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"source": [
"# Explore the Gapminder Dataset with Plotly Express\n",
"In this notebook I'll try to explore gapminder dataset using interactive data visualization library called Plotly. About the Dataset:\n",
"[Data Source](https://www.gapminder.org/tools/#$state$time$value=2007;;&chart-type=bubbles)\n",
"\n",
"- Task-1: Import Libraries \n",
"- Task-2: Loading Dataset \n",
"- Task-3: Creating Table \n",
"- Task-4: Quick Visualizations with Bar Charts \n",
"- Task-5: Plot Life Expectency `vs` GDP Per Capita\n",
"- Task-6: Create Interactive Bubble Charts \n",
"- Task-7: Create Interactive Animations and Facet Plots \n",
"- Task-8: Interactive Line Plots and Area Plots \n",
"- Task-9: Represent Geographic Data as Animated Maps\n",
"- Task-10: Using Plotly Template in Any Graphs "
]
},
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"cell_type": "markdown",
"metadata": {},
"source": [
"## Task-1: Import Libraries "
]
},
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"execution_count": 25,
"metadata": {
"_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
"_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
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"outputs": [],
"source": [
"import numpy as np # linear algebra\n",
"import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
"import plotly.express as px # for visualization\n",
"import plotly.offline as py\n",
"import plotly.graph_objs as go\n",
"from plotly.figure_factory import create_table # for creating nice table"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Task-2: Loading the Dataset "
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
"_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
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"outputs": [],
"source": [
"# load built-in gapminder dataset from plotly\n",
"gapminder = px.data.gapminder()"
]
},
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"cell_type": "code",
"execution_count": 27,
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"showland": true,
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"radialaxis": {
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"scene": {
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"gridwidth": 2,
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"gridwidth": 2,
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"zaxis": {
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"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
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"shapedefaults": {
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"ternary": {
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"linecolor": "white",
"ticks": ""
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"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
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"bgcolor": "#E5ECF6",
"caxis": {
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"linecolor": "white",
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"title": {
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"xaxis": {
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"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
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"zerolinecolor": "white",
"zerolinewidth": 2
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"yaxis": {
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"zerolinewidth": 2
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0,
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0,
1
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"source": [
"# color by continent\n",
"fig = px.scatter(gapminder2007, x='gdpPercap', y='lifeExp', color='continent')\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Task-6: Create Interactive Bubble Charts"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
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"source": [
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"fig = px.scatter(gapminder2007, x='gdpPercap', y='lifeExp', color='continent', size='pop', size_max=60)\n",
"fig.show()"
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},
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},
{
"hovertemplate": "%{hovertext}
continent=Americas
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}",
"hovertext": [
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"Brazil",
"Canada",
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},
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"hovertemplate": "%{hovertext}
continent=Oceania
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}",
"hovertext": [
"Australia",
"New Zealand"
],
"legendgroup": "Oceania",
"marker": {
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},
"mode": "markers",
"name": "Oceania",
"orientation": "v",
"showlegend": true,
"type": "scatter",
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81.235,
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"yaxis": "y"
}
],
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"legend": {
"itemsizing": "constant",
"title": {
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},
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
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"error_y": {
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},
"marker": {
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"solidity": 0.2
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],
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},
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],
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"minorgridcolor": "white",
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},
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],
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}
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],
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],
"type": "heatmap"
}
],
"heatmapgl": [
{
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"ticks": ""
},
"colorscale": [
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0,
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1,
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"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
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"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "histogram"
}
],
"histogram2d": [
{
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0,
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}
],
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{
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"mesh3d": [
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"type": "mesh3d"
}
],
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{
"line": {
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}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"fillpattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
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}
},
"marker": {
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}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
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}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
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}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
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}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
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}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
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}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
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}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
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}
},
"type": "scatterternary"
}
],
"surface": [
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1,
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],
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}
],
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{
"cells": {
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},
"line": {
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}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
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}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"autotypenumbers": "strict",
"coloraxis": {
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"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
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],
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0.1,
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0.2,
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0.3,
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0.4,
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1,
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},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "gdpPercap"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "lifeExp"
}
}
}
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# hover name\n",
"fig = px.scatter(gapminder2007, x='gdpPercap', y='lifeExp', color='continent', size='pop', size_max=60,\n",
" hover_name='country')\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Task-7: Create Interactive Animations and Facet Plots"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "%{hovertext}
continent=Asia
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}",
"hovertext": [
"Afghanistan",
"Afghanistan",
"Afghanistan",
"Afghanistan",
"Afghanistan",
"Afghanistan",
"Afghanistan",
"Afghanistan",
"Afghanistan",
"Afghanistan",
"Afghanistan",
"Afghanistan",
"Bahrain",
"Bahrain",
"Bahrain",
"Bahrain",
"Bahrain",
"Bahrain",
"Bahrain",
"Bahrain",
"Bahrain",
"Bahrain",
"Bahrain",
"Bahrain",
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"source": [
"# create a facet plot\n",
"fig = px.scatter(gapminder, x='gdpPercap', y='lifeExp', color='continent', size='pop', size_max=60,\n",
" hover_name='country', facet_col='continent')\n",
"fig.show()"
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},
{
"cell_type": "code",
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"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"autotypenumbers": "strict",
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"xaxis": {
"anchor": "y",
"domain": [
0,
0.18400000000000002
],
"title": {
"text": "gdpPercap"
},
"type": "log"
},
"xaxis2": {
"anchor": "y2",
"domain": [
0.20400000000000001,
0.388
],
"matches": "x",
"title": {
"text": "gdpPercap"
},
"type": "log"
},
"xaxis3": {
"anchor": "y3",
"domain": [
0.40800000000000003,
0.5920000000000001
],
"matches": "x",
"title": {
"text": "gdpPercap"
},
"type": "log"
},
"xaxis4": {
"anchor": "y4",
"domain": [
0.6120000000000001,
0.7960000000000002
],
"matches": "x",
"title": {
"text": "gdpPercap"
},
"type": "log"
},
"xaxis5": {
"anchor": "y5",
"domain": [
0.8160000000000001,
1
],
"matches": "x",
"title": {
"text": "gdpPercap"
},
"type": "log"
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "lifeExp"
}
},
"yaxis2": {
"anchor": "x2",
"domain": [
0,
1
],
"matches": "y",
"showticklabels": false
},
"yaxis3": {
"anchor": "x3",
"domain": [
0,
1
],
"matches": "y",
"showticklabels": false
},
"yaxis4": {
"anchor": "x4",
"domain": [
0,
1
],
"matches": "y",
"showticklabels": false
},
"yaxis5": {
"anchor": "x5",
"domain": [
0,
1
],
"matches": "y",
"showticklabels": false
}
}
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# log scale on x-axis\n",
"fig = px.scatter(gapminder, x='gdpPercap', y='lifeExp', color='continent', size='pop', size_max=60,\n",
" hover_name='country', facet_col='continent', log_x=True)\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" country | \n",
" continent | \n",
" year | \n",
" lifeExp | \n",
" pop | \n",
" gdpPercap | \n",
" iso_alpha | \n",
" iso_num | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" Afghanistan | \n",
" Asia | \n",
" 1952 | \n",
" 28.801 | \n",
" 8425333 | \n",
" 779.445314 | \n",
" AFG | \n",
" 4 | \n",
"
\n",
" \n",
" | 1 | \n",
" Afghanistan | \n",
" Asia | \n",
" 1957 | \n",
" 30.332 | \n",
" 9240934 | \n",
" 820.853030 | \n",
" AFG | \n",
" 4 | \n",
"
\n",
" \n",
" | 2 | \n",
" Afghanistan | \n",
" Asia | \n",
" 1962 | \n",
" 31.997 | \n",
" 10267083 | \n",
" 853.100710 | \n",
" AFG | \n",
" 4 | \n",
"
\n",
" \n",
" | 3 | \n",
" Afghanistan | \n",
" Asia | \n",
" 1967 | \n",
" 34.020 | \n",
" 11537966 | \n",
" 836.197138 | \n",
" AFG | \n",
" 4 | \n",
"
\n",
" \n",
" | 4 | \n",
" Afghanistan | \n",
" Asia | \n",
" 1972 | \n",
" 36.088 | \n",
" 13079460 | \n",
" 739.981106 | \n",
" AFG | \n",
" 4 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 1699 | \n",
" Zimbabwe | \n",
" Africa | \n",
" 1987 | \n",
" 62.351 | \n",
" 9216418 | \n",
" 706.157306 | \n",
" ZWE | \n",
" 716 | \n",
"
\n",
" \n",
" | 1700 | \n",
" Zimbabwe | \n",
" Africa | \n",
" 1992 | \n",
" 60.377 | \n",
" 10704340 | \n",
" 693.420786 | \n",
" ZWE | \n",
" 716 | \n",
"
\n",
" \n",
" | 1701 | \n",
" Zimbabwe | \n",
" Africa | \n",
" 1997 | \n",
" 46.809 | \n",
" 11404948 | \n",
" 792.449960 | \n",
" ZWE | \n",
" 716 | \n",
"
\n",
" \n",
" | 1702 | \n",
" Zimbabwe | \n",
" Africa | \n",
" 2002 | \n",
" 39.989 | \n",
" 11926563 | \n",
" 672.038623 | \n",
" ZWE | \n",
" 716 | \n",
"
\n",
" \n",
" | 1703 | \n",
" Zimbabwe | \n",
" Africa | \n",
" 2007 | \n",
" 43.487 | \n",
" 12311143 | \n",
" 469.709298 | \n",
" ZWE | \n",
" 716 | \n",
"
\n",
" \n",
"
\n",
"
1704 rows × 8 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" country | \n",
" continent | \n",
" year | \n",
" lifeExp | \n",
" pop | \n",
" gdpPercap | \n",
" iso_alpha | \n",
" iso_num | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" Afghanistan | \n",
" Asia | \n",
" 1952 | \n",
" 28.801 | \n",
" 8425333 | \n",
" 779.445314 | \n",
" AFG | \n",
" 4 | \n",
"
\n",
" \n",
" | 1 | \n",
" Afghanistan | \n",
" Asia | \n",
" 1957 | \n",
" 30.332 | \n",
" 9240934 | \n",
" 820.853030 | \n",
" AFG | \n",
" 4 | \n",
"
\n",
" \n",
" | 2 | \n",
" Afghanistan | \n",
" Asia | \n",
" 1962 | \n",
" 31.997 | \n",
" 10267083 | \n",
" 853.100710 | \n",
" AFG | \n",
" 4 | \n",
"
\n",
" \n",
"
\n",
"
continent=Asia
year=1952
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}",
"hovertext": [
"Afghanistan",
"Bahrain",
"Bangladesh",
"Cambodia",
"China",
"Hong Kong, China",
"India",
"Indonesia",
"Iran",
"Iraq",
"Israel",
"Japan",
"Jordan",
"Korea, Dem. Rep.",
"Korea, Rep.",
"Kuwait",
"Lebanon",
"Malaysia",
"Mongolia",
"Myanmar",
"Nepal",
"Oman",
"Pakistan",
"Philippines",
"Saudi Arabia",
"Singapore",
"Sri Lanka",
"Syria",
"Taiwan",
"Thailand",
"Vietnam",
"West Bank and Gaza",
"Yemen, Rep."
],
"ids": [
"Afghanistan",
"Bahrain",
"Bangladesh",
"Cambodia",
"China",
"Hong Kong, China",
"India",
"Indonesia",
"Iran",
"Iraq",
"Israel",
"Japan",
"Jordan",
"Korea, Dem. Rep.",
"Korea, Rep.",
"Kuwait",
"Lebanon",
"Malaysia",
"Mongolia",
"Myanmar",
"Nepal",
"Oman",
"Pakistan",
"Philippines",
"Saudi Arabia",
"Singapore",
"Sri Lanka",
"Syria",
"Taiwan",
"Thailand",
"Vietnam",
"West Bank and Gaza",
"Yemen, Rep."
],
"legendgroup": "Asia",
"marker": {
"color": "#636efa",
"size": [
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],
"sizemode": "area",
"sizeref": 824176.935,
"symbol": "circle"
},
"mode": "markers",
"name": "Asia",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": [
779.4453145,
9867.084765,
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368.4692856,
400.448611,
3054.421209,
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],
"xaxis": "x",
"y": [
28.801,
50.93899999999999,
37.484,
39.417,
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37.468,
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39.875,
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58.5,
50.848,
40.412,
43.16,
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],
"yaxis": "y"
},
{
"hovertemplate": "%{hovertext}
continent=Europe
year=1952
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}",
"hovertext": [
"Albania",
"Austria",
"Belgium",
"Bosnia and Herzegovina",
"Bulgaria",
"Croatia",
"Czech Republic",
"Denmark",
"Finland",
"France",
"Germany",
"Greece",
"Hungary",
"Iceland",
"Ireland",
"Italy",
"Montenegro",
"Netherlands",
"Norway",
"Poland",
"Portugal",
"Romania",
"Serbia",
"Slovak Republic",
"Slovenia",
"Spain",
"Sweden",
"Switzerland",
"Turkey",
"United Kingdom"
],
"ids": [
"Albania",
"Austria",
"Belgium",
"Bosnia and Herzegovina",
"Bulgaria",
"Croatia",
"Czech Republic",
"Denmark",
"Finland",
"France",
"Germany",
"Greece",
"Hungary",
"Iceland",
"Ireland",
"Italy",
"Montenegro",
"Netherlands",
"Norway",
"Poland",
"Portugal",
"Romania",
"Serbia",
"Slovak Republic",
"Slovenia",
"Spain",
"Sweden",
"Switzerland",
"Turkey",
"United Kingdom"
],
"legendgroup": "Europe",
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],
"sizemode": "area",
"sizeref": 824176.935,
"symbol": "circle"
},
"mode": "markers",
"name": "Europe",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": [
1601.056136,
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973.5331948,
2444.286648,
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6876.14025,
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"xaxis": "x",
"y": [
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66.8,
68,
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59.6,
61.21,
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],
"yaxis": "y"
},
{
"hovertemplate": "%{hovertext}
continent=Africa
year=1952
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}",
"hovertext": [
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"Angola",
"Benin",
"Botswana",
"Burkina Faso",
"Burundi",
"Cameroon",
"Central African Republic",
"Chad",
"Comoros",
"Congo, Dem. Rep.",
"Congo, Rep.",
"Cote d'Ivoire",
"Djibouti",
"Egypt",
"Equatorial Guinea",
"Eritrea",
"Ethiopia",
"Gabon",
"Gambia",
"Ghana",
"Guinea",
"Guinea-Bissau",
"Kenya",
"Lesotho",
"Liberia",
"Libya",
"Madagascar",
"Malawi",
"Mali",
"Mauritania",
"Mauritius",
"Morocco",
"Mozambique",
"Namibia",
"Niger",
"Nigeria",
"Reunion",
"Rwanda",
"Sao Tome and Principe",
"Senegal",
"Sierra Leone",
"Somalia",
"South Africa",
"Sudan",
"Swaziland",
"Tanzania",
"Togo",
"Tunisia",
"Uganda",
"Zambia",
"Zimbabwe"
],
"ids": [
"Algeria",
"Angola",
"Benin",
"Botswana",
"Burkina Faso",
"Burundi",
"Cameroon",
"Central African Republic",
"Chad",
"Comoros",
"Congo, Dem. Rep.",
"Congo, Rep.",
"Cote d'Ivoire",
"Djibouti",
"Egypt",
"Equatorial Guinea",
"Eritrea",
"Ethiopia",
"Gabon",
"Gambia",
"Ghana",
"Guinea",
"Guinea-Bissau",
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"Mauritius",
"Morocco",
"Mozambique",
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"Nigeria",
"Reunion",
"Rwanda",
"Sao Tome and Principe",
"Senegal",
"Sierra Leone",
"Somalia",
"South Africa",
"Sudan",
"Swaziland",
"Tanzania",
"Togo",
"Tunisia",
"Uganda",
"Zambia",
"Zimbabwe"
],
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"sizemode": "area",
"sizeref": 824176.935,
"symbol": "circle"
},
"mode": "markers",
"name": "Africa",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": [
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{
"frame": {
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"redraw": false
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"fromcurrent": true,
"mode": "immediate",
"transition": {
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{
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null
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{
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"fromcurrent": true,
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"label": "◼",
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0,
1
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],
"source": [
"# let's add animation\n",
"fig = px.scatter(gapminder, x='gdpPercap', y='lifeExp', color='continent', size='pop',\n",
" size_max=40,hover_name='country', log_x=True, animation_frame='year',\n",
" animation_group='country', range_x=[25, 10000], range_y=[25,90])\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
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"type": "mesh3d"
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},
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],
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"type": "scattermapbox"
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"showland": true,
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"hovermode": "closest",
"mapbox": {
"style": "light"
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"linecolor": "white",
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"bgcolor": "#E5ECF6",
"radialaxis": {
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"linecolor": "white",
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"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
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"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
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},
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"line": {
"color": "#2a3f5f"
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},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"updatemenus": [
{
"buttons": [
{
"args": [
null,
{
"frame": {
"duration": 500,
"redraw": false
},
"fromcurrent": true,
"mode": "immediate",
"transition": {
"duration": 500,
"easing": "linear"
}
}
],
"label": "▶",
"method": "animate"
},
{
"args": [
[
null
],
{
"frame": {
"duration": 0,
"redraw": false
},
"fromcurrent": true,
"mode": "immediate",
"transition": {
"duration": 0,
"easing": "linear"
}
}
],
"label": "◼",
"method": "animate"
}
],
"direction": "left",
"pad": {
"r": 10,
"t": 70
},
"showactive": false,
"type": "buttons",
"x": 0.1,
"xanchor": "right",
"y": 0,
"yanchor": "top"
}
],
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"range": [
1.3979400086720375,
4
],
"title": {
"text": "GDP Per Capita"
},
"type": "log"
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"range": [
25,
90
],
"title": {
"text": "Life Expectency"
}
}
}
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# customize the labels\n",
"fig = px.scatter(gapminder, x='gdpPercap', y='lifeExp', color='continent', size='pop', size_max=40,\n",
" hover_name='country',log_x=True, animation_frame='year',\n",
" animation_group='country', range_x=[25, 10000], range_y=[25,90],\n",
" labels=dict(pop=\"Population\", gdpPercap=\"GDP Per Capita\", lifeExp=\"Life Expectency\"))\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Task-9: Represent Geographic Data as Animated Maps"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
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"config": {
"plotlyServerURL": "https://plot.ly"
},
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"geo": "geo",
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iso_alpha=%{location}",
"legendgroup": "Asia",
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"dash": "solid"
},
"locations": [
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"mode": "lines",
"name": "Asia",
"showlegend": true,
"type": "scattergeo"
},
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"geo": "geo",
"hovertemplate": "continent=Europe
iso_alpha=%{location}",
"legendgroup": "Europe",
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iso_alpha=%{location}",
"legendgroup": "Africa",
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"dash": "solid"
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"showlegend": true,
"type": "scattergeo"
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"hovertemplate": "continent=Oceania
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"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
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"hovermode": "closest",
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"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
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"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
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"linecolor": "white",
"ticks": ""
}
},
"scene": {
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"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
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"yaxis": {
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"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
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"zaxis": {
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"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
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}
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"ternary": {
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},
"baxis": {
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},
"bgcolor": "#E5ECF6",
"caxis": {
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}
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"source": [
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"fig = px.line_geo(gapminder.query('year == 2007'), locations='iso_alpha', color='continent', projection='orthographic')\n",
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},
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"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
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"hovermode": "closest",
"mapbox": {
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"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
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"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
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"ternary": {
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"linecolor": "white",
"ticks": ""
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"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
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"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"updatemenus": [
{
"buttons": [
{
"args": [
null,
{
"frame": {
"duration": 500,
"redraw": true
},
"fromcurrent": true,
"mode": "immediate",
"transition": {
"duration": 500,
"easing": "linear"
}
}
],
"label": "▶",
"method": "animate"
},
{
"args": [
[
null
],
{
"frame": {
"duration": 0,
"redraw": true
},
"fromcurrent": true,
"mode": "immediate",
"transition": {
"duration": 0,
"easing": "linear"
}
}
],
"label": "◼",
"method": "animate"
}
],
"direction": "left",
"pad": {
"r": 10,
"t": 70
},
"showactive": false,
"type": "buttons",
"x": 0.1,
"xanchor": "right",
"y": 0,
"yanchor": "top"
}
]
}
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# create a map using choropleth\n",
"fig = px.choropleth(gapminder, locations='iso_alpha', color='lifeExp', hover_name='country',\n",
" animation_frame='year', color_continuous_scale=px.colors.sequential.Plasma, projection='natural earth')\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 10: Using Plotly Template in Any Graphs"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Templates configuration\n",
"-----------------------\n",
" Default template: 'plotly'\n",
" Available templates:\n",
" ['ggplot2', 'seaborn', 'simple_white', 'plotly',\n",
" 'plotly_white', 'plotly_dark', 'presentation', 'xgridoff',\n",
" 'ygridoff', 'gridon', 'none']"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# print available themes or template\n",
"import plotly.io as pio\n",
"pio.templates"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "year=%{x}
Population of Canada=%{y}
lifeExp=%{marker.color}",
"legendgroup": "",
"marker": {
"color": [
68.75,
69.96,
71.3,
72.13,
72.88,
74.21,
75.76,
76.86,
77.95,
78.61,
79.77,
80.653
],
"coloraxis": "coloraxis",
"pattern": {
"shape": ""
}
},
"name": "",
"offsetgroup": "",
"orientation": "v",
"showlegend": false,
"textposition": "auto",
"type": "bar",
"x": [
1952,
1957,
1962,
1967,
1972,
1977,
1982,
1987,
1992,
1997,
2002,
2007
],
"xaxis": "x",
"y": [
14785584,
17010154,
18985849,
20819767,
22284500,
23796400,
25201900,
26549700,
28523502,
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31902268,
33390141
],
"yaxis": "y"
}
],
"layout": {
"barmode": "relative",
"coloraxis": {
"colorbar": {
"title": {
"text": "lifeExp"
}
},
"colorscale": [
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},
"height": 400,
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
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"error_x": {
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},
"error_y": {
"color": "#f2f5fa"
},
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"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
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"width": 0.5
},
"pattern": {
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"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
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"gridcolor": "#506784",
"linecolor": "#506784",
"minorgridcolor": "#506784",
"startlinecolor": "#A2B1C6"
},
"baxis": {
"endlinecolor": "#A2B1C6",
"gridcolor": "#506784",
"linecolor": "#506784",
"minorgridcolor": "#506784",
"startlinecolor": "#A2B1C6"
},
"type": "carpet"
}
],
"choropleth": [
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},
"type": "choropleth"
}
],
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],
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" height=400, template='plotly_dark')\n",
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"yaxis": {
"backgroundcolor": "rgb(237,237,237)",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"showgrid": true,
"tickcolor": "rgb(51,51,51)",
"ticks": "outside",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "rgb(237,237,237)",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"showgrid": true,
"tickcolor": "rgb(51,51,51)",
"ticks": "outside",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"fillcolor": "black",
"line": {
"width": 0
},
"opacity": 0.3
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"showgrid": true,
"tickcolor": "rgb(51,51,51)",
"ticks": "outside"
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"showgrid": true,
"tickcolor": "rgb(51,51,51)",
"ticks": "outside"
},
"bgcolor": "rgb(237,237,237)",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"showgrid": true,
"tickcolor": "rgb(51,51,51)",
"ticks": "outside"
}
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"showgrid": true,
"tickcolor": "rgb(51,51,51)",
"ticks": "outside",
"title": {
"standoff": 15
},
"zerolinecolor": "white"
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"showgrid": true,
"tickcolor": "rgb(51,51,51)",
"ticks": "outside",
"title": {
"standoff": 15
},
"zerolinecolor": "white"
}
}
},
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "year"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "Population of Canada"
}
}
}
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ggplot2\n",
"fig = px.bar(canada_data, x='year', y='pop', color='lifeExp', labels={'pop': 'Population of Canada'},\n",
" height=400, template='ggplot2')\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Further Reading \n",
"- https://plotly.com/python/templates/\n",
"- https://plotly.com/python/plotly-fundamentals/\n",
"- https://plotly.com/python/plotly-express/"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}