/main/CHANGELOG.md",
        "Documentation": "https://ismailhammounou.github.io/db2ixf/",
        "Homepage": "https://pypi.org/project/db2ixf/",
        "Repository": "https://github.com/ismailhammounou/db2ixf.git"
    },
    "split_keywords": [
        "pc",
        "ixf",
        "ibm",
        "db2",
        "development",
        "tools",
        "package",
        "parsing",
        "format",
        "data",
        "analysis"
    ],
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "13484c62b4526046a615cc50becdd2a0cda91a1e4a6aabfa466965b88faa6980",
                "md5": "f1a47def24046a14e7edc64bc7509c5e",
                "sha256": "726c74323f0868184d09d695047c0d357c5b550fbf299c230c774bccf36f6334"
            },
            "downloads": -1,
            "filename": "db2ixf-0.16.1-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "f1a47def24046a14e7edc64bc7509c5e",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": ">=3.8",
            "size": 35941,
            "upload_time": "2024-03-12T00:07:20",
            "upload_time_iso_8601": "2024-03-12T00:07:20.935398Z",
            "url": "https://files.pythonhosted.org/packages/13/48/4c62b4526046a615cc50becdd2a0cda91a1e4a6aabfa466965b88faa6980/db2ixf-0.16.1-py3-none-any.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "ea62d1712a2d6dd7381139e519a880301ae8cd1a24e9cee5e326af8b2c8e7b02",
                "md5": "162582b79c8be190bf4fb8fd066d534a",
                "sha256": "495c69fe2cd9133a821f0ebcc1fedfceacefd1058f73b6bbbf65c15a392d9bdf"
            },
            "downloads": -1,
            "filename": "db2ixf-0.16.1.tar.gz",
            "has_sig": false,
            "md5_digest": "162582b79c8be190bf4fb8fd066d534a",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": ">=3.8",
            "size": 42964,
            "upload_time": "2024-03-12T00:07:23",
            "upload_time_iso_8601": "2024-03-12T00:07:23.029700Z",
            "url": "https://files.pythonhosted.org/packages/ea/62/d1712a2d6dd7381139e519a880301ae8cd1a24e9cee5e326af8b2c8e7b02/db2ixf-0.16.1.tar.gz",
            "yanked": false,
            "yanked_reason": null
        }
    ],
    "upload_time": "2024-03-12 00:07:23",
    "github": true,
    "gitlab": false,
    "bitbucket": false,
    "codeberg": false,
    "github_user": "ismailhammounou",
    "github_project": "db2ixf",
    "travis_ci": false,
    "coveralls": false,
    "github_actions": true,
    "requirements": [
        {
            "name": "ebcdic",
            "specs": []
        },
        {
            "name": "pyarrow",
            "specs": []
        },
        {
            "name": "deltalake",
            "specs": []
        },
        {
            "name": "chardet",
            "specs": []
        },
        {
            "name": "typer",
            "specs": []
        }
    ],
    "lcname": "db2ixf"
}
        
Elapsed time: 0.21321s