A simple package to read Ion data into a list of dictionaries suitable for use in dataframes.
Project description
kestra-ion
The kestra-ion
package provides an easy-to-use interface for reading and writing Amazon Ion data files to integrate this data format into Python applications, particularly for analysis with libraries like pandas or polars.
Features
- Read Amazon Ion files: Convert Ion data into Python data structures.
- Pandas Integration: Easily convert Ion data into pandas DataFrames for further analysis.
- Simple API: A minimalistic and easy-to-understand API.
Installation
To install kestra-ion
, you can use pip:
pip install kestra-ion
Ensure that you have Python 3.6 or later installed. This package depends on amazon.ion
library, which will be installed during the installation process.
Usage Example
Here's a quick example to get you started with reading Amazon Ion data and converting it into a pandas DataFrame:
from kestra_ion import read_ion
import pandas as pd
import requests
file_path = "employees.ion"
url = "https://huggingface.co/datasets/kestra/datasets/resolve/main/ion/employees.ion"
response = requests.get(url)
if response.status_code == 200:
with open(file_path, "wb") as file:
file.write(response.content)
else:
print(f"Failed to download the file. Status code: {response.status_code}")
data = read_ion(file_path)
df = pd.DataFrame(data)
print(df.info())
This example reads data from an Ion file, converts it into a list of dictionaries, and then creates a pandas DataFrame from this list. The output includes details about the types of columns and general information about the DataFrame.
Contributing
Contributions to kestra-ion
are welcome! Here are a few ways you can help:
- Report bugs and issues.
- Suggest new features or enhancements.
- Improve documentation.
- Submit pull requests to address known issues.
License
kestra-ion
is distributed under Apache 2.0. See the LICENSE file in the GitHub repository for more details.
Contact
If you have specific questions about the kestra-ion
package, feel free to reach out via GitHub issues.
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