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doc/python/cufflinks.md

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---
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jupyter:
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jupytext:
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notebook_metadata_filter: all
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text_representation:
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extension: .md
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format_name: markdown
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format_version: "1.2"
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jupytext_version: 1.3.1
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kernelspec:
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display_name: Python 3
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language: python
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name: python3
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language_info:
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version: 3
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name: python
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version: 3.6.8
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plotly:
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description:
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Cufflinks is a third-party wrapper library around Plotly, inspired by the Pandas .plot() API.
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display_as: file_settings
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language: python
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layout: base
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name: Cufflinks
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order: 31
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page_type: example_index
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permalink: python/cufflinks/
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thumbnail: thumbnail/plotly-express.png
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---
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### Introduction
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[Cufflinks](https://github.com/santosjorge/cufflinks) is a third-party wrapper library around Plotly, maintained by [Santos Jorge](https://github.com/santosjorge).
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When you import cufflinks, all [Pandas](https://pandas.pydata.org/) data frames and series objects have a new method attached to them called `.iplot()` which has a similar API to Pandas' built-in `.plot()` method.
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By passing the `asFigure=True` argument to `.iplot()`, Cufflinks works similarly to [Plotly Express](/python/plotly-express/), by returning [customizable `go.Figure` objects](/python/styling-plotly-express/) which are compatible with [Dash](https://dash.plot.ly)'s [`dcc.Graph` component](https://dash.plotly.com/dash-core-components/graph). Cufflinks also adds a `.figure()` method which has the same signature as `.iplot()` except that it has `asFigure=True` set as the default.
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This page shows some high-level examples of how to use Cufflinks, and more examples and documentation are available in the [Cufflinks Github repository](https://github.com/santosjorge/cufflinks).
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> Issues and questions regarding Cufflinks should be [raised in the Cufflinks repository](https://github.com/santosjorge/cufflinks/issues/new).
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```python
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import cufflinks as cf
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import pandas as pd
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import numpy as np
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df = pd.DataFrame(np.random.randn(1000, 2), columns=['A', 'B']).cumsum()
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fig = df.iplot(asFigure=True, xTitle="The X Axis", yTitle="The Y Axis", title="The Figure Title")
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fig.show()
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```
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Cufflinks has a `datagen` module for generating demo data.
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```python
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import cufflinks as cf
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df = cf.datagen.lines()
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fig = df.iplot(asFigure=True)
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fig.show()
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df.head()
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```
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### Scatter Plots
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```python
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import cufflinks as cf
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import pandas as pd
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import numpy as np
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df = pd.DataFrame(np.random.randn(1000, 2), columns=['A', 'B']).cumsum()
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fig = df.iplot(asFigure=True, x='A', y='B', mode='markers')
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fig.show()
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```
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### Bar Charts
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```python
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import cufflinks as cf
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import pandas as pd
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df = pd.DataFrame(np.random.rand(10, 4), columns=['A', 'B', 'C', 'D'])
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fig = df.iplot(asFigure=True, kind="bar")
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fig.show()
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```
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### Histograms
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```python
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import cufflinks as cf
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import pandas as pd
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df = pd.DataFrame({'a': np.random.randn(1000) + 1,
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'b': np.random.randn(1000),
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'c': np.random.randn(1000) - 1})
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fig = df.iplot(asFigure=True, kind="histogram")
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fig.show()
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```
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### Box Plots
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```python
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import cufflinks as cf
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import pandas as pd
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df = pd.DataFrame({'a': np.random.randn(1000) + 1,
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'b': np.random.randn(1000),
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'c': np.random.randn(1000) - 1})
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fig = df.iplot(asFigure=True, kind="box")
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fig.show()
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```
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### Subplots
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```python
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import cufflinks as cf
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df=cf.datagen.lines(4)
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fig = df.iplot(asFigure=True, subplots=True, shape=(4,1), shared_xaxes=True, fill=True)
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fig.show()
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```
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```python
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import cufflinks as cf
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df=cf.datagen.lines(4)
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fig = df.iplot(asFigure=True, subplots=True, subplot_titles=True, legend=False)
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fig.show()
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```
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### Line and Box Annotations
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```python
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import cufflinks as cf
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df=cf.datagen.lines(4)
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fig = df.iplot(asFigure=True, hline=[2,4],vline=['2015-02-10'])
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fig.show()
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```
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```python
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import cufflinks as cf
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df=cf.datagen.lines(4)
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fig = df.iplot(asFigure=True, hspan=[(-1,1),(2,5)])
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fig.show()
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```
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```python
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import cufflinks as cf
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df=cf.datagen.lines(4)
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fig = df.iplot(asFigure=True,
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vspan={'x0':'2015-02-15','x1':'2015-03-15',
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'color':'rgba(30,30,30,0.3)','fill':True,'opacity':.4})
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fig.show()
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```
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### More Examples
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More documentation and examples for Cufflinks can be found in its [Github repository](https://github.com/santosjorge/cufflinks).

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