|
| 1 | +--- |
| 2 | +jupyter: |
| 3 | + jupytext: |
| 4 | + notebook_metadata_filter: all |
| 5 | + text_representation: |
| 6 | + extension: .md |
| 7 | + format_name: markdown |
| 8 | + format_version: "1.2" |
| 9 | + jupytext_version: 1.3.1 |
| 10 | + kernelspec: |
| 11 | + display_name: Python 3 |
| 12 | + language: python |
| 13 | + name: python3 |
| 14 | + language_info: |
| 15 | + codemirror_mode: |
| 16 | + name: ipython |
| 17 | + version: 3 |
| 18 | + file_extension: .py |
| 19 | + mimetype: text/x-python |
| 20 | + name: python |
| 21 | + nbconvert_exporter: python |
| 22 | + pygments_lexer: ipython3 |
| 23 | + version: 3.6.8 |
| 24 | + plotly: |
| 25 | + description: |
| 26 | + Cufflinks is a third-party wrapper library around Plotly, inspired by the Pandas .plot() API. |
| 27 | + display_as: file_settings |
| 28 | + language: python |
| 29 | + layout: base |
| 30 | + name: Cufflinks |
| 31 | + order: 31 |
| 32 | + permalink: python/cufflinks/ |
| 33 | + thumbnail: thumbnail/plotly-express.png |
| 34 | +--- |
| 35 | + |
| 36 | +### Introduction |
| 37 | + |
| 38 | +[Cufflinks](https://github.com/santosjorge/cufflinks) is a third-party wrapper library around Plotly, maintained by [Santos Jorge](https://github.com/santosjorge). |
| 39 | + |
| 40 | +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. |
| 41 | + |
| 42 | +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. |
| 43 | + |
| 44 | +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). |
| 45 | + |
| 46 | +> Issues and questions regarding Cufflinks should be [raised in the Cufflinks repository](https://github.com/santosjorge/cufflinks/issues/new). |
| 47 | +
|
| 48 | +```python |
| 49 | +import cufflinks as cf |
| 50 | +import pandas as pd |
| 51 | +import numpy as np |
| 52 | + |
| 53 | +df = pd.DataFrame(np.random.randn(1000, 2), columns=['A', 'B']).cumsum() |
| 54 | +fig = df.iplot(asFigure=True, xTitle="The X Axis", |
| 55 | + yTitle="The Y Axis", title="The Figure Title") |
| 56 | +fig.show() |
| 57 | +``` |
| 58 | + |
| 59 | +Cufflinks has a `datagen` module for generating demo data. |
| 60 | + |
| 61 | +```python |
| 62 | +import cufflinks as cf |
| 63 | + |
| 64 | +df = cf.datagen.lines() |
| 65 | +fig = df.iplot(asFigure=True) |
| 66 | +fig.show() |
| 67 | +df.head() |
| 68 | +``` |
| 69 | + |
| 70 | +### Scatter Plots |
| 71 | + |
| 72 | +```python |
| 73 | +import cufflinks as cf |
| 74 | +import pandas as pd |
| 75 | +import numpy as np |
| 76 | + |
| 77 | +df = pd.DataFrame(np.random.randn(1000, 2), columns=['A', 'B']).cumsum() |
| 78 | +fig = df.iplot(asFigure=True, x='A', y='B', mode='markers') |
| 79 | +fig.show() |
| 80 | +``` |
| 81 | + |
| 82 | +### Bar Charts |
| 83 | + |
| 84 | +```python |
| 85 | +import cufflinks as cf |
| 86 | +import pandas as pd |
| 87 | +df = pd.DataFrame(np.random.rand(10, 4), columns=['A', 'B', 'C', 'D']) |
| 88 | +fig = df.iplot(asFigure=True, kind="bar") |
| 89 | +fig.show() |
| 90 | +``` |
| 91 | + |
| 92 | +### Histograms |
| 93 | + |
| 94 | +```python |
| 95 | +import cufflinks as cf |
| 96 | +import pandas as pd |
| 97 | +df = pd.DataFrame({'a': np.random.randn(1000) + 1, |
| 98 | + 'b': np.random.randn(1000), |
| 99 | + 'c': np.random.randn(1000) - 1}) |
| 100 | + |
| 101 | +fig = df.iplot(asFigure=True, kind="histogram") |
| 102 | +fig.show() |
| 103 | +``` |
| 104 | + |
| 105 | +### Box Plots |
| 106 | + |
| 107 | +```python |
| 108 | +import cufflinks as cf |
| 109 | +import pandas as pd |
| 110 | +df = pd.DataFrame({'a': np.random.randn(1000) + 1, |
| 111 | + 'b': np.random.randn(1000), |
| 112 | + 'c': np.random.randn(1000) - 1}) |
| 113 | + |
| 114 | +fig = df.iplot(asFigure=True, kind="box") |
| 115 | +fig.show() |
| 116 | +``` |
| 117 | + |
| 118 | +### Subplots |
| 119 | + |
| 120 | +```python |
| 121 | +import cufflinks as cf |
| 122 | + |
| 123 | +df=cf.datagen.lines(4) |
| 124 | +fig = df.iplot(asFigure=True, subplots=True, shape=(4,1), shared_xaxes=True, fill=True) |
| 125 | +fig.show() |
| 126 | +``` |
| 127 | + |
| 128 | +```python |
| 129 | +import cufflinks as cf |
| 130 | + |
| 131 | +df=cf.datagen.lines(4) |
| 132 | +fig = df.iplot(asFigure=True, subplots=True, subplot_titles=True, legend=False) |
| 133 | +fig.show() |
| 134 | +``` |
| 135 | + |
| 136 | +### Line and Box Annotations |
| 137 | + |
| 138 | +```python |
| 139 | +import cufflinks as cf |
| 140 | + |
| 141 | +df=cf.datagen.lines(4) |
| 142 | +fig = df.iplot(asFigure=True, hline=[2,4], vline=['2015-02-10']) |
| 143 | +fig.show() |
| 144 | +``` |
| 145 | + |
| 146 | +```python |
| 147 | +import cufflinks as cf |
| 148 | + |
| 149 | +df=cf.datagen.lines(4) |
| 150 | +fig = df.iplot(asFigure=True, hspan=[(-1,1),(2,5)]) |
| 151 | +fig.show() |
| 152 | +``` |
| 153 | + |
| 154 | +```python |
| 155 | +import cufflinks as cf |
| 156 | + |
| 157 | +df=cf.datagen.lines(4) |
| 158 | +fig = df.iplot(asFigure=True, |
| 159 | + vspan={'x0':'2015-02-15','x1':'2015-03-15', |
| 160 | + 'color':'rgba(30,30,30,0.3)','fill':True,'opacity':.4}) |
| 161 | +fig.show() |
| 162 | +``` |
| 163 | + |
| 164 | +### More Examples |
| 165 | + |
| 166 | +More documentation and examples for Cufflinks can be found in its [Github repository](https://github.com/santosjorge/cufflinks). |
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