https://github.com/zbrookle/dataframe_sql

A Python package that parses SQL and interprets it as methods that act upon existing pandas (or other types of) DataFrames that have been declared and registered
https://github.com/zbrookle/dataframe_sql

data dataframes pandas python sql

Last synced: 6 days ago
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A Python package that parses SQL and interprets it as methods that act upon existing pandas (or other types of) DataFrames that have been declared and registered

• Host: GitHub
• URL: https://github.com/zbrookle/dataframe_sql
• Owner: zbrookle
• License: bsd-3-clause
• Created: 2019-11-14T22:02:00.000Z (almost 5 years ago)
• Default Branch: master
• Last Pushed: 2021-09-03T21:03:14.000Z (about 3 years ago)
• Last Synced: 2024-10-16T16:48:44.160Z (21 days ago)
• Topics: data, dataframes, pandas, python, sql
• Language: Python
• Homepage:
• Size: 390 KB
• Stars: 98
• Watchers: 4
• Forks: 13
• Open Issues: 0
• Metadata Files:
  • Readme: README.rst
  • License: LICENSE.txt

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README

        
dataframe_sql

=============

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``dataframe_sql`` is a Python_ package that translates SQL syntax into operations on

pandas_ DataFrames, a functionality which is not available in the central pandas

package.

.. _Python: https://www.python.org/

Installation

------------

.. code-block:: bash

    pip install dataframe_sql

Usage

-----

In this simple example, a DataFrame is read in from a csv and then using the query

function you can produce a new DataFrame from the sql query.

.. code-block:: python

    from pandas import read_csv

    from dataframe_sql import register_temp_table, query

    my_table = read_csv("some_file.csv")

    register_temp_table(my_table, "my_table")

    query("""select * from my_table""")

The package currently only supports pandas_ but there are plans to support dask_,

rapids_, and modin_ in the future.

.. _pandas: https://github.com/pandas-dev/pandas

.. _dask: https://github.com/dask/dask

.. _rapids: https://github.com/rapidsai/cudf

.. _modin: https://github.com/modin-project/modin

SQL Syntax

----------

The SQL syntax for ``dataframe_sql`` is exactly the same as the syntax in

``sql_to_ibis``, its underlying package.

You can find the full SQL syntax

`here `__

Why use dataframe_sql?

----------------------

While there are other packages that accomplish the goal of using SQL with pandas

DataFrames, all other packages such as pandasql_ actually use a database on the

backend which defeats the purpose of using pandas_ to begin with. In the case of

pandasql_ which uses SQLite, this can result in major performance bottlenecks.

``dataframe_sql`` actually performs native pandas operations in memory on DataFrames,

which avoids conflicts that may arise from using external databases.

.. _pandasql: https://github.com/yhat/pandasql