|
| 1 | +--- |
| 2 | +jupyter: |
| 3 | + jupytext: |
| 4 | + notebook_metadata_filter: all |
| 5 | + text_representation: |
| 6 | + extension: .md |
| 7 | + format_name: markdown |
| 8 | + format_version: '1.1' |
| 9 | + jupytext_version: 1.2.3 |
| 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: 3.7.3 |
| 24 | + plotly: |
| 25 | + description: How to make 3D Bubble Charts in Python with Plotly. Three examples |
| 26 | + of 3D Bubble Charts. |
| 27 | + display_as: 3d_charts |
| 28 | + has_thumbnail: true |
| 29 | + ipynb: ~notebook_demo/62 |
| 30 | + language: python |
| 31 | + layout: user-guide |
| 32 | + name: 3D Bubble Charts |
| 33 | + order: 2 |
| 34 | + page_type: u-guide |
| 35 | + permalink: python/3d-bubble-charts/ |
| 36 | + thumbnail: thumbnail/3dbubble.jpg |
| 37 | + title: Python 3D Bubble Charts | plotly |
| 38 | +--- |
| 39 | + |
| 40 | +### 3d Bubble chart with plotly express |
| 41 | + |
| 42 | +```python |
| 43 | +import plotly.express as px |
| 44 | +import numpy as np |
| 45 | +gapminder = px.data.gapminder() |
| 46 | +#gapminder.columns |
| 47 | +fig = px.scatter_3d(gapminder, x='year', y='continent', z='pop', size='gdpPercap', color='lifeExp', |
| 48 | + hover_data=['country']) |
| 49 | +fig.update_layout(scene_zaxis_type="log") |
| 50 | +fig.show() |
| 51 | +``` |
| 52 | + |
| 53 | + |
| 54 | +#### Simple Bubble Chart |
| 55 | + |
| 56 | +```python |
| 57 | +import plotly.graph_objects as go |
| 58 | + |
| 59 | +import pandas as pd |
| 60 | + |
| 61 | +# Get Data: this ex will only use part of it (i.e. rows 750-1500) |
| 62 | +df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/master/gapminderDataFiveYear.csv') |
| 63 | + |
| 64 | +start, end = 750, 1500 |
| 65 | + |
| 66 | +fig = go.Figure(data=go.Scatter3d( |
| 67 | + x=df['year'][start:end], |
| 68 | + y=df['continent'][start:end], |
| 69 | + z=df['pop'][start:end], |
| 70 | + text=df['country'][start:end], |
| 71 | + mode='markers', |
| 72 | + marker=dict( |
| 73 | + sizemode='diameter', |
| 74 | + sizeref=750, |
| 75 | + size=df['gdpPercap'][start:end], |
| 76 | + color = df['lifeExp'][start:end], |
| 77 | + colorscale = 'Viridis', |
| 78 | + colorbar_title = 'Life<br>Expectancy', |
| 79 | + line_color='rgb(140, 140, 170)' |
| 80 | + ) |
| 81 | +)) |
| 82 | + |
| 83 | + |
| 84 | +fig.update_layout(height=800, width=800, |
| 85 | + title='Examining Population and Life Expectancy Over Time') |
| 86 | + |
| 87 | +fig.show() |
| 88 | +``` |
| 89 | + |
| 90 | +#### Bubble Chart Sized by a Variable |
| 91 | +Plot planets' distance from sun, density, and gravity with bubble size based on planet size |
| 92 | + |
| 93 | +```python |
| 94 | +import plotly.graph_objects as go |
| 95 | + |
| 96 | +planets = ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune', 'Pluto'] |
| 97 | +planet_colors = ['rgb(135, 135, 125)', 'rgb(210, 50, 0)', 'rgb(50, 90, 255)', |
| 98 | + 'rgb(178, 0, 0)', 'rgb(235, 235, 210)', 'rgb(235, 205, 130)', |
| 99 | + 'rgb(55, 255, 217)', 'rgb(38, 0, 171)', 'rgb(255, 255, 255)'] |
| 100 | +distance_from_sun = [57.9, 108.2, 149.6, 227.9, 778.6, 1433.5, 2872.5, 4495.1, 5906.4] |
| 101 | +density = [5427, 5243, 5514, 3933, 1326, 687, 1271, 1638, 2095] |
| 102 | +gravity = [3.7, 8.9, 9.8, 3.7, 23.1, 9.0, 8.7, 11.0, 0.7] |
| 103 | +planet_diameter = [4879, 12104, 12756, 6792, 142984, 120536, 51118, 49528, 2370] |
| 104 | + |
| 105 | +# Create trace, sizing bubbles by planet diameter |
| 106 | +fig = go.Figure(data=go.Scatter3d( |
| 107 | + x = distance_from_sun, |
| 108 | + y = density, |
| 109 | + z = gravity, |
| 110 | + text = planets, |
| 111 | + mode = 'markers', |
| 112 | + marker = dict( |
| 113 | + sizemode = 'diameter', |
| 114 | + sizeref = 750, # info on sizeref: https://plot.ly/python/reference/#scatter-marker-sizeref |
| 115 | + size = planet_diameter, |
| 116 | + color = planet_colors, |
| 117 | + ) |
| 118 | +)) |
| 119 | + |
| 120 | +fig.update_layout(width=800, height=800, title = 'Planets!', |
| 121 | + scene = dict(xaxis=dict(title='Distance from Sun', titlefont_color='white'), |
| 122 | + yaxis=dict(title='Density', titlefont_color='white'), |
| 123 | + zaxis=dict(title='Gravity', titlefont_color='white'), |
| 124 | + bgcolor = 'rgb(20, 24, 54)' |
| 125 | + )) |
| 126 | + |
| 127 | +fig.show() |
| 128 | +``` |
| 129 | + |
| 130 | +#### Edit the Colorbar |
| 131 | +Plot planets' distance from sun, density, and gravity with bubble size based on planet size |
| 132 | + |
| 133 | +```python |
| 134 | +import plotly.graph_objects as go |
| 135 | + |
| 136 | +planets = ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune', 'Pluto'] |
| 137 | +temperatures = [167, 464, 15, -20, -65, -110, -140, -195, -200, -225] |
| 138 | +distance_from_sun = [57.9, 108.2, 149.6, 227.9, 778.6, 1433.5, 2872.5, 4495.1, 5906.4] |
| 139 | +density = [5427, 5243, 5514, 3933, 1326, 687, 1271, 1638, 2095] |
| 140 | +gravity = [3.7, 8.9, 9.8, 3.7, 23.1, 9.0, 8.7, 11.0, 0.7] |
| 141 | +planet_diameter = [4879, 12104, 12756, 6792, 142984, 120536, 51118, 49528, 2370] |
| 142 | + |
| 143 | +# Create trace, sizing bubbles by planet diameter |
| 144 | +fig = go.Figure(go.Scatter3d( |
| 145 | + x = distance_from_sun, |
| 146 | + y = density, |
| 147 | + z = gravity, |
| 148 | + text = planets, |
| 149 | + mode = 'markers', |
| 150 | + marker = dict( |
| 151 | + sizemode = 'diameter', |
| 152 | + sizeref = 750, # info on sizeref: https://plot.ly/python/reference/#scatter-marker-sizeref |
| 153 | + size = planet_diameter, |
| 154 | + color = temperatures, |
| 155 | + colorbar_title = 'Mean<br>Temperature', |
| 156 | + colorscale=[[0, 'rgb(5, 10, 172)'], [.3, 'rgb(255, 255, 255)'], [1, 'rgb(178, 10, 28)']] |
| 157 | + ) |
| 158 | +)) |
| 159 | + |
| 160 | +fig.update_layout(width=800, height=800, title = 'Planets!', |
| 161 | + scene = dict(xaxis=dict(title='Distance from Sun', titlefont_color='white'), |
| 162 | + yaxis=dict(title='Density', titlefont_color='white'), |
| 163 | + zaxis=dict(title='Gravity', titlefont_color='white'), |
| 164 | + bgcolor = 'rgb(20, 24, 54)' |
| 165 | + )) |
| 166 | + |
| 167 | +fig.show() |
| 168 | +``` |
| 169 | + |
| 170 | +#### Reference |
| 171 | +See https://plot.ly/python/reference/#scatter3d and https://plot.ly/python/reference/#scatter-marker-sizeref <br>for more information and chart attribute options! |
| 172 | + |
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