From 7e996f45435b103177848ea051e34506a4abaeee Mon Sep 17 00:00:00 2001 From: piyush-poddar Date: Mon, 24 Jun 2024 12:09:56 +0530 Subject: [PATCH] Introduction to Pie Charts in Plotly --- .../images/plotly-basic-pie-chart.png | Bin 0 -> 28491 bytes .../images/plotly-pie-color-1.png | Bin 0 -> 28375 bytes .../images/plotly-pie-color-2.png | Bin 0 -> 27284 bytes .../images/plotly-pie-labels.png | Bin 0 -> 32648 bytes .../images/plotly-pie-patterns.png | Bin 0 -> 53774 bytes .../images/plotly-pie-pull.png | Bin 0 -> 29403 bytes .../images/plotly-pie-title.png | Bin 0 -> 28099 bytes contrib/plotting-visualization/index.md | 1 + .../plotly-pie-charts.md | 221 ++++++++++++++++++ 9 files changed, 222 insertions(+) create mode 100644 contrib/plotting-visualization/images/plotly-basic-pie-chart.png create mode 100644 contrib/plotting-visualization/images/plotly-pie-color-1.png create mode 100644 contrib/plotting-visualization/images/plotly-pie-color-2.png create mode 100644 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ztT^b(Tp`a8y`9CzKsW`;u;%3%siUwXiU-5M5~oK@&BO&rSU_l@E-2~+rt8CZ0u1l` z1~u9~f~lbeA^L*D<;xMP;Zkh=9o62v&3 z*V$-9e}bRftU|H_$o?Rtc9PX_JWk32vA!nW+;(c+qaeMa0}zFY7WkkBp+hQ|A*y2{ zDLf)!KE*4al}?~pe9v0uMpo>nHA_>(va+1da8`8;hRpLD`!b5{*qO&DvSQw@c1Mdjxq!BS{`#t-GiMe z`H`JVEcV2Aw&V$5LINPy08=m~d3ZMfwcXTNeToY;{V(# zAR}(wC?Eyw)<4%ewA5b0nkr(rhyUE#0D+w3J_P=EodoFqgK;F;Kko-V*&NW3u2qT? xq(6`RZwWZU{f`R&qr(3*;{Q9l0Egjk$KK@`%PTzre$IB~zN*%}%DZNP{|7-@C>Q_$ literal 0 HcmV?d00001 diff --git a/contrib/plotting-visualization/index.md b/contrib/plotting-visualization/index.md index 644704b..02324f2 100644 --- a/contrib/plotting-visualization/index.md +++ b/contrib/plotting-visualization/index.md @@ -10,3 +10,4 @@ - [Seaborn Plotting Functions](seaborn-plotting.md) - [Getting started with Seaborn](seaborn-basics.md) - [Bar Plots in Plotly](plotly-bar-plots.md) +- [Pie Charts in Plotly](plotly-pie-charts.md) \ No newline at end of file diff --git a/contrib/plotting-visualization/plotly-pie-charts.md b/contrib/plotting-visualization/plotly-pie-charts.md new file mode 100644 index 0000000..2f78809 --- /dev/null +++ b/contrib/plotting-visualization/plotly-pie-charts.md @@ -0,0 +1,221 @@ +# Pie Charts in Plotly + +A pie chart is a type of graph that represents the data in the circular graph. The slices of pie show the relative size of the data, and it is a type of pictorial representation of data. A pie chart requires a list of categorical variables and numerical variables. Here, the term "pie" represents the whole, and the "slices" represent the parts of the whole. + +Pie charts are commonly used in business presentations like sales, operations, survey results, resources, etc. as they are pleasing to the eye and provide a quick summary. + +Plotly is a very powerful library for creating modern visualizations and it provides a very easy and intuitive method to create highly customized pie charts. + +## Prerequisites + +Before creating bar plots in Plotly you must ensure that you have Python, Plotly and Pandas installed on your system. + +## Introduction + +There are various ways to create pie charts in `plotly`. One of the prominent and easiest one is using `plotly.express`. Plotly Express is the easy-to-use, high-level interface to Plotly, which operates on a variety of types of data and produces easy-to-style figures. On the other hand you can also use `plotly.graph_objects` to create various plots. + +Here, we'll be using `plotly.express` to create the pie charts. Also we'll be converting our datasets into pandas DataFrames which makes it extremely convenient and easy to create charts. + +Also, note that when you execute the codes in a simple python file, the output plot will be shown in your **browser**, rather than a pop-up window like in matplotlib. If you do not want that, it is **recommended to create the plots in a notebook (like jupyter)**. For this, install an additional library `nbformat`. This way you can see the output on the notebook itself, and can also render its format to png, jpg, etc. + +## Creating a simple pie chart using `plotly.express.pie` + +In `plotly.express.pie`, data visualized by the sectors of the pie is set in values. The sector labels are set in names. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +flowers = ['Rose','Tulip','Marigold','Sunflower','Daffodil'] +petals = [11,9,17,4,7] + +# Converting dataset to pandas DataFrame +dataset = {'flowers':flowers, 'petals':petals} +df = pd.DataFrame(dataset) + +# Creating pie chart +fig = px.pie(df, values='petals', names='flowers') + +# Showing plot +fig.show() +``` +![Basic Pie Chart](images/plotly-basic-pie-chart.png) + +Here, we are first creating the dataset and converting it into Pandas DataFrames using dictionaries, with its keys being DataFrame columns. Next, we are plotting the pie chart by using `px.pie`. In the `values` and `names` parameters, we have to specify a column name in the DataFrame. + +`px.pie(df, values='Petals', names='Flowers')` is used to specify that the pie chart is to be plotted by taking the values from column `Petals` and the fractional area of each slice is represented by **petal/sum(petals)**. The column `flowers` represents the labels of slices corresponding to each value in `petals`. + +**Note:** When you generate the image using above code, it will show you an **interactive plot**, if you want image, you can download it from their itself. + +## Customizing Pie Charts + +### Adding title to the chart + +Simply pass the title of your chart as a parameter in `px.pie`. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +flowers = ['Rose','Tulip','Marigold','Sunflower','Daffodil'] +petals = [11,9,17,4,7] + +# Converting dataset to pandas DataFrame +dataset = {'flowers':flowers, 'petals':petals} +df = pd.DataFrame(dataset) + +# Creating pie chart +fig = px.pie(df, values='petals', names='flowers', + title='Number of Petals in Flowers') + +# Showing plot +fig.show() +``` +![Title in Pie Chart](images/plotly-pie-title.png) + +### Coloring Slices + +There are a lot of beautiful color scales available in plotly and can be found here [plotly color scales](https://plotly.com/python/builtin-colorscales/). Choose your favourite colorscale apply it like this: + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +flowers = ['Rose','Tulip','Marigold','Sunflower','Daffodil'] +petals = [11,9,17,4,7] + +# Converting dataset to pandas DataFrame +dataset = {'flowers':flowers, 'petals':petals} +df = pd.DataFrame(dataset) + +# Creating pie chart +fig = px.pie(df, values='petals', names='flowers', + title='Number of Petals in Flowers', + color_discrete_sequence=px.colors.sequential.Agsunset) + +# Showing plot +fig.show() +``` +![Pie Chart Colors-1](images/plotly-pie-color-1.png) + +You can also set custom colors for each label by passing it as a dictionary(map) in `color_discrete_map`, like this: + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +flowers = ['Rose','Tulip','Marigold','Sunflower','Daffodil'] +petals = [11,9,17,4,7] + +# Converting dataset to pandas DataFrame +dataset = {'flowers':flowers, 'petals':petals} +df = pd.DataFrame(dataset) + +# Creating pie chart +fig = px.pie(df, values='petals', names='flowers', + title='Number of Petals in Flowers', + color='flowers', + color_discrete_map={'Rose':'red', + 'Tulip':'magenta', + 'Marigold':'green', + 'Sunflower':'yellow', + 'Daffodil':'royalblue'}) + +# Showing plot +fig.show() +``` +![Pie Chart Colors-1](images/plotly-pie-color-2.png) + +### Labeling Slices + +You can use `fig.update_traces` to effectively control the properties of text being displayed on your figure, for example if we want both flower name , petal count and percentage in our slices, we can do it like this: + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +flowers = ['Rose','Tulip','Marigold','Sunflower','Daffodil'] +petals = [11,9,17,4,7] + +# Converting dataset to pandas DataFrame +dataset = {'flowers':flowers, 'petals':petals} +df = pd.DataFrame(dataset) + +# Creating pie chart +fig = px.pie(df, values='petals', names='flowers', + title='Number of Petals in Flowers') + +# Updating text properties +fig.update_traces(textposition='inside', textinfo='label+value+percent') + +# Showing plot +fig.show() +``` +![Pie Labels](images/plotly-pie-labels.png) + +### Pulling out a slice + +To pull out a slice pass an array to parameter `pull` in `fig.update_traces` corresponding to the slices and amount to be pulled. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +flowers = ['Rose','Tulip','Marigold','Sunflower','Daffodil'] +petals = [11,9,17,4,7] + +# Converting dataset to pandas DataFrame +dataset = {'flowers':flowers, 'petals':petals} +df = pd.DataFrame(dataset) + +# Creating pie chart +fig = px.pie(df, values='petals', names='flowers', + title='Number of Petals in Flowers') + +# Updating text properties +fig.update_traces(textposition='inside', textinfo='label+value') + +# Pulling out slice +fig.update_traces(pull=[0,0,0,0.2,0]) + +# Showing plot +fig.show() +``` +![Slice Pull](images/plotly-pie-pull.png) + +### Pattern Fills + +You can also add patterns (hatches), in addition to colors in pie charts. + +```Python +import plotly.express as px +import pandas as pd + +# Creating dataset +flowers = ['Rose','Tulip','Marigold','Sunflower','Daffodil'] +petals = [11,9,17,4,7] + +# Converting dataset to pandas DataFrame +dataset = {'flowers':flowers, 'petals':petals} +df = pd.DataFrame(dataset) + +# Creating pie chart +fig = px.pie(df, values='petals', names='flowers', + title='Number of Petals in Flowers') + +# Updating text properties +fig.update_traces(textposition='outside', textinfo='label+value') + +# Adding pattern fills +fig.update_traces(marker=dict(pattern=dict(shape=[".", "/", "+", "-","+"]))) + +# Showing plot +fig.show() +``` +![Pattern Fills Pie Chart](images/plotly-pie-patterns.png) \ No newline at end of file