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https://github.com/williambdean/frame-search

A GitHub search inspired interface to DataFrames
https://github.com/williambdean/frame-search

data-science dataframes github

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A GitHub search inspired interface to DataFrames

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# Frame Search

[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
[![Tests](https://github.com/williambdean/frame-search/actions/workflows/tests.yml/badge.svg)](https://github.com/williambdean/frame-search/actions/workflows/tests.yml)
[![PyPI version](https://badge.fury.io/py/frame-search.svg)](https://badge.fury.io/py/frame-search)

A GitHub search inspired interface to DataFrames.

Powered by [`narwhals`](https://narwhals-dev.github.io/narwhals/).

## Installation

Install from PyPI:

```terminal
uv add frame-search
```

## Usage

### API

Importing `frame_search` adds a `search` properties to pandas and polars objects.

```python
# Import to add `search` property to DataFrames
import frame_search # noqa: F401

import polars as pl

df = pl.DataFrame({
"name": ["Alice Smith", "Bob J. Dawkins", "Charlie Brown"],
"age": [25, 30, 35],
"hometown": ["New York", "New York", "Chicago"]
})

df.search('age:<30 hometown:"New York"')
```

```text
shape: (1, 3)
┌─────────────┬─────┬──────────┐
│ name ┆ age ┆ hometown │
│ --- ┆ --- ┆ --- │
│ str ┆ i64 ┆ str │
╞═════════════╪═════╪══════════╡
│ Alice Smith ┆ 25 ┆ New York │
└─────────────┴─────┴──────────┘
```

### Interactive Search in Marimo Notebooks

Use with [`marimo`](https://marimo.io/) to create a search interface for DataFrames:

```python
import marimo as mo

search = mo.ui.text(label="DataFrame Search Query:")
search
```

Then use on a DataFrame:

```python
import polars as pl

import frame_search # noqa: F401

df = pl.DataFrame({
"name": ["Alice Smith", "Bob J. Dawkins", "Charlie Brown"],
"age": [25, 30, 35],
"hometown": ["New York", "Los Angeles", "Chicago"]
})

df_filter = df.search(search.value)

df_filter
```

Here is another example in a Marimo notebook:

![Marimo Example](./images/marimo-example.png)

## Search Syntax

The search syntax is inspired by GitHub's search syntax. Here are some resources:

- [Cheatsheet](https://gist.github.com/bonniss/4f0de4f599708c5268134225dda003e0)
- [GitHub Docs](https://docs.github.com/en/search-github/getting-started-with-searching-on-github/understanding-the-search-syntax)

Not all syntax features are currently supported. View the [GitHub issues](https://github.com/williambdean/frame-search/issues) for planned features or to request new ones.