An enhanced DataFrame with SQL-like capabilities.
Project description
DataQueryFrame is an enhanced DataFrame library that provides SQL-like capabilities for data manipulation and analysis. It extends the functionality of the popular pandas DataFrame, allowing you to perform common database operations directly on your data.
Features
SQL-like query operations: SELECT, WHERE, GROUP BY, ORDER BY, UNION, etc.
Seamless integration with pandas DataFrame
Easy-to-use API for data filtering, aggregation, and transformation
Support for various data sources (CSV, Excel, SQL databases, etc.)
Efficient and optimized for large datasets
Installation
You can install DataQueryFrame using pip:
pip install dataqueryframe
Usage
Here’s a quick example of how to use DataQueryFrame:
import pandas as pd
from dataqueryframe.dataqueryframe import DataQueryFrame as dqf
# Create a DataQueryFrame from a parquet file
# df = dqf(pd.read_parquet('data.parquet'))
# Create a DataQueryFrame from a dictionary
df = dqf({'A': [1,2,3,4,5], 'B': ['good', 'bad', 'ugly', 'good', 'bad']})
# Perform SQL-like operations
result = df.select(['column1', 'column2']) \
.where('column1', '<', 3) \
.order_by('column1', ascending=False) \
.limit(10)
print(result)
History
0.1.0 (2024-03-28)
First release on PyPI.
Project details
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